{ "version": 2, "mode": "sprint", "epoch": 1, "updated_at": "2026-08-18T04:56:44.752680295+10:00", "cell_total": 2346, "next_cell_index": 2346, "done_ids": [ "float64|none|sgd|cnn|simd", "float32|none|sgd|cnn|simd", "float16|none|sgd|cnn|simd", "bfloat16|none|sgd|cnn|simd", "fp8e4m3|none|sgd|cnn|simd", "fp8e5m2|none|sgd|cnn|simd", "int64|none|sgd|cnn|simd", "int32|none|sgd|cnn|simd", "int16|none|sgd|cnn|simd", "int8|none|sgd|cnn|simd", "uint64|none|sgd|cnn|simd", "uint32|none|sgd|cnn|simd", "uint16|none|sgd|cnn|simd", "uint8|none|sgd|cnn|simd", "int4|none|sgd|cnn|simd", "uint4|none|sgd|cnn|simd", "fp4|none|sgd|cnn|simd", "int2|none|sgd|cnn|simd", "uint2|none|sgd|cnn|simd", "ternary|none|sgd|cnn|simd", "binary|none|sgd|cnn|simd", "int|none|sgd|cnn|simd", "uint|none|sgd|cnn|simd", "uintptr|none|sgd|cnn|simd", "complex64|none|sgd|cnn|simd", "complex128|none|sgd|cnn|simd", "nf4|none|sgd|cnn|simd", "fp6|none|sgd|cnn|simd", "int6|none|sgd|cnn|simd", "uint6|none|sgd|cnn|simd", "int5|none|sgd|cnn|simd", "uint5|none|sgd|cnn|simd", "int3|none|sgd|cnn|simd", "uint3|none|sgd|cnn|simd", "float64|none|sgd|bicameral|simd", "float32|none|sgd|bicameral|simd", "float16|none|sgd|bicameral|simd", "bfloat16|none|sgd|bicameral|simd", "fp8e4m3|none|sgd|bicameral|simd", "fp8e5m2|none|sgd|bicameral|simd", "int64|none|sgd|bicameral|simd", "int32|none|sgd|bicameral|simd", "int16|none|sgd|bicameral|simd", "int8|none|sgd|bicameral|simd", "uint64|none|sgd|bicameral|simd", "uint32|none|sgd|bicameral|simd", "uint16|none|sgd|bicameral|simd", "uint8|none|sgd|bicameral|simd", "int4|none|sgd|bicameral|simd", "uint4|none|sgd|bicameral|simd", "fp4|none|sgd|bicameral|simd", "int2|none|sgd|bicameral|simd", "uint2|none|sgd|bicameral|simd", "ternary|none|sgd|bicameral|simd", "binary|none|sgd|bicameral|simd", "int|none|sgd|bicameral|simd", "uint|none|sgd|bicameral|simd", "uintptr|none|sgd|bicameral|simd", "complex64|none|sgd|bicameral|simd", "complex128|none|sgd|bicameral|simd", "nf4|none|sgd|bicameral|simd", "fp6|none|sgd|bicameral|simd", "int6|none|sgd|bicameral|simd", "uint6|none|sgd|bicameral|simd", "int5|none|sgd|bicameral|simd", "uint5|none|sgd|bicameral|simd", "int3|none|sgd|bicameral|simd", "uint3|none|sgd|bicameral|simd", "float64|none|sgd|tricameral|simd", "float32|none|sgd|tricameral|simd", "float16|none|sgd|tricameral|simd", "bfloat16|none|sgd|tricameral|simd", "fp8e4m3|none|sgd|tricameral|simd", "fp8e5m2|none|sgd|tricameral|simd", "int64|none|sgd|tricameral|simd", "int32|none|sgd|tricameral|simd", "int16|none|sgd|tricameral|simd", "int8|none|sgd|tricameral|simd", "uint64|none|sgd|tricameral|simd", "uint32|none|sgd|tricameral|simd", "uint16|none|sgd|tricameral|simd", "uint8|none|sgd|tricameral|simd", "int4|none|sgd|tricameral|simd", "uint4|none|sgd|tricameral|simd", "fp4|none|sgd|tricameral|simd", "int2|none|sgd|tricameral|simd", "uint2|none|sgd|tricameral|simd", "ternary|none|sgd|tricameral|simd", "binary|none|sgd|tricameral|simd", "int|none|sgd|tricameral|simd", "uint|none|sgd|tricameral|simd", "uintptr|none|sgd|tricameral|simd", "complex64|none|sgd|tricameral|simd", "complex128|none|sgd|tricameral|simd", "nf4|none|sgd|tricameral|simd", "fp6|none|sgd|tricameral|simd", "int6|none|sgd|tricameral|simd", "uint6|none|sgd|tricameral|simd", "int5|none|sgd|tricameral|simd", "uint5|none|sgd|tricameral|simd", "int3|none|sgd|tricameral|simd", "uint3|none|sgd|tricameral|simd", "float64|none|step_sgd|cnn|simd", "float32|none|step_sgd|cnn|simd", "float16|none|step_sgd|cnn|simd", "bfloat16|none|step_sgd|cnn|simd", "fp8e4m3|none|step_sgd|cnn|simd", "fp8e5m2|none|step_sgd|cnn|simd", "int64|none|step_sgd|cnn|simd", "int32|none|step_sgd|cnn|simd", "int16|none|step_sgd|cnn|simd", "int8|none|step_sgd|cnn|simd", "uint64|none|step_sgd|cnn|simd", "uint32|none|step_sgd|cnn|simd", "uint16|none|step_sgd|cnn|simd", "uint8|none|step_sgd|cnn|simd", "int4|none|step_sgd|cnn|simd", "uint4|none|step_sgd|cnn|simd", "fp4|none|step_sgd|cnn|simd", "int2|none|step_sgd|cnn|simd", "uint2|none|step_sgd|cnn|simd", "ternary|none|step_sgd|cnn|simd", "binary|none|step_sgd|cnn|simd", "int|none|step_sgd|cnn|simd", "uint|none|step_sgd|cnn|simd", "uintptr|none|step_sgd|cnn|simd", "complex64|none|step_sgd|cnn|simd", "complex128|none|step_sgd|cnn|simd", "nf4|none|step_sgd|cnn|simd", "fp6|none|step_sgd|cnn|simd", "int6|none|step_sgd|cnn|simd", "uint6|none|step_sgd|cnn|simd", "int5|none|step_sgd|cnn|simd", "uint5|none|step_sgd|cnn|simd", "int3|none|step_sgd|cnn|simd", "uint3|none|step_sgd|cnn|simd", "float64|none|step_sgd|bicameral|simd", "float32|none|step_sgd|bicameral|simd", "float16|none|step_sgd|bicameral|simd", "bfloat16|none|step_sgd|bicameral|simd", "fp8e4m3|none|step_sgd|bicameral|simd", "fp8e5m2|none|step_sgd|bicameral|simd", "int64|none|step_sgd|bicameral|simd", "int32|none|step_sgd|bicameral|simd", "int16|none|step_sgd|bicameral|simd", "int8|none|step_sgd|bicameral|simd", "uint64|none|step_sgd|bicameral|simd", "uint32|none|step_sgd|bicameral|simd", "uint16|none|step_sgd|bicameral|simd", "uint8|none|step_sgd|bicameral|simd", "int4|none|step_sgd|bicameral|simd", "uint4|none|step_sgd|bicameral|simd", "fp4|none|step_sgd|bicameral|simd", "int2|none|step_sgd|bicameral|simd", "uint2|none|step_sgd|bicameral|simd", "ternary|none|step_sgd|bicameral|simd", "binary|none|step_sgd|bicameral|simd", "int|none|step_sgd|bicameral|simd", "uint|none|step_sgd|bicameral|simd", "uintptr|none|step_sgd|bicameral|simd", "complex64|none|step_sgd|bicameral|simd", "complex128|none|step_sgd|bicameral|simd", "nf4|none|step_sgd|bicameral|simd", "fp6|none|step_sgd|bicameral|simd", "int6|none|step_sgd|bicameral|simd", "uint6|none|step_sgd|bicameral|simd", "int5|none|step_sgd|bicameral|simd", "uint5|none|step_sgd|bicameral|simd", "int3|none|step_sgd|bicameral|simd", "uint3|none|step_sgd|bicameral|simd", "float64|none|step_sgd|tricameral|simd", "float32|none|step_sgd|tricameral|simd", "float16|none|step_sgd|tricameral|simd", "bfloat16|none|step_sgd|tricameral|simd", "fp8e4m3|none|step_sgd|tricameral|simd", "fp8e5m2|none|step_sgd|tricameral|simd", "int64|none|step_sgd|tricameral|simd", "int32|none|step_sgd|tricameral|simd", "int16|none|step_sgd|tricameral|simd", "int8|none|step_sgd|tricameral|simd", "uint64|none|step_sgd|tricameral|simd", "uint32|none|step_sgd|tricameral|simd", "uint16|none|step_sgd|tricameral|simd", "uint8|none|step_sgd|tricameral|simd", "int4|none|step_sgd|tricameral|simd", "uint4|none|step_sgd|tricameral|simd", "fp4|none|step_sgd|tricameral|simd", "int2|none|step_sgd|tricameral|simd", "uint2|none|step_sgd|tricameral|simd", "ternary|none|step_sgd|tricameral|simd", "binary|none|step_sgd|tricameral|simd", "int|none|step_sgd|tricameral|simd", "uint|none|step_sgd|tricameral|simd", "uintptr|none|step_sgd|tricameral|simd", "complex64|none|step_sgd|tricameral|simd", "complex128|none|step_sgd|tricameral|simd", "nf4|none|step_sgd|tricameral|simd", "fp6|none|step_sgd|tricameral|simd", "int6|none|step_sgd|tricameral|simd", "uint6|none|step_sgd|tricameral|simd", "int5|none|step_sgd|tricameral|simd", "uint5|none|step_sgd|tricameral|simd", "int3|none|step_sgd|tricameral|simd", "uint3|none|step_sgd|tricameral|simd", "float64|none|tween|cnn|simd", "float32|none|tween|cnn|simd", "float16|none|tween|cnn|simd", "bfloat16|none|tween|cnn|simd", "fp8e4m3|none|tween|cnn|simd", "fp8e5m2|none|tween|cnn|simd", "int64|none|tween|cnn|simd", "int32|none|tween|cnn|simd", "int16|none|tween|cnn|simd", "int8|none|tween|cnn|simd", "uint64|none|tween|cnn|simd", "uint32|none|tween|cnn|simd", "uint16|none|tween|cnn|simd", "uint8|none|tween|cnn|simd", "int4|none|tween|cnn|simd", "uint4|none|tween|cnn|simd", "fp4|none|tween|cnn|simd", "int2|none|tween|cnn|simd", "uint2|none|tween|cnn|simd", "ternary|none|tween|cnn|simd", "binary|none|tween|cnn|simd", "int|none|tween|cnn|simd", "uint|none|tween|cnn|simd", "uintptr|none|tween|cnn|simd", "complex64|none|tween|cnn|simd", "complex128|none|tween|cnn|simd", "nf4|none|tween|cnn|simd", "fp6|none|tween|cnn|simd", "int6|none|tween|cnn|simd", "uint6|none|tween|cnn|simd", "int5|none|tween|cnn|simd", "uint5|none|tween|cnn|simd", "int3|none|tween|cnn|simd", "uint3|none|tween|cnn|simd", "float64|none|tween|bicameral|simd", "float32|none|tween|bicameral|simd", "float16|none|tween|bicameral|simd", "bfloat16|none|tween|bicameral|simd", "fp8e4m3|none|tween|bicameral|simd", "fp8e5m2|none|tween|bicameral|simd", "int64|none|tween|bicameral|simd", "int32|none|tween|bicameral|simd", "int16|none|tween|bicameral|simd", "int8|none|tween|bicameral|simd", "uint64|none|tween|bicameral|simd", "uint32|none|tween|bicameral|simd", "uint16|none|tween|bicameral|simd", "uint8|none|tween|bicameral|simd", "int4|none|tween|bicameral|simd", "uint4|none|tween|bicameral|simd", "fp4|none|tween|bicameral|simd", "int2|none|tween|bicameral|simd", "uint2|none|tween|bicameral|simd", "ternary|none|tween|bicameral|simd", "binary|none|tween|bicameral|simd", "int|none|tween|bicameral|simd", "uint|none|tween|bicameral|simd", "uintptr|none|tween|bicameral|simd", "complex64|none|tween|bicameral|simd", "complex128|none|tween|bicameral|simd", "nf4|none|tween|bicameral|simd", "fp6|none|tween|bicameral|simd", "int6|none|tween|bicameral|simd", "uint6|none|tween|bicameral|simd", "int5|none|tween|bicameral|simd", "uint5|none|tween|bicameral|simd", "int3|none|tween|bicameral|simd", "uint3|none|tween|bicameral|simd", "float64|none|tween|tricameral|simd", "float32|none|tween|tricameral|simd", "float16|none|tween|tricameral|simd", "bfloat16|none|tween|tricameral|simd", "fp8e4m3|none|tween|tricameral|simd", "fp8e5m2|none|tween|tricameral|simd", "int64|none|tween|tricameral|simd", "int32|none|tween|tricameral|simd", "int16|none|tween|tricameral|simd", "int8|none|tween|tricameral|simd", "uint64|none|tween|tricameral|simd", "uint32|none|tween|tricameral|simd", "uint16|none|tween|tricameral|simd", "uint8|none|tween|tricameral|simd", "int4|none|tween|tricameral|simd", "uint4|none|tween|tricameral|simd", "fp4|none|tween|tricameral|simd", "int2|none|tween|tricameral|simd", "uint2|none|tween|tricameral|simd", "ternary|none|tween|tricameral|simd", "binary|none|tween|tricameral|simd", "int|none|tween|tricameral|simd", "uint|none|tween|tricameral|simd", "uintptr|none|tween|tricameral|simd", "complex64|none|tween|tricameral|simd", "complex128|none|tween|tricameral|simd", "nf4|none|tween|tricameral|simd", "fp6|none|tween|tricameral|simd", "int6|none|tween|tricameral|simd", "uint6|none|tween|tricameral|simd", "int5|none|tween|tricameral|simd", "uint5|none|tween|tricameral|simd", "int3|none|tween|tricameral|simd", "uint3|none|tween|tricameral|simd", "float64|none|tween_chain|cnn|simd", "float32|none|tween_chain|cnn|simd", "float16|none|tween_chain|cnn|simd", "bfloat16|none|tween_chain|cnn|simd", "fp8e4m3|none|tween_chain|cnn|simd", "fp8e5m2|none|tween_chain|cnn|simd", "int64|none|tween_chain|cnn|simd", "int32|none|tween_chain|cnn|simd", "int16|none|tween_chain|cnn|simd", "int8|none|tween_chain|cnn|simd", "uint64|none|tween_chain|cnn|simd", "uint32|none|tween_chain|cnn|simd", "uint16|none|tween_chain|cnn|simd", "uint8|none|tween_chain|cnn|simd", "int4|none|tween_chain|cnn|simd", "uint4|none|tween_chain|cnn|simd", "fp4|none|tween_chain|cnn|simd", "int2|none|tween_chain|cnn|simd", "uint2|none|tween_chain|cnn|simd", "ternary|none|tween_chain|cnn|simd", "binary|none|tween_chain|cnn|simd", "int|none|tween_chain|cnn|simd", "uint|none|tween_chain|cnn|simd", "uintptr|none|tween_chain|cnn|simd", "complex64|none|tween_chain|cnn|simd", "complex128|none|tween_chain|cnn|simd", "nf4|none|tween_chain|cnn|simd", "fp6|none|tween_chain|cnn|simd", "int6|none|tween_chain|cnn|simd", "uint6|none|tween_chain|cnn|simd", "int5|none|tween_chain|cnn|simd", "uint5|none|tween_chain|cnn|simd", "int3|none|tween_chain|cnn|simd", "uint3|none|tween_chain|cnn|simd", "float64|none|tween_chain|bicameral|simd", "float32|none|tween_chain|bicameral|simd", "float16|none|tween_chain|bicameral|simd", "bfloat16|none|tween_chain|bicameral|simd", "fp8e4m3|none|tween_chain|bicameral|simd", "fp8e5m2|none|tween_chain|bicameral|simd", "int64|none|tween_chain|bicameral|simd", "int32|none|tween_chain|bicameral|simd", "int16|none|tween_chain|bicameral|simd", "int8|none|tween_chain|bicameral|simd", "uint64|none|tween_chain|bicameral|simd", "uint32|none|tween_chain|bicameral|simd", "uint16|none|tween_chain|bicameral|simd", "uint8|none|tween_chain|bicameral|simd", "int4|none|tween_chain|bicameral|simd", "uint4|none|tween_chain|bicameral|simd", "fp4|none|tween_chain|bicameral|simd", "int2|none|tween_chain|bicameral|simd", "uint2|none|tween_chain|bicameral|simd", "ternary|none|tween_chain|bicameral|simd", "binary|none|tween_chain|bicameral|simd", "int|none|tween_chain|bicameral|simd", "uint|none|tween_chain|bicameral|simd", "uintptr|none|tween_chain|bicameral|simd", "complex64|none|tween_chain|bicameral|simd", "complex128|none|tween_chain|bicameral|simd", "nf4|none|tween_chain|bicameral|simd", "fp6|none|tween_chain|bicameral|simd", "int6|none|tween_chain|bicameral|simd", "uint6|none|tween_chain|bicameral|simd", "int5|none|tween_chain|bicameral|simd", "uint5|none|tween_chain|bicameral|simd", "int3|none|tween_chain|bicameral|simd", "uint3|none|tween_chain|bicameral|simd", "float64|none|tween_chain|tricameral|simd", "float32|none|tween_chain|tricameral|simd", "float16|none|tween_chain|tricameral|simd", "bfloat16|none|tween_chain|tricameral|simd", "fp8e4m3|none|tween_chain|tricameral|simd", "fp8e5m2|none|tween_chain|tricameral|simd", "int64|none|tween_chain|tricameral|simd", "int32|none|tween_chain|tricameral|simd", "int16|none|tween_chain|tricameral|simd", "int8|none|tween_chain|tricameral|simd", "uint64|none|tween_chain|tricameral|simd", "uint32|none|tween_chain|tricameral|simd", "uint16|none|tween_chain|tricameral|simd", "uint8|none|tween_chain|tricameral|simd", "int4|none|tween_chain|tricameral|simd", "uint4|none|tween_chain|tricameral|simd", "fp4|none|tween_chain|tricameral|simd", "int2|none|tween_chain|tricameral|simd", "uint2|none|tween_chain|tricameral|simd", "ternary|none|tween_chain|tricameral|simd", "binary|none|tween_chain|tricameral|simd", "int|none|tween_chain|tricameral|simd", "uint|none|tween_chain|tricameral|simd", "uintptr|none|tween_chain|tricameral|simd", "complex64|none|tween_chain|tricameral|simd", "complex128|none|tween_chain|tricameral|simd", "nf4|none|tween_chain|tricameral|simd", "fp6|none|tween_chain|tricameral|simd", "int6|none|tween_chain|tricameral|simd", "uint6|none|tween_chain|tricameral|simd", "int5|none|tween_chain|tricameral|simd", "uint5|none|tween_chain|tricameral|simd", "int3|none|tween_chain|tricameral|simd", "uint3|none|tween_chain|tricameral|simd", "float64|none|step_tween|cnn|simd", "float32|none|step_tween|cnn|simd", "float16|none|step_tween|cnn|simd", "bfloat16|none|step_tween|cnn|simd", "fp8e4m3|none|step_tween|cnn|simd", "fp8e5m2|none|step_tween|cnn|simd", "int64|none|step_tween|cnn|simd", "int32|none|step_tween|cnn|simd", "int16|none|step_tween|cnn|simd", "int8|none|step_tween|cnn|simd", "uint64|none|step_tween|cnn|simd", "uint32|none|step_tween|cnn|simd", "uint16|none|step_tween|cnn|simd", "uint8|none|step_tween|cnn|simd", "int4|none|step_tween|cnn|simd", "uint4|none|step_tween|cnn|simd", "fp4|none|step_tween|cnn|simd", "int2|none|step_tween|cnn|simd", "uint2|none|step_tween|cnn|simd", "ternary|none|step_tween|cnn|simd", "binary|none|step_tween|cnn|simd", "int|none|step_tween|cnn|simd", "uint|none|step_tween|cnn|simd", "uintptr|none|step_tween|cnn|simd", "complex64|none|step_tween|cnn|simd", "complex128|none|step_tween|cnn|simd", "nf4|none|step_tween|cnn|simd", "fp6|none|step_tween|cnn|simd", "int6|none|step_tween|cnn|simd", "uint6|none|step_tween|cnn|simd", "int5|none|step_tween|cnn|simd", "uint5|none|step_tween|cnn|simd", "int3|none|step_tween|cnn|simd", "uint3|none|step_tween|cnn|simd", "float64|none|step_tween|bicameral|simd", "float32|none|step_tween|bicameral|simd", "float16|none|step_tween|bicameral|simd", "bfloat16|none|step_tween|bicameral|simd", "fp8e4m3|none|step_tween|bicameral|simd", "fp8e5m2|none|step_tween|bicameral|simd", "int64|none|step_tween|bicameral|simd", "int32|none|step_tween|bicameral|simd", "int16|none|step_tween|bicameral|simd", "int8|none|step_tween|bicameral|simd", "uint64|none|step_tween|bicameral|simd", "uint32|none|step_tween|bicameral|simd", "uint16|none|step_tween|bicameral|simd", "uint8|none|step_tween|bicameral|simd", "int4|none|step_tween|bicameral|simd", "uint4|none|step_tween|bicameral|simd", "fp4|none|step_tween|bicameral|simd", "int2|none|step_tween|bicameral|simd", "uint2|none|step_tween|bicameral|simd", "ternary|none|step_tween|bicameral|simd", "binary|none|step_tween|bicameral|simd", "int|none|step_tween|bicameral|simd", "uint|none|step_tween|bicameral|simd", "uintptr|none|step_tween|bicameral|simd", "complex64|none|step_tween|bicameral|simd", "complex128|none|step_tween|bicameral|simd", "nf4|none|step_tween|bicameral|simd", "fp6|none|step_tween|bicameral|simd", "int6|none|step_tween|bicameral|simd", "uint6|none|step_tween|bicameral|simd", "int5|none|step_tween|bicameral|simd", "uint5|none|step_tween|bicameral|simd", "int3|none|step_tween|bicameral|simd", "uint3|none|step_tween|bicameral|simd", "float64|none|step_tween|tricameral|simd", "float32|none|step_tween|tricameral|simd", "float16|none|step_tween|tricameral|simd", "bfloat16|none|step_tween|tricameral|simd", "fp8e4m3|none|step_tween|tricameral|simd", "fp8e5m2|none|step_tween|tricameral|simd", "int64|none|step_tween|tricameral|simd", "int32|none|step_tween|tricameral|simd", "int16|none|step_tween|tricameral|simd", "int8|none|step_tween|tricameral|simd", "uint64|none|step_tween|tricameral|simd", "uint32|none|step_tween|tricameral|simd", "uint16|none|step_tween|tricameral|simd", "uint8|none|step_tween|tricameral|simd", "int4|none|step_tween|tricameral|simd", "uint4|none|step_tween|tricameral|simd", "fp4|none|step_tween|tricameral|simd", "int2|none|step_tween|tricameral|simd", "uint2|none|step_tween|tricameral|simd", "ternary|none|step_tween|tricameral|simd", "binary|none|step_tween|tricameral|simd", "int|none|step_tween|tricameral|simd", "uint|none|step_tween|tricameral|simd", "uintptr|none|step_tween|tricameral|simd", "complex64|none|step_tween|tricameral|simd", "complex128|none|step_tween|tricameral|simd", "nf4|none|step_tween|tricameral|simd", "fp6|none|step_tween|tricameral|simd", "int6|none|step_tween|tricameral|simd", "uint6|none|step_tween|tricameral|simd", "int5|none|step_tween|tricameral|simd", "uint5|none|step_tween|tricameral|simd", "int3|none|step_tween|tricameral|simd", "uint3|none|step_tween|tricameral|simd", "float64|none|step_tween_chain|cnn|simd", "float32|none|step_tween_chain|cnn|simd", "float16|none|step_tween_chain|cnn|simd", "bfloat16|none|step_tween_chain|cnn|simd", "fp8e4m3|none|step_tween_chain|cnn|simd", "fp8e5m2|none|step_tween_chain|cnn|simd", "int64|none|step_tween_chain|cnn|simd", "int32|none|step_tween_chain|cnn|simd", "int16|none|step_tween_chain|cnn|simd", "int8|none|step_tween_chain|cnn|simd", "uint64|none|step_tween_chain|cnn|simd", "uint32|none|step_tween_chain|cnn|simd", "uint16|none|step_tween_chain|cnn|simd", "uint8|none|step_tween_chain|cnn|simd", "int4|none|step_tween_chain|cnn|simd", "uint4|none|step_tween_chain|cnn|simd", "fp4|none|step_tween_chain|cnn|simd", "int2|none|step_tween_chain|cnn|simd", "uint2|none|step_tween_chain|cnn|simd", "ternary|none|step_tween_chain|cnn|simd", "binary|none|step_tween_chain|cnn|simd", "int|none|step_tween_chain|cnn|simd", "uint|none|step_tween_chain|cnn|simd", "uintptr|none|step_tween_chain|cnn|simd", "complex64|none|step_tween_chain|cnn|simd", "complex128|none|step_tween_chain|cnn|simd", "nf4|none|step_tween_chain|cnn|simd", "fp6|none|step_tween_chain|cnn|simd", "int6|none|step_tween_chain|cnn|simd", "uint6|none|step_tween_chain|cnn|simd", "int5|none|step_tween_chain|cnn|simd", "uint5|none|step_tween_chain|cnn|simd", "int3|none|step_tween_chain|cnn|simd", "uint3|none|step_tween_chain|cnn|simd", "float64|none|step_tween_chain|bicameral|simd", "float32|none|step_tween_chain|bicameral|simd", "float16|none|step_tween_chain|bicameral|simd", "bfloat16|none|step_tween_chain|bicameral|simd", "fp8e4m3|none|step_tween_chain|bicameral|simd", "fp8e5m2|none|step_tween_chain|bicameral|simd", "int64|none|step_tween_chain|bicameral|simd", "int32|none|step_tween_chain|bicameral|simd", "int16|none|step_tween_chain|bicameral|simd", "int8|none|step_tween_chain|bicameral|simd", "uint64|none|step_tween_chain|bicameral|simd", "uint32|none|step_tween_chain|bicameral|simd", "uint16|none|step_tween_chain|bicameral|simd", "uint8|none|step_tween_chain|bicameral|simd", "int4|none|step_tween_chain|bicameral|simd", "uint4|none|step_tween_chain|bicameral|simd", "fp4|none|step_tween_chain|bicameral|simd", "int2|none|step_tween_chain|bicameral|simd", "uint2|none|step_tween_chain|bicameral|simd", "ternary|none|step_tween_chain|bicameral|simd", "binary|none|step_tween_chain|bicameral|simd", "int|none|step_tween_chain|bicameral|simd", "uint|none|step_tween_chain|bicameral|simd", "uintptr|none|step_tween_chain|bicameral|simd", "complex64|none|step_tween_chain|bicameral|simd", "complex128|none|step_tween_chain|bicameral|simd", "nf4|none|step_tween_chain|bicameral|simd", "fp6|none|step_tween_chain|bicameral|simd", "int6|none|step_tween_chain|bicameral|simd", "uint6|none|step_tween_chain|bicameral|simd", "int5|none|step_tween_chain|bicameral|simd", "uint5|none|step_tween_chain|bicameral|simd", "int3|none|step_tween_chain|bicameral|simd", "uint3|none|step_tween_chain|bicameral|simd", "float64|none|step_tween_chain|tricameral|simd", "float32|none|step_tween_chain|tricameral|simd", "float16|none|step_tween_chain|tricameral|simd", "bfloat16|none|step_tween_chain|tricameral|simd", "fp8e4m3|none|step_tween_chain|tricameral|simd", "fp8e5m2|none|step_tween_chain|tricameral|simd", "int64|none|step_tween_chain|tricameral|simd", "int32|none|step_tween_chain|tricameral|simd", "int16|none|step_tween_chain|tricameral|simd", "int8|none|step_tween_chain|tricameral|simd", "uint64|none|step_tween_chain|tricameral|simd", "uint32|none|step_tween_chain|tricameral|simd", "uint16|none|step_tween_chain|tricameral|simd", "uint8|none|step_tween_chain|tricameral|simd", "int4|none|step_tween_chain|tricameral|simd", "uint4|none|step_tween_chain|tricameral|simd", "fp4|none|step_tween_chain|tricameral|simd", "int2|none|step_tween_chain|tricameral|simd", "uint2|none|step_tween_chain|tricameral|simd", "ternary|none|step_tween_chain|tricameral|simd", "binary|none|step_tween_chain|tricameral|simd", "int|none|step_tween_chain|tricameral|simd", "uint|none|step_tween_chain|tricameral|simd", "uintptr|none|step_tween_chain|tricameral|simd", "complex64|none|step_tween_chain|tricameral|simd", "complex128|none|step_tween_chain|tricameral|simd", "nf4|none|step_tween_chain|tricameral|simd", "fp6|none|step_tween_chain|tricameral|simd", "int6|none|step_tween_chain|tricameral|simd", "uint6|none|step_tween_chain|tricameral|simd", "int5|none|step_tween_chain|tricameral|simd", "uint5|none|step_tween_chain|tricameral|simd", "int3|none|step_tween_chain|tricameral|simd", "uint3|none|step_tween_chain|tricameral|simd", "float64|none|MeshBP|cnn|simd", "float32|none|MeshBP|cnn|simd", "float16|none|MeshBP|cnn|simd", "bfloat16|none|MeshBP|cnn|simd", "fp8e4m3|none|MeshBP|cnn|simd", "fp8e5m2|none|MeshBP|cnn|simd", "int64|none|MeshBP|cnn|simd", "int32|none|MeshBP|cnn|simd", "int16|none|MeshBP|cnn|simd", "int8|none|MeshBP|cnn|simd", "uint64|none|MeshBP|cnn|simd", "uint32|none|MeshBP|cnn|simd", "uint16|none|MeshBP|cnn|simd", "uint8|none|MeshBP|cnn|simd", "int4|none|MeshBP|cnn|simd", "uint4|none|MeshBP|cnn|simd", "fp4|none|MeshBP|cnn|simd", "int2|none|MeshBP|cnn|simd", "uint2|none|MeshBP|cnn|simd", "ternary|none|MeshBP|cnn|simd", "binary|none|MeshBP|cnn|simd", "int|none|MeshBP|cnn|simd", "uint|none|MeshBP|cnn|simd", "uintptr|none|MeshBP|cnn|simd", "complex64|none|MeshBP|cnn|simd", "complex128|none|MeshBP|cnn|simd", "nf4|none|MeshBP|cnn|simd", "fp6|none|MeshBP|cnn|simd", "int6|none|MeshBP|cnn|simd", "uint6|none|MeshBP|cnn|simd", "int5|none|MeshBP|cnn|simd", "uint5|none|MeshBP|cnn|simd", "int3|none|MeshBP|cnn|simd", "uint3|none|MeshBP|cnn|simd", "float64|none|MeshBP|bicameral|simd", "float32|none|MeshBP|bicameral|simd", "float16|none|MeshBP|bicameral|simd", "bfloat16|none|MeshBP|bicameral|simd", "fp8e4m3|none|MeshBP|bicameral|simd", "fp8e5m2|none|MeshBP|bicameral|simd", "int64|none|MeshBP|bicameral|simd", "int32|none|MeshBP|bicameral|simd", "int16|none|MeshBP|bicameral|simd", "int8|none|MeshBP|bicameral|simd", "uint64|none|MeshBP|bicameral|simd", "uint32|none|MeshBP|bicameral|simd", "uint16|none|MeshBP|bicameral|simd", "uint8|none|MeshBP|bicameral|simd", "int4|none|MeshBP|bicameral|simd", "uint4|none|MeshBP|bicameral|simd", "fp4|none|MeshBP|bicameral|simd", "int2|none|MeshBP|bicameral|simd", "uint2|none|MeshBP|bicameral|simd", "ternary|none|MeshBP|bicameral|simd", "binary|none|MeshBP|bicameral|simd", "int|none|MeshBP|bicameral|simd", "uint|none|MeshBP|bicameral|simd", "uintptr|none|MeshBP|bicameral|simd", "complex64|none|MeshBP|bicameral|simd", "complex128|none|MeshBP|bicameral|simd", "nf4|none|MeshBP|bicameral|simd", "fp6|none|MeshBP|bicameral|simd", "int6|none|MeshBP|bicameral|simd", "uint6|none|MeshBP|bicameral|simd", "int5|none|MeshBP|bicameral|simd", "uint5|none|MeshBP|bicameral|simd", "int3|none|MeshBP|bicameral|simd", "uint3|none|MeshBP|bicameral|simd", "float64|none|MeshBP|tricameral|simd", "float32|none|MeshBP|tricameral|simd", "float16|none|MeshBP|tricameral|simd", "bfloat16|none|MeshBP|tricameral|simd", "fp8e4m3|none|MeshBP|tricameral|simd", "fp8e5m2|none|MeshBP|tricameral|simd", "int64|none|MeshBP|tricameral|simd", "int32|none|MeshBP|tricameral|simd", "int16|none|MeshBP|tricameral|simd", "int8|none|MeshBP|tricameral|simd", "uint64|none|MeshBP|tricameral|simd", "uint32|none|MeshBP|tricameral|simd", "uint16|none|MeshBP|tricameral|simd", "uint8|none|MeshBP|tricameral|simd", "int4|none|MeshBP|tricameral|simd", "uint4|none|MeshBP|tricameral|simd", "fp4|none|MeshBP|tricameral|simd", "int2|none|MeshBP|tricameral|simd", "uint2|none|MeshBP|tricameral|simd", "ternary|none|MeshBP|tricameral|simd", "binary|none|MeshBP|tricameral|simd", "int|none|MeshBP|tricameral|simd", "uint|none|MeshBP|tricameral|simd", "uintptr|none|MeshBP|tricameral|simd", "complex64|none|MeshBP|tricameral|simd", "complex128|none|MeshBP|tricameral|simd", "nf4|none|MeshBP|tricameral|simd", "fp6|none|MeshBP|tricameral|simd", "int6|none|MeshBP|tricameral|simd", "uint6|none|MeshBP|tricameral|simd", "int5|none|MeshBP|tricameral|simd", "uint5|none|MeshBP|tricameral|simd", "int3|none|MeshBP|tricameral|simd", "uint3|none|MeshBP|tricameral|simd", "float64|none|MeshTween|cnn|simd", "float32|none|MeshTween|cnn|simd", "float16|none|MeshTween|cnn|simd", "bfloat16|none|MeshTween|cnn|simd", "fp8e4m3|none|MeshTween|cnn|simd", "fp8e5m2|none|MeshTween|cnn|simd", "int64|none|MeshTween|cnn|simd", "int32|none|MeshTween|cnn|simd", "int16|none|MeshTween|cnn|simd", "int8|none|MeshTween|cnn|simd", "uint64|none|MeshTween|cnn|simd", "uint32|none|MeshTween|cnn|simd", "uint16|none|MeshTween|cnn|simd", "uint8|none|MeshTween|cnn|simd", "int4|none|MeshTween|cnn|simd", "uint4|none|MeshTween|cnn|simd", "fp4|none|MeshTween|cnn|simd", "int2|none|MeshTween|cnn|simd", "uint2|none|MeshTween|cnn|simd", "ternary|none|MeshTween|cnn|simd", "binary|none|MeshTween|cnn|simd", "int|none|MeshTween|cnn|simd", "uint|none|MeshTween|cnn|simd", "uintptr|none|MeshTween|cnn|simd", "complex64|none|MeshTween|cnn|simd", "complex128|none|MeshTween|cnn|simd", "nf4|none|MeshTween|cnn|simd", "fp6|none|MeshTween|cnn|simd", "int6|none|MeshTween|cnn|simd", "uint6|none|MeshTween|cnn|simd", "int5|none|MeshTween|cnn|simd", "uint5|none|MeshTween|cnn|simd", "int3|none|MeshTween|cnn|simd", "uint3|none|MeshTween|cnn|simd", "float64|none|MeshTween|bicameral|simd", "float32|none|MeshTween|bicameral|simd", "float16|none|MeshTween|bicameral|simd", "bfloat16|none|MeshTween|bicameral|simd", "fp8e4m3|none|MeshTween|bicameral|simd", "fp8e5m2|none|MeshTween|bicameral|simd", "int64|none|MeshTween|bicameral|simd", "int32|none|MeshTween|bicameral|simd", "int16|none|MeshTween|bicameral|simd", "int8|none|MeshTween|bicameral|simd", "uint64|none|MeshTween|bicameral|simd", "uint32|none|MeshTween|bicameral|simd", "uint16|none|MeshTween|bicameral|simd", "uint8|none|MeshTween|bicameral|simd", "int4|none|MeshTween|bicameral|simd", "uint4|none|MeshTween|bicameral|simd", "fp4|none|MeshTween|bicameral|simd", "int2|none|MeshTween|bicameral|simd", "uint2|none|MeshTween|bicameral|simd", "ternary|none|MeshTween|bicameral|simd", "binary|none|MeshTween|bicameral|simd", "int|none|MeshTween|bicameral|simd", "uint|none|MeshTween|bicameral|simd", "uintptr|none|MeshTween|bicameral|simd", "complex64|none|MeshTween|bicameral|simd", "complex128|none|MeshTween|bicameral|simd", "nf4|none|MeshTween|bicameral|simd", "fp6|none|MeshTween|bicameral|simd", "int6|none|MeshTween|bicameral|simd", "uint6|none|MeshTween|bicameral|simd", "int5|none|MeshTween|bicameral|simd", "uint5|none|MeshTween|bicameral|simd", "int3|none|MeshTween|bicameral|simd", "uint3|none|MeshTween|bicameral|simd", "float64|none|MeshTween|tricameral|simd", "float32|none|MeshTween|tricameral|simd", "float16|none|MeshTween|tricameral|simd", "bfloat16|none|MeshTween|tricameral|simd", "fp8e4m3|none|MeshTween|tricameral|simd", "fp8e5m2|none|MeshTween|tricameral|simd", "int64|none|MeshTween|tricameral|simd", "int32|none|MeshTween|tricameral|simd", "int16|none|MeshTween|tricameral|simd", "int8|none|MeshTween|tricameral|simd", "uint64|none|MeshTween|tricameral|simd", "uint32|none|MeshTween|tricameral|simd", "uint16|none|MeshTween|tricameral|simd", "uint8|none|MeshTween|tricameral|simd", "int4|none|MeshTween|tricameral|simd", "uint4|none|MeshTween|tricameral|simd", "fp4|none|MeshTween|tricameral|simd", "int2|none|MeshTween|tricameral|simd", "uint2|none|MeshTween|tricameral|simd", "ternary|none|MeshTween|tricameral|simd", "binary|none|MeshTween|tricameral|simd", "int|none|MeshTween|tricameral|simd", "uint|none|MeshTween|tricameral|simd", "uintptr|none|MeshTween|tricameral|simd", "complex64|none|MeshTween|tricameral|simd", "complex128|none|MeshTween|tricameral|simd", "nf4|none|MeshTween|tricameral|simd", "fp6|none|MeshTween|tricameral|simd", "int6|none|MeshTween|tricameral|simd", "uint6|none|MeshTween|tricameral|simd", "int5|none|MeshTween|tricameral|simd", "uint5|none|MeshTween|tricameral|simd", "int3|none|MeshTween|tricameral|simd", "uint3|none|MeshTween|tricameral|simd", "float64|none|MeshTweenChain|cnn|simd", "float32|none|MeshTweenChain|cnn|simd", "float16|none|MeshTweenChain|cnn|simd", "bfloat16|none|MeshTweenChain|cnn|simd", "fp8e4m3|none|MeshTweenChain|cnn|simd", "fp8e5m2|none|MeshTweenChain|cnn|simd", "int64|none|MeshTweenChain|cnn|simd", "int32|none|MeshTweenChain|cnn|simd", "int16|none|MeshTweenChain|cnn|simd", "int8|none|MeshTweenChain|cnn|simd", "uint64|none|MeshTweenChain|cnn|simd", "uint32|none|MeshTweenChain|cnn|simd", "uint16|none|MeshTweenChain|cnn|simd", "uint8|none|MeshTweenChain|cnn|simd", "int4|none|MeshTweenChain|cnn|simd", "uint4|none|MeshTweenChain|cnn|simd", "fp4|none|MeshTweenChain|cnn|simd", "int2|none|MeshTweenChain|cnn|simd", "uint2|none|MeshTweenChain|cnn|simd", "ternary|none|MeshTweenChain|cnn|simd", "binary|none|MeshTweenChain|cnn|simd", "int|none|MeshTweenChain|cnn|simd", "uint|none|MeshTweenChain|cnn|simd", "uintptr|none|MeshTweenChain|cnn|simd", "complex64|none|MeshTweenChain|cnn|simd", "complex128|none|MeshTweenChain|cnn|simd", "nf4|none|MeshTweenChain|cnn|simd", "fp6|none|MeshTweenChain|cnn|simd", "int6|none|MeshTweenChain|cnn|simd", "uint6|none|MeshTweenChain|cnn|simd", "int5|none|MeshTweenChain|cnn|simd", "uint5|none|MeshTweenChain|cnn|simd", "int3|none|MeshTweenChain|cnn|simd", "uint3|none|MeshTweenChain|cnn|simd", "float64|none|MeshTweenChain|bicameral|simd", "float32|none|MeshTweenChain|bicameral|simd", "float16|none|MeshTweenChain|bicameral|simd", "bfloat16|none|MeshTweenChain|bicameral|simd", "fp8e4m3|none|MeshTweenChain|bicameral|simd", "fp8e5m2|none|MeshTweenChain|bicameral|simd", "int64|none|MeshTweenChain|bicameral|simd", "int32|none|MeshTweenChain|bicameral|simd", "int16|none|MeshTweenChain|bicameral|simd", "int8|none|MeshTweenChain|bicameral|simd", "uint64|none|MeshTweenChain|bicameral|simd", "uint32|none|MeshTweenChain|bicameral|simd", "uint16|none|MeshTweenChain|bicameral|simd", "uint8|none|MeshTweenChain|bicameral|simd", "int4|none|MeshTweenChain|bicameral|simd", "uint4|none|MeshTweenChain|bicameral|simd", "fp4|none|MeshTweenChain|bicameral|simd", "int2|none|MeshTweenChain|bicameral|simd", "uint2|none|MeshTweenChain|bicameral|simd", "ternary|none|MeshTweenChain|bicameral|simd", "binary|none|MeshTweenChain|bicameral|simd", "int|none|MeshTweenChain|bicameral|simd", "uint|none|MeshTweenChain|bicameral|simd", "uintptr|none|MeshTweenChain|bicameral|simd", "complex64|none|MeshTweenChain|bicameral|simd", "complex128|none|MeshTweenChain|bicameral|simd", "nf4|none|MeshTweenChain|bicameral|simd", "fp6|none|MeshTweenChain|bicameral|simd", "int6|none|MeshTweenChain|bicameral|simd", "uint6|none|MeshTweenChain|bicameral|simd", "int5|none|MeshTweenChain|bicameral|simd", "uint5|none|MeshTweenChain|bicameral|simd", "int3|none|MeshTweenChain|bicameral|simd", "uint3|none|MeshTweenChain|bicameral|simd", "float64|none|MeshTweenChain|tricameral|simd", "float32|none|MeshTweenChain|tricameral|simd", "float16|none|MeshTweenChain|tricameral|simd", "bfloat16|none|MeshTweenChain|tricameral|simd", "fp8e4m3|none|MeshTweenChain|tricameral|simd", "fp8e5m2|none|MeshTweenChain|tricameral|simd", "int64|none|MeshTweenChain|tricameral|simd", "int32|none|MeshTweenChain|tricameral|simd", "int16|none|MeshTweenChain|tricameral|simd", "int8|none|MeshTweenChain|tricameral|simd", "uint64|none|MeshTweenChain|tricameral|simd", "uint32|none|MeshTweenChain|tricameral|simd", "uint16|none|MeshTweenChain|tricameral|simd", "uint8|none|MeshTweenChain|tricameral|simd", "int4|none|MeshTweenChain|tricameral|simd", "uint4|none|MeshTweenChain|tricameral|simd", "fp4|none|MeshTweenChain|tricameral|simd", "int2|none|MeshTweenChain|tricameral|simd", "uint2|none|MeshTweenChain|tricameral|simd", "ternary|none|MeshTweenChain|tricameral|simd", "binary|none|MeshTweenChain|tricameral|simd", "int|none|MeshTweenChain|tricameral|simd", "uint|none|MeshTweenChain|tricameral|simd", "uintptr|none|MeshTweenChain|tricameral|simd", "complex64|none|MeshTweenChain|tricameral|simd", "complex128|none|MeshTweenChain|tricameral|simd", "nf4|none|MeshTweenChain|tricameral|simd", "fp6|none|MeshTweenChain|tricameral|simd", "int6|none|MeshTweenChain|tricameral|simd", "uint6|none|MeshTweenChain|tricameral|simd", "int5|none|MeshTweenChain|tricameral|simd", "uint5|none|MeshTweenChain|tricameral|simd", "int3|none|MeshTweenChain|tricameral|simd", "uint3|none|MeshTweenChain|tricameral|simd", "float64|none|TweenSplit|cnn|simd", "float32|none|TweenSplit|cnn|simd", "float16|none|TweenSplit|cnn|simd", "bfloat16|none|TweenSplit|cnn|simd", "fp8e4m3|none|TweenSplit|cnn|simd", "fp8e5m2|none|TweenSplit|cnn|simd", "int64|none|TweenSplit|cnn|simd", "int32|none|TweenSplit|cnn|simd", "int16|none|TweenSplit|cnn|simd", "int8|none|TweenSplit|cnn|simd", "uint64|none|TweenSplit|cnn|simd", "uint32|none|TweenSplit|cnn|simd", "uint16|none|TweenSplit|cnn|simd", "uint8|none|TweenSplit|cnn|simd", "int4|none|TweenSplit|cnn|simd", "uint4|none|TweenSplit|cnn|simd", "fp4|none|TweenSplit|cnn|simd", "int2|none|TweenSplit|cnn|simd", "uint2|none|TweenSplit|cnn|simd", "ternary|none|TweenSplit|cnn|simd", "binary|none|TweenSplit|cnn|simd", "int|none|TweenSplit|cnn|simd", "uint|none|TweenSplit|cnn|simd", "uintptr|none|TweenSplit|cnn|simd", "complex64|none|TweenSplit|cnn|simd", "complex128|none|TweenSplit|cnn|simd", "nf4|none|TweenSplit|cnn|simd", "fp6|none|TweenSplit|cnn|simd", "int6|none|TweenSplit|cnn|simd", "uint6|none|TweenSplit|cnn|simd", "int5|none|TweenSplit|cnn|simd", "uint5|none|TweenSplit|cnn|simd", "int3|none|TweenSplit|cnn|simd", "uint3|none|TweenSplit|cnn|simd", "float64|none|TweenSplit|bicameral|simd", "float32|none|TweenSplit|bicameral|simd", "float16|none|TweenSplit|bicameral|simd", "bfloat16|none|TweenSplit|bicameral|simd", "fp8e4m3|none|TweenSplit|bicameral|simd", "fp8e5m2|none|TweenSplit|bicameral|simd", "int64|none|TweenSplit|bicameral|simd", "int32|none|TweenSplit|bicameral|simd", "int16|none|TweenSplit|bicameral|simd", "int8|none|TweenSplit|bicameral|simd", "uint64|none|TweenSplit|bicameral|simd", "uint32|none|TweenSplit|bicameral|simd", "uint16|none|TweenSplit|bicameral|simd", "uint8|none|TweenSplit|bicameral|simd", "int4|none|TweenSplit|bicameral|simd", "uint4|none|TweenSplit|bicameral|simd", "fp4|none|TweenSplit|bicameral|simd", "int2|none|TweenSplit|bicameral|simd", "uint2|none|TweenSplit|bicameral|simd", "ternary|none|TweenSplit|bicameral|simd", "binary|none|TweenSplit|bicameral|simd", "int|none|TweenSplit|bicameral|simd", "uint|none|TweenSplit|bicameral|simd", "uintptr|none|TweenSplit|bicameral|simd", "complex64|none|TweenSplit|bicameral|simd", "complex128|none|TweenSplit|bicameral|simd", "nf4|none|TweenSplit|bicameral|simd", "fp6|none|TweenSplit|bicameral|simd", "int6|none|TweenSplit|bicameral|simd", "uint6|none|TweenSplit|bicameral|simd", "int5|none|TweenSplit|bicameral|simd", "uint5|none|TweenSplit|bicameral|simd", "int3|none|TweenSplit|bicameral|simd", "uint3|none|TweenSplit|bicameral|simd", "float64|none|TweenSplit|tricameral|simd", "float32|none|TweenSplit|tricameral|simd", "float16|none|TweenSplit|tricameral|simd", "bfloat16|none|TweenSplit|tricameral|simd", "fp8e4m3|none|TweenSplit|tricameral|simd", "fp8e5m2|none|TweenSplit|tricameral|simd", "int64|none|TweenSplit|tricameral|simd", "int32|none|TweenSplit|tricameral|simd", "int16|none|TweenSplit|tricameral|simd", "int8|none|TweenSplit|tricameral|simd", "uint64|none|TweenSplit|tricameral|simd", "uint32|none|TweenSplit|tricameral|simd", "uint16|none|TweenSplit|tricameral|simd", "uint8|none|TweenSplit|tricameral|simd", "int4|none|TweenSplit|tricameral|simd", "uint4|none|TweenSplit|tricameral|simd", "fp4|none|TweenSplit|tricameral|simd", "int2|none|TweenSplit|tricameral|simd", "uint2|none|TweenSplit|tricameral|simd", "ternary|none|TweenSplit|tricameral|simd", "binary|none|TweenSplit|tricameral|simd", "int|none|TweenSplit|tricameral|simd", "uint|none|TweenSplit|tricameral|simd", "uintptr|none|TweenSplit|tricameral|simd", "complex64|none|TweenSplit|tricameral|simd", "complex128|none|TweenSplit|tricameral|simd", "nf4|none|TweenSplit|tricameral|simd", "fp6|none|TweenSplit|tricameral|simd", "int6|none|TweenSplit|tricameral|simd", "uint6|none|TweenSplit|tricameral|simd", "int5|none|TweenSplit|tricameral|simd", "uint5|none|TweenSplit|tricameral|simd", "int3|none|TweenSplit|tricameral|simd", "uint3|none|TweenSplit|tricameral|simd", "float64|none|StepTweenSplit|cnn|simd", "float32|none|StepTweenSplit|cnn|simd", "float16|none|StepTweenSplit|cnn|simd", "bfloat16|none|StepTweenSplit|cnn|simd", "fp8e4m3|none|StepTweenSplit|cnn|simd", "fp8e5m2|none|StepTweenSplit|cnn|simd", "int64|none|StepTweenSplit|cnn|simd", "int32|none|StepTweenSplit|cnn|simd", "int16|none|StepTweenSplit|cnn|simd", "int8|none|StepTweenSplit|cnn|simd", "uint64|none|StepTweenSplit|cnn|simd", "uint32|none|StepTweenSplit|cnn|simd", "uint16|none|StepTweenSplit|cnn|simd", "uint8|none|StepTweenSplit|cnn|simd", "int4|none|StepTweenSplit|cnn|simd", "uint4|none|StepTweenSplit|cnn|simd", "fp4|none|StepTweenSplit|cnn|simd", "int2|none|StepTweenSplit|cnn|simd", "uint2|none|StepTweenSplit|cnn|simd", "ternary|none|StepTweenSplit|cnn|simd", "binary|none|StepTweenSplit|cnn|simd", "int|none|StepTweenSplit|cnn|simd", "uint|none|StepTweenSplit|cnn|simd", "uintptr|none|StepTweenSplit|cnn|simd", "complex64|none|StepTweenSplit|cnn|simd", "complex128|none|StepTweenSplit|cnn|simd", "nf4|none|StepTweenSplit|cnn|simd", "fp6|none|StepTweenSplit|cnn|simd", "int6|none|StepTweenSplit|cnn|simd", "uint6|none|StepTweenSplit|cnn|simd", "int5|none|StepTweenSplit|cnn|simd", "uint5|none|StepTweenSplit|cnn|simd", "int3|none|StepTweenSplit|cnn|simd", "uint3|none|StepTweenSplit|cnn|simd", "float64|none|StepTweenSplit|bicameral|simd", "float32|none|StepTweenSplit|bicameral|simd", "float16|none|StepTweenSplit|bicameral|simd", "bfloat16|none|StepTweenSplit|bicameral|simd", "fp8e4m3|none|StepTweenSplit|bicameral|simd", "fp8e5m2|none|StepTweenSplit|bicameral|simd", "int64|none|StepTweenSplit|bicameral|simd", "int32|none|StepTweenSplit|bicameral|simd", "int16|none|StepTweenSplit|bicameral|simd", "int8|none|StepTweenSplit|bicameral|simd", "uint64|none|StepTweenSplit|bicameral|simd", "uint32|none|StepTweenSplit|bicameral|simd", "uint16|none|StepTweenSplit|bicameral|simd", "uint8|none|StepTweenSplit|bicameral|simd", "int4|none|StepTweenSplit|bicameral|simd", "uint4|none|StepTweenSplit|bicameral|simd", "fp4|none|StepTweenSplit|bicameral|simd", "int2|none|StepTweenSplit|bicameral|simd", "uint2|none|StepTweenSplit|bicameral|simd", "ternary|none|StepTweenSplit|bicameral|simd", "binary|none|StepTweenSplit|bicameral|simd", "int|none|StepTweenSplit|bicameral|simd", "uint|none|StepTweenSplit|bicameral|simd", "uintptr|none|StepTweenSplit|bicameral|simd", "complex64|none|StepTweenSplit|bicameral|simd", "complex128|none|StepTweenSplit|bicameral|simd", "nf4|none|StepTweenSplit|bicameral|simd", "fp6|none|StepTweenSplit|bicameral|simd", "int6|none|StepTweenSplit|bicameral|simd", "uint6|none|StepTweenSplit|bicameral|simd", "int5|none|StepTweenSplit|bicameral|simd", "uint5|none|StepTweenSplit|bicameral|simd", "int3|none|StepTweenSplit|bicameral|simd", "uint3|none|StepTweenSplit|bicameral|simd", "float64|none|StepTweenSplit|tricameral|simd", "float32|none|StepTweenSplit|tricameral|simd", "float16|none|StepTweenSplit|tricameral|simd", "bfloat16|none|StepTweenSplit|tricameral|simd", "fp8e4m3|none|StepTweenSplit|tricameral|simd", "fp8e5m2|none|StepTweenSplit|tricameral|simd", "int64|none|StepTweenSplit|tricameral|simd", "int32|none|StepTweenSplit|tricameral|simd", "int16|none|StepTweenSplit|tricameral|simd", "int8|none|StepTweenSplit|tricameral|simd", "uint64|none|StepTweenSplit|tricameral|simd", "uint32|none|StepTweenSplit|tricameral|simd", "uint16|none|StepTweenSplit|tricameral|simd", "uint8|none|StepTweenSplit|tricameral|simd", "int4|none|StepTweenSplit|tricameral|simd", "uint4|none|StepTweenSplit|tricameral|simd", "fp4|none|StepTweenSplit|tricameral|simd", "int2|none|StepTweenSplit|tricameral|simd", "uint2|none|StepTweenSplit|tricameral|simd", "ternary|none|StepTweenSplit|tricameral|simd", "binary|none|StepTweenSplit|tricameral|simd", "int|none|StepTweenSplit|tricameral|simd", "uint|none|StepTweenSplit|tricameral|simd", "uintptr|none|StepTweenSplit|tricameral|simd", "complex64|none|StepTweenSplit|tricameral|simd", "complex128|none|StepTweenSplit|tricameral|simd", "nf4|none|StepTweenSplit|tricameral|simd", "fp6|none|StepTweenSplit|tricameral|simd", "int6|none|StepTweenSplit|tricameral|simd", "uint6|none|StepTweenSplit|tricameral|simd", "int5|none|StepTweenSplit|tricameral|simd", "uint5|none|StepTweenSplit|tricameral|simd", "int3|none|StepTweenSplit|tricameral|simd", "uint3|none|StepTweenSplit|tricameral|simd", "float64|none|TweenAlt|cnn|simd", "float32|none|TweenAlt|cnn|simd", "float16|none|TweenAlt|cnn|simd", "bfloat16|none|TweenAlt|cnn|simd", "fp8e4m3|none|TweenAlt|cnn|simd", "fp8e5m2|none|TweenAlt|cnn|simd", "int64|none|TweenAlt|cnn|simd", "int32|none|TweenAlt|cnn|simd", "int16|none|TweenAlt|cnn|simd", "int8|none|TweenAlt|cnn|simd", "uint64|none|TweenAlt|cnn|simd", "uint32|none|TweenAlt|cnn|simd", "uint16|none|TweenAlt|cnn|simd", "uint8|none|TweenAlt|cnn|simd", "int4|none|TweenAlt|cnn|simd", "uint4|none|TweenAlt|cnn|simd", "fp4|none|TweenAlt|cnn|simd", "int2|none|TweenAlt|cnn|simd", "uint2|none|TweenAlt|cnn|simd", "ternary|none|TweenAlt|cnn|simd", "binary|none|TweenAlt|cnn|simd", "int|none|TweenAlt|cnn|simd", "uint|none|TweenAlt|cnn|simd", "uintptr|none|TweenAlt|cnn|simd", "complex64|none|TweenAlt|cnn|simd", "complex128|none|TweenAlt|cnn|simd", "nf4|none|TweenAlt|cnn|simd", "fp6|none|TweenAlt|cnn|simd", "int6|none|TweenAlt|cnn|simd", "uint6|none|TweenAlt|cnn|simd", "int5|none|TweenAlt|cnn|simd", "uint5|none|TweenAlt|cnn|simd", "int3|none|TweenAlt|cnn|simd", "uint3|none|TweenAlt|cnn|simd", "float64|none|TweenAlt|bicameral|simd", "float32|none|TweenAlt|bicameral|simd", "float16|none|TweenAlt|bicameral|simd", "bfloat16|none|TweenAlt|bicameral|simd", "fp8e4m3|none|TweenAlt|bicameral|simd", "fp8e5m2|none|TweenAlt|bicameral|simd", "int64|none|TweenAlt|bicameral|simd", "int32|none|TweenAlt|bicameral|simd", "int16|none|TweenAlt|bicameral|simd", "int8|none|TweenAlt|bicameral|simd", "uint64|none|TweenAlt|bicameral|simd", "uint32|none|TweenAlt|bicameral|simd", "uint16|none|TweenAlt|bicameral|simd", "uint8|none|TweenAlt|bicameral|simd", "int4|none|TweenAlt|bicameral|simd", "uint4|none|TweenAlt|bicameral|simd", "fp4|none|TweenAlt|bicameral|simd", "int2|none|TweenAlt|bicameral|simd", "uint2|none|TweenAlt|bicameral|simd", "ternary|none|TweenAlt|bicameral|simd", "binary|none|TweenAlt|bicameral|simd", "int|none|TweenAlt|bicameral|simd", "uint|none|TweenAlt|bicameral|simd", "uintptr|none|TweenAlt|bicameral|simd", "complex64|none|TweenAlt|bicameral|simd", "complex128|none|TweenAlt|bicameral|simd", "nf4|none|TweenAlt|bicameral|simd", "fp6|none|TweenAlt|bicameral|simd", "int6|none|TweenAlt|bicameral|simd", "uint6|none|TweenAlt|bicameral|simd", "int5|none|TweenAlt|bicameral|simd", "uint5|none|TweenAlt|bicameral|simd", "int3|none|TweenAlt|bicameral|simd", "uint3|none|TweenAlt|bicameral|simd", "float64|none|TweenAlt|tricameral|simd", "float32|none|TweenAlt|tricameral|simd", "float16|none|TweenAlt|tricameral|simd", "bfloat16|none|TweenAlt|tricameral|simd", "fp8e4m3|none|TweenAlt|tricameral|simd", "fp8e5m2|none|TweenAlt|tricameral|simd", "int64|none|TweenAlt|tricameral|simd", "int32|none|TweenAlt|tricameral|simd", "int16|none|TweenAlt|tricameral|simd", "int8|none|TweenAlt|tricameral|simd", "uint64|none|TweenAlt|tricameral|simd", "uint32|none|TweenAlt|tricameral|simd", "uint16|none|TweenAlt|tricameral|simd", "uint8|none|TweenAlt|tricameral|simd", "int4|none|TweenAlt|tricameral|simd", "uint4|none|TweenAlt|tricameral|simd", "fp4|none|TweenAlt|tricameral|simd", "int2|none|TweenAlt|tricameral|simd", "uint2|none|TweenAlt|tricameral|simd", "ternary|none|TweenAlt|tricameral|simd", "binary|none|TweenAlt|tricameral|simd", "int|none|TweenAlt|tricameral|simd", "uint|none|TweenAlt|tricameral|simd", "uintptr|none|TweenAlt|tricameral|simd", "complex64|none|TweenAlt|tricameral|simd", "complex128|none|TweenAlt|tricameral|simd", "nf4|none|TweenAlt|tricameral|simd", "fp6|none|TweenAlt|tricameral|simd", "int6|none|TweenAlt|tricameral|simd", "uint6|none|TweenAlt|tricameral|simd", "int5|none|TweenAlt|tricameral|simd", "uint5|none|TweenAlt|tricameral|simd", "int3|none|TweenAlt|tricameral|simd", "uint3|none|TweenAlt|tricameral|simd", "float64|none|StepTweenAlt|cnn|simd", "float32|none|StepTweenAlt|cnn|simd", "float16|none|StepTweenAlt|cnn|simd", "bfloat16|none|StepTweenAlt|cnn|simd", "fp8e4m3|none|StepTweenAlt|cnn|simd", "fp8e5m2|none|StepTweenAlt|cnn|simd", "int64|none|StepTweenAlt|cnn|simd", "int32|none|StepTweenAlt|cnn|simd", "int16|none|StepTweenAlt|cnn|simd", "int8|none|StepTweenAlt|cnn|simd", "uint64|none|StepTweenAlt|cnn|simd", "uint32|none|StepTweenAlt|cnn|simd", "uint16|none|StepTweenAlt|cnn|simd", "uint8|none|StepTweenAlt|cnn|simd", "int4|none|StepTweenAlt|cnn|simd", "uint4|none|StepTweenAlt|cnn|simd", "fp4|none|StepTweenAlt|cnn|simd", "int2|none|StepTweenAlt|cnn|simd", "uint2|none|StepTweenAlt|cnn|simd", "ternary|none|StepTweenAlt|cnn|simd", "binary|none|StepTweenAlt|cnn|simd", "int|none|StepTweenAlt|cnn|simd", "uint|none|StepTweenAlt|cnn|simd", "uintptr|none|StepTweenAlt|cnn|simd", "complex64|none|StepTweenAlt|cnn|simd", "complex128|none|StepTweenAlt|cnn|simd", "nf4|none|StepTweenAlt|cnn|simd", "fp6|none|StepTweenAlt|cnn|simd", "int6|none|StepTweenAlt|cnn|simd", "uint6|none|StepTweenAlt|cnn|simd", "int5|none|StepTweenAlt|cnn|simd", "uint5|none|StepTweenAlt|cnn|simd", "int3|none|StepTweenAlt|cnn|simd", "uint3|none|StepTweenAlt|cnn|simd", "float64|none|StepTweenAlt|bicameral|simd", "float32|none|StepTweenAlt|bicameral|simd", "float16|none|StepTweenAlt|bicameral|simd", "bfloat16|none|StepTweenAlt|bicameral|simd", "fp8e4m3|none|StepTweenAlt|bicameral|simd", "fp8e5m2|none|StepTweenAlt|bicameral|simd", "int64|none|StepTweenAlt|bicameral|simd", "int32|none|StepTweenAlt|bicameral|simd", "int16|none|StepTweenAlt|bicameral|simd", "int8|none|StepTweenAlt|bicameral|simd", "uint64|none|StepTweenAlt|bicameral|simd", "uint32|none|StepTweenAlt|bicameral|simd", "uint16|none|StepTweenAlt|bicameral|simd", "uint8|none|StepTweenAlt|bicameral|simd", "int4|none|StepTweenAlt|bicameral|simd", "uint4|none|StepTweenAlt|bicameral|simd", "fp4|none|StepTweenAlt|bicameral|simd", "int2|none|StepTweenAlt|bicameral|simd", "uint2|none|StepTweenAlt|bicameral|simd", "ternary|none|StepTweenAlt|bicameral|simd", "binary|none|StepTweenAlt|bicameral|simd", "int|none|StepTweenAlt|bicameral|simd", "uint|none|StepTweenAlt|bicameral|simd", "uintptr|none|StepTweenAlt|bicameral|simd", "complex64|none|StepTweenAlt|bicameral|simd", "complex128|none|StepTweenAlt|bicameral|simd", "nf4|none|StepTweenAlt|bicameral|simd", "fp6|none|StepTweenAlt|bicameral|simd", "int6|none|StepTweenAlt|bicameral|simd", "uint6|none|StepTweenAlt|bicameral|simd", "int5|none|StepTweenAlt|bicameral|simd", "uint5|none|StepTweenAlt|bicameral|simd", "int3|none|StepTweenAlt|bicameral|simd", "uint3|none|StepTweenAlt|bicameral|simd", "float64|none|StepTweenAlt|tricameral|simd", "float32|none|StepTweenAlt|tricameral|simd", "float16|none|StepTweenAlt|tricameral|simd", "bfloat16|none|StepTweenAlt|tricameral|simd", "fp8e4m3|none|StepTweenAlt|tricameral|simd", "fp8e5m2|none|StepTweenAlt|tricameral|simd", "int64|none|StepTweenAlt|tricameral|simd", "int32|none|StepTweenAlt|tricameral|simd", "int16|none|StepTweenAlt|tricameral|simd", "int8|none|StepTweenAlt|tricameral|simd", "uint64|none|StepTweenAlt|tricameral|simd", "uint32|none|StepTweenAlt|tricameral|simd", "uint16|none|StepTweenAlt|tricameral|simd", "uint8|none|StepTweenAlt|tricameral|simd", "int4|none|StepTweenAlt|tricameral|simd", "uint4|none|StepTweenAlt|tricameral|simd", "fp4|none|StepTweenAlt|tricameral|simd", "int2|none|StepTweenAlt|tricameral|simd", "uint2|none|StepTweenAlt|tricameral|simd", "ternary|none|StepTweenAlt|tricameral|simd", "binary|none|StepTweenAlt|tricameral|simd", "int|none|StepTweenAlt|tricameral|simd", "uint|none|StepTweenAlt|tricameral|simd", "uintptr|none|StepTweenAlt|tricameral|simd", "complex64|none|StepTweenAlt|tricameral|simd", "complex128|none|StepTweenAlt|tricameral|simd", "nf4|none|StepTweenAlt|tricameral|simd", "fp6|none|StepTweenAlt|tricameral|simd", "int6|none|StepTweenAlt|tricameral|simd", "uint6|none|StepTweenAlt|tricameral|simd", "int5|none|StepTweenAlt|tricameral|simd", "uint5|none|StepTweenAlt|tricameral|simd", "int3|none|StepTweenAlt|tricameral|simd", "uint3|none|StepTweenAlt|tricameral|simd", "float64|none|TweenSplitHeadProxy|cnn|simd", "float32|none|TweenSplitHeadProxy|cnn|simd", "float16|none|TweenSplitHeadProxy|cnn|simd", "bfloat16|none|TweenSplitHeadProxy|cnn|simd", "fp8e4m3|none|TweenSplitHeadProxy|cnn|simd", "fp8e5m2|none|TweenSplitHeadProxy|cnn|simd", "int64|none|TweenSplitHeadProxy|cnn|simd", "int32|none|TweenSplitHeadProxy|cnn|simd", "int16|none|TweenSplitHeadProxy|cnn|simd", "int8|none|TweenSplitHeadProxy|cnn|simd", "uint64|none|TweenSplitHeadProxy|cnn|simd", "uint32|none|TweenSplitHeadProxy|cnn|simd", "uint16|none|TweenSplitHeadProxy|cnn|simd", "uint8|none|TweenSplitHeadProxy|cnn|simd", "int4|none|TweenSplitHeadProxy|cnn|simd", "uint4|none|TweenSplitHeadProxy|cnn|simd", "fp4|none|TweenSplitHeadProxy|cnn|simd", "int2|none|TweenSplitHeadProxy|cnn|simd", "uint2|none|TweenSplitHeadProxy|cnn|simd", "ternary|none|TweenSplitHeadProxy|cnn|simd", "binary|none|TweenSplitHeadProxy|cnn|simd", "int|none|TweenSplitHeadProxy|cnn|simd", "uint|none|TweenSplitHeadProxy|cnn|simd", "uintptr|none|TweenSplitHeadProxy|cnn|simd", "complex64|none|TweenSplitHeadProxy|cnn|simd", "complex128|none|TweenSplitHeadProxy|cnn|simd", "nf4|none|TweenSplitHeadProxy|cnn|simd", "fp6|none|TweenSplitHeadProxy|cnn|simd", "int6|none|TweenSplitHeadProxy|cnn|simd", "uint6|none|TweenSplitHeadProxy|cnn|simd", "int5|none|TweenSplitHeadProxy|cnn|simd", "uint5|none|TweenSplitHeadProxy|cnn|simd", "int3|none|TweenSplitHeadProxy|cnn|simd", "uint3|none|TweenSplitHeadProxy|cnn|simd", "float64|none|TweenSplitHeadProxy|bicameral|simd", "float32|none|TweenSplitHeadProxy|bicameral|simd", "float16|none|TweenSplitHeadProxy|bicameral|simd", "bfloat16|none|TweenSplitHeadProxy|bicameral|simd", "fp8e4m3|none|TweenSplitHeadProxy|bicameral|simd", "fp8e5m2|none|TweenSplitHeadProxy|bicameral|simd", "int64|none|TweenSplitHeadProxy|bicameral|simd", "int32|none|TweenSplitHeadProxy|bicameral|simd", "int16|none|TweenSplitHeadProxy|bicameral|simd", "int8|none|TweenSplitHeadProxy|bicameral|simd", "uint64|none|TweenSplitHeadProxy|bicameral|simd", "uint32|none|TweenSplitHeadProxy|bicameral|simd", "uint16|none|TweenSplitHeadProxy|bicameral|simd", "uint8|none|TweenSplitHeadProxy|bicameral|simd", "int4|none|TweenSplitHeadProxy|bicameral|simd", "uint4|none|TweenSplitHeadProxy|bicameral|simd", "fp4|none|TweenSplitHeadProxy|bicameral|simd", "int2|none|TweenSplitHeadProxy|bicameral|simd", "uint2|none|TweenSplitHeadProxy|bicameral|simd", "ternary|none|TweenSplitHeadProxy|bicameral|simd", "binary|none|TweenSplitHeadProxy|bicameral|simd", "int|none|TweenSplitHeadProxy|bicameral|simd", "uint|none|TweenSplitHeadProxy|bicameral|simd", "uintptr|none|TweenSplitHeadProxy|bicameral|simd", "complex64|none|TweenSplitHeadProxy|bicameral|simd", "complex128|none|TweenSplitHeadProxy|bicameral|simd", "nf4|none|TweenSplitHeadProxy|bicameral|simd", "fp6|none|TweenSplitHeadProxy|bicameral|simd", "int6|none|TweenSplitHeadProxy|bicameral|simd", "uint6|none|TweenSplitHeadProxy|bicameral|simd", "int5|none|TweenSplitHeadProxy|bicameral|simd", "uint5|none|TweenSplitHeadProxy|bicameral|simd", "int3|none|TweenSplitHeadProxy|bicameral|simd", "uint3|none|TweenSplitHeadProxy|bicameral|simd", "float64|none|TweenSplitHeadProxy|tricameral|simd", "float32|none|TweenSplitHeadProxy|tricameral|simd", "float16|none|TweenSplitHeadProxy|tricameral|simd", "bfloat16|none|TweenSplitHeadProxy|tricameral|simd", "fp8e4m3|none|TweenSplitHeadProxy|tricameral|simd", "fp8e5m2|none|TweenSplitHeadProxy|tricameral|simd", "int64|none|TweenSplitHeadProxy|tricameral|simd", "int32|none|TweenSplitHeadProxy|tricameral|simd", "int16|none|TweenSplitHeadProxy|tricameral|simd", "int8|none|TweenSplitHeadProxy|tricameral|simd", "uint64|none|TweenSplitHeadProxy|tricameral|simd", "uint32|none|TweenSplitHeadProxy|tricameral|simd", "uint16|none|TweenSplitHeadProxy|tricameral|simd", "uint8|none|TweenSplitHeadProxy|tricameral|simd", "int4|none|TweenSplitHeadProxy|tricameral|simd", "uint4|none|TweenSplitHeadProxy|tricameral|simd", "fp4|none|TweenSplitHeadProxy|tricameral|simd", "int2|none|TweenSplitHeadProxy|tricameral|simd", "uint2|none|TweenSplitHeadProxy|tricameral|simd", "ternary|none|TweenSplitHeadProxy|tricameral|simd", "binary|none|TweenSplitHeadProxy|tricameral|simd", "int|none|TweenSplitHeadProxy|tricameral|simd", "uint|none|TweenSplitHeadProxy|tricameral|simd", "uintptr|none|TweenSplitHeadProxy|tricameral|simd", "complex64|none|TweenSplitHeadProxy|tricameral|simd", "complex128|none|TweenSplitHeadProxy|tricameral|simd", "nf4|none|TweenSplitHeadProxy|tricameral|simd", "fp6|none|TweenSplitHeadProxy|tricameral|simd", "int6|none|TweenSplitHeadProxy|tricameral|simd", "uint6|none|TweenSplitHeadProxy|tricameral|simd", "int5|none|TweenSplitHeadProxy|tricameral|simd", "uint5|none|TweenSplitHeadProxy|tricameral|simd", "int3|none|TweenSplitHeadProxy|tricameral|simd", "uint3|none|TweenSplitHeadProxy|tricameral|simd", "float64|none|TweenSplitLinear|cnn|simd", "float32|none|TweenSplitLinear|cnn|simd", "float16|none|TweenSplitLinear|cnn|simd", "bfloat16|none|TweenSplitLinear|cnn|simd", "fp8e4m3|none|TweenSplitLinear|cnn|simd", "fp8e5m2|none|TweenSplitLinear|cnn|simd", "int64|none|TweenSplitLinear|cnn|simd", "int32|none|TweenSplitLinear|cnn|simd", "int16|none|TweenSplitLinear|cnn|simd", "int8|none|TweenSplitLinear|cnn|simd", "uint64|none|TweenSplitLinear|cnn|simd", "uint32|none|TweenSplitLinear|cnn|simd", "uint16|none|TweenSplitLinear|cnn|simd", "uint8|none|TweenSplitLinear|cnn|simd", "int4|none|TweenSplitLinear|cnn|simd", "uint4|none|TweenSplitLinear|cnn|simd", "fp4|none|TweenSplitLinear|cnn|simd", "int2|none|TweenSplitLinear|cnn|simd", "uint2|none|TweenSplitLinear|cnn|simd", "ternary|none|TweenSplitLinear|cnn|simd", "binary|none|TweenSplitLinear|cnn|simd", "int|none|TweenSplitLinear|cnn|simd", "uint|none|TweenSplitLinear|cnn|simd", "uintptr|none|TweenSplitLinear|cnn|simd", "complex64|none|TweenSplitLinear|cnn|simd", "complex128|none|TweenSplitLinear|cnn|simd", "nf4|none|TweenSplitLinear|cnn|simd", "fp6|none|TweenSplitLinear|cnn|simd", "int6|none|TweenSplitLinear|cnn|simd", "uint6|none|TweenSplitLinear|cnn|simd", "int5|none|TweenSplitLinear|cnn|simd", "uint5|none|TweenSplitLinear|cnn|simd", "int3|none|TweenSplitLinear|cnn|simd", "uint3|none|TweenSplitLinear|cnn|simd", "float64|none|TweenSplitLinear|bicameral|simd", "float32|none|TweenSplitLinear|bicameral|simd", "float16|none|TweenSplitLinear|bicameral|simd", "bfloat16|none|TweenSplitLinear|bicameral|simd", "fp8e4m3|none|TweenSplitLinear|bicameral|simd", "fp8e5m2|none|TweenSplitLinear|bicameral|simd", "int64|none|TweenSplitLinear|bicameral|simd", "int32|none|TweenSplitLinear|bicameral|simd", "int16|none|TweenSplitLinear|bicameral|simd", "int8|none|TweenSplitLinear|bicameral|simd", "uint64|none|TweenSplitLinear|bicameral|simd", "uint32|none|TweenSplitLinear|bicameral|simd", "uint16|none|TweenSplitLinear|bicameral|simd", "uint8|none|TweenSplitLinear|bicameral|simd", "int4|none|TweenSplitLinear|bicameral|simd", "uint4|none|TweenSplitLinear|bicameral|simd", "fp4|none|TweenSplitLinear|bicameral|simd", "int2|none|TweenSplitLinear|bicameral|simd", "uint2|none|TweenSplitLinear|bicameral|simd", "ternary|none|TweenSplitLinear|bicameral|simd", "binary|none|TweenSplitLinear|bicameral|simd", "int|none|TweenSplitLinear|bicameral|simd", "uint|none|TweenSplitLinear|bicameral|simd", "uintptr|none|TweenSplitLinear|bicameral|simd", "complex64|none|TweenSplitLinear|bicameral|simd", "complex128|none|TweenSplitLinear|bicameral|simd", "nf4|none|TweenSplitLinear|bicameral|simd", "fp6|none|TweenSplitLinear|bicameral|simd", "int6|none|TweenSplitLinear|bicameral|simd", "uint6|none|TweenSplitLinear|bicameral|simd", "int5|none|TweenSplitLinear|bicameral|simd", "uint5|none|TweenSplitLinear|bicameral|simd", "int3|none|TweenSplitLinear|bicameral|simd", "uint3|none|TweenSplitLinear|bicameral|simd", "float64|none|TweenSplitLinear|tricameral|simd", "float32|none|TweenSplitLinear|tricameral|simd", "float16|none|TweenSplitLinear|tricameral|simd", "bfloat16|none|TweenSplitLinear|tricameral|simd", "fp8e4m3|none|TweenSplitLinear|tricameral|simd", "fp8e5m2|none|TweenSplitLinear|tricameral|simd", "int64|none|TweenSplitLinear|tricameral|simd", "int32|none|TweenSplitLinear|tricameral|simd", "int16|none|TweenSplitLinear|tricameral|simd", "int8|none|TweenSplitLinear|tricameral|simd", "uint64|none|TweenSplitLinear|tricameral|simd", "uint32|none|TweenSplitLinear|tricameral|simd", "uint16|none|TweenSplitLinear|tricameral|simd", "uint8|none|TweenSplitLinear|tricameral|simd", "int4|none|TweenSplitLinear|tricameral|simd", "uint4|none|TweenSplitLinear|tricameral|simd", "fp4|none|TweenSplitLinear|tricameral|simd", "int2|none|TweenSplitLinear|tricameral|simd", "uint2|none|TweenSplitLinear|tricameral|simd", "ternary|none|TweenSplitLinear|tricameral|simd", "binary|none|TweenSplitLinear|tricameral|simd", "int|none|TweenSplitLinear|tricameral|simd", "uint|none|TweenSplitLinear|tricameral|simd", "uintptr|none|TweenSplitLinear|tricameral|simd", "complex64|none|TweenSplitLinear|tricameral|simd", "complex128|none|TweenSplitLinear|tricameral|simd", "nf4|none|TweenSplitLinear|tricameral|simd", "fp6|none|TweenSplitLinear|tricameral|simd", "int6|none|TweenSplitLinear|tricameral|simd", "uint6|none|TweenSplitLinear|tricameral|simd", "int5|none|TweenSplitLinear|tricameral|simd", "uint5|none|TweenSplitLinear|tricameral|simd", "int3|none|TweenSplitLinear|tricameral|simd", "uint3|none|TweenSplitLinear|tricameral|simd", "float64|none|TweenSplitFastProxy|cnn|simd", "float32|none|TweenSplitFastProxy|cnn|simd", "float16|none|TweenSplitFastProxy|cnn|simd", "bfloat16|none|TweenSplitFastProxy|cnn|simd", "fp8e4m3|none|TweenSplitFastProxy|cnn|simd", "fp8e5m2|none|TweenSplitFastProxy|cnn|simd", "int64|none|TweenSplitFastProxy|cnn|simd", "int32|none|TweenSplitFastProxy|cnn|simd", "int16|none|TweenSplitFastProxy|cnn|simd", "int8|none|TweenSplitFastProxy|cnn|simd", "uint64|none|TweenSplitFastProxy|cnn|simd", "uint32|none|TweenSplitFastProxy|cnn|simd", "uint16|none|TweenSplitFastProxy|cnn|simd", "uint8|none|TweenSplitFastProxy|cnn|simd", "int4|none|TweenSplitFastProxy|cnn|simd", "uint4|none|TweenSplitFastProxy|cnn|simd", "fp4|none|TweenSplitFastProxy|cnn|simd", "int2|none|TweenSplitFastProxy|cnn|simd", "uint2|none|TweenSplitFastProxy|cnn|simd", "ternary|none|TweenSplitFastProxy|cnn|simd", "binary|none|TweenSplitFastProxy|cnn|simd", "int|none|TweenSplitFastProxy|cnn|simd", "uint|none|TweenSplitFastProxy|cnn|simd", "uintptr|none|TweenSplitFastProxy|cnn|simd", "complex64|none|TweenSplitFastProxy|cnn|simd", "complex128|none|TweenSplitFastProxy|cnn|simd", "nf4|none|TweenSplitFastProxy|cnn|simd", "fp6|none|TweenSplitFastProxy|cnn|simd", "int6|none|TweenSplitFastProxy|cnn|simd", "uint6|none|TweenSplitFastProxy|cnn|simd", "int5|none|TweenSplitFastProxy|cnn|simd", "uint5|none|TweenSplitFastProxy|cnn|simd", "int3|none|TweenSplitFastProxy|cnn|simd", "uint3|none|TweenSplitFastProxy|cnn|simd", "float64|none|TweenSplitFastProxy|bicameral|simd", "float32|none|TweenSplitFastProxy|bicameral|simd", "float16|none|TweenSplitFastProxy|bicameral|simd", "bfloat16|none|TweenSplitFastProxy|bicameral|simd", "fp8e4m3|none|TweenSplitFastProxy|bicameral|simd", "fp8e5m2|none|TweenSplitFastProxy|bicameral|simd", "int64|none|TweenSplitFastProxy|bicameral|simd", "int32|none|TweenSplitFastProxy|bicameral|simd", "int16|none|TweenSplitFastProxy|bicameral|simd", "int8|none|TweenSplitFastProxy|bicameral|simd", "uint64|none|TweenSplitFastProxy|bicameral|simd", "uint32|none|TweenSplitFastProxy|bicameral|simd", "uint16|none|TweenSplitFastProxy|bicameral|simd", "uint8|none|TweenSplitFastProxy|bicameral|simd", "int4|none|TweenSplitFastProxy|bicameral|simd", "uint4|none|TweenSplitFastProxy|bicameral|simd", "fp4|none|TweenSplitFastProxy|bicameral|simd", "int2|none|TweenSplitFastProxy|bicameral|simd", "uint2|none|TweenSplitFastProxy|bicameral|simd", "ternary|none|TweenSplitFastProxy|bicameral|simd", "binary|none|TweenSplitFastProxy|bicameral|simd", "int|none|TweenSplitFastProxy|bicameral|simd", "uint|none|TweenSplitFastProxy|bicameral|simd", "uintptr|none|TweenSplitFastProxy|bicameral|simd", "complex64|none|TweenSplitFastProxy|bicameral|simd", "complex128|none|TweenSplitFastProxy|bicameral|simd", "nf4|none|TweenSplitFastProxy|bicameral|simd", "fp6|none|TweenSplitFastProxy|bicameral|simd", "int6|none|TweenSplitFastProxy|bicameral|simd", "uint6|none|TweenSplitFastProxy|bicameral|simd", "int5|none|TweenSplitFastProxy|bicameral|simd", "uint5|none|TweenSplitFastProxy|bicameral|simd", "int3|none|TweenSplitFastProxy|bicameral|simd", "uint3|none|TweenSplitFastProxy|bicameral|simd", "float64|none|TweenSplitFastProxy|tricameral|simd", "float32|none|TweenSplitFastProxy|tricameral|simd", "float16|none|TweenSplitFastProxy|tricameral|simd", "bfloat16|none|TweenSplitFastProxy|tricameral|simd", "fp8e4m3|none|TweenSplitFastProxy|tricameral|simd", "fp8e5m2|none|TweenSplitFastProxy|tricameral|simd", "int64|none|TweenSplitFastProxy|tricameral|simd", "int32|none|TweenSplitFastProxy|tricameral|simd", "int16|none|TweenSplitFastProxy|tricameral|simd", "int8|none|TweenSplitFastProxy|tricameral|simd", "uint64|none|TweenSplitFastProxy|tricameral|simd", "uint32|none|TweenSplitFastProxy|tricameral|simd", "uint16|none|TweenSplitFastProxy|tricameral|simd", "uint8|none|TweenSplitFastProxy|tricameral|simd", "int4|none|TweenSplitFastProxy|tricameral|simd", "uint4|none|TweenSplitFastProxy|tricameral|simd", "fp4|none|TweenSplitFastProxy|tricameral|simd", "int2|none|TweenSplitFastProxy|tricameral|simd", "uint2|none|TweenSplitFastProxy|tricameral|simd", "ternary|none|TweenSplitFastProxy|tricameral|simd", "binary|none|TweenSplitFastProxy|tricameral|simd", "int|none|TweenSplitFastProxy|tricameral|simd", "uint|none|TweenSplitFastProxy|tricameral|simd", "uintptr|none|TweenSplitFastProxy|tricameral|simd", "complex64|none|TweenSplitFastProxy|tricameral|simd", "complex128|none|TweenSplitFastProxy|tricameral|simd", "nf4|none|TweenSplitFastProxy|tricameral|simd", "fp6|none|TweenSplitFastProxy|tricameral|simd", "int6|none|TweenSplitFastProxy|tricameral|simd", "uint6|none|TweenSplitFastProxy|tricameral|simd", "int5|none|TweenSplitFastProxy|tricameral|simd", "uint5|none|TweenSplitFastProxy|tricameral|simd", "int3|none|TweenSplitFastProxy|tricameral|simd", "uint3|none|TweenSplitFastProxy|tricameral|simd", "float64|none|TweenSplitLinearCache|cnn|simd", "float32|none|TweenSplitLinearCache|cnn|simd", "float16|none|TweenSplitLinearCache|cnn|simd", "bfloat16|none|TweenSplitLinearCache|cnn|simd", "fp8e4m3|none|TweenSplitLinearCache|cnn|simd", "fp8e5m2|none|TweenSplitLinearCache|cnn|simd", "int64|none|TweenSplitLinearCache|cnn|simd", "int32|none|TweenSplitLinearCache|cnn|simd", "int16|none|TweenSplitLinearCache|cnn|simd", "int8|none|TweenSplitLinearCache|cnn|simd", "uint64|none|TweenSplitLinearCache|cnn|simd", "uint32|none|TweenSplitLinearCache|cnn|simd", "uint16|none|TweenSplitLinearCache|cnn|simd", "uint8|none|TweenSplitLinearCache|cnn|simd", "int4|none|TweenSplitLinearCache|cnn|simd", "uint4|none|TweenSplitLinearCache|cnn|simd", "fp4|none|TweenSplitLinearCache|cnn|simd", "int2|none|TweenSplitLinearCache|cnn|simd", "uint2|none|TweenSplitLinearCache|cnn|simd", "ternary|none|TweenSplitLinearCache|cnn|simd", "binary|none|TweenSplitLinearCache|cnn|simd", "int|none|TweenSplitLinearCache|cnn|simd", "uint|none|TweenSplitLinearCache|cnn|simd", "uintptr|none|TweenSplitLinearCache|cnn|simd", "complex64|none|TweenSplitLinearCache|cnn|simd", "complex128|none|TweenSplitLinearCache|cnn|simd", "nf4|none|TweenSplitLinearCache|cnn|simd", "fp6|none|TweenSplitLinearCache|cnn|simd", "int6|none|TweenSplitLinearCache|cnn|simd", "uint6|none|TweenSplitLinearCache|cnn|simd", "int5|none|TweenSplitLinearCache|cnn|simd", "uint5|none|TweenSplitLinearCache|cnn|simd", "int3|none|TweenSplitLinearCache|cnn|simd", "uint3|none|TweenSplitLinearCache|cnn|simd", "float64|none|TweenSplitLinearCache|bicameral|simd", "float32|none|TweenSplitLinearCache|bicameral|simd", "float16|none|TweenSplitLinearCache|bicameral|simd", "bfloat16|none|TweenSplitLinearCache|bicameral|simd", "fp8e4m3|none|TweenSplitLinearCache|bicameral|simd", "fp8e5m2|none|TweenSplitLinearCache|bicameral|simd", "int64|none|TweenSplitLinearCache|bicameral|simd", "int32|none|TweenSplitLinearCache|bicameral|simd", "int16|none|TweenSplitLinearCache|bicameral|simd", "int8|none|TweenSplitLinearCache|bicameral|simd", "uint64|none|TweenSplitLinearCache|bicameral|simd", "uint32|none|TweenSplitLinearCache|bicameral|simd", "uint16|none|TweenSplitLinearCache|bicameral|simd", "uint8|none|TweenSplitLinearCache|bicameral|simd", "int4|none|TweenSplitLinearCache|bicameral|simd", "uint4|none|TweenSplitLinearCache|bicameral|simd", "fp4|none|TweenSplitLinearCache|bicameral|simd", "int2|none|TweenSplitLinearCache|bicameral|simd", "uint2|none|TweenSplitLinearCache|bicameral|simd", "ternary|none|TweenSplitLinearCache|bicameral|simd", "binary|none|TweenSplitLinearCache|bicameral|simd", "int|none|TweenSplitLinearCache|bicameral|simd", "uint|none|TweenSplitLinearCache|bicameral|simd", "uintptr|none|TweenSplitLinearCache|bicameral|simd", "complex64|none|TweenSplitLinearCache|bicameral|simd", "complex128|none|TweenSplitLinearCache|bicameral|simd", "nf4|none|TweenSplitLinearCache|bicameral|simd", "fp6|none|TweenSplitLinearCache|bicameral|simd", "int6|none|TweenSplitLinearCache|bicameral|simd", "uint6|none|TweenSplitLinearCache|bicameral|simd", "int5|none|TweenSplitLinearCache|bicameral|simd", "uint5|none|TweenSplitLinearCache|bicameral|simd", "int3|none|TweenSplitLinearCache|bicameral|simd", "uint3|none|TweenSplitLinearCache|bicameral|simd", "float64|none|TweenSplitLinearCache|tricameral|simd", "float32|none|TweenSplitLinearCache|tricameral|simd", "float16|none|TweenSplitLinearCache|tricameral|simd", "bfloat16|none|TweenSplitLinearCache|tricameral|simd", "fp8e4m3|none|TweenSplitLinearCache|tricameral|simd", "fp8e5m2|none|TweenSplitLinearCache|tricameral|simd", "int64|none|TweenSplitLinearCache|tricameral|simd", "int32|none|TweenSplitLinearCache|tricameral|simd", "int16|none|TweenSplitLinearCache|tricameral|simd", "int8|none|TweenSplitLinearCache|tricameral|simd", "uint64|none|TweenSplitLinearCache|tricameral|simd", "uint32|none|TweenSplitLinearCache|tricameral|simd", "uint16|none|TweenSplitLinearCache|tricameral|simd", "uint8|none|TweenSplitLinearCache|tricameral|simd", "int4|none|TweenSplitLinearCache|tricameral|simd", "uint4|none|TweenSplitLinearCache|tricameral|simd", "fp4|none|TweenSplitLinearCache|tricameral|simd", "int2|none|TweenSplitLinearCache|tricameral|simd", "uint2|none|TweenSplitLinearCache|tricameral|simd", "ternary|none|TweenSplitLinearCache|tricameral|simd", "binary|none|TweenSplitLinearCache|tricameral|simd", "int|none|TweenSplitLinearCache|tricameral|simd", "uint|none|TweenSplitLinearCache|tricameral|simd", "uintptr|none|TweenSplitLinearCache|tricameral|simd", "complex64|none|TweenSplitLinearCache|tricameral|simd", "complex128|none|TweenSplitLinearCache|tricameral|simd", "nf4|none|TweenSplitLinearCache|tricameral|simd", "fp6|none|TweenSplitLinearCache|tricameral|simd", "int6|none|TweenSplitLinearCache|tricameral|simd", "uint6|none|TweenSplitLinearCache|tricameral|simd", "int5|none|TweenSplitLinearCache|tricameral|simd", "uint5|none|TweenSplitLinearCache|tricameral|simd", "int3|none|TweenSplitLinearCache|tricameral|simd", "uint3|none|TweenSplitLinearCache|tricameral|simd", "float64|none|TweenSplitHeadProxyAsync|cnn|simd", "float32|none|TweenSplitHeadProxyAsync|cnn|simd", "float16|none|TweenSplitHeadProxyAsync|cnn|simd", "bfloat16|none|TweenSplitHeadProxyAsync|cnn|simd", "fp8e4m3|none|TweenSplitHeadProxyAsync|cnn|simd", "fp8e5m2|none|TweenSplitHeadProxyAsync|cnn|simd", "int64|none|TweenSplitHeadProxyAsync|cnn|simd", "int32|none|TweenSplitHeadProxyAsync|cnn|simd", "int16|none|TweenSplitHeadProxyAsync|cnn|simd", "int8|none|TweenSplitHeadProxyAsync|cnn|simd", "uint64|none|TweenSplitHeadProxyAsync|cnn|simd", "uint32|none|TweenSplitHeadProxyAsync|cnn|simd", "uint16|none|TweenSplitHeadProxyAsync|cnn|simd", "uint8|none|TweenSplitHeadProxyAsync|cnn|simd", "int4|none|TweenSplitHeadProxyAsync|cnn|simd", "uint4|none|TweenSplitHeadProxyAsync|cnn|simd", "fp4|none|TweenSplitHeadProxyAsync|cnn|simd", "int2|none|TweenSplitHeadProxyAsync|cnn|simd", "uint2|none|TweenSplitHeadProxyAsync|cnn|simd", "ternary|none|TweenSplitHeadProxyAsync|cnn|simd", "binary|none|TweenSplitHeadProxyAsync|cnn|simd", "int|none|TweenSplitHeadProxyAsync|cnn|simd", "uint|none|TweenSplitHeadProxyAsync|cnn|simd", "uintptr|none|TweenSplitHeadProxyAsync|cnn|simd", "complex64|none|TweenSplitHeadProxyAsync|cnn|simd", "complex128|none|TweenSplitHeadProxyAsync|cnn|simd", "nf4|none|TweenSplitHeadProxyAsync|cnn|simd", "fp6|none|TweenSplitHeadProxyAsync|cnn|simd", "int6|none|TweenSplitHeadProxyAsync|cnn|simd", "uint6|none|TweenSplitHeadProxyAsync|cnn|simd", "int5|none|TweenSplitHeadProxyAsync|cnn|simd", "uint5|none|TweenSplitHeadProxyAsync|cnn|simd", "int3|none|TweenSplitHeadProxyAsync|cnn|simd", "uint3|none|TweenSplitHeadProxyAsync|cnn|simd", "float64|none|TweenSplitHeadProxyAsync|bicameral|simd", "float32|none|TweenSplitHeadProxyAsync|bicameral|simd", "float16|none|TweenSplitHeadProxyAsync|bicameral|simd", "bfloat16|none|TweenSplitHeadProxyAsync|bicameral|simd", "fp8e4m3|none|TweenSplitHeadProxyAsync|bicameral|simd", "fp8e5m2|none|TweenSplitHeadProxyAsync|bicameral|simd", "int64|none|TweenSplitHeadProxyAsync|bicameral|simd", "int32|none|TweenSplitHeadProxyAsync|bicameral|simd", "int16|none|TweenSplitHeadProxyAsync|bicameral|simd", "int8|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint64|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint32|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint16|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint8|none|TweenSplitHeadProxyAsync|bicameral|simd", "int4|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint4|none|TweenSplitHeadProxyAsync|bicameral|simd", "fp4|none|TweenSplitHeadProxyAsync|bicameral|simd", "int2|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint2|none|TweenSplitHeadProxyAsync|bicameral|simd", "ternary|none|TweenSplitHeadProxyAsync|bicameral|simd", "binary|none|TweenSplitHeadProxyAsync|bicameral|simd", "int|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint|none|TweenSplitHeadProxyAsync|bicameral|simd", "uintptr|none|TweenSplitHeadProxyAsync|bicameral|simd", "complex64|none|TweenSplitHeadProxyAsync|bicameral|simd", "complex128|none|TweenSplitHeadProxyAsync|bicameral|simd", "nf4|none|TweenSplitHeadProxyAsync|bicameral|simd", "fp6|none|TweenSplitHeadProxyAsync|bicameral|simd", "int6|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint6|none|TweenSplitHeadProxyAsync|bicameral|simd", "int5|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint5|none|TweenSplitHeadProxyAsync|bicameral|simd", "int3|none|TweenSplitHeadProxyAsync|bicameral|simd", "uint3|none|TweenSplitHeadProxyAsync|bicameral|simd", "float64|none|TweenSplitHeadProxyAsync|tricameral|simd", "float32|none|TweenSplitHeadProxyAsync|tricameral|simd", "float16|none|TweenSplitHeadProxyAsync|tricameral|simd", "bfloat16|none|TweenSplitHeadProxyAsync|tricameral|simd", "fp8e4m3|none|TweenSplitHeadProxyAsync|tricameral|simd", "fp8e5m2|none|TweenSplitHeadProxyAsync|tricameral|simd", "int64|none|TweenSplitHeadProxyAsync|tricameral|simd", "int32|none|TweenSplitHeadProxyAsync|tricameral|simd", "int16|none|TweenSplitHeadProxyAsync|tricameral|simd", "int8|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint64|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint32|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint16|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint8|none|TweenSplitHeadProxyAsync|tricameral|simd", "int4|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint4|none|TweenSplitHeadProxyAsync|tricameral|simd", "fp4|none|TweenSplitHeadProxyAsync|tricameral|simd", "int2|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint2|none|TweenSplitHeadProxyAsync|tricameral|simd", "ternary|none|TweenSplitHeadProxyAsync|tricameral|simd", "binary|none|TweenSplitHeadProxyAsync|tricameral|simd", "int|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint|none|TweenSplitHeadProxyAsync|tricameral|simd", "uintptr|none|TweenSplitHeadProxyAsync|tricameral|simd", "complex64|none|TweenSplitHeadProxyAsync|tricameral|simd", "complex128|none|TweenSplitHeadProxyAsync|tricameral|simd", "nf4|none|TweenSplitHeadProxyAsync|tricameral|simd", "fp6|none|TweenSplitHeadProxyAsync|tricameral|simd", "int6|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint6|none|TweenSplitHeadProxyAsync|tricameral|simd", "int5|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint5|none|TweenSplitHeadProxyAsync|tricameral|simd", "int3|none|TweenSplitHeadProxyAsync|tricameral|simd", "uint3|none|TweenSplitHeadProxyAsync|tricameral|simd", "float64|none|TweenSplitSparse|cnn|simd", "float32|none|TweenSplitSparse|cnn|simd", "float16|none|TweenSplitSparse|cnn|simd", "bfloat16|none|TweenSplitSparse|cnn|simd", "fp8e4m3|none|TweenSplitSparse|cnn|simd", "fp8e5m2|none|TweenSplitSparse|cnn|simd", "int64|none|TweenSplitSparse|cnn|simd", "int32|none|TweenSplitSparse|cnn|simd", "int16|none|TweenSplitSparse|cnn|simd", "int8|none|TweenSplitSparse|cnn|simd", "uint64|none|TweenSplitSparse|cnn|simd", "uint32|none|TweenSplitSparse|cnn|simd", "uint16|none|TweenSplitSparse|cnn|simd", "uint8|none|TweenSplitSparse|cnn|simd", "int4|none|TweenSplitSparse|cnn|simd", "uint4|none|TweenSplitSparse|cnn|simd", "fp4|none|TweenSplitSparse|cnn|simd", "int2|none|TweenSplitSparse|cnn|simd", "uint2|none|TweenSplitSparse|cnn|simd", "ternary|none|TweenSplitSparse|cnn|simd", "binary|none|TweenSplitSparse|cnn|simd", "int|none|TweenSplitSparse|cnn|simd", "uint|none|TweenSplitSparse|cnn|simd", "uintptr|none|TweenSplitSparse|cnn|simd", "complex64|none|TweenSplitSparse|cnn|simd", "complex128|none|TweenSplitSparse|cnn|simd", "nf4|none|TweenSplitSparse|cnn|simd", "fp6|none|TweenSplitSparse|cnn|simd", "int6|none|TweenSplitSparse|cnn|simd", "uint6|none|TweenSplitSparse|cnn|simd", "int5|none|TweenSplitSparse|cnn|simd", "uint5|none|TweenSplitSparse|cnn|simd", "int3|none|TweenSplitSparse|cnn|simd", "uint3|none|TweenSplitSparse|cnn|simd", "float64|none|TweenSplitSparse|bicameral|simd", "float32|none|TweenSplitSparse|bicameral|simd", "float16|none|TweenSplitSparse|bicameral|simd", "bfloat16|none|TweenSplitSparse|bicameral|simd", "fp8e4m3|none|TweenSplitSparse|bicameral|simd", "fp8e5m2|none|TweenSplitSparse|bicameral|simd", "int64|none|TweenSplitSparse|bicameral|simd", "int32|none|TweenSplitSparse|bicameral|simd", "int16|none|TweenSplitSparse|bicameral|simd", "int8|none|TweenSplitSparse|bicameral|simd", "uint64|none|TweenSplitSparse|bicameral|simd", "uint32|none|TweenSplitSparse|bicameral|simd", "uint16|none|TweenSplitSparse|bicameral|simd", "uint8|none|TweenSplitSparse|bicameral|simd", "int4|none|TweenSplitSparse|bicameral|simd", "uint4|none|TweenSplitSparse|bicameral|simd", "fp4|none|TweenSplitSparse|bicameral|simd", "int2|none|TweenSplitSparse|bicameral|simd", "uint2|none|TweenSplitSparse|bicameral|simd", "ternary|none|TweenSplitSparse|bicameral|simd", "binary|none|TweenSplitSparse|bicameral|simd", "int|none|TweenSplitSparse|bicameral|simd", "uint|none|TweenSplitSparse|bicameral|simd", "uintptr|none|TweenSplitSparse|bicameral|simd", "complex64|none|TweenSplitSparse|bicameral|simd", "complex128|none|TweenSplitSparse|bicameral|simd", "nf4|none|TweenSplitSparse|bicameral|simd", "fp6|none|TweenSplitSparse|bicameral|simd", "int6|none|TweenSplitSparse|bicameral|simd", "uint6|none|TweenSplitSparse|bicameral|simd", "int5|none|TweenSplitSparse|bicameral|simd", "uint5|none|TweenSplitSparse|bicameral|simd", "int3|none|TweenSplitSparse|bicameral|simd", "uint3|none|TweenSplitSparse|bicameral|simd", "float64|none|TweenSplitSparse|tricameral|simd", "float32|none|TweenSplitSparse|tricameral|simd", "float16|none|TweenSplitSparse|tricameral|simd", "bfloat16|none|TweenSplitSparse|tricameral|simd", "fp8e4m3|none|TweenSplitSparse|tricameral|simd", "fp8e5m2|none|TweenSplitSparse|tricameral|simd", "int64|none|TweenSplitSparse|tricameral|simd", "int32|none|TweenSplitSparse|tricameral|simd", "int16|none|TweenSplitSparse|tricameral|simd", "int8|none|TweenSplitSparse|tricameral|simd", "uint64|none|TweenSplitSparse|tricameral|simd", "uint32|none|TweenSplitSparse|tricameral|simd", "uint16|none|TweenSplitSparse|tricameral|simd", "uint8|none|TweenSplitSparse|tricameral|simd", "int4|none|TweenSplitSparse|tricameral|simd", "uint4|none|TweenSplitSparse|tricameral|simd", "fp4|none|TweenSplitSparse|tricameral|simd", "int2|none|TweenSplitSparse|tricameral|simd", "uint2|none|TweenSplitSparse|tricameral|simd", "ternary|none|TweenSplitSparse|tricameral|simd", "binary|none|TweenSplitSparse|tricameral|simd", "int|none|TweenSplitSparse|tricameral|simd", "uint|none|TweenSplitSparse|tricameral|simd", "uintptr|none|TweenSplitSparse|tricameral|simd", "complex64|none|TweenSplitSparse|tricameral|simd", "complex128|none|TweenSplitSparse|tricameral|simd", "nf4|none|TweenSplitSparse|tricameral|simd", "fp6|none|TweenSplitSparse|tricameral|simd", "int6|none|TweenSplitSparse|tricameral|simd", "uint6|none|TweenSplitSparse|tricameral|simd", "int5|none|TweenSplitSparse|tricameral|simd", "uint5|none|TweenSplitSparse|tricameral|simd", "int3|none|TweenSplitSparse|tricameral|simd", "uint3|none|TweenSplitSparse|tricameral|simd", "float64|none|MeshTweenSplit|cnn|simd", "float32|none|MeshTweenSplit|cnn|simd", "float16|none|MeshTweenSplit|cnn|simd", "bfloat16|none|MeshTweenSplit|cnn|simd", "fp8e4m3|none|MeshTweenSplit|cnn|simd", "fp8e5m2|none|MeshTweenSplit|cnn|simd", "int64|none|MeshTweenSplit|cnn|simd", "int32|none|MeshTweenSplit|cnn|simd", "int16|none|MeshTweenSplit|cnn|simd", "int8|none|MeshTweenSplit|cnn|simd", "uint64|none|MeshTweenSplit|cnn|simd", "uint32|none|MeshTweenSplit|cnn|simd", "uint16|none|MeshTweenSplit|cnn|simd", "uint8|none|MeshTweenSplit|cnn|simd", "int4|none|MeshTweenSplit|cnn|simd", "uint4|none|MeshTweenSplit|cnn|simd", "fp4|none|MeshTweenSplit|cnn|simd", "int2|none|MeshTweenSplit|cnn|simd", "uint2|none|MeshTweenSplit|cnn|simd", "ternary|none|MeshTweenSplit|cnn|simd", "binary|none|MeshTweenSplit|cnn|simd", "int|none|MeshTweenSplit|cnn|simd", "uint|none|MeshTweenSplit|cnn|simd", "uintptr|none|MeshTweenSplit|cnn|simd", "complex64|none|MeshTweenSplit|cnn|simd", "complex128|none|MeshTweenSplit|cnn|simd", "nf4|none|MeshTweenSplit|cnn|simd", "fp6|none|MeshTweenSplit|cnn|simd", "int6|none|MeshTweenSplit|cnn|simd", "uint6|none|MeshTweenSplit|cnn|simd", "int5|none|MeshTweenSplit|cnn|simd", "uint5|none|MeshTweenSplit|cnn|simd", "int3|none|MeshTweenSplit|cnn|simd", "uint3|none|MeshTweenSplit|cnn|simd", "float64|none|MeshTweenSplit|bicameral|simd", "float32|none|MeshTweenSplit|bicameral|simd", "float16|none|MeshTweenSplit|bicameral|simd", "bfloat16|none|MeshTweenSplit|bicameral|simd", "fp8e4m3|none|MeshTweenSplit|bicameral|simd", "fp8e5m2|none|MeshTweenSplit|bicameral|simd", "int64|none|MeshTweenSplit|bicameral|simd", "int32|none|MeshTweenSplit|bicameral|simd", "int16|none|MeshTweenSplit|bicameral|simd", "int8|none|MeshTweenSplit|bicameral|simd", "uint64|none|MeshTweenSplit|bicameral|simd", "uint32|none|MeshTweenSplit|bicameral|simd", "uint16|none|MeshTweenSplit|bicameral|simd", "uint8|none|MeshTweenSplit|bicameral|simd", "int4|none|MeshTweenSplit|bicameral|simd", "uint4|none|MeshTweenSplit|bicameral|simd", "fp4|none|MeshTweenSplit|bicameral|simd", "int2|none|MeshTweenSplit|bicameral|simd", "uint2|none|MeshTweenSplit|bicameral|simd", "ternary|none|MeshTweenSplit|bicameral|simd", "binary|none|MeshTweenSplit|bicameral|simd", "int|none|MeshTweenSplit|bicameral|simd", "uint|none|MeshTweenSplit|bicameral|simd", "uintptr|none|MeshTweenSplit|bicameral|simd", "complex64|none|MeshTweenSplit|bicameral|simd", "complex128|none|MeshTweenSplit|bicameral|simd", "nf4|none|MeshTweenSplit|bicameral|simd", "fp6|none|MeshTweenSplit|bicameral|simd", "int6|none|MeshTweenSplit|bicameral|simd", "uint6|none|MeshTweenSplit|bicameral|simd", "int5|none|MeshTweenSplit|bicameral|simd", "uint5|none|MeshTweenSplit|bicameral|simd", "int3|none|MeshTweenSplit|bicameral|simd", "uint3|none|MeshTweenSplit|bicameral|simd", "float64|none|MeshTweenSplit|tricameral|simd", "float32|none|MeshTweenSplit|tricameral|simd", "float16|none|MeshTweenSplit|tricameral|simd", "bfloat16|none|MeshTweenSplit|tricameral|simd", "fp8e4m3|none|MeshTweenSplit|tricameral|simd", "fp8e5m2|none|MeshTweenSplit|tricameral|simd", "int64|none|MeshTweenSplit|tricameral|simd", "int32|none|MeshTweenSplit|tricameral|simd", "int16|none|MeshTweenSplit|tricameral|simd", "int8|none|MeshTweenSplit|tricameral|simd", "uint64|none|MeshTweenSplit|tricameral|simd", "uint32|none|MeshTweenSplit|tricameral|simd", "uint16|none|MeshTweenSplit|tricameral|simd", "uint8|none|MeshTweenSplit|tricameral|simd", "int4|none|MeshTweenSplit|tricameral|simd", "uint4|none|MeshTweenSplit|tricameral|simd", "fp4|none|MeshTweenSplit|tricameral|simd", "int2|none|MeshTweenSplit|tricameral|simd", "uint2|none|MeshTweenSplit|tricameral|simd", "ternary|none|MeshTweenSplit|tricameral|simd", "binary|none|MeshTweenSplit|tricameral|simd", "int|none|MeshTweenSplit|tricameral|simd", "uint|none|MeshTweenSplit|tricameral|simd", "uintptr|none|MeshTweenSplit|tricameral|simd", "complex64|none|MeshTweenSplit|tricameral|simd", "complex128|none|MeshTweenSplit|tricameral|simd", "nf4|none|MeshTweenSplit|tricameral|simd", "fp6|none|MeshTweenSplit|tricameral|simd", "int6|none|MeshTweenSplit|tricameral|simd", "uint6|none|MeshTweenSplit|tricameral|simd", "int5|none|MeshTweenSplit|tricameral|simd", "uint5|none|MeshTweenSplit|tricameral|simd", "int3|none|MeshTweenSplit|tricameral|simd", "uint3|none|MeshTweenSplit|tricameral|simd", "float64|none|MeshTweenAlt|cnn|simd", "float32|none|MeshTweenAlt|cnn|simd", "float16|none|MeshTweenAlt|cnn|simd", "bfloat16|none|MeshTweenAlt|cnn|simd", "fp8e4m3|none|MeshTweenAlt|cnn|simd", "fp8e5m2|none|MeshTweenAlt|cnn|simd", "int64|none|MeshTweenAlt|cnn|simd", "int32|none|MeshTweenAlt|cnn|simd", "int16|none|MeshTweenAlt|cnn|simd", "int8|none|MeshTweenAlt|cnn|simd", "uint64|none|MeshTweenAlt|cnn|simd", "uint32|none|MeshTweenAlt|cnn|simd", "uint16|none|MeshTweenAlt|cnn|simd", "uint8|none|MeshTweenAlt|cnn|simd", "int4|none|MeshTweenAlt|cnn|simd", "uint4|none|MeshTweenAlt|cnn|simd", "fp4|none|MeshTweenAlt|cnn|simd", "int2|none|MeshTweenAlt|cnn|simd", "uint2|none|MeshTweenAlt|cnn|simd", "ternary|none|MeshTweenAlt|cnn|simd", "binary|none|MeshTweenAlt|cnn|simd", "int|none|MeshTweenAlt|cnn|simd", "uint|none|MeshTweenAlt|cnn|simd", "uintptr|none|MeshTweenAlt|cnn|simd", "complex64|none|MeshTweenAlt|cnn|simd", "complex128|none|MeshTweenAlt|cnn|simd", "nf4|none|MeshTweenAlt|cnn|simd", "fp6|none|MeshTweenAlt|cnn|simd", "int6|none|MeshTweenAlt|cnn|simd", "uint6|none|MeshTweenAlt|cnn|simd", "int5|none|MeshTweenAlt|cnn|simd", "uint5|none|MeshTweenAlt|cnn|simd", "int3|none|MeshTweenAlt|cnn|simd", "uint3|none|MeshTweenAlt|cnn|simd", "float64|none|MeshTweenAlt|bicameral|simd", "float32|none|MeshTweenAlt|bicameral|simd", "float16|none|MeshTweenAlt|bicameral|simd", "bfloat16|none|MeshTweenAlt|bicameral|simd", "fp8e4m3|none|MeshTweenAlt|bicameral|simd", "fp8e5m2|none|MeshTweenAlt|bicameral|simd", "int64|none|MeshTweenAlt|bicameral|simd", "int32|none|MeshTweenAlt|bicameral|simd", "int16|none|MeshTweenAlt|bicameral|simd", "int8|none|MeshTweenAlt|bicameral|simd", "uint64|none|MeshTweenAlt|bicameral|simd", "uint32|none|MeshTweenAlt|bicameral|simd", "uint16|none|MeshTweenAlt|bicameral|simd", "uint8|none|MeshTweenAlt|bicameral|simd", "int4|none|MeshTweenAlt|bicameral|simd", "uint4|none|MeshTweenAlt|bicameral|simd", "fp4|none|MeshTweenAlt|bicameral|simd", "int2|none|MeshTweenAlt|bicameral|simd", "uint2|none|MeshTweenAlt|bicameral|simd", "ternary|none|MeshTweenAlt|bicameral|simd", "binary|none|MeshTweenAlt|bicameral|simd", "int|none|MeshTweenAlt|bicameral|simd", "uint|none|MeshTweenAlt|bicameral|simd", "uintptr|none|MeshTweenAlt|bicameral|simd", "complex64|none|MeshTweenAlt|bicameral|simd", "complex128|none|MeshTweenAlt|bicameral|simd", "nf4|none|MeshTweenAlt|bicameral|simd", "fp6|none|MeshTweenAlt|bicameral|simd", "int6|none|MeshTweenAlt|bicameral|simd", "uint6|none|MeshTweenAlt|bicameral|simd", "int5|none|MeshTweenAlt|bicameral|simd", "uint5|none|MeshTweenAlt|bicameral|simd", "int3|none|MeshTweenAlt|bicameral|simd", "uint3|none|MeshTweenAlt|bicameral|simd", "float64|none|MeshTweenAlt|tricameral|simd", "float32|none|MeshTweenAlt|tricameral|simd", "float16|none|MeshTweenAlt|tricameral|simd", "bfloat16|none|MeshTweenAlt|tricameral|simd", "fp8e4m3|none|MeshTweenAlt|tricameral|simd", "fp8e5m2|none|MeshTweenAlt|tricameral|simd", "int64|none|MeshTweenAlt|tricameral|simd", "int32|none|MeshTweenAlt|tricameral|simd", "int16|none|MeshTweenAlt|tricameral|simd", "int8|none|MeshTweenAlt|tricameral|simd", "uint64|none|MeshTweenAlt|tricameral|simd", "uint32|none|MeshTweenAlt|tricameral|simd", "uint16|none|MeshTweenAlt|tricameral|simd", "uint8|none|MeshTweenAlt|tricameral|simd", "int4|none|MeshTweenAlt|tricameral|simd", "uint4|none|MeshTweenAlt|tricameral|simd", "fp4|none|MeshTweenAlt|tricameral|simd", "int2|none|MeshTweenAlt|tricameral|simd", "uint2|none|MeshTweenAlt|tricameral|simd", "ternary|none|MeshTweenAlt|tricameral|simd", "binary|none|MeshTweenAlt|tricameral|simd", "int|none|MeshTweenAlt|tricameral|simd", "uint|none|MeshTweenAlt|tricameral|simd", "uintptr|none|MeshTweenAlt|tricameral|simd", "complex64|none|MeshTweenAlt|tricameral|simd", "complex128|none|MeshTweenAlt|tricameral|simd", "nf4|none|MeshTweenAlt|tricameral|simd", "fp6|none|MeshTweenAlt|tricameral|simd", "int6|none|MeshTweenAlt|tricameral|simd", "uint6|none|MeshTweenAlt|tricameral|simd", "int5|none|MeshTweenAlt|tricameral|simd", "uint5|none|MeshTweenAlt|tricameral|simd", "int3|none|MeshTweenAlt|tricameral|simd", "uint3|none|MeshTweenAlt|tricameral|simd", "float64|none|MeshTweenSplitFastProxy|cnn|simd", "float32|none|MeshTweenSplitFastProxy|cnn|simd", "float16|none|MeshTweenSplitFastProxy|cnn|simd", "bfloat16|none|MeshTweenSplitFastProxy|cnn|simd", "fp8e4m3|none|MeshTweenSplitFastProxy|cnn|simd", "fp8e5m2|none|MeshTweenSplitFastProxy|cnn|simd", "int64|none|MeshTweenSplitFastProxy|cnn|simd", "int32|none|MeshTweenSplitFastProxy|cnn|simd", "int16|none|MeshTweenSplitFastProxy|cnn|simd", "int8|none|MeshTweenSplitFastProxy|cnn|simd", "uint64|none|MeshTweenSplitFastProxy|cnn|simd", "uint32|none|MeshTweenSplitFastProxy|cnn|simd", "uint16|none|MeshTweenSplitFastProxy|cnn|simd", "uint8|none|MeshTweenSplitFastProxy|cnn|simd", "int4|none|MeshTweenSplitFastProxy|cnn|simd", "uint4|none|MeshTweenSplitFastProxy|cnn|simd", "fp4|none|MeshTweenSplitFastProxy|cnn|simd", "int2|none|MeshTweenSplitFastProxy|cnn|simd", "uint2|none|MeshTweenSplitFastProxy|cnn|simd", "ternary|none|MeshTweenSplitFastProxy|cnn|simd", "binary|none|MeshTweenSplitFastProxy|cnn|simd", "int|none|MeshTweenSplitFastProxy|cnn|simd", "uint|none|MeshTweenSplitFastProxy|cnn|simd", "uintptr|none|MeshTweenSplitFastProxy|cnn|simd", "complex64|none|MeshTweenSplitFastProxy|cnn|simd", "complex128|none|MeshTweenSplitFastProxy|cnn|simd", "nf4|none|MeshTweenSplitFastProxy|cnn|simd", "fp6|none|MeshTweenSplitFastProxy|cnn|simd", "int6|none|MeshTweenSplitFastProxy|cnn|simd", "uint6|none|MeshTweenSplitFastProxy|cnn|simd", "int5|none|MeshTweenSplitFastProxy|cnn|simd", "uint5|none|MeshTweenSplitFastProxy|cnn|simd", "int3|none|MeshTweenSplitFastProxy|cnn|simd", "uint3|none|MeshTweenSplitFastProxy|cnn|simd", "float64|none|MeshTweenSplitFastProxy|bicameral|simd", "float32|none|MeshTweenSplitFastProxy|bicameral|simd", "float16|none|MeshTweenSplitFastProxy|bicameral|simd", "bfloat16|none|MeshTweenSplitFastProxy|bicameral|simd", "fp8e4m3|none|MeshTweenSplitFastProxy|bicameral|simd", "fp8e5m2|none|MeshTweenSplitFastProxy|bicameral|simd", "int64|none|MeshTweenSplitFastProxy|bicameral|simd", "int32|none|MeshTweenSplitFastProxy|bicameral|simd", "int16|none|MeshTweenSplitFastProxy|bicameral|simd", "int8|none|MeshTweenSplitFastProxy|bicameral|simd", "uint64|none|MeshTweenSplitFastProxy|bicameral|simd", "uint32|none|MeshTweenSplitFastProxy|bicameral|simd", "uint16|none|MeshTweenSplitFastProxy|bicameral|simd", "uint8|none|MeshTweenSplitFastProxy|bicameral|simd", "int4|none|MeshTweenSplitFastProxy|bicameral|simd", "uint4|none|MeshTweenSplitFastProxy|bicameral|simd", "fp4|none|MeshTweenSplitFastProxy|bicameral|simd", "int2|none|MeshTweenSplitFastProxy|bicameral|simd", "uint2|none|MeshTweenSplitFastProxy|bicameral|simd", "ternary|none|MeshTweenSplitFastProxy|bicameral|simd", "binary|none|MeshTweenSplitFastProxy|bicameral|simd", "int|none|MeshTweenSplitFastProxy|bicameral|simd", "uint|none|MeshTweenSplitFastProxy|bicameral|simd", "uintptr|none|MeshTweenSplitFastProxy|bicameral|simd", "complex64|none|MeshTweenSplitFastProxy|bicameral|simd", "complex128|none|MeshTweenSplitFastProxy|bicameral|simd", "nf4|none|MeshTweenSplitFastProxy|bicameral|simd", "fp6|none|MeshTweenSplitFastProxy|bicameral|simd", "int6|none|MeshTweenSplitFastProxy|bicameral|simd", "uint6|none|MeshTweenSplitFastProxy|bicameral|simd", "int5|none|MeshTweenSplitFastProxy|bicameral|simd", "uint5|none|MeshTweenSplitFastProxy|bicameral|simd", "int3|none|MeshTweenSplitFastProxy|bicameral|simd", "uint3|none|MeshTweenSplitFastProxy|bicameral|simd", "float64|none|MeshTweenSplitFastProxy|tricameral|simd", "float32|none|MeshTweenSplitFastProxy|tricameral|simd", "float16|none|MeshTweenSplitFastProxy|tricameral|simd", "bfloat16|none|MeshTweenSplitFastProxy|tricameral|simd", "fp8e4m3|none|MeshTweenSplitFastProxy|tricameral|simd", "fp8e5m2|none|MeshTweenSplitFastProxy|tricameral|simd", "int64|none|MeshTweenSplitFastProxy|tricameral|simd", "int32|none|MeshTweenSplitFastProxy|tricameral|simd", "int16|none|MeshTweenSplitFastProxy|tricameral|simd", "int8|none|MeshTweenSplitFastProxy|tricameral|simd", "uint64|none|MeshTweenSplitFastProxy|tricameral|simd", "uint32|none|MeshTweenSplitFastProxy|tricameral|simd", "uint16|none|MeshTweenSplitFastProxy|tricameral|simd", "uint8|none|MeshTweenSplitFastProxy|tricameral|simd", "int4|none|MeshTweenSplitFastProxy|tricameral|simd", "uint4|none|MeshTweenSplitFastProxy|tricameral|simd", "fp4|none|MeshTweenSplitFastProxy|tricameral|simd", "int2|none|MeshTweenSplitFastProxy|tricameral|simd", "uint2|none|MeshTweenSplitFastProxy|tricameral|simd", "ternary|none|MeshTweenSplitFastProxy|tricameral|simd", "binary|none|MeshTweenSplitFastProxy|tricameral|simd", "int|none|MeshTweenSplitFastProxy|tricameral|simd", "uint|none|MeshTweenSplitFastProxy|tricameral|simd", "uintptr|none|MeshTweenSplitFastProxy|tricameral|simd", "complex64|none|MeshTweenSplitFastProxy|tricameral|simd", "complex128|none|MeshTweenSplitFastProxy|tricameral|simd", "nf4|none|MeshTweenSplitFastProxy|tricameral|simd", "fp6|none|MeshTweenSplitFastProxy|tricameral|simd", "int6|none|MeshTweenSplitFastProxy|tricameral|simd", "uint6|none|MeshTweenSplitFastProxy|tricameral|simd", "int5|none|MeshTweenSplitFastProxy|tricameral|simd", "uint5|none|MeshTweenSplitFastProxy|tricameral|simd", "int3|none|MeshTweenSplitFastProxy|tricameral|simd", "uint3|none|MeshTweenSplitFastProxy|tricameral|simd", "float64|none|MeshTweenSplitSparse|cnn|simd", "float32|none|MeshTweenSplitSparse|cnn|simd", "float16|none|MeshTweenSplitSparse|cnn|simd", "bfloat16|none|MeshTweenSplitSparse|cnn|simd", "fp8e4m3|none|MeshTweenSplitSparse|cnn|simd", "fp8e5m2|none|MeshTweenSplitSparse|cnn|simd", "int64|none|MeshTweenSplitSparse|cnn|simd", "int32|none|MeshTweenSplitSparse|cnn|simd", "int16|none|MeshTweenSplitSparse|cnn|simd", "int8|none|MeshTweenSplitSparse|cnn|simd", "uint64|none|MeshTweenSplitSparse|cnn|simd", "uint32|none|MeshTweenSplitSparse|cnn|simd", "uint16|none|MeshTweenSplitSparse|cnn|simd", "uint8|none|MeshTweenSplitSparse|cnn|simd", "int4|none|MeshTweenSplitSparse|cnn|simd", "uint4|none|MeshTweenSplitSparse|cnn|simd", "fp4|none|MeshTweenSplitSparse|cnn|simd", "int2|none|MeshTweenSplitSparse|cnn|simd", "uint2|none|MeshTweenSplitSparse|cnn|simd", "ternary|none|MeshTweenSplitSparse|cnn|simd", "binary|none|MeshTweenSplitSparse|cnn|simd", "int|none|MeshTweenSplitSparse|cnn|simd", "uint|none|MeshTweenSplitSparse|cnn|simd", "uintptr|none|MeshTweenSplitSparse|cnn|simd", "complex64|none|MeshTweenSplitSparse|cnn|simd", "complex128|none|MeshTweenSplitSparse|cnn|simd", "nf4|none|MeshTweenSplitSparse|cnn|simd", "fp6|none|MeshTweenSplitSparse|cnn|simd", "int6|none|MeshTweenSplitSparse|cnn|simd", "uint6|none|MeshTweenSplitSparse|cnn|simd", "int5|none|MeshTweenSplitSparse|cnn|simd", "uint5|none|MeshTweenSplitSparse|cnn|simd", "int3|none|MeshTweenSplitSparse|cnn|simd", "uint3|none|MeshTweenSplitSparse|cnn|simd", "float64|none|MeshTweenSplitSparse|bicameral|simd", "float32|none|MeshTweenSplitSparse|bicameral|simd", "float16|none|MeshTweenSplitSparse|bicameral|simd", "bfloat16|none|MeshTweenSplitSparse|bicameral|simd", "fp8e4m3|none|MeshTweenSplitSparse|bicameral|simd", "fp8e5m2|none|MeshTweenSplitSparse|bicameral|simd", "int64|none|MeshTweenSplitSparse|bicameral|simd", "int32|none|MeshTweenSplitSparse|bicameral|simd", "int16|none|MeshTweenSplitSparse|bicameral|simd", "int8|none|MeshTweenSplitSparse|bicameral|simd", "uint64|none|MeshTweenSplitSparse|bicameral|simd", "uint32|none|MeshTweenSplitSparse|bicameral|simd", "uint16|none|MeshTweenSplitSparse|bicameral|simd", "uint8|none|MeshTweenSplitSparse|bicameral|simd", "int4|none|MeshTweenSplitSparse|bicameral|simd", "uint4|none|MeshTweenSplitSparse|bicameral|simd", "fp4|none|MeshTweenSplitSparse|bicameral|simd", "int2|none|MeshTweenSplitSparse|bicameral|simd", "uint2|none|MeshTweenSplitSparse|bicameral|simd", "ternary|none|MeshTweenSplitSparse|bicameral|simd", "binary|none|MeshTweenSplitSparse|bicameral|simd", "int|none|MeshTweenSplitSparse|bicameral|simd", "uint|none|MeshTweenSplitSparse|bicameral|simd", "uintptr|none|MeshTweenSplitSparse|bicameral|simd", "complex64|none|MeshTweenSplitSparse|bicameral|simd", "complex128|none|MeshTweenSplitSparse|bicameral|simd", "nf4|none|MeshTweenSplitSparse|bicameral|simd", "fp6|none|MeshTweenSplitSparse|bicameral|simd", "int6|none|MeshTweenSplitSparse|bicameral|simd", "uint6|none|MeshTweenSplitSparse|bicameral|simd", "int5|none|MeshTweenSplitSparse|bicameral|simd", "uint5|none|MeshTweenSplitSparse|bicameral|simd", "int3|none|MeshTweenSplitSparse|bicameral|simd", "uint3|none|MeshTweenSplitSparse|bicameral|simd", "float64|none|MeshTweenSplitSparse|tricameral|simd", "float32|none|MeshTweenSplitSparse|tricameral|simd", "float16|none|MeshTweenSplitSparse|tricameral|simd", "bfloat16|none|MeshTweenSplitSparse|tricameral|simd", "fp8e4m3|none|MeshTweenSplitSparse|tricameral|simd", "fp8e5m2|none|MeshTweenSplitSparse|tricameral|simd", "int64|none|MeshTweenSplitSparse|tricameral|simd", "int32|none|MeshTweenSplitSparse|tricameral|simd", "int16|none|MeshTweenSplitSparse|tricameral|simd", "int8|none|MeshTweenSplitSparse|tricameral|simd", "uint64|none|MeshTweenSplitSparse|tricameral|simd", "uint32|none|MeshTweenSplitSparse|tricameral|simd", "uint16|none|MeshTweenSplitSparse|tricameral|simd", "uint8|none|MeshTweenSplitSparse|tricameral|simd", "int4|none|MeshTweenSplitSparse|tricameral|simd", "uint4|none|MeshTweenSplitSparse|tricameral|simd", "fp4|none|MeshTweenSplitSparse|tricameral|simd", "int2|none|MeshTweenSplitSparse|tricameral|simd", "uint2|none|MeshTweenSplitSparse|tricameral|simd", "ternary|none|MeshTweenSplitSparse|tricameral|simd", "binary|none|MeshTweenSplitSparse|tricameral|simd", "int|none|MeshTweenSplitSparse|tricameral|simd", "uint|none|MeshTweenSplitSparse|tricameral|simd", "uintptr|none|MeshTweenSplitSparse|tricameral|simd", "complex64|none|MeshTweenSplitSparse|tricameral|simd", "complex128|none|MeshTweenSplitSparse|tricameral|simd", "nf4|none|MeshTweenSplitSparse|tricameral|simd", "fp6|none|MeshTweenSplitSparse|tricameral|simd", "int6|none|MeshTweenSplitSparse|tricameral|simd", "uint6|none|MeshTweenSplitSparse|tricameral|simd", "int5|none|MeshTweenSplitSparse|tricameral|simd", "uint5|none|MeshTweenSplitSparse|tricameral|simd", "int3|none|MeshTweenSplitSparse|tricameral|simd", "uint3|none|MeshTweenSplitSparse|tricameral|simd" ], "completed": [ { "cell": { "id": "float64|none|sgd|cnn|simd", "dtype": 0, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19944, "total_correct": 4527, "total_train": 452, "infer_ms": 977.979709, "train_ms": 1585.434239, "blocked_train": 1585434239, "duration": 2001787087, "avg_accuracy": 22.94678025662932, "soft_acc": 24.999802510043448, "adapt_pct": 24.999796517830074, "stability": 99.9997345224046, "consistency": 100, "throughput": 9963.097538954202, "availability": 38.15145461633417, "score": 950.2591522639569, "zero_downtime": 9.537788308792397, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 3127560, "heap_mib": 2.9826736450195312, "mobile_score": 299404.7298210129, "mobile_throughput": 3139142.116888955, "mobile_availability": 12020.642931423443, "mobile_accuracy": 7876.860852395228, "soft_acc_blocks": [ 24.99971796103896, 24.99984135, 24.999692671232875, 24.99971888235294, 24.99974894736842, 24.999776151515153, 24.99981864516129, 24.999699033333332, 24.999759125, 24.999778435483872, 24.9997805, 24.999783194029852, 24.999746328571426, 24.99942157746479, 24.999683890625, 24.99946945, 24.999436106060607, 24.999547408163263, 24.999433236363636, 24.999342852631578, 24.999567256410256, 24.999683472727273, 24.999513217391303, 24.999518119999998, 24.999417161290324, 24.999564533333334, 24.99993775, 25.000270865384614, 24.9999872173913, 25.000165285714285, 25.0002079, 25.00008110526316, 25.00019878125, 25.000028588235296, 24.999990901639343, 25.000157549999997, 25.000134784313722, 25.000167679245283, 25.000206718309858, 25.000105767441863 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.159507023, "time_to_acc50_sec": 0, "acc_per_sec": 12.488742020765892, "mobile_acc_per_sec": 3934.914409004392 }, "started": "2026-08-17T22:57:59.408563082+10:00", "ended": "2026-08-17T22:58:01.41128454+10:00" }, { "cell": { "id": "float32|none|sgd|cnn|simd", "dtype": 1, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37520, "total_correct": 10734, "total_train": 605, "infer_ms": 936.072985, "train_ms": 1602.227476, "blocked_train": 1602227476, "duration": 2001906373, "avg_accuracy": 28.461565237460036, "soft_acc": 25.000090253761435, "adapt_pct": 24.9998173275271, "stability": 99.99957071029576, "consistency": 100, "throughput": 18742.13524969881, "availability": 36.877942520296465, "score": 1727.9347041967799, "zero_downtime": 9.21951891380438, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 3231480, "heap_mib": 3.0817794799804688, "mobile_score": 1088864.6997523094, "mobile_throughput": 11810428.612733282, "mobile_availability": 23238.777317405278, "mobile_accuracy": 15753.903027601053, "soft_acc_blocks": [ 25.000606245454545, 25.0005953, 25.000567504504506, 25.000638221238937, 25.000614876106194, 25.000661103773584, 25.000705387755104, 25.00065762184874, 25.00077534862385, 25.000714241071428, 25.000451211009175, 25.00072352212389, 25.000746149532713, 25.000017343137255, 24.999927663461538, 24.999973112903227, 25.00003968627451, 25.00016682051282, 24.99999380909091, 24.999960325581394, 25.000128833333335, 24.99998191525424, 25.000070225225226, 25.000016783783785, 25.000044304, 24.999986281553397, 24.99984473873874, 24.999605708133974, 24.999629, 24.99950136756757, 24.999557094017092, 24.99957283, 24.999530067307692, 24.99973765625, 24.99951722689076, 24.999606224299068, 24.99963789344262, 24.999653025862067, 24.999829524271846, 24.99962395652174 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061633588, "time_to_acc50_sec": 0, "acc_per_sec": 12.488141598898558, "mobile_acc_per_sec": 7869.450459859769 }, "started": "2026-08-17T22:58:01.476539466+10:00", "ended": "2026-08-17T22:58:03.478888442+10:00" }, { "cell": { "id": "float16|none|sgd|cnn|simd", "dtype": 2, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13984, "total_correct": 3384, "total_train": 378, "infer_ms": 880.924999, "train_ms": 1684.506874, "blocked_train": 1684506874, "duration": 2002473784, "avg_accuracy": 24.30604653983297, "soft_acc": 25.000015181090426, "adapt_pct": 24.999836692175734, "stability": 99.99962362952475, "consistency": 100, "throughput": 6983.362334994743, "availability": 34.33827295401346, "score": 599.4918690269556, "zero_downtime": 8.584573451427634, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 3478832, "heap_mib": 3.3176727294921875, "mobile_score": 755544.2140105877, "mobile_throughput": 8801185.268965682, "mobile_availability": 43276.789544504354, "mobile_accuracy": 31507.71144053735, "soft_acc_blocks": [ 24.999889152173914, 25.000345272727273, 25.00008048780488, 25.000243065217393, 25.000133583333334, 25.000450425, 25.00027731707317, 24.999997632653063, 24.999988511627908, 25.000145341463416, 25.00023282051282, 25.000118302325582, 25.00032828205128, 24.99984559574468, 24.999265522727274, 24.999507511627904, 24.999289047619044, 24.999364254545455, 24.999696041666667, 24.99938309090909, 24.999686476190476, 24.999540390243904, 24.999498595238098, 24.999601613636365, 24.99963267346939, 24.99960644897959, 24.999796444444442, 25.00034911111111, 25.000231816326533, 25.00040848780488, 25.000349175, 25.000315155555555, 25.00022443902439, 25.00041157142857, 25.00036812244898, 25.000291605263158, 25.00039001923077, 25.00041311627907, 25.00049156097561, 25.00041916216216 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.107163758, "time_to_acc50_sec": 0, "acc_per_sec": 12.48456553131605, "mobile_acc_per_sec": 15734.39397423709 }, "started": "2026-08-17T22:58:03.536052206+10:00", "ended": "2026-08-17T22:58:05.538996352+10:00" }, { "cell": { "id": "bfloat16|none|sgd|cnn|simd", "dtype": 3, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19344, "total_correct": 5364, "total_train": 485, "infer_ms": 842.61232, "train_ms": 1735.355422, "blocked_train": 1735355422, "duration": 2003655410, "avg_accuracy": 27.31720672185523, "soft_acc": 25.000020359267058, "adapt_pct": 25.000005788690963, "stability": 99.9999532985634, "consistency": 100, "throughput": 9654.35468766558, "availability": 32.6851382300966, "score": 788.8854361664742, "zero_downtime": 8.17129121197873, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 3237616, "heap_mib": 3.0876312255859375, "mobile_score": 994238.3835501163, "mobile_throughput": 12167457.477131758, "mobile_availability": 41193.33113553097, "mobile_accuracy": 31507.71796663319, "soft_acc_blocks": [ 24.999930946428574, 24.999932734693875, 25.000053068965517, 25.0001337, 25.000186436363638, 25.00011416923077, 25.00006866883117, 25.00004917105263, 25.00000461016949, 25.000076888888888, 25.000068527272727, 24.999983321428573, 25.00002717241379, 25.000020721311476, 25.000011052631578, 25.000015178571427, 25.000021684210527, 25.000021717391306, 25.000031178571426, 24.999998923076923, 25.000016814814813, 25.000020214285716, 25.000016730769232, 25.000023709090907, 25.000023207547173, 25.00002610526316, 25.00002029310345, 24.99998875, 24.999993736842107, 24.999974892857143, 24.999985, 25.0000018, 24.99998821052632, 25.000002508771928, 24.999994280701753, 24.999993392857142, 25.000003140350874, 25.000006203703702, 24.999993807692306, 24.9999917 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057636836, "time_to_acc50_sec": 0, "acc_per_sec": 12.477205528702692, "mobile_acc_per_sec": 15725.11810632807 }, "started": "2026-08-17T22:58:05.626646861+10:00", "ended": "2026-08-17T22:58:07.63075581+10:00" }, { "cell": { "id": "fp8e4m3|none|sgd|cnn|simd", "dtype": 4, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15432, "total_correct": 3397, "total_train": 382, "infer_ms": 905.722301, "train_ms": 1679.772755, "blocked_train": 1679772755, "duration": 2003910060, "avg_accuracy": 22.319630343684697, "soft_acc": 24.999811982158743, "adapt_pct": 24.99986191598442, "stability": 99.99981344117704, "consistency": 100, "throughput": 7700.9444226254345, "availability": 35.03090438707844, "score": 674.422547220988, "zero_downtime": 8.757660232419408, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 3422024, "heap_mib": 3.2634963989257812, "mobile_score": 1699959.8482567181, "mobile_throughput": 19411118.98773771, "mobile_availability": 88299.43653506048, "mobile_accuracy": 63014.91069472136, "soft_acc_blocks": [ 24.99982040909091, 24.99985309523809, 24.999844756097563, 24.999739333333334, 24.999802, 24.99994243181818, 24.999686, 24.9996130625, 24.999742188679242, 24.999847999999997, 24.99972051111111, 24.999733919999997, 24.999924222222223, 24.99981446153846, 24.99992888095238, 25.000185333333334, 25.000055431818183, 24.999913375000002, 25.000010125, 24.999967304347823, 25.000068422222224, 24.999754266666667, 24.99993625, 24.999963325581394, 25.00012319148936, 25.000203266666666, 24.999906860465117, 24.999541636363634, 24.999526, 24.999936723404254, 24.99963440384615, 24.99950961904762, 24.999698536585367, 24.999728521739133, 24.999632509803924, 24.99956085365854, 24.99974954545455, 24.99986668627451, 24.9995742, 24.999419624999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.308454458, "time_to_acc50_sec": 0, "acc_per_sec": 12.475515983066996, "mobile_acc_per_sec": 31445.977517933796 }, "started": "2026-08-17T22:58:07.674918017+10:00", "ended": "2026-08-17T22:58:09.679320263+10:00" }, { "cell": { "id": "fp8e5m2|none|sgd|cnn|simd", "dtype": 5, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14800, "total_correct": 3512, "total_train": 383, "infer_ms": 886.481276, "train_ms": 1690.978533, "blocked_train": 1690978533, "duration": 2002039876, "avg_accuracy": 23.766210213146607, "soft_acc": 24.999834513111974, "adapt_pct": 24.999744264464802, "stability": 99.99981027594993, "consistency": 100, "throughput": 7392.460148980569, "availability": 34.39360229418809, "score": 635.6291282898734, "zero_downtime": 8.598343656644907, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 3298024, "heap_mib": 3.1452407836914062, "mobile_score": 1602176.5596771208, "mobile_throughput": 18633548.78167656, "mobile_availability": 86693.0430750735, "mobile_accuracy": 63014.96748658871, "soft_acc_blocks": [ 25.00000687755102, 24.999953204545456, 25.00008026415094, 24.99998108163265, 25.000097625, 24.999903422222225, 24.99989155319149, 25.00006595348837, 25.000133021276593, 25.000019395833334, 25.00008761904762, 25.00002880952381, 25.000104509803922, 24.999872292682927, 24.99984581818182, 24.999849604651164, 24.999922745098036, 24.99982744736842, 24.999869804347828, 24.999984758620688, 24.99985470909091, 24.999864560000002, 24.9997063, 24.999908088888887, 24.999865897959186, 24.99998404878049, 24.999776826086958, 24.999686046511627, 24.99943989361702, 24.99956088888889, 24.99961925, 24.9995507, 24.99945093023256, 24.999686219999997, 24.999668788461538, 24.9996577, 24.999692113636364, 24.999574177777777, 24.99979751111111, 24.99951006521739 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.157554898, "time_to_acc50_sec": 0, "acc_per_sec": 12.487181106033061, "mobile_acc_per_sec": 31475.38080634549 }, "started": "2026-08-17T22:58:09.727803805+10:00", "ended": "2026-08-17T22:58:11.730400293+10:00" }, { "cell": { "id": "int64|none|sgd|cnn|simd", "dtype": 6, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12064, "total_correct": 3565, "total_train": 369, "infer_ms": 881.274789, "train_ms": 1702.306321, "blocked_train": 1702306321, "duration": 2001051355, "avg_accuracy": 29.919239190876624, "soft_acc": 24.99990910670759, "adapt_pct": 24.999727798394513, "stability": 99.99959645516736, "consistency": 100, "throughput": 6028.83077930801, "availability": 34.11059113216693, "score": 514.115585101873, "zero_downtime": 8.527616778802393, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 3435288, "heap_mib": 3.2761459350585938, "mobile_score": 161985.95665979013, "mobile_throughput": 1899545.4516958161, "mobile_availability": 10747.460098258134, "mobile_accuracy": 7876.894438544176, "soft_acc_blocks": [ 25.000142472222223, 25.000382970588234, 25.000016424242425, 25.000435868421054, 25.000340454545455, 24.99977309090909, 25.000114535714285, 25.000138500000002, 25.0005085, 25.000485757575756, 25.000271277777777, 25.000289921052634, 24.99999096875, 24.99945717948718, 24.999727034482756, 24.999278153846156, 24.999494394736843, 24.999111864864865, 24.999222848484848, 24.999625982142856, 24.999325846153845, 24.999418609375, 24.99951287878788, 24.999691114285714, 24.999269342857144, 24.99948115, 24.999569485714286, 25.000016911764707, 25.000224588235294, 25.00005463888889, 24.99991572972973, 25.00032937142857, 24.99988671794872, 24.999902799999997, 24.999871967741935, 24.999695153846154, 25.000506083333335, 25.000391, 25.00032332352941, 25.00016935483871 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058259231, "time_to_acc50_sec": 0, "acc_per_sec": 12.493387060877101, "mobile_acc_per_sec": 3936.3779539502 }, "started": "2026-08-17T22:58:11.779777218+10:00", "ended": "2026-08-17T22:58:13.781326591+10:00" }, { "cell": { "id": "int32|none|sgd|cnn|simd", "dtype": 7, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11856, "total_correct": 2868, "total_train": 355, "infer_ms": 888.887997, "train_ms": 1682.335242, "blocked_train": 1682335242, "duration": 2003391413, "avg_accuracy": 24.145692378631985, "soft_acc": 25.00001655459149, "adapt_pct": 25.000263210036376, "stability": 99.99969962827579, "consistency": 100, "throughput": 5917.964868505703, "availability": 34.5706270664272, "score": 511.46972983999456, "zero_downtime": 8.642662489632887, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 3522480, "heap_mib": 3.3592987060546875, "mobile_score": 322304.6174499412, "mobile_throughput": 3729228.323292209, "mobile_availability": 21784.813609859357, "mobile_accuracy": 15753.856585785652, "soft_acc_blocks": [ 24.999736457142856, 25.000054, 24.99951, 24.999363371428572, 24.999830028571427, 24.999634675, 25.000386594594595, 24.999920513513516, 24.999773696969697, 24.999496634146343, 24.999803342857142, 24.99978065625, 25.000071444444444, 24.999627655172414, 25.000724138888888, 25.000117702702703, 24.999855560975607, 25.000001970588233, 25.00012288888889, 25.000064166666665, 25.00023197727273, 24.99993510526316, 25.00001984848485, 24.99999222222222, 25.000108756756756, 25.000089852941176, 25.00014710810811, 25.00039203125, 25.00071157142857, 25.000529911764705, 25.000029722222223, 24.999707235294117, 25.000387477272728, 25.000247689655176, 25.000064666666667, 25.000120714285714, 24.99975678125, 25.000207161290323, 25.00000297142857, 25.00010388 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059226779, "time_to_acc50_sec": 0, "acc_per_sec": 12.478847813945126, "mobile_acc_per_sec": 7863.593945526037 }, "started": "2026-08-17T22:58:13.837638435+10:00", "ended": "2026-08-17T22:58:15.841881511+10:00" }, { "cell": { "id": "int16|none|sgd|cnn|simd", "dtype": 8, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11384, "total_correct": 3207, "total_train": 344, "infer_ms": 888.515231, "train_ms": 1671.227476, "blocked_train": 1671227476, "duration": 2001614145, "avg_accuracy": 28.299430245703697, "soft_acc": 25.000017455944185, "adapt_pct": 24.999937948084938, "stability": 99.99983243795056, "consistency": 100, "throughput": 5687.409847915518, "availability": 34.71111485424773, "score": 493.54118574429305, "zero_downtime": 8.677784772714768, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 3779536, "heap_mib": 3.6044464111328125, "mobile_score": 622013.7528641921, "mobile_throughput": 7167886.38063445, "mobile_availability": 43746.68505938422, "mobile_accuracy": 31507.71430755304, "soft_acc_blocks": [ 24.999918041666664, 25.000157555555557, 24.999894685714285, 25.0000101, 25.0002797, 24.999946, 25.000025806451614, 25.00004, 24.999907722222222, 25.000031264705882, 24.999990029411762, 24.99995727906977, 25.00013723809524, 24.999983842105262, 25.000029620689656, 24.999844914285713, 25.000001119047617, 25.000005735294117, 24.99987815384615, 25.000100363636363, 24.999792944444444, 24.999895181818182, 25.000122228571428, 24.999790235294117, 25.00014991666667, 24.999736499999997, 24.999737763157896, 24.99982487179487, 25.000138484848485, 24.99994296875, 24.999991170731708, 25.00032173529412, 24.999953846153847, 25.00046205263158, 25.000098305555557, 25.000145515151516, 25.000277390243905, 25.00037422222222, 24.99981284375, 24.99999088888889 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058942353, "time_to_acc50_sec": 0, "acc_per_sec": 12.489928450192973, "mobile_acc_per_sec": 15741.152902150898 }, "started": "2026-08-17T22:58:15.875801054+10:00", "ended": "2026-08-17T22:58:17.877699104+10:00" }, { "cell": { "id": "int8|none|sgd|cnn|simd", "dtype": 9, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32312, "total_correct": 8873, "total_train": 558, "infer_ms": 901.733034, "train_ms": 1601.481267, "blocked_train": 1601481267, "duration": 2003033426, "avg_accuracy": 27.32798382106114, "soft_acc": 25.00011032169893, "adapt_pct": 25.00017268655189, "stability": 99.99983189647797, "consistency": 100, "throughput": 16131.53309404633, "availability": 36.02300584651382, "score": 1452.7721882637036, "zero_downtime": 9.005791202820511, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 3506776, "heap_mib": 3.3443222045898438, "mobile_score": 3661879.9280788493, "mobile_throughput": 40661390.4942854, "mobile_availability": 90800.14273681268, "mobile_accuracy": 63015.6626939562, "soft_acc_blocks": [ 25.000010731182794, 25.00000180808081, 24.999935089108913, 24.999865390804597, 24.9999917029703, 25.000043383838385, 25.00010820430108, 24.99981332989691, 25.000194268817204, 25.00000019191919, 24.99989640217391, 24.99995497368421, 24.999993836734696, 25.000120705882352, 25.000359139784944, 25.000288635416666, 25.00035587962963, 25.000271642857143, 25.000509137931036, 25.00033370408163, 25.00020063, 25.00029670886076, 25.00041417204301, 25.00023121698113, 25.000272785714287, 25.00020807594937, 25.000232268292685, 25.00002806122449, 25.000026297029706, 24.99997050515464, 24.999937761467887, 25.000152578125, 25.000006604651162, 25.000040636363636, 25.000045956989247, 24.999989087912088, 24.999970725274725, 24.99998309090909, 24.99998593258427, 25.000371613333332 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059625319, "time_to_acc50_sec": 0, "acc_per_sec": 12.481124876494663, "mobile_acc_per_sec": 31460.11538099824 }, "started": "2026-08-17T22:58:17.944748194+10:00", "ended": "2026-08-17T22:58:19.948269014+10:00" }, { "cell": { "id": "uint64|none|sgd|cnn|simd", "dtype": 10, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11576, "total_correct": 2921, "total_train": 350, "infer_ms": 876.766463, "train_ms": 1669.3833, "blocked_train": 1669383300, "duration": 2004773122, "avg_accuracy": 25.074961236211507, "soft_acc": 24.999948154750587, "adapt_pct": 24.999693841679516, "stability": 99.9996865757678, "consistency": 100, "throughput": 5774.219473000297, "availability": 34.434991835160176, "score": 497.08697015191456, "zero_downtime": 8.60873010588264, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 3438344, "heap_mib": 3.2790603637695312, "mobile_score": 155871.2520376836, "mobile_throughput": 1810618.4085289352, "mobile_availability": 10797.758970856734, "mobile_accuracy": 7839.218192678156, "soft_acc_blocks": [ 25.000307325581392, 25.000412102564102, 25.000384875, 25.000492731707315, 25.000298416666666, 25.000357263157895, 25.00043276190476, 25.000394694444445, 25.000299315789476, 25.00019584375, 25.00058675, 25.000350030303032, 25.000435257142858, 24.99975602702703, 24.999675878787876, 24.99976405714286, 24.999892882352942, 24.999812, 24.999789054054055, 24.999768685714287, 24.99993975757576, 24.999744647058822, 24.99987364864865, 24.999723083333336, 24.999736809523807, 24.99979427777778, 24.999576363636365, 24.99955575, 24.99967503030303, 24.999654744186046, 24.999717032258065, 24.99974075, 24.999630903225807, 24.99974427777778, 24.999732275, 24.999823756756758, 24.999778939393938, 24.999783, 24.999615857142857, 24.999679333333333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067183205, "time_to_acc50_sec": 0, "acc_per_sec": 12.47021315300265, "mobile_acc_per_sec": 3910.2769817951275 }, "started": "2026-08-17T22:58:20.014058058+10:00", "ended": "2026-08-17T22:58:22.019455032+10:00" }, { "cell": { "id": "uint32|none|sgd|cnn|simd", "dtype": 11, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12336, "total_correct": 3173, "total_train": 372, "infer_ms": 873.765149, "train_ms": 1692.123045, "blocked_train": 1692123045, "duration": 2003859236, "avg_accuracy": 25.255107606670546, "soft_acc": 24.999908437675625, "adapt_pct": 24.999852334503302, "stability": 99.99978966110483, "consistency": 100, "throughput": 6156.12103803483, "availability": 34.053126361592355, "score": 524.0859995453212, "zero_downtime": 8.513250410564071, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 3703720, "heap_mib": 3.5321426391601562, "mobile_score": 327109.5244400207, "mobile_throughput": 3842357.603320482, "mobile_availability": 21254.33989746016, "mobile_accuracy": 15603.75237496676, "soft_acc_blocks": [ 25.000191, 25.00004013953488, 24.99993688235294, 25.000147131578945, 25.000248575757574, 25.000097714285715, 25.000187055555557, 25.000019285714284, 24.999926724137932, 24.99974127272727, 25.000241342105266, 25.000025146341464, 24.999916761363636, 25.000024023255815, 24.99987403125, 25.000165093023256, 24.99985491891892, 24.999607025, 24.999942545454545, 25.000151574468084, 25.0001634, 25.0002035, 24.99991693548387, 24.999910744186046, 24.999868615384614, 25.00008311111111, 24.999748052631578, 24.99977432142857, 24.99963240625, 24.999745829268292, 24.999740666666668, 24.999985722222224, 24.999808282051283, 24.99970510810811, 24.999471705882353, 24.999690823529413, 24.999752410256413, 24.999701694444447, 24.999597735294117, 24.9994982 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062265934, "time_to_acc50_sec": 0, "acc_per_sec": 12.475880535191259, "mobile_acc_per_sec": 7786.850540517089 }, "started": "2026-08-17T22:58:22.099028289+10:00", "ended": "2026-08-17T22:58:24.103397315+10:00" }, { "cell": { "id": "uint16|none|sgd|cnn|simd", "dtype": 12, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12424, "total_correct": 3197, "total_train": 364, "infer_ms": 875.177301, "train_ms": 1673.131745, "blocked_train": 1673131745, "duration": 2003561806, "avg_accuracy": 25.623712501844288, "soft_acc": 24.999989536066288, "adapt_pct": 24.999856928679012, "stability": 99.99980855099356, "consistency": 100, "throughput": 6200.956697614349, "availability": 34.34345227372395, "score": 532.4054281475705, "zero_downtime": 8.585859474754907, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 3430768, "heap_mib": 3.2718353271484375, "mobile_score": 658334.3799826261, "mobile_throughput": 7667658.455374603, "mobile_availability": 42466.65072095797, "mobile_accuracy": 30913.194608219626, "soft_acc_blocks": [ 25.000354292682925, 25.00023887179487, 25.000186157894735, 25.000201475, 25.00013875675676, 25.000263272727274, 25.000256333333333, 25.000267307692308, 25.00016565714286, 25.000241868421053, 25.000355684210525, 25.000286368421055, 25.00010034375, 24.99987218181818, 24.999899199999998, 24.99988696875, 24.99998331818182, 24.999772289473686, 24.999790612903226, 24.99991682352941, 24.999992193548387, 25.000054125, 24.99995774285714, 24.999957666666667, 24.99985081081081, 24.99996694736842, 24.999813619047618, 24.999914150000002, 24.99987072972973, 24.99961526190476, 24.999854402597403, 24.999784, 24.999864913043478, 24.9998916, 24.999808184210526, 24.99983435294118, 24.999890606060607, 24.99977038095238, 24.999988685714285, 24.999723285714285 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065105819, "time_to_acc50_sec": 0, "acc_per_sec": 12.477773064549169, "mobile_acc_per_sec": 15429.119538835741 }, "started": "2026-08-17T22:58:24.180826936+10:00", "ended": "2026-08-17T22:58:26.184893895+10:00" }, { "cell": { "id": "uint8|none|sgd|cnn|simd", "dtype": 13, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21760, "total_correct": 5216, "total_train": 504, "infer_ms": 886.905637, "train_ms": 1671.81307, "blocked_train": 1671813070, "duration": 2003325885, "avg_accuracy": 23.993577003473213, "soft_acc": 24.999917472381227, "adapt_pct": 24.999798223767616, "stability": 99.99975276967344, "consistency": 100, "throughput": 10861.937222959608, "availability": 34.66210000238217, "score": 941.2407784598954, "zero_downtime": 8.665496394789793, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 3770952, "heap_mib": 3.5962600708007812, "mobile_score": 2284635.394709174, "mobile_throughput": 26364737.697921515, "mobile_availability": 84133.90317615251, "mobile_accuracy": 60681.28116555467, "soft_acc_blocks": [ 25.00016355714286, 25.00021090410959, 25.00009833802817, 25.000211073529414, 25.000178764705883, 25.000138137931035, 25.00002717142857, 25.000164550724637, 25.00012338028169, 25.000005830769233, 25.000117790322584, 25.000025555555553, 25.000064211267606, 24.99970769117647, 24.999481166666666, 24.999582942857142, 24.999589323076925, 24.999546558823532, 24.999515492957748, 24.999659458333333, 24.999619986842106, 24.999570788732395, 24.99951317142857, 24.99948803125, 24.999750159999998, 24.999567046875, 24.999875864864865, 24.999950457142855, 25.000142619718307, 25.00005572463768, 25.00008613114754, 25.000225826086957, 25.000025507462684, 24.999982246153845, 25.000106945205477, 24.999973923076926, 25.000101954545453, 24.999916428571428, 25.00000084848485, 25.00013333333333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.457997236, "time_to_acc50_sec": 0, "acc_per_sec": 12.479206533280143, "mobile_acc_per_sec": 30290.26960611287 }, "started": "2026-08-17T22:58:26.266051366+10:00", "ended": "2026-08-17T22:58:28.269954123+10:00" }, { "cell": { "id": "int4|none|sgd|cnn|simd", "dtype": 14, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28272, "total_correct": 6515, "total_train": 519, "infer_ms": 842.379009, "train_ms": 1676.903059, "blocked_train": 1676903059, "duration": 2002076584, "avg_accuracy": 22.40783864748805, "soft_acc": 24.999908788941788, "adapt_pct": 25.00015161103554, "stability": 99.99955236279466, "consistency": 100, "throughput": 14121.337927800269, "availability": 33.43726451674168, "score": 1180.4429722615664, "zero_downtime": 8.359285630702617, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 3820256, "heap_mib": 3.643280029296875, "mobile_score": 5950885.433087232, "mobile_throughput": 71188923.26433219, "mobile_availability": 168564.96672070635, "mobile_accuracy": 126030.30941477607, "soft_acc_blocks": [ 24.99945238271605, 24.99948614117647, 24.999543097222222, 24.999492273972603, 24.999557274725273, 24.999421577777774, 24.999480850746266, 24.999359705128207, 24.9996326, 24.999531010869568, 24.99926605063291, 24.999417706666666, 24.999519268817206, 25.000351091954023, 25.000379870588237, 25.000461606060604, 25.00050923181818, 25.000541738853503, 25.000521567901234, 25.000580764044944, 25.000568666666666, 25.000685875, 25.000557378048782, 25.000644794871793, 25.000413974683543, 25.000375826666666, 25.00022462222222, 24.999604266666665, 24.99978850666667, 24.999893692307694, 24.99981915, 24.999781000000002, 24.999672954545453, 24.9997873908046, 24.999728139240506, 24.999717, 24.999744897727272, 24.999571341772153, 24.999638535714286, 24.999627732394366 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.709662223, "time_to_acc50_sec": 0, "acc_per_sec": 12.486989253424976, "mobile_acc_per_sec": 62949.794439419944 }, "started": "2026-08-17T22:58:28.353016951+10:00", "ended": "2026-08-17T22:58:30.355673219+10:00" }, { "cell": { "id": "uint4|none|sgd|cnn|simd", "dtype": 15, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10496, "total_correct": 2375, "total_train": 336, "infer_ms": 857.765305, "train_ms": 1704.028059, "blocked_train": 1704028059, "duration": 2003380188, "avg_accuracy": 22.613641306696984, "soft_acc": 24.999942277460057, "adapt_pct": 25.000092390521704, "stability": 99.99971743303627, "consistency": 100, "throughput": 5239.145351875667, "availability": 33.483001285501025, "score": 438.5547637973165, "zero_downtime": 8.370730994136466, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 3606680, "heap_mib": 3.4395980834960938, "mobile_score": 2052937.500015781, "mobile_throughput": 24525187.84146598, "mobile_availability": 156738.71230332824, "mobile_accuracy": 117028.30122111588, "soft_acc_blocks": [ 24.9996131875, 24.999580107142858, 24.999771771428573, 24.999555333333333, 24.9999103125, 24.999855555555555, 24.99968115625, 24.999517303030302, 24.999967742857145, 24.9998079375, 24.99978194117647, 24.99981382352941, 24.99952418181818, 25.0001573125, 25.000523484848486, 25.000076875, 25.000335322580646, 25.000275151515154, 25.00030375, 25.00044551724138, 25.000103142857142, 25.000217499999998, 25.000212416666667, 24.999766875, 25.00038020588235, 25.00042422580645, 24.99996055263158, 24.99957865625, 25.000002451612904, 25.00010446875, 24.999774, 25.00002006060606, 24.99986105882353, 25.00003603125, 24.99994141935484, 25.00004703333333, 24.999511763157894, 24.999845459459458, 24.999889081081083, 24.99951692857143 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057579185, "time_to_acc50_sec": 0, "acc_per_sec": 12.478880657404234, "mobile_acc_per_sec": 58415.423054545994 }, "started": "2026-08-17T22:58:30.445029146+10:00", "ended": "2026-08-17T22:58:32.448916467+10:00" }, { "cell": { "id": "fp4|none|sgd|cnn|simd", "dtype": 16, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 20104, "total_correct": 5018, "total_train": 427, "infer_ms": 791.571193, "train_ms": 1672.346918, "blocked_train": 1672346918, "duration": 2002590675, "avg_accuracy": 24.935017611005108, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 10038.996111873936, "availability": 32.126521959722716, "score": 806.2950726042224, "zero_downtime": 8.031630489930679, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 3669064, "heap_mib": 3.4990921020507812, "mobile_score": 4064719.5290915626, "mobile_throughput": 50608896.09136694, "mobile_availability": 161957.21101172216, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057611893, "time_to_acc50_sec": 0, "acc_per_sec": 12.48382922785756, "mobile_acc_per_sec": 62933.86402129793 }, "started": "2026-08-17T22:58:32.556386016+10:00", "ended": "2026-08-17T22:58:34.559775439+10:00" }, { "cell": { "id": "int2|none|sgd|cnn|simd", "dtype": 17, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28080, "total_correct": 6742, "total_train": 524, "infer_ms": 825.610242, "train_ms": 1659.16441, "blocked_train": 1659164410, "duration": 2004274278, "avg_accuracy": 23.37505075045678, "soft_acc": 25.000136416300172, "adapt_pct": 25.00078909763088, "stability": 99.9987851289479, "consistency": 100, "throughput": 14010.05855746456, "availability": 33.22676530587853, "score": 1163.7786693267851, "zero_downtime": 8.30673665319353, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 3633512, "heap_mib": 3.4651870727539062, "mobile_score": 11733753.67276926, "mobile_throughput": 141255876.55723035, "mobile_availability": 335007.58324400854, "mobile_accuracy": 252062.91387363817, "soft_acc_blocks": [ 24.99860124637681, 24.99903116853933, 24.999267637681157, 24.999301083333336, 24.998848397435896, 24.999323273809523, 24.99892253164557, 24.999217057471267, 24.999157733333334, 24.998961471264366, 24.999144488636365, 24.998737907894736, 24.99886672839506, 25.000831, 25.00128969512195, 25.002107773809524, 25.00180907936508, 25.002466188405798, 25.001895038095235, 25.001787717277487, 25.001776689119172, 25.001591858823527, 25.001731204819276, 25.001573824175825, 25.00205658227848, 25.00188821348315, 25.001343315068493, 24.999588183908045, 24.999629157303374, 24.999714576470588, 24.99969992682927, 24.999607952380952, 24.999353238636363, 24.999321829545455, 24.99910724137931, 24.9996941875, 24.999594865168543, 24.999542791044775, 24.999535211764705, 24.999538584415586 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.707658915, "time_to_acc50_sec": 0, "acc_per_sec": 12.473410795476052, "mobile_acc_per_sec": 125762.68459881825 }, "started": "2026-08-17T22:58:34.663086777+10:00", "ended": "2026-08-17T22:58:36.667857512+10:00" }, { "cell": { "id": "uint2|none|sgd|cnn|simd", "dtype": 18, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10256, "total_correct": 2128, "total_train": 328, "infer_ms": 864.361188, "train_ms": 1698.658224, "blocked_train": 1698658224, "duration": 2003096903, "avg_accuracy": 20.699744721042965, "soft_acc": 24.999973543920202, "adapt_pct": 25.000326567941634, "stability": 99.99950712011385, "consistency": 100, "throughput": 5120.071817114681, "availability": 33.72433247883649, "score": 431.6770538699531, "zero_downtime": 8.43107419757281, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 3853472, "heap_mib": 3.674957275390625, "mobile_score": 3772051.6536561665, "mobile_throughput": 44739870.214190364, "mobile_availability": 294687.71377773705, "mobile_accuracy": 218453.10215658057, "soft_acc_blocks": [ 24.999305633333332, 24.99904247222222, 24.999418242424245, 24.999277515151515, 24.9994623, 24.99959920689655, 24.999421864864864, 24.99907735483871, 24.999428419354835, 24.999264666666665, 24.99914105882353, 24.9991226, 24.99959211111111, 25.00013565517241, 25.0006792, 25.000458157894737, 25.000391419354838, 25.000460085714288, 25.000515099999998, 25.000236870967743, 25.000358289473684, 25.000348, 25.000194964285715, 25.000393028571427, 25.00044512121212, 25.00051357142857, 25.000281933333333, 25.000526861111112, 24.99986525, 25.00027406666667, 25.000121151515152, 25.00012757142857, 25.000142352941175, 24.999818625, 24.999991666666666, 25.00043070588235, 25.0001646, 25.0002610625, 25.000306, 25.000346999999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.408349695, "time_to_acc50_sec": 0, "acc_per_sec": 12.480661073599695, "mobile_acc_per_sec": 109057.68054925727 }, "started": "2026-08-17T22:58:36.770623333+10:00", "ended": "2026-08-17T22:58:38.774222994+10:00" }, { "cell": { "id": "ternary|none|sgd|cnn|simd", "dtype": 19, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28432, "total_correct": 6674, "total_train": 510, "infer_ms": 856.559463, "train_ms": 1631.26268, "blocked_train": 1631262680, "duration": 2007475130, "avg_accuracy": 23.52199704035097, "soft_acc": 24.999824976313352, "adapt_pct": 25.000120503012482, "stability": 99.99962423929915, "consistency": 100, "throughput": 14163.064625363504, "availability": 34.43009241677933, "score": 1219.0805251117445, "zero_downtime": 8.607462843377768, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 3770512, "heap_mib": 3.5958404541015625, "mobile_score": 12291332.50672666, "mobile_throughput": 142798554.3519727, "mobile_availability": 347140.0825578539, "mobile_accuracy": 252059.77379194953, "soft_acc_blocks": [ 24.99946889873418, 24.9996312125, 24.998879586666664, 24.999058412429378, 24.9996224245283, 24.99932398360656, 24.999435012048192, 24.999223772151897, 24.999121032967032, 24.99947919318182, 24.999326647887322, 24.99966864197531, 24.999435816091953, 25.000206922222223, 25.000324086956525, 25.000173012195123, 25.00031278313253, 25.000084404761907, 25.000261892857143, 25.000110808219176, 25.00007898901099, 25.00005534328358, 25.000046844155847, 25.00016153164557, 24.999955714285715, 25.000172023809526, 24.999626414634143, 25.000285204819274, 24.999964588235294, 25.000071011904758, 24.999944765432097, 24.999843088607594, 25.000085684931506, 25.000208695652173, 24.999951086021504, 24.9997842755102, 24.999737315789474, 24.999911301369863, 24.999954313253014, 25.000012315068492 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.508620016, "time_to_acc50_sec": 0, "acc_per_sec": 12.453367218707886, "mobile_acc_per_sec": 125560.59600696 }, "started": "2026-08-17T22:58:38.876413297+10:00", "ended": "2026-08-17T22:58:40.884384831+10:00" }, { "cell": { "id": "binary|none|sgd|cnn|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28280, "total_correct": 7035, "total_train": 514, "infer_ms": 858.776837, "train_ms": 1630.125515, "blocked_train": 1630125515, "duration": 2003857661, "avg_accuracy": 24.582544247140394, "soft_acc": 24.997686175577876, "adapt_pct": 24.997979904758935, "stability": 99.9963041580754, "consistency": 100, "throughput": 14112.778841730315, "availability": 34.504239843315474, "score": 1217.264093183233, "zero_downtime": 8.625261593300705, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 3906128, "heap_mib": 3.7251739501953125, "mobile_score": 24546036.803340416, "mobile_throughput": 284583099.74511933, "mobile_availability": 695775.3422681609, "mobile_accuracy": 504076.41883159126, "soft_acc_blocks": [ 24.99774330681818, 24.997217415584416, 24.995155776470586, 24.998091505617978, 24.99763465909091, 24.996881397435896, 24.99658026923077, 24.996840986842106, 24.995461000000002, 24.998140602941177, 24.99694842857143, 24.99568245783132, 24.996250426666666, 24.996060083333333, 24.993761804878048, 24.99333756756757, 24.99565503896104, 24.9933328045977, 24.994358875, 24.992980443181818, 24.993548320512822, 24.993543477777777, 24.993103022222222, 24.994253202531645, 24.994052546666666, 24.992497558441556, 24.99571598765432, 25.003577988235296, 25.00344026744186, 25.0022905, 25.00366634158416, 25.001625014778323, 25.00343778409091, 25.00181563529412, 25.00409611627907, 25.000942072289156, 25.002119399999998, 25.000483792682928, 25.001193246575344, 25.0039298974359 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.056935753, "time_to_acc50_sec": 0, "acc_per_sec": 12.474781349042074, "mobile_acc_per_sec": 251553.0063048681 }, "started": "2026-08-17T22:58:40.991258762+10:00", "ended": "2026-08-17T22:58:42.995594858+10:00" }, { "cell": { "id": "int|none|sgd|cnn|simd", "dtype": 21, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9064, "total_correct": 1999, "total_train": 306, "infer_ms": 869.755516, "train_ms": 1734.12592, "blocked_train": 1734125920, "duration": 2005212411, "avg_accuracy": 22.07122238003931, "soft_acc": 24.99972497389195, "adapt_pct": 24.999678855929837, "stability": 99.99979736986606, "consistency": 100, "throughput": 4520.2193793922215, "availability": 33.402270317503046, "score": 377.45982151427904, "zero_downtime": 8.350475714411708, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 3784152, "heap_mib": 3.6088485717773438, "mobile_score": 118928.8791478836, "mobile_throughput": 1424216.81369158, "mobile_availability": 10524.284555422499, "mobile_accuracy": 7876.836422543187, "soft_acc_blocks": [ 24.999924633333332, 24.999936862068964, 24.999714548387097, 24.999972173913044, 24.99995156, 25.000059999999998, 24.99994962962963, 24.99967185185185, 24.99980314814815, 24.99969612121212, 24.999740964285714, 25.000068470588236, 24.999900464285712, 24.999949366666666, 24.99960107142857, 24.999757481481485, 24.999394878787882, 24.9994616, 24.999555206896552, 24.99961884848485, 24.999694962962963, 24.99942980769231, 24.999514766666667, 24.999718137931033, 24.999607652173914, 24.999728903225805, 24.9995531, 24.99985995833333, 24.999944916666667, 24.999370074074072, 24.999782166666666, 24.99982891666667, 25.000008068965517, 24.999408344827586, 24.999716888888887, 24.99935017857143, 24.999833363636363, 24.99976372413793, 24.99937957692308, 24.999776565217392 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.707832427, "time_to_acc50_sec": 0, "acc_per_sec": 12.467369958788845, "mobile_acc_per_sec": 3928.1805654768546 }, "started": "2026-08-17T22:58:43.102267071+10:00", "ended": "2026-08-17T22:58:45.108053073+10:00" }, { "cell": { "id": "uint|none|sgd|cnn|simd", "dtype": 22, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10144, "total_correct": 2188, "total_train": 318, "infer_ms": 872.300088, "train_ms": 1720.350008, "blocked_train": 1720350008, "duration": 2002057544, "avg_accuracy": 21.805653859977937, "soft_acc": 24.999708997500303, "adapt_pct": 25.000000965522943, "stability": 99.99967071004711, "consistency": 100, "throughput": 5066.787430961075, "availability": 33.64511429235301, "score": 426.1766447278563, "zero_downtime": 8.411180664964634, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 3848440, "heap_mib": 3.6701583862304688, "mobile_score": 133635.94540136264, "mobile_throughput": 1588789.3831361963, "mobile_availability": 10550.07756107008, "mobile_accuracy": 7839.143200287942, "soft_acc_blocks": [ 24.99920777419355, 24.999567333333335, 24.99979548275862, 24.999321000000002, 24.99963248275862, 24.999235651162792, 24.999696216666667, 24.999635968253966, 24.999243354838708, 24.99977868965517, 24.999367129032258, 24.999380892857143, 24.999412161290323, 24.99971924137931, 24.999963333333334, 25.000225888888888, 24.999388999999997, 24.999898903225805, 24.99971684375, 24.9995650625, 24.99971379310345, 24.99963715625, 25.000015066666666, 24.999576741935485, 24.999579275862068, 24.999706, 24.99968971875, 25.00039953125, 25.0004112962963, 25.000209714285713, 24.99881707142857, 24.99996636666667, 24.999862483870967, 24.999838344827587, 24.999849620689655, 25.000063346153848, 24.999507387096774, 25.000050466666668, 24.9997084, 25.000005708333333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.407613441, "time_to_acc50_sec": 0, "acc_per_sec": 12.487008214335473, "mobile_acc_per_sec": 3915.5433987305723 }, "started": "2026-08-17T22:58:45.225092953+10:00", "ended": "2026-08-17T22:58:47.227676744+10:00" }, { "cell": { "id": "uintptr|none|sgd|cnn|simd", "dtype": 23, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10296, "total_correct": 1849, "total_train": 316, "infer_ms": 885.760161, "train_ms": 1698.476312, "blocked_train": 1698476312, "duration": 2005503378, "avg_accuracy": 17.904851620135965, "soft_acc": 24.99980670351203, "adapt_pct": 24.999835967255596, "stability": 99.99973413572043, "consistency": 100, "throughput": 5133.873177649667, "availability": 34.27550730184281, "score": 439.91186760510544, "zero_downtime": 8.568810572108852, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 3719608, "heap_mib": 3.5472946166992188, "mobile_score": 137942.89069554157, "mobile_throughput": 1609825.4189973616, "mobile_availability": 10747.749504945312, "mobile_accuracy": 7839.173837901265, "soft_acc_blocks": [ 24.99976388888889, 24.9996184, 24.999686466666667, 24.999938384615383, 24.999871354838707, 24.999714068965517, 24.999651806451613, 24.9996429375, 24.999716806451612, 24.999643759999998, 24.9995696875, 24.999692678571428, 24.999949, 24.999766516129032, 24.99955542857143, 24.999409866666667, 24.999687483870968, 24.999330166666667, 24.9998095, 24.9994371, 24.999728, 24.999583375, 24.999499370370373, 24.999667, 24.99945779411765, 24.999665133333334, 24.999948846153845, 25.000006088235295, 25.000074296296297, 25.000239212121212, 25.00059207142857, 25.000190483870966, 24.99991308219178, 25.00008345945946, 25.000354411764707, 25.0001096, 24.999946172413793, 24.999834714285715, 25.00008059375, 24.999839133333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.958002862, "time_to_acc50_sec": 0, "acc_per_sec": 12.465601892151005, "mobile_acc_per_sec": 3908.8310315981257 }, "started": "2026-08-17T22:58:47.346315577+10:00", "ended": "2026-08-17T22:58:49.352418796+10:00" }, { "cell": { "id": "complex64|none|sgd|cnn|simd", "dtype": 24, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10016, "total_correct": 2781, "total_train": 319, "infer_ms": 879.630196, "train_ms": 1704.378443, "blocked_train": 1704378443, "duration": 2006181724, "avg_accuracy": 27.78865541860028, "soft_acc": 25.00031099247884, "adapt_pct": 25.000121427433488, "stability": 99.99959938617695, "consistency": 100, "throughput": 4992.568659248736, "availability": 34.04130244473227, "score": 424.8891346912044, "zero_downtime": 8.51043147707337, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 3843184, "heap_mib": 3.6651458740234375, "mobile_score": 133872.76120732102, "mobile_throughput": 1573043.171406371, "mobile_availability": 10725.628831817183, "mobile_accuracy": 7877.02106347641, "soft_acc_blocks": [ 25.001123928571428, 25.00057216129032, 25.00103512903226, 25.000635074074076, 25.000751464285713, 25.000696666666666, 25.00001146875, 25.000405837837835, 25.000509633333333, 25.000776705882352, 25.0004609, 25.000568205882352, 25.00086521875, 25.00013684375, 24.999573407407407, 24.9999716875, 24.999916580645163, 24.9996921875, 24.999704352941176, 24.999737862068965, 24.99977820689655, 24.99986590625, 24.999967485714286, 24.99956524137931, 24.9999741875, 25.00025887096774, 25.00012240625, 25.00050774074074, 25.000476114285714, 25.00026663888889, 25.000656848484848, 25.000656466666666, 25.000061542857143, 25.00062571875, 25.000694882352942, 25.000632966666668, 25.00033640625, 25.0003337, 25.00032346875, 25.000189583333334 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059399807, "time_to_acc50_sec": 0, "acc_per_sec": 12.461638291984979, "mobile_acc_per_sec": 3926.37464953619 }, "started": "2026-08-17T22:58:49.477741664+10:00", "ended": "2026-08-17T22:58:51.484395366+10:00" }, { "cell": { "id": "complex128|none|sgd|cnn|simd", "dtype": 25, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10320, "total_correct": 2390, "total_train": 327, "infer_ms": 871.108324, "train_ms": 1714.807473, "blocked_train": 1714807473, "duration": 2005925022, "avg_accuracy": 23.22918452185221, "soft_acc": 25.000085629702237, "adapt_pct": 25.000061248443444, "stability": 99.99981341122104, "consistency": 100, "throughput": 5144.7585960668075, "availability": 33.686646912888634, "score": 433.2756497398898, "zero_downtime": 8.421690573997603, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 3995992, "heap_mib": 3.8108749389648438, "mobile_score": 68257.57928209956, "mobile_throughput": 810497.3542111402, "mobile_availability": 5306.94252904584, "mobile_accuracy": 3938.4750284330908, "soft_acc_blocks": [ 24.999784545454546, 25.000129875, 25.000012071428575, 25.000402961538462, 25.000272379310342, 24.999942548387097, 25.0002224, 25.000156285714286, 25.00036434375, 25.00033546666667, 25.000173166666666, 25.000176964285714, 25.00023164285714, 25.00011207142857, 24.99985177142857, 24.999975392857145, 24.99978359493671, 24.999882634146346, 24.999791625, 25.000054344827586, 24.999981114285713, 24.9997643, 24.999897742857144, 24.999938666666665, 25.00007848148148, 24.99982742857143, 24.9997997, 25.000331448275862, 25.00029425, 25.00034175862069, 24.99994878125, 25.0000735, 25.0002762, 25.00028515151515, 25.000167484848486, 25.000044633333335, 25.000064034482758, 25.00019547058824, 25.000186848484848, 25.000272107142855 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.207517061, "time_to_acc50_sec": 0, "acc_per_sec": 12.463120682734191, "mobile_acc_per_sec": 1963.4208583261247 }, "started": "2026-08-17T22:58:51.619417986+10:00", "ended": "2026-08-17T22:58:53.625993319+10:00" }, { "cell": { "id": "nf4|none|sgd|cnn|simd", "dtype": 26, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 2065, "total_train": 269, "infer_ms": 842.273568, "train_ms": 1703.168258, "blocked_train": 1703168258, "duration": 2007153731, "avg_accuracy": 24.451908811159278, "soft_acc": 24.999853512145382, "adapt_pct": 24.999839146271018, "stability": 99.99974412582048, "consistency": 100, "throughput": 4200.973682169839, "availability": 33.0894840886456, "score": 347.518093233316, "zero_downtime": 8.272322550086054, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 4192640, "heap_mib": 3.9984130859375, "mobile_score": 1751918.9044721997, "mobile_throughput": 21178077.787283275, "mobile_availability": 166811.72532565214, "mobile_accuracy": 126030.0307516892, "soft_acc_blocks": [ 25.00013537037037, 24.999886566666664, 25.000137, 25.000180333333333, 25.000043347826086, 25.0000205, 25.000096645161292, 25.00002764, 24.999895666666664, 25.000085416666668, 24.999856166666664, 25.000116360000003, 25.00001573076923, 24.99989696875, 24.99998205, 24.99929008, 24.999599766666666, 24.999729068965518, 24.999735, 24.999565633333336, 24.9996015625, 24.99951592307692, 24.999482392857143, 24.999499695652172, 24.999643965517244, 24.999436370370372, 24.999832413793104, 24.999757192307694, 25.000286655172417, 25.00006804347826, 24.99959496551724, 25.000061083333335, 24.999659037037038, 25.000079538461538, 24.999826136363637, 25.0004086, 24.99978448, 24.999982125, 24.999538931034483, 24.9997860625 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059500692, "time_to_acc50_sec": 0, "acc_per_sec": 12.455375552967737, "mobile_acc_per_sec": 62790.422479945664 }, "started": "2026-08-17T22:58:53.777669413+10:00", "ended": "2026-08-17T22:58:55.785920067+10:00" }, { "cell": { "id": "fp6|none|sgd|cnn|simd", "dtype": 27, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3672, "total_correct": 985, "total_train": 183, "infer_ms": 706.035483, "train_ms": 1825.350373, "blocked_train": 1825350373, "duration": 2006296042, "avg_accuracy": 26.653135926573423, "soft_acc": 25.000123710907985, "adapt_pct": 24.999913870419164, "stability": 99.99967474094919, "consistency": 100, "throughput": 1830.2383711725433, "availability": 27.891262856135672, "score": 127.61978026462826, "zero_downtime": 6.972850218568445, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 3998344, "heap_mib": 3.8131179809570312, "mobile_score": 428907.1753550091, "mobile_throughput": 6151102.661187887, "mobile_availability": 93737.52833536961, "mobile_accuracy": 84020.92859067004, "soft_acc_blocks": [ 25.0005975, 25.00013909090909, 25.0002268, 25.00052641666667, 25.0004671, 25.00035876923077, 25.000367666666666, 25.00074242857143, 25.00074463636364, 24.999877, 25.000340700000002, 25.0000565, 25.000243214285714, 24.999879454545454, 25.000051714285714, 24.999590833333333, 24.99976225, 24.999617272727274, 24.999915846153844, 25.000148499999998, 25.000169090909093, 24.999709, 25.0000877, 25.0005908, 25.000018833333332, 24.9994832, 25.000132909090908, 24.999708363636366, 24.9996759, 25.000509538461536, 25.00024753846154, 25.0001925, 25.000341133333333, 25.00037972727273, 24.999848111111113, 24.999865866666667, 25.000278750000003, 25.00001041666667, 24.999664, 25.00038136363636 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.208597946, "time_to_acc50_sec": 0, "acc_per_sec": 12.460834885556729, "mobile_acc_per_sec": 41878.6294902485 }, "started": "2026-08-17T22:58:55.932804932+10:00", "ended": "2026-08-17T22:58:57.93975618+10:00" }, { "cell": { "id": "int6|none|sgd|cnn|simd", "dtype": 28, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4008, "total_correct": 770, "total_train": 192, "infer_ms": 723.747289, "train_ms": 1822.00395, "blocked_train": 1822003950, "duration": 2004460232, "avg_accuracy": 19.266771423021428, "soft_acc": 24.999745322927144, "adapt_pct": 24.99971543611111, "stability": 99.99973394287684, "consistency": 100, "throughput": 1999.5407920869143, "availability": 28.429615506513358, "score": 142.11399202978203, "zero_downtime": 7.107331472915742, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 4001320, "heap_mib": 3.8159561157226562, "mobile_score": 477619.61957250227, "mobile_throughput": 6720097.710267077, "mobile_availability": 95546.83496589023, "mobile_accuracy": 84019.65689658222, "soft_acc_blocks": [ 24.99958709090909, 24.999539799999997, 24.999760272727272, 24.9998848, 24.99980663636364, 24.999580272727272, 25.000034, 24.999341899999997, 24.99949421428571, 24.99970376923077, 24.999668272727273, 24.99967207692308, 25.000102625, 24.999611285714284, 24.999980214285717, 24.9994503, 25.00034588888889, 25.000494230769227, 24.999714384615384, 24.999714, 24.999876866666668, 24.999747149999997, 24.999967599999998, 25.00009707142857, 24.999855166666666, 24.99983727272727, 24.999789818181817, 24.99982390909091, 24.9994698, 24.999252272727276, 24.999520750000002, 24.999700384615384, 24.99999476923077, 24.9995383, 24.999852166666667, 24.999607727272725, 24.9991795, 24.999928307692308, 24.99944423076923, 24.99984381818182 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.65776892, "time_to_acc50_sec": 0, "acc_per_sec": 12.472058524195827, "mobile_acc_per_sec": 41916.350125215264 }, "started": "2026-08-17T22:58:58.0760826+10:00", "ended": "2026-08-17T22:59:00.081144236+10:00" }, { "cell": { "id": "uint6|none|sgd|cnn|simd", "dtype": 29, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3728, "total_correct": 997, "total_train": 188, "infer_ms": 708.693411, "train_ms": 1820.590689, "blocked_train": 1820590689, "duration": 2011001575, "avg_accuracy": 26.83121912809413, "soft_acc": 25.000182799733047, "adapt_pct": 25.000146129914526, "stability": 99.99956495040784, "consistency": 100, "throughput": 1853.8026256891421, "availability": 28.01952580178715, "score": 129.85762576542436, "zero_downtime": 7.004932670065155, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 4011448, "heap_mib": 3.8256149291992188, "mobile_score": 415138.99327623664, "mobile_throughput": 5926380.92083725, "mobile_availability": 89575.00697297184, "mobile_accuracy": 79922.5356079661, "soft_acc_blocks": [ 24.999431461538464, 24.99970983333333, 24.99941191666667, 25.001088111111113, 24.998926666666666, 25.000963, 25.000384636363638, 25.000345363636367, 24.999999, 24.999827749999998, 25.000243583333333, 25.000693545454546, 24.999855615384618, 24.999932444444443, 25.0008799, 24.9999064, 25.000164, 25.000190909090907, 25.000501181818183, 25.000056846153846, 24.999797, 24.999926090909092, 25.0001127, 25.000161, 25.000263, 25.000146, 25.000532923076925, 24.999554833333335, 25.000058538461538, 25.000140000000002, 25.000073583333332, 25.000346727272724, 25.000456615384618, 25.000496466666668, 25.000257545454545, 25.000151363636363, 25.00043816666667, 25.000278642857143, 25.000723727272728, 25.0008849 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059082883, "time_to_acc50_sec": 0, "acc_per_sec": 12.431707220186064, "mobile_acc_per_sec": 39742.65192107873 }, "started": "2026-08-17T22:59:00.22954566+10:00", "ended": "2026-08-17T22:59:02.241195826+10:00" }, { "cell": { "id": "int5|none|sgd|cnn|simd", "dtype": 30, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4680, "total_correct": 983, "total_train": 210, "infer_ms": 740.903518, "train_ms": 1785.323659, "blocked_train": 1785323659, "duration": 2006500566, "avg_accuracy": 21.364295554323128, "soft_acc": 24.999810048064635, "adapt_pct": 25.000018068894647, "stability": 99.99966338333914, "consistency": 100, "throughput": 2332.418978246129, "availability": 29.32845963916253, "score": 171.0143402727015, "zero_downtime": 7.332059199813935, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 4537976, "heap_mib": 4.327751159667969, "mobile_score": 689698.2033299548, "mobile_throughput": 9406609.855897741, "mobile_availability": 118281.22651767112, "mobile_accuracy": 100823.8493113824, "soft_acc_blocks": [ 24.999419928571427, 24.999370375, 24.99982361764706, 24.999673100000003, 24.999126142857143, 25.000064249999998, 24.999144125, 24.999675615384618, 24.999401, 24.999782, 24.999711636363635, 24.99936723076923, 24.999505199999998, 24.999350454545457, 24.999948769230766, 24.999794285714284, 25.00003691666667, 24.999735866666665, 25.00019423076923, 24.99982333333333, 24.99988814285714, 24.999408363636363, 24.99999275, 24.999485571428572, 24.999727923076925, 25.000169363636363, 25.000011923076922, 25.000442076923076, 25.000166250000003, 25.000393875, 24.999941214285712, 24.999559363636365, 25.00003788235294, 25.00010327272727, 24.999632533333333, 24.9998345, 25.000474785714285, 24.999897285714287, 25.00013416666667, 25.0001526 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.959037962, "time_to_acc50_sec": 0, "acc_per_sec": 12.459408420652613, "mobile_acc_per_sec": 50248.602477285516 }, "started": "2026-08-17T22:59:02.39098011+10:00", "ended": "2026-08-17T22:59:04.398059998+10:00" }, { "cell": { "id": "uint5|none|sgd|cnn|simd", "dtype": 31, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4616, "total_correct": 1105, "total_train": 200, "infer_ms": 774.243993, "train_ms": 1768.285303, "blocked_train": 1768285303, "duration": 2011432489, "avg_accuracy": 23.902932037969773, "soft_acc": 24.9997586398213, "adapt_pct": 24.999751275219573, "stability": 99.99954394295955, "consistency": 100, "throughput": 2294.8818939952994, "availability": 30.45172357376841, "score": 174.70608597600807, "zero_downtime": 7.612857395107668, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 4096592, "heap_mib": 3.9068145751953125, "mobile_score": 663741.3362622415, "mobile_throughput": 8718688.684340633, "mobile_availability": 115691.83513799922, "mobile_accuracy": 94978.793172135, "soft_acc_blocks": [ 24.999845071428574, 24.99977857142857, 24.99979383333333, 24.999654733333333, 24.998978857142856, 24.99966730769231, 24.99935792857143, 24.999697, 24.999581363636363, 24.999769399999998, 24.9993619375, 24.999866142857144, 24.9994675625, 24.999709733333336, 24.998591272727275, 24.999313714285712, 24.999517933333333, 24.999061923076923, 24.99958694736842, 24.999233066666665, 24.999741133333334, 24.999760357142858, 24.9994582, 24.9992325, 24.99939257142857, 24.9994344, 24.999578000000003, 25.000470625000002, 25.000356, 25.000472923076924, 25.00026564285714, 25.000368066666667, 25.000343923076926, 25.00006653333333, 25.000325833333335, 25.00011007692308, 24.999974764705883, 25.000511923076925, 25.000175357142858, 25.00047246153846 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059497362, "time_to_acc50_sec": 0, "acc_per_sec": 12.428833071225837, "mobile_acc_per_sec": 47219.47850178878 }, "started": "2026-08-17T22:59:04.552130776+10:00", "ended": "2026-08-17T22:59:06.564224825+10:00" }, { "cell": { "id": "int3|none|sgd|cnn|simd", "dtype": 32, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5472, "total_correct": 1248, "total_train": 243, "infer_ms": 746.958074, "train_ms": 1804.032511, "blocked_train": 1804032511, "duration": 2004522897, "avg_accuracy": 22.66649902412044, "soft_acc": 24.999798993773773, "adapt_pct": 24.99977838489852, "stability": 99.99974065189569, "consistency": 100, "throughput": 2729.8266376450374, "availability": 29.281098816756316, "score": 199.82920213427434, "zero_downtime": 7.320215847357349, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 4017224, "heap_mib": 3.8311233520507812, "mobile_score": 1343180.1631868517, "mobile_throughput": 18348914.72048258, "mobile_availability": 196817.03508255814, "mobile_accuracy": 168039.67454932904, "soft_acc_blocks": [ 24.999725842105263, 25.000400235294116, 24.9995110625, 24.999606875, 25.000075388888888, 24.9999845, 24.99998864705882, 25.000107, 24.999930941176473, 24.999998368421053, 25.000072777777778, 25.00021513333333, 24.999499399999998, 24.9997402, 24.999836411764704, 25.00006238095238, 25.000003066666668, 24.99992970588235, 24.999456176470588, 25.000168352941177, 24.99983994117647, 24.9998794, 24.999861578947367, 24.999893176470586, 24.999946555555553, 24.99983475, 24.999879529411764, 24.999397285714288, 24.999457315789474, 24.99985088888889, 24.99991341176471, 24.999666235294118, 24.99933146153846, 24.9993921875, 24.9996485625, 24.99936728571429, 24.999395, 24.999570470588235, 24.999819555555558, 24.99970269230769 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057950806, "time_to_acc50_sec": 0, "acc_per_sec": 12.471695400032026, "mobile_acc_per_sec": 83830.25946015373 }, "started": "2026-08-17T22:59:06.723351834+10:00", "ended": "2026-08-17T22:59:08.728417594+10:00" }, { "cell": { "id": "uint3|none|sgd|cnn|simd", "dtype": 33, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5928, "total_correct": 1494, "total_train": 255, "infer_ms": 757.675162, "train_ms": 1798.183172, "blocked_train": 1798183172, "duration": 2011634810, "avg_accuracy": 25.204901164014892, "soft_acc": 24.999756577974175, "adapt_pct": 24.99973921955985, "stability": 99.99969824907298, "consistency": 100, "throughput": 2946.8569397046776, "availability": 29.64464625917721, "score": 218.39420238579433, "zero_downtime": 7.41108940319583, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 3912240, "heap_mib": 3.7310028076171875, "mobile_score": 1331412.3207028294, "mobile_throughput": 17965136.40934751, "mobile_availability": 180724.7941619942, "mobile_accuracy": 152407.81833433633, "soft_acc_blocks": [ 24.999581466666665, 24.99944888235294, 24.999586625, 24.999200916666666, 24.9996995, 24.999549, 24.999449823529414, 24.99934693103448, 24.999413075, 24.999455903225805, 24.99922976470588, 24.9996744375, 24.999716928571427, 24.999407615384616, 24.999718823529413, 24.999703125, 24.999738142857144, 24.999795315789473, 24.99993484210526, 24.99962525, 25.00005827777778, 24.99966577777778, 24.999711647058824, 24.99991552631579, 24.999869047619047, 24.99967863157895, 24.999601555555554, 25.000231789473684, 24.99987938888889, 24.999633315789474, 25.000156875, 24.999934210526316, 24.999841733333334, 25.000212764705882, 25.000040166666665, 25.000289055555555, 25.000061315789473, 25.00070527777778, 24.99982175, 24.99967864285714 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.810624471, "time_to_acc50_sec": 0, "acc_per_sec": 12.427582011256892, "mobile_acc_per_sec": 75763.16415718434 }, "started": "2026-08-17T22:59:08.888372101+10:00", "ended": "2026-08-17T22:59:10.900565868+10:00" }, { "cell": { "id": "float64|none|sgd|bicameral|simd", "dtype": 0, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11360, "total_correct": 3117, "total_train": 327, "infer_ms": 912.497091, "train_ms": 1641.808933, "blocked_train": 1641808933, "duration": 2004605011, "avg_accuracy": 27.2155531831465, "soft_acc": 25.00000174207414, "adapt_pct": 25.000001108490846, "stability": 99.99999566593604, "consistency": 100, "throughput": 5666.951812283981, "availability": 35.7238749948624, "score": 506.1137306273579, "zero_downtime": 8.930969371051988, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 4641136, "heap_mib": 4.4261322021484375, "mobile_score": 109107.46529735041, "mobile_throughput": 1221675.5064797467, "mobile_availability": 7701.315367313494, "mobile_accuracy": 5389.474059765035, "soft_acc_blocks": [ 24.999998228571428, 25.000005384615385, 25.000007172413795, 24.99999888888889, 24.999996586206898, 25.00000453125, 25.000002428571428, 24.999996605263156, 25.000001633333333, 24.999999972972972, 24.999997054054056, 25.000000714285715, 24.9999995, 25.00001209090909, 24.999996, 24.999997515151513, 24.999998285714288, 25.00000088888889, 25.00000042857143, 25.000003794117646, 25.000002085714286, 25.00000478125, 25.000006236842104, 24.9999876, 25.000006026315788, 24.999996764705884, 25.00000079310345, 25.000002025641027, 24.999997740740742, 25.000004416666666, 25.000006352941178, 25.0000025625, 25.000005130434783, 25.000006025641024, 25.000000647887326, 25.000000027027028, 25.00000485714286, 25.000005923076923, 25.000007242424243, 25.000004739130432 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058498148, "time_to_acc50_sec": 0, "acc_per_sec": 12.471285667196279, "mobile_acc_per_sec": 2688.5466364650506 }, "started": "2026-08-17T22:59:11.064738275+10:00", "ended": "2026-08-17T22:59:13.0700237+10:00" }, { "cell": { "id": "float32|none|sgd|bicameral|simd", "dtype": 1, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16664, "total_correct": 4794, "total_train": 372, "infer_ms": 907.516057, "train_ms": 1589.163942, "blocked_train": 1589163942, "duration": 2007827826, "avg_accuracy": 28.71970135773995, "soft_acc": 24.999999461508594, "adapt_pct": 24.99999680414142, "stability": 99.99999503542459, "consistency": 100, "throughput": 8299.51641481036, "availability": 36.348913651869246, "score": 754.1959975404102, "zero_downtime": 9.087228217231536, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 4116632, "heap_mib": 3.9259262084960938, "mobile_score": 325177.5585184758, "mobile_throughput": 3578402.0247434983, "mobile_availability": 15672.121086111203, "mobile_accuracy": 10778.947136246232, "soft_acc_blocks": [ 25.000001208333334, 25.00000286, 25.000007327272726, 25.000000214285713, 25.00000185964912, 25.000004739130432, 24.999999163265304, 25.000004647058823, 25.00000873684211, 25.000001396226416, 25.0000065, 25.000004, 25.000007145454546, 24.99999640425532, 24.999992492537313, 24.999992163636364, 24.999997107142857, 24.99999215217391, 25.000001962962962, 24.999989285714285, 24.999995152173913, 24.999999314814815, 24.999998152173916, 24.999993245614036, 25, 24.999996847826086, 24.999995181818182, 25.000003930232555, 24.99999707017544, 25.000000083333333, 25.00000216666667, 24.999998612244898, 24.999999704545452, 24.999996879999998, 25.00000180952381, 24.999988782608693, 24.999996870967742, 25.000005928571426, 25.000003916666667, 24.999993444444442 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058469764, "time_to_acc50_sec": 0, "acc_per_sec": 12.451266556711516, "mobile_acc_per_sec": 5368.461875398986 }, "started": "2026-08-17T22:59:13.242323056+10:00", "ended": "2026-08-17T22:59:15.250773171+10:00" }, { "cell": { "id": "float16|none|sgd|bicameral|simd", "dtype": 2, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7544, "total_correct": 1905, "total_train": 263, "infer_ms": 794.414968, "train_ms": 1737.836067, "blocked_train": 1737836067, "duration": 2005171081, "avg_accuracy": 25.21523687312492, "soft_acc": 24.999999406703797, "adapt_pct": 24.9999963141671, "stability": 99.9999929569521, "consistency": 100, "throughput": 3762.2724920996407, "availability": 31.371888372038914, "score": 295.07397461570554, "zero_downtime": 7.842971906881506, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 4320440, "heap_mib": 4.120292663574219, "mobile_score": 254446.94737388, "mobile_throughput": 3244266.974240027, "mobile_availability": 27052.47468881503, "mobile_accuracy": 21557.89422523342, "soft_acc_blocks": [ 25.000009, 25.000014285714286, 25.000008227272726, 25.000004736842104, 25.000010173913044, 25.000000727272724, 25.000007041666667, 25.000009961538463, 25.00001025, 25.000011130434785, 25.000002791666663, 25.00000633333333, 25.000001368421053, 24.999999384615386, 24.999994632653063, 24.999996888888887, 24.999991192307693, 25.00000330434783, 24.999992791666667, 24.99999252173913, 24.999996545454543, 24.999986111111113, 24.99998623076923, 24.99999438095238, 24.99999243478261, 24.99999046153846, 24.99999212, 24.99999896153846, 24.99999433333333, 25.000003, 24.999998727272725, 25.00000024, 24.999995560000002, 25.000004476190476, 24.999997521739132, 24.999996423076922, 24.999993833333335, 24.99999230769231, 24.99999552173913, 25.000000333333332 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.068223162, "time_to_acc50_sec": 0, "acc_per_sec": 12.467763795115195, "mobile_acc_per_sec": 10751.149579956176 }, "started": "2026-08-17T22:59:15.444584993+10:00", "ended": "2026-08-17T22:59:17.450320446+10:00" }, { "cell": { "id": "bfloat16|none|sgd|bicameral|simd", "dtype": 3, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10560, "total_correct": 2658, "total_train": 312, "infer_ms": 808.672539, "train_ms": 1699.561339, "blocked_train": 1699561339, "duration": 2006495154, "avg_accuracy": 25.196500757973162, "soft_acc": 25.00000005871843, "adapt_pct": 25.000000154124393, "stability": 99.99999732134458, "consistency": 100, "throughput": 5262.908300051643, "availability": 32.24071511404727, "score": 424.1998189296335, "zero_downtime": 8.06017879744306, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 4636976, "heap_mib": 4.4221649169921875, "mobile_score": 365794.2017549008, "mobile_throughput": 4538288.925686638, "mobile_availability": 27801.677706765815, "mobile_accuracy": 21557.894787475936, "soft_acc_blocks": [ 24.99999138235294, 24.999996125, 25.00000024137931, 24.999996566666667, 24.999996962962964, 24.999999866666666, 25.000002078947368, 25.000000128205127, 25.000004677419355, 25.00000155172414, 25.00000460714286, 25.000004483870967, 25.0000061875, 25.000001161290324, 24.999999933333335, 24.999998666666666, 24.999999842105264, 24.9999998, 25.000000379310343, 24.99999904, 24.99999940625, 24.999999166666665, 25.00000009375, 25.000001241379312, 25.000000903225807, 25.000004147058824, 25.0000010625, 24.999998142857145, 25.000002424242425, 25, 25.00000225806452, 24.99999678787879, 24.99999870967742, 24.99999729032258, 24.9999985, 24.999999911764707, 24.99999886111111, 25.000000307692307, 25.000001305084744, 24.999998146666666 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061446471, "time_to_acc50_sec": 0, "acc_per_sec": 12.459536724462197, "mobile_acc_per_sec": 10744.055247030981 }, "started": "2026-08-17T22:59:17.651706146+10:00", "ended": "2026-08-17T22:59:19.65874812+10:00" }, { "cell": { "id": "fp8e4m3|none|sgd|bicameral|simd", "dtype": 4, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7760, "total_correct": 2088, "total_train": 264, "infer_ms": 813.809694, "train_ms": 1720.123558, "blocked_train": 1720123558, "duration": 2006759647, "avg_accuracy": 26.928210543601345, "soft_acc": 24.99998808010539, "adapt_pct": 24.999994697645686, "stability": 99.9999896363202, "consistency": 100, "throughput": 3866.9304575666506, "availability": 32.11646136920422, "score": 310.48015860889495, "zero_downtime": 8.029111514052707, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 4381408, "heap_mib": 4.178436279296875, "mobile_score": 535463.8861734879, "mobile_throughput": 6669030.380712843, "mobile_availability": 55389.06348137283, "mobile_accuracy": 43115.76891625755, "soft_acc_blocks": [ 24.999980357142856, 24.999990086956522, 24.999979476190475, 24.9999922, 24.99997479166667, 24.999984428571427, 24.99997348148148, 24.999970304347826, 24.99996391304348, 24.999974863636364, 24.9999802, 24.999976368421052, 24.999976166666666, 24.999998318181817, 24.999998333333334, 24.99999457692308, 24.999992, 24.999993777777778, 24.9999949375, 25.000008124999997, 24.99998766666667, 25.00001177777778, 24.999999333333335, 24.999994400000002, 24.9999908, 25.000000869565216, 24.99999708, 24.99998707142857, 24.99999642857143, 24.999993772727272, 24.999982, 24.999986439999997, 24.9999926, 24.99998583333333, 25.00000431818182, 24.99998534782609, 24.99998074074074, 24.999981875, 24.99998792, 24.99998022222222 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058188412, "time_to_acc50_sec": 0, "acc_per_sec": 12.457888575484889, "mobile_acc_per_sec": 21485.268044288885 }, "started": "2026-08-17T22:59:19.816999254+10:00", "ended": "2026-08-17T22:59:21.82440093+10:00" }, { "cell": { "id": "fp8e5m2|none|sgd|bicameral|simd", "dtype": 5, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8480, "total_correct": 2433, "total_train": 278, "infer_ms": 828.788545, "train_ms": 1721.249811, "blocked_train": 1721249811, "duration": 2012669950, "avg_accuracy": 28.351312917116758, "soft_acc": 25.000001237583646, "adapt_pct": 25.00000648380668, "stability": 99.99998570851702, "consistency": 100, "throughput": 4213.308794121957, "availability": 32.50102270226401, "score": 342.3421288705958, "zero_downtime": 8.125256077793345, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 4383616, "heap_mib": 4.1805419921875, "mobile_score": 590414.0462542991, "mobile_throughput": 7266405.398199384, "mobile_availability": 56052.290100409846, "mobile_accuracy": 43115.79160806005, "soft_acc_blocks": [ 24.9999946, 24.999997153846152, 24.999987083333334, 24.9999974, 25.0000055, 24.999999181818183, 24.999992692307693, 24.999996666666668, 25.000002615384616, 24.999993, 24.99998111111111, 25.000000566666664, 24.999997307692304, 25.000008454545455, 25.000015041666668, 25.000015, 25.000021074074077, 25.000025, 25.0000096, 25.00001132, 25.000016389830506, 25.000021960784313, 25.000027555555558, 25.00002588, 25.000019115384614, 25.000011714285712, 25.00000947826087, 24.999985615384617, 24.99999625, 25.00000095652174, 24.99998380952381, 25.00000635714286, 24.999988239999997, 24.99997652, 25.000005214285714, 24.999983333333333, 24.9999945, 24.99997086666667, 24.999977227272726, 24.99999815 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061553607, "time_to_acc50_sec": 0, "acc_per_sec": 12.421311918322052, "mobile_acc_per_sec": 21422.18678629353 }, "started": "2026-08-17T22:59:22.013675899+10:00", "ended": "2026-08-17T22:59:24.026959337+10:00" }, { "cell": { "id": "int64|none|sgd|bicameral|simd", "dtype": 6, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6168, "total_correct": 1591, "total_train": 239, "infer_ms": 812.109171, "train_ms": 1776.312422, "blocked_train": 1776312422, "duration": 2009780707, "avg_accuracy": 25.679539670320843, "soft_acc": 24.99999668578858, "adapt_pct": 25.000002932821527, "stability": 99.99998373586284, "consistency": 100, "throughput": 3068.991546449351, "availability": 31.37468692102662, "score": 240.7215904207203, "zero_downtime": 7.843670690433198, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 4130096, "heap_mib": 3.9387664794921875, "mobile_score": 51894.507071751075, "mobile_throughput": 661609.9670661337, "mobile_availability": 6763.721980448686, "mobile_accuracy": 5389.472969736317, "soft_acc_blocks": [ 24.999984523809523, 24.99998915789474, 24.9999836875, 24.99997961111111, 24.99997582608696, 24.99997552631579, 24.999972578947368, 24.9999772, 24.9999705, 24.999968857142857, 24.999971318181817, 24.999987666666666, 24.99999825, 24.999980588235292, 25.00000195, 24.999992684210525, 25.000000818181817, 24.999990421052633, 24.999989947368423, 25.000006444444445, 24.999995863636364, 24.999998277777777, 24.9999885, 24.99999157894737, 24.999999947368423, 24.999988363636362, 25.000003588235295, 25.000014904761905, 25.00001435, 25.00001457894737, 25.000010555555555, 25.000006736842106, 25.00001265217391, 25.000029368421053, 25.00002004347826, 25.00001005, 25.000017368421055, 25.000025142857144, 25.00001092, 25.000017083333333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.65776273, "time_to_acc50_sec": 0, "acc_per_sec": 12.439166421846133, "mobile_acc_per_sec": 2681.622403362198 }, "started": "2026-08-17T22:59:24.217913832+10:00", "ended": "2026-08-17T22:59:26.228473338+10:00" }, { "cell": { "id": "int32|none|sgd|bicameral|simd", "dtype": 7, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1795, "total_train": 243, "infer_ms": 804.776301, "train_ms": 1778.137117, "blocked_train": 1778137117, "duration": 2005133553, "avg_accuracy": 28.99882393874708, "soft_acc": 24.999998789347043, "adapt_pct": 25.000001647187204, "stability": 99.99999326883085, "consistency": 100, "throughput": 3084.083846059904, "availability": 31.157695623539478, "score": 240.23235274900276, "zero_downtime": 7.789423528673305, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 4659072, "heap_mib": 4.4432373046875, "mobile_score": 103578.07545893845, "mobile_throughput": 1329727.0982590911, "mobile_availability": 13433.8864498966, "mobile_accuracy": 10778.946846438472, "soft_acc_blocks": [ 24.999993279999998, 24.999996666666664, 24.9999904, 25.00000422222222, 25.000004052631578, 25.000003952380954, 24.999996047619046, 24.999993736842107, 24.99999355, 24.999997692307694, 24.999997761904762, 24.999987826086958, 25.000003882352942, 24.999996047619046, 25.00000155, 25.00000105, 24.999992823529414, 24.99999095, 24.999991333333334, 24.999992904761907, 24.9999926, 24.999998, 24.9999977, 24.999998421052634, 24.99998694736842, 24.999992388888888, 24.9999995, 25.00001223809524, 24.999997611111112, 25.000012357142857, 25.00000633333333, 25.000000526315787, 25.0000136, 24.99999761904762, 24.99999795238095, 24.99999925, 24.9999990952381, 25.000004368421052, 25.000016272727272, 24.9999990625 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.054178533, "time_to_acc50_sec": 0, "acc_per_sec": 12.467996833399479, "mobile_acc_per_sec": 5375.675266274133 }, "started": "2026-08-17T22:59:26.457029924+10:00", "ended": "2026-08-17T22:59:28.462516965+10:00" }, { "cell": { "id": "int16|none|sgd|bicameral|simd", "dtype": 8, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6632, "total_correct": 1639, "total_train": 246, "infer_ms": 821.570174, "train_ms": 1746.111055, "blocked_train": 1746111055, "duration": 2010686879, "avg_accuracy": 24.812126784203052, "soft_acc": 25.000002695633746, "adapt_pct": 25.000003157329402, "stability": 99.9999933129169, "consistency": 100, "throughput": 3298.375330970666, "availability": 31.9965798215523, "score": 263.8418523459417, "zero_downtime": 7.999145817898678, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 4266560, "heap_mib": 4.06890869140625, "mobile_score": 227514.99520188992, "mobile_throughput": 2844241.127506494, "mobile_availability": 27591.155989279625, "mobile_accuracy": 21557.897061329648, "soft_acc_blocks": [ 25.000014049999997, 25.000002157894738, 25.000014166666666, 25.000013333333335, 25.000005944444446, 25.0000103, 25.0000108125, 25.00000585714286, 25.00001316666667, 25.00000295238095, 25.000003222222222, 24.999995000000002, 25.000013777777777, 25.00000905263158, 25.000000363636364, 25.00000457894737, 24.99999945, 25.000002000000002, 24.999994714285716, 25.000002000000002, 25.000005722222223, 25.00000238095238, 24.999994675675676, 25.000003085106382, 24.99999957894737, 25.000000052631577, 25.000003933333335, 25.00000542857143, 24.99999931818182, 25.000003133333333, 25.00001195, 24.999992105263157, 25.0000023125, 24.999994428571426, 24.99998888235294, 24.99999847368421, 25.00000095238095, 24.99999011111111, 24.9999924, 25.000002000000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.05832284, "time_to_acc50_sec": 0, "acc_per_sec": 12.433563354263946, "mobile_acc_per_sec": 10721.657999803183 }, "started": "2026-08-17T22:59:28.66493048+10:00", "ended": "2026-08-17T22:59:30.676249649+10:00" }, { "cell": { "id": "int8|none|sgd|bicameral|simd", "dtype": 9, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14472, "total_correct": 4377, "total_train": 365, "infer_ms": 852.650573, "train_ms": 1689.472187, "blocked_train": 1689472187, "duration": 2006804358, "avg_accuracy": 30.285367556439155, "soft_acc": 25.000014586110485, "adapt_pct": 25.000010204362304, "stability": 99.99999246762063, "consistency": 100, "throughput": 7211.46530418288, "availability": 33.540888993102755, "score": 604.6977459203443, "zero_downtime": 8.385227140586814, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 4258120, "heap_mib": 4.060859680175781, "mobile_score": 1042880.8283325181, "mobile_throughput": 12437120.794077083, "mobile_availability": 57845.67634347321, "mobile_accuracy": 43115.81462935096, "soft_acc_blocks": [ 25.000022763636363, 25.000024627906974, 25.000019297297296, 25.000024186046513, 25.00002404, 25.00001958333333, 25.000023113636363, 25.0000236097561, 25.000020799999998, 25.000028673913043, 25.00002354054054, 25.000017603773586, 25.00002471111111, 25.000012893617022, 25.000010818181817, 25.00001023076923, 25.000014959183677, 25.000018902439024, 25.000008, 25.000012088888887, 25.000023136363634, 25.000007521739132, 25.0000246, 25.00001346153846, 25.000012571428574, 25.00001781395349, 25.000017942307693, 25.000006159999998, 25.000002977777775, 25.000005653061226, 25.000004780487803, 25.000009000000002, 25.0000071025641, 25.000007234042553, 25.000006557692306, 25.000003725490195, 25.000006222222222, 25.00000764, 25.00000967391304, 25.000005225806454 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058764349, "time_to_acc50_sec": 0, "acc_per_sec": 12.457624225525269, "mobile_acc_per_sec": 21484.81213800063 }, "started": "2026-08-17T22:59:30.882299453+10:00", "ended": "2026-08-17T22:59:32.889791516+10:00" }, { "cell": { "id": "uint64|none|sgd|bicameral|simd", "dtype": 10, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6712, "total_correct": 1633, "total_train": 254, "infer_ms": 800.014051, "train_ms": 1792.189384, "blocked_train": 1792189384, "duration": 2017466257, "avg_accuracy": 24.438998506540493, "soft_acc": 25.00000117725198, "adapt_pct": 24.99999924361976, "stability": 99.99998597718523, "consistency": 100, "throughput": 3326.945358670254, "availability": 30.86231737055005, "score": 256.69312092209844, "zero_downtime": 7.715579705964754, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 4345920, "heap_mib": 4.14459228515625, "mobile_score": 55020.900646772345, "mobile_throughput": 713114.2797246566, "mobile_availability": 6615.185057060893, "mobile_accuracy": 5358.626581038056, "soft_acc_blocks": [ 25.00000623809524, 25.0000001, 24.999994305555553, 25.000001826086958, 24.999997677419355, 25.00000129411765, 25.000009086956524, 25.000004571428573, 25.000000875, 24.9999973, 24.999995050000003, 25.000006315789474, 24.99999722727273, 24.999991789473683, 24.999986857142858, 24.9999839047619, 24.99997746153846, 24.999997450000002, 24.999982318181818, 24.99998668181818, 24.999998299999998, 24.99997711111111, 24.999986130434785, 24.999991736842105, 24.999980684210527, 24.9999762, 24.99999139130435, 25.000013, 25.00002265, 25.000026894736845, 25.000007476190472, 25.00001975, 25.000020142857142, 25.000015400000002, 25.000024952380954, 25.000015238095237, 25.00001135, 25.000021095238097, 25.00001447826087, 25.00001477777778 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.360653879, "time_to_acc50_sec": 0, "acc_per_sec": 12.391781567850025, "mobile_acc_per_sec": 2656.11707875918 }, "started": "2026-08-17T22:59:33.105084358+10:00", "ended": "2026-08-17T22:59:35.125108001+10:00" }, { "cell": { "id": "uint32|none|sgd|bicameral|simd", "dtype": 11, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6688, "total_correct": 1627, "total_train": 244, "infer_ms": 826.000036, "train_ms": 1769.589138, "blocked_train": 1769589138, "duration": 2020403969, "avg_accuracy": 24.117158107773427, "soft_acc": 24.999984813503865, "adapt_pct": 24.999993204302058, "stability": 99.99999054901788, "consistency": 100, "throughput": 3310.229094090638, "availability": 31.8232193397182, "score": 263.35520633709746, "zero_downtime": 7.9558000020975745, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 4345568, "heap_mib": 4.144256591796875, "mobile_score": 112255.26375614971, "mobile_throughput": 1410986.4969777174, "mobile_availability": 13564.660179822908, "mobile_accuracy": 10656.253689351475, "soft_acc_blocks": [ 24.99998940909091, 24.999970857142856, 24.999992454545453, 24.999980529411765, 24.99997515789474, 24.9999794, 24.999987454545455, 24.999992636363633, 24.999974285714284, 24.999985142857142, 24.999983142857143, 24.99999394736842, 24.999982263157893, 24.99998757142857, 24.999991904761902, 24.9999967, 24.99998672727273, 24.99997309090909, 24.99997505, 24.99997517647059, 24.999993954545456, 24.999987100000002, 24.99999392307692, 24.999975250000002, 24.999988409090907, 24.9999855, 24.99998026923077, 25.000005181818185, 25.00000105263158, 24.999996227272728, 24.99997875, 24.999964181818186, 24.999964380952377, 24.999979681818182, 24.99998647619048, 24.99999042857143, 24.999986333333336, 24.99999789473684, 24.99997442105263, 24.999990222222223 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.859162061, "time_to_acc50_sec": 0, "acc_per_sec": 12.373755544480353, "mobile_acc_per_sec": 5274.318330816679 }, "started": "2026-08-17T22:59:35.343434895+10:00", "ended": "2026-08-17T22:59:37.364550216+10:00" }, { "cell": { "id": "uint16|none|sgd|bicameral|simd", "dtype": 12, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6368, "total_correct": 1749, "total_train": 247, "infer_ms": 785.856368, "train_ms": 1780.910404, "blocked_train": 1780910404, "duration": 2011154281, "avg_accuracy": 27.34849333908657, "soft_acc": 25.00000301518943, "adapt_pct": 24.99999706930307, "stability": 99.99998634927994, "consistency": 100, "throughput": 3166.340872085487, "availability": 30.61658646093771, "score": 242.3564019175305, "zero_downtime": 7.654147538382507, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 5406672, "heap_mib": 5.1562042236328125, "mobile_score": 204283.84766646018, "mobile_throughput": 2668930.1015176135, "mobile_availability": 25806.92746371722, "mobile_accuracy": 21072.67135181292, "soft_acc_blocks": [ 25.000004636363634, 25.00002145, 25.000011826086958, 25.00001152631579, 25.000020238095235, 25.000015782608696, 25.000019631578947, 25.000027105263158, 25.0000104, 25.00001023809524, 25.00001527272727, 25.00001745, 25.000026210526315, 24.999999636363636, 25.00001219047619, 24.99999542857143, 25.000018571428573, 25.000007875, 25.00000725, 25.0000024, 25.00000242105263, 24.9999869, 25.00000515, 25.000008, 25.0000049047619, 24.999996954545455, 25.00000181818182, 24.999984263157895, 24.999991863636364, 24.999972782608694, 24.999997722222222, 24.999986260869566, 24.999989142857142, 24.999986882352943, 24.999989090909093, 25.000015869565217, 24.99999161904762, 24.99999315, 24.999973, 24.99998769230769 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060952362, "time_to_acc50_sec": 0, "acc_per_sec": 12.430673892784972, "mobile_acc_per_sec": 10477.89896125474 }, "started": "2026-08-17T22:59:37.5885436+10:00", "ended": "2026-08-17T22:59:39.600400222+10:00" }, { "cell": { "id": "uint8|none|sgd|bicameral|simd", "dtype": 13, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11848, "total_correct": 2919, "total_train": 357, "infer_ms": 827.565415, "train_ms": 1719.897795, "blocked_train": 1719897795, "duration": 2006115514, "avg_accuracy": 24.155913413609984, "soft_acc": 25.000011150972792, "adapt_pct": 25.00000144037718, "stability": 99.99997353354256, "consistency": 100, "throughput": 5905.941067359693, "availability": 32.485863260023294, "score": 479.6491987821187, "zero_downtime": 8.121469437495596, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 4501696, "heap_mib": 4.29315185546875, "mobile_score": 790799.7456952183, "mobile_throughput": 9737151.038754337, "mobile_availability": 53559.58577632419, "mobile_accuracy": 41217.62844755102, "soft_acc_blocks": [ 25.0000216875, 25.000026878787878, 25.00002497222222, 25.000053461538464, 25.00003294736842, 25.000039808219178, 25.00003052631579, 25.000076361111113, 25.000056085714288, 25.00003985, 25.00001815151515, 25.000062193548388, 25.000022609756098, 25.000012303030303, 24.999994096774195, 25.000001363636365, 25.000014027777777, 25.00001236842105, 25.000010205882354, 25.000006628571427, 24.999988085714286, 25.000001774193546, 25.000004965517242, 25.000011914285714, 25.00001225714286, 25.000005114285713, 24.999985486486487, 24.999985594594595, 25.000012545454545, 25.000006105263157, 25.000011970588236, 24.99996041935484, 24.99997992307692, 25.000004815789474, 24.99997117857143, 25.000000806451613, 24.99993727027027, 24.999981947368422, 25.000018852941174, 25.000008483870968 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057973782, "time_to_acc50_sec": 0, "acc_per_sec": 12.461900113182011, "mobile_acc_per_sec": 20545.989580314374 }, "started": "2026-08-17T22:59:39.814837135+10:00", "ended": "2026-08-17T22:59:41.821577646+10:00" }, { "cell": { "id": "int4|none|sgd|bicameral|simd", "dtype": 14, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14312, "total_correct": 4080, "total_train": 339, "infer_ms": 840.766608, "train_ms": 1672.532208, "blocked_train": 1672532208, "duration": 2006639121, "avg_accuracy": 28.605868376411735, "soft_acc": 25.000002890386888, "adapt_pct": 25.000000935844362, "stability": 99.99998959520735, "consistency": 100, "throughput": 7132.323819575328, "availability": 33.45271173676469, "score": 596.4890008371365, "zero_downtime": 8.363178901103966, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 4503136, "heap_mib": 4.294525146484375, "mobile_score": 2057447.5346769777, "mobile_throughput": 24601261.781036247, "mobile_availability": 115387.2061252953, "mobile_accuracy": 86231.58891707343, "soft_acc_blocks": [ 25.0000098, 25.000011976744187, 25.000009076923078, 25.00000865, 25.000005955555554, 25.000010619047618, 25.00001106976744, 25.000008395833333, 25.00000862222222, 25.000009551724137, 25.000008384615384, 25.00000975609756, 25.000009045454544, 25.000008906976745, 25.000011217391307, 25.000008020408163, 25.00000891891892, 25.00001333333333, 25.00001245945946, 25.000008022222225, 25.000015076923077, 25.000012209302323, 25.000009609756095, 25.000014, 25.00000980434783, 25.000010951219508, 25.000004136363636, 24.999989499999998, 24.999988762886595, 24.999988023809525, 24.999987615384615, 24.999989312500002, 24.999988190476188, 24.99998445238095, 24.999990390243905, 24.99999233333333, 24.999985371428572, 24.999987159090907, 24.999993190476193, 24.999983742857143 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.057585659, "time_to_acc50_sec": 0, "acc_per_sec": 12.458644221950703, "mobile_acc_per_sec": 42973.142512092694 }, "started": "2026-08-17T22:59:42.045961188+10:00", "ended": "2026-08-17T22:59:44.053225306+10:00" }, { "cell": { "id": "uint4|none|sgd|bicameral|simd", "dtype": 15, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5592, "total_correct": 1045, "total_train": 240, "infer_ms": 751.57542, "train_ms": 1802.317758, "blocked_train": 1802317758, "duration": 2015071655, "avg_accuracy": 18.74182876591932, "soft_acc": 24.999984597426867, "adapt_pct": 24.999985689913895, "stability": 99.99999524905375, "consistency": 100, "throughput": 2775.0874199061673, "availability": 29.428616140811826, "score": 204.16733030586926, "zero_downtime": 7.357149502438833, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 4777000, "heap_mib": 4.555702209472656, "mobile_score": 644834.2245265276, "mobile_throughput": 8764729.115709426, "mobile_availability": 92946.20662189127, "mobile_accuracy": 78958.98749768516, "soft_acc_blocks": [ 24.99999157894737, 24.999989166666666, 24.999986200000002, 24.999995375, 24.99998707692308, 24.999983888888888, 24.99998638888889, 24.999986142857146, 24.999991277777777, 24.999985133333332, 24.999980166666663, 24.999978375, 24.999979133333333, 24.999993210526316, 24.99997947368421, 24.99998294117647, 24.999987315789472, 24.9999861875, 24.9999896875, 24.999986421052633, 24.9999815, 24.999984235294118, 24.999982352941178, 24.99997855, 24.99999264705882, 24.99998282352941, 24.999987842105263, 24.99998182352941, 24.9999873125, 24.9999856, 24.99998475, 24.9999789375, 24.999978944444443, 24.999973761904762, 24.999986222222223, 24.999988444444444, 24.99997694117647, 24.9999831, 24.9999824375, 24.999980529411765 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.609211584, "time_to_acc50_sec": 0, "acc_per_sec": 12.406499061904015, "mobile_acc_per_sec": 39184.20831426224 }, "started": "2026-08-17T22:59:44.370858795+10:00", "ended": "2026-08-17T22:59:46.386552739+10:00" }, { "cell": { "id": "fp4|none|sgd|bicameral|simd", "dtype": 16, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9936, "total_correct": 2431, "total_train": 296, "infer_ms": 722.405596, "train_ms": 1723.169177, "blocked_train": 1723169177, "duration": 2008792059, "avg_accuracy": 24.48830345996879, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4946.256112216142, "availability": 29.539297018255592, "score": 365.27232106778695, "zero_downtime": 7.384824254563898, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 4507896, "heap_mib": 4.299064636230469, "mobile_score": 1259920.359657815, "mobile_throughput": 17060938.977378797, "mobile_availability": 101888.80891517887, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.159421509, "time_to_acc50_sec": 0, "acc_per_sec": 12.445290137419843, "mobile_acc_per_sec": 42927.08076031299 }, "started": "2026-08-17T22:59:46.689264935+10:00", "ended": "2026-08-17T22:59:48.699136+10:00" }, { "cell": { "id": "int2|none|sgd|bicameral|simd", "dtype": 17, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14272, "total_correct": 3187, "total_train": 341, "infer_ms": 824.02444, "train_ms": 1673.931256, "blocked_train": 1673931256, "duration": 2015363299, "avg_accuracy": 22.360335432139344, "soft_acc": 24.999969786807995, "adapt_pct": 24.99997282398618, "stability": 99.99996758131208, "consistency": 100, "throughput": 7081.601618468293, "availability": 32.98795256134919, "score": 584.0181398180736, "zero_downtime": 8.246978173623852, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 5248032, "heap_mib": 5.004913330078125, "mobile_score": 4028864.5064333966, "mobile_throughput": 48852615.122940846, "mobile_availability": 227568.25884848216, "mobile_accuracy": 172462.9494682367, "soft_acc_blocks": [ 24.99998602941176, 24.999941486486488, 24.999983972972974, 24.999990057142856, 24.999968414634147, 24.99998704878049, 25.000039911111113, 24.99997497560976, 24.999959729166665, 24.999915128205128, 24.999984928571426, 24.999985418604652, 24.999972027027027, 24.99997731428571, 24.999985023809526, 24.99998912820513, 25.000007604651163, 24.999981604166667, 24.999969795454547, 24.999978477272727, 24.99999319230769, 24.999957970588234, 25.000031600000003, 25.000019733333335, 24.999972489361703, 25.000021803921566, 24.999973999999998, 24.999942537634407, 24.999948162790698, 24.99995882051282, 24.999925184210525, 24.999942627906975, 24.999991447368423, 24.999963325, 24.99990205128205, 24.999963868421055, 24.999953387755102, 24.99988506122449, 24.999942361702125, 24.999923771428573 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.068022442, "time_to_acc50_sec": 0, "acc_per_sec": 12.404696363783488, "mobile_acc_per_sec": 85574.12430493839 }, "started": "2026-08-17T22:59:49.009935822+10:00", "ended": "2026-08-17T22:59:51.025999848+10:00" }, { "cell": { "id": "uint2|none|sgd|bicameral|simd", "dtype": 18, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5272, "total_correct": 1424, "total_train": 238, "infer_ms": 749.406089, "train_ms": 1789.069007, "blocked_train": 1789069007, "duration": 2008337144, "avg_accuracy": 26.907275144177714, "soft_acc": 25.000006793895317, "adapt_pct": 25.00000366637231, "stability": 99.9999920157169, "consistency": 100, "throughput": 2625.0572598083663, "availability": 29.521900379518236, "score": 193.74174993691665, "zero_downtime": 7.380477100566566, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 4774976, "heap_mib": 4.55377197265625, "mobile_score": 1128627.4954547351, "mobile_throughput": 15292066.89589343, "mobile_availability": 171977.53451307619, "mobile_accuracy": 145635.5951328643, "soft_acc_blocks": [ 25.00000877777778, 25.000022941176468, 25.00001289473684, 25.000001764705882, 25.0000190625, 25.00000505882353, 25.000008, 25.0000118, 25.00001652631579, 25.0000109375, 25.000014529411764, 25.00001288888889, 25.000023933333335, 25.000008764705882, 25.000006263157893, 25.0000068, 24.99999531818182, 25.000001666666666, 25.000004705882354, 24.999992388888888, 24.999989421052632, 25.000002400000003, 25.000013000000003, 24.999998, 25.000011625, 24.9999942, 24.999996, 25.00000246666667, 25.000011894736843, 25.00000182352941, 25.000012, 25.0000086875, 25.000001833333332, 24.999997066666666, 25.000000800000002, 25.0000145, 25.0000076, 25.000006705882353, 25.000000923076925, 25.000015785714286 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058141804, "time_to_acc50_sec": 0, "acc_per_sec": 12.448112543545784, "mobile_acc_per_sec": 72515.5114358948 }, "started": "2026-08-17T22:59:51.364133576+10:00", "ended": "2026-08-17T22:59:53.373263165+10:00" }, { "cell": { "id": "ternary|none|sgd|bicameral|simd", "dtype": 19, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14504, "total_correct": 3752, "total_train": 338, "infer_ms": 834.163049, "train_ms": 1654.915111, "blocked_train": 1654915111, "duration": 2032953156, "avg_accuracy": 25.81377035361128, "soft_acc": 24.99998839116847, "adapt_pct": 24.99998557565951, "stability": 99.99998007242912, "consistency": 100, "throughput": 7134.448699515435, "availability": 33.51293110859966, "score": 597.7404418488956, "zero_downtime": 8.378228886690202, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 4515432, "heap_mib": 4.306251525878906, "mobile_score": 4123528.1681062337, "mobile_throughput": 49217182.102257214, "mobile_availability": 231189.83717191443, "mobile_accuracy": 172463.07781090704, "soft_acc_blocks": [ 24.999996666666664, 24.999981467391304, 24.99998135576923, 24.99995905769231, 24.999976490566038, 24.999972083333333, 24.999981173913042, 24.99999437209302, 25.00000575, 24.999965255319147, 24.999984488372093, 24.999977368421053, 24.999984102564103, 24.99998788372093, 24.999988380952384, 24.999979146341463, 25.000047135135137, 25.00001655263158, 25.000004925, 25.00000275, 25.000018875, 25.000004695652173, 25.000023325, 25.000006403846154, 25.00002180487805, 25.000002644444447, 24.999991729166666, 24.999967871794873, 24.99996958974359, 24.99995286842105, 24.99998530952381, 24.999970531914894, 24.99997296875, 24.999967799999997, 24.999969860465118, 24.99997735, 24.999992470588236, 24.999993749999998, 24.99995966666667, 24.999999725000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059593048, "time_to_acc50_sec": 0, "acc_per_sec": 12.297375528493715, "mobile_acc_per_sec": 84833.76869845937 }, "started": "2026-08-17T22:59:53.689692709+10:00", "ended": "2026-08-17T22:59:55.723261332+10:00" }, { "cell": { "id": "binary|none|sgd|bicameral|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13360, "total_correct": 3935, "total_train": 333, "infer_ms": 819.331711, "train_ms": 1677.443053, "blocked_train": 1677443053, "duration": 2033629628, "avg_accuracy": 29.54354965908621, "soft_acc": 25.000128868403927, "adapt_pct": 25.000096276459292, "stability": 99.9997785301041, "consistency": 100, "throughput": 6569.53449932723, "availability": 32.815603666522804, "score": 538.9608791954871, "zero_downtime": 8.203943205575385, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 3728352, "heap_mib": 3.555633544921875, "mobile_score": 7436071.616622198, "mobile_throughput": 90640213.25219144, "mobile_availability": 452758.6109240502, "mobile_accuracy": 344928.0937936252, "soft_acc_blocks": [ 25.000474486486485, 25.000579787878788, 25.000280289473686, 25.00014564102564, 25.00044015909091, 25.000256620000002, 25.00025830555556, 25.000178647058824, 25.00029782352941, 25.000111575757575, 25.00008206, 25.0001934, 25.00042953846154, 24.99992536111111, 24.99974829787234, 24.9997962244898, 25.0000541, 24.999741024390243, 24.999869673913043, 24.999866976744183, 24.999961175000003, 24.9998332, 24.999727823529412, 24.999872952380954, 24.999797055555558, 25.000054578947367, 25.00011194230769, 25.000130279999997, 25.000172243902437, 25.000456323529413, 25.000398125, 25.000230341463414, 25.000144326086957, 25.000335272727273, 25.000191437500003, 25.00026613157895, 25.00010241025641, 25.000356785714285, 25.00011883783784, 25.0001635 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.068742648, "time_to_acc50_sec": 0, "acc_per_sec": 12.29335397369807, "mobile_acc_per_sec": 169612.05179374246 }, "started": "2026-08-17T22:59:56.046501998+10:00", "ended": "2026-08-17T22:59:58.080820686+10:00" }, { "cell": { "id": "int|none|sgd|bicameral|simd", "dtype": 21, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4528, "total_correct": 1182, "total_train": 227, "infer_ms": 718.004025, "train_ms": 1810.445307, "blocked_train": 1810445307, "duration": 2013217327, "avg_accuracy": 26.068470522103457, "soft_acc": 25.000002381780426, "adapt_pct": 25.0000018550538, "stability": 99.9999940966183, "consistency": 100, "throughput": 2249.1362155855318, "availability": 28.39701060697387, "score": 159.6718776384112, "zero_downtime": 7.099253328097907, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 4790480, "heap_mib": 4.5685577392578125, "mobile_score": 34421.895305628015, "mobile_throughput": 484866.41784412303, "mobile_availability": 6121.797655061314, "mobile_accuracy": 5389.4741976722435, "soft_acc_blocks": [ 25.000012647058824, 25.000013636363636, 25.000002999999996, 25.00000513333333, 25.00000246666667, 24.999997529411765, 25.000009846153848, 25.000010857142858, 25.000000666666665, 25.000008166666667, 25.00001011764706, 25.000005499999997, 25.000017, 25.000001923076923, 24.999998166666668, 24.999999, 25.0000021875, 24.99999290909091, 24.999993842105265, 25.0000015, 25.000005333333334, 24.999993083333333, 24.99999692307692, 24.999995928571426, 24.99999676923077, 24.99999825, 25.00000042857143, 25.000004692307694, 25.00000069230769, 25.00000775, 24.999994, 25.0000060625, 25.000003538461538, 25.000002909090906, 24.999992533333334, 25.0000040625, 25.000004285714287, 25.00000073333333, 25.000004866666664, 24.999996333333332 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.108313641, "time_to_acc50_sec": 0, "acc_per_sec": 12.417935235553646, "mobile_acc_per_sec": 2677.045406569881 }, "started": "2026-08-17T22:59:58.468953498+10:00", "ended": "2026-08-17T23:00:00.482787594+10:00" }, { "cell": { "id": "uint|none|sgd|bicameral|simd", "dtype": 22, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4792, "total_correct": 1201, "total_train": 227, "infer_ms": 711.27271, "train_ms": 1811.483226, "blocked_train": 1811483226, "duration": 2015603636, "avg_accuracy": 25.38415570766093, "soft_acc": 24.99999799600489, "adapt_pct": 25.000005601100746, "stability": 99.9999808931223, "consistency": 100, "throughput": 2377.451555658932, "availability": 28.194273566065643, "score": 167.57628544290733, "zero_downtime": 7.048567826504548, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 5580544, "heap_mib": 5.322021484375, "mobile_score": 35919.14780960384, "mobile_throughput": 509594.9800545013, "mobile_availability": 6043.303065987499, "mobile_accuracy": 5358.62589915348, "soft_acc_blocks": [ 24.999979625, 24.99999676923077, 24.999974285714284, 24.999980444444443, 24.9999815, 24.999966999999998, 24.999967625, 24.9999712, 24.999995000000002, 24.999974599999998, 24.999983352941175, 24.999990142857143, 24.99996576923077, 25.00000635714286, 24.9999878, 25.00001876923077, 25.000025473684207, 25.00003141666667, 24.999985133333332, 25.0000404, 25.0000222, 25.00003269230769, 25.00001782352941, 25.000013499999998, 24.99999976923077, 24.99999785714286, 25.000012153846153, 24.9999965, 24.999995166666665, 25.000002588235294, 24.999987785714286, 24.9999960625, 24.999999235294116, 24.9999981875, 25.00000341176471, 24.999995846153848, 24.999986, 25.0000325, 25.0000030625, 25.000004833333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.711410623, "time_to_acc50_sec": 0, "acc_per_sec": 12.403231245215363, "mobile_acc_per_sec": 2658.5712604625805 }, "started": "2026-08-17T23:00:00.871600719+10:00", "ended": "2026-08-17T23:00:02.887840758+10:00" }, { "cell": { "id": "uintptr|none|sgd|bicameral|simd", "dtype": 23, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5192, "total_correct": 1543, "total_train": 235, "infer_ms": 715.138734, "train_ms": 1806.659036, "blocked_train": 1806659036, "duration": 2011983560, "avg_accuracy": 29.186654187603335, "soft_acc": 25.000010743115897, "adapt_pct": 25.000013333461464, "stability": 99.9999922945582, "consistency": 100, "throughput": 2580.5379841175245, "availability": 28.3582903636242, "score": 182.94919223765675, "zero_downtime": 7.08957563747005, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 4811376, "heap_mib": 4.5884857177734375, "mobile_score": 39214.25433356361, "mobile_throughput": 553125.5513560951, "mobile_availability": 6078.459255177352, "mobile_accuracy": 5358.628631433667, "soft_acc_blocks": [ 24.999997875, 25.000012, 25.00000735294118, 25.00000905882353, 25.00001211111111, 25.000017875, 25.000007928571428, 25.000008714285713, 25.000005529411766, 25.000017411764706, 25.000018307692308, 24.999999, 25.000019769230768, 25.0000212, 25.00002048, 25.000014558139537, 25.00002155172414, 25.000031058823527, 25.000019, 25.000021, 25.000014384615383, 25.0000039375, 25.000011857142855, 25.000011642857142, 25.000016857142857, 25.000021588235292, 25.000006615384617, 25.000009769230772, 25.000008846153847, 25.000003647058826, 25.000003882352942, 25.00000514285714, 25.000002181818182, 25.000010684210526, 24.9999994, 25.000007666666665, 25.000002866666666, 25.00000422222222, 25.000001, 25.00000175 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.11038676, "time_to_acc50_sec": 0, "acc_per_sec": 12.425554184506307, "mobile_acc_per_sec": 2663.3560720713176 }, "started": "2026-08-17T23:00:03.224931378+10:00", "ended": "2026-08-17T23:00:05.237827747+10:00" }, { "cell": { "id": "complex64|none|sgd|bicameral|simd", "dtype": 24, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4848, "total_correct": 1112, "total_train": 237, "infer_ms": 714.227502, "train_ms": 1810.170036, "blocked_train": 1810170036, "duration": 2042118615, "avg_accuracy": 22.979537007110537, "soft_acc": 24.999997451637043, "adapt_pct": 24.999991950205708, "stability": 99.99999338276257, "consistency": 100, "throughput": 2374.0050966628105, "availability": 28.292988376381466, "score": 167.91922939661063, "zero_downtime": 7.073246373087332, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 4813088, "heap_mib": 4.590118408203125, "mobile_score": 36199.85071623774, "mobile_throughput": 511785.51978583535, "mobile_availability": 6099.372652087289, "mobile_accuracy": 5389.473134837122, "soft_acc_blocks": [ 24.9999905625, 24.999993625, 24.999991333333334, 24.999999764705883, 24.9999872, 24.999998625, 25.000001846153847, 25.00000357142857, 24.999996529411764, 25.00001006666667, 24.9999922, 24.9999973125, 25.0000106, 24.999990411764706, 24.9999941875, 24.99999346666667, 24.9999898125, 24.999999375, 24.999996214285716, 25.000005764705882, 24.999999125, 24.99999293333333, 24.999998785714286, 25.000001333333334, 24.99998070588235, 24.9999998, 24.9999953125, 24.999989625, 24.999993, 24.999989785714288, 25.0000040625, 25.00000173333333, 24.999998, 24.999994125, 25.00001006666667, 24.99999778571429, 24.999994705882354, 25.000006294117647, 25.00000833333333, 25.000000083333333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.20909091, "time_to_acc50_sec": 0, "acc_per_sec": 12.242186750565926, "mobile_acc_per_sec": 2639.1577331746334 }, "started": "2026-08-17T23:00:05.586759678+10:00", "ended": "2026-08-17T23:00:07.629470999+10:00" }, { "cell": { "id": "complex128|none|sgd|bicameral|simd", "dtype": 25, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4896, "total_correct": 1223, "total_train": 232, "infer_ms": 729.591786, "train_ms": 1793.384479, "blocked_train": 1793384479, "duration": 2011266666, "avg_accuracy": 24.978441685110116, "soft_acc": 24.999995374279244, "adapt_pct": 24.999986811056285, "stability": 99.99998557372415, "consistency": 100, "throughput": 2434.2868515477103, "availability": 28.91790129464416, "score": 175.98613467725232, "zero_downtime": 7.229473985999678, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 5020416, "heap_mib": 4.787841796875, "mobile_score": 18969.45283257962, "mobile_throughput": 262390.4985247216, "mobile_availability": 3117.045360601644, "mobile_accuracy": 2694.7363435012576, "soft_acc_blocks": [ 25.000005277777777, 25.000008454545455, 25.000001166666667, 25.000010384615386, 25.000011705882354, 25.000001071428574, 25.000009055555555, 25.00001330769231, 24.9999969375, 25.00000530769231, 25.00000083333333, 25.000010533333334, 25.000001333333334, 24.99998306666667, 24.999992157894734, 24.999999785714287, 24.999982285714285, 24.99998236842105, 25.0000008125, 24.999976904761905, 24.999968666666664, 24.999971294117646, 24.999976375, 24.9999836, 24.999972666666665, 24.99998233333333, 24.999986749999998, 24.999971125, 24.99999888888889, 24.99998042857143, 25.0000008125, 25.000012071428575, 24.999989785714288, 25.000001375, 25.000008285714284, 24.999987461538463, 25.000032266666665, 25.000001933333333, 24.9999858, 25.0000103 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060293204, "time_to_acc50_sec": 0, "acc_per_sec": 12.429975495988876, "mobile_acc_per_sec": 1339.8205166202745 }, "started": "2026-08-17T23:00:07.975124195+10:00", "ended": "2026-08-17T23:00:09.987072317+10:00" }, { "cell": { "id": "nf4|none|sgd|bicameral|simd", "dtype": 26, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4768, "total_correct": 1489, "total_train": 201, "infer_ms": 724.732688, "train_ms": 1756.070426, "blocked_train": 1756070426, "duration": 2009723354, "avg_accuracy": 31.303328564817537, "soft_acc": 25.00000943890931, "adapt_pct": 25.000014759365055, "stability": 99.99998726642883, "consistency": 100, "throughput": 2372.4658374050023, "availability": 29.21363182390781, "score": 173.27092414138903, "zero_downtime": 7.3034107134251665, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 4812504, "heap_mib": 4.589561462402344, "mobile_score": 597657.0149752669, "mobile_throughput": 8183259.006324959, "mobile_availability": 100765.50395850644, "mobile_accuracy": 86231.61150465056, "soft_acc_blocks": [ 24.999996166666666, 24.9999995, 25.000004076923076, 24.999997272727274, 24.999995583333334, 24.999987142857144, 24.9999960625, 24.999994764705882, 24.999994275, 24.99999905, 25.000004692307694, 25.000000166666666, 24.999980285714287, 25.000009529411763, 25.0000006875, 25.000014333333336, 25.000036454545455, 25.000011125, 25.00001605882353, 25.00001357142857, 25.000021230769228, 25.000026285714284, 25.000003846153845, 25.0000065625, 25.0000226, 25.000018933333333, 25.000008700000002, 25.00001572727273, 25.000018428571426, 25.000014214285716, 25.0000178125, 25.00000857142857, 25.000006428571428, 25.000017384615383, 25.000024749999998, 25.0000365, 25.000002642857144, 25.000002923076924, 25.0000194375, 25.000033777777777 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060137008, "time_to_acc50_sec": 0, "acc_per_sec": 12.439527753484676, "mobile_acc_per_sec": 42907.204781703775 }, "started": "2026-08-17T23:00:10.329811777+10:00", "ended": "2026-08-17T23:00:12.340740074+10:00" }, { "cell": { "id": "fp6|none|sgd|bicameral|simd", "dtype": 27, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2400, "total_correct": 653, "total_train": 133, "infer_ms": 667.556603, "train_ms": 1871.249053, "blocked_train": 1871249053, "duration": 2014989181, "avg_accuracy": 27.385235424297925, "soft_acc": 25.000002191791822, "adapt_pct": 24.99999888407738, "stability": 99.99998274356554, "consistency": 100, "throughput": 1191.0733926665189, "availability": 26.29411989146758, "score": 78.29557333007952, "zero_downtime": 6.573530549179265, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 4554448, "heap_mib": 4.3434600830078125, "mobile_score": 180041.35767579268, "mobile_throughput": 2738883.7144488767, "mobile_availability": 60463.55934060419, "mobile_accuracy": 57487.724338290136, "soft_acc_blocks": [ 25.00002575, 25.000018, 24.999995125, 25.000018, 25.000022857142856, 25.00002475, 25.000000166666666, 25.00001657142857, 25.0000005, 25.000018999999998, 25.000020714285714, 25.000011285714287, 25.000021375, 25.0000054, 25.00001825, 25.0000045, 25.000001714285712, 24.999997375, 24.999988000000002, 24.999998857142856, 25.000011142857144, 25.00000557142857, 25.00000342857143, 24.999994571428573, 25.00000688888889, 25.00002542857143, 25.000002, 24.999981875, 24.999976666666665, 25.00000066666667, 25.000006692307693, 25.000009714285714, 24.999957714285717, 24.99999642857143, 24.999996666666664, 24.999946857142856, 25, 24.9999735, 24.99999766666667, 24.999986000000003 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059798832, "time_to_acc50_sec": 0, "acc_per_sec": 12.407015594686621, "mobile_acc_per_sec": 28530.041193452013 }, "started": "2026-08-17T23:00:12.731516018+10:00", "ended": "2026-08-17T23:00:14.747306968+10:00" }, { "cell": { "id": "int6|none|sgd|bicameral|simd", "dtype": 28, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2272, "total_correct": 517, "total_train": 127, "infer_ms": 669.048695, "train_ms": 1876.418003, "blocked_train": 1876418003, "duration": 2010811609, "avg_accuracy": 22.83345734126984, "soft_acc": 24.999993357529767, "adapt_pct": 24.999988567708336, "stability": 99.99997060270462, "consistency": 100, "throughput": 1129.8920246088553, "availability": 26.283930389884045, "score": 74.24498858045045, "zero_downtime": 6.570980851568759, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 4819280, "heap_mib": 4.5960235595703125, "mobile_score": 170727.00251257548, "mobile_throughput": 2598196.621921612, "mobile_availability": 60440.128492331256, "mobile_accuracy": 57487.70402382705, "soft_acc_blocks": [ 24.999981333333334, 24.99999114285714, 24.99999785714286, 25.000006285714285, 24.999982, 24.99997971428571, 24.999998375, 25, 24.9999794, 24.999976, 25.000001857142855, 24.999963714285713, 24.999983375, 24.99999042857143, 24.999983714285715, 24.999966, 24.999938166666666, 24.99996375, 24.999937428571428, 24.999964428571428, 24.999965857142858, 24.9999765, 24.999952, 24.99995857142857, 24.999980571428573, 24.999989625, 25.000000625, 25.000033000000002, 24.99999785714286, 24.99999875, 25.000046714285713, 25.0000638, 24.999990625, 25.000030625, 25.000013, 25.000051375, 25.00003842857143, 25.000033166666668, 25.000026666666667, 25.000001571428573 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.207723213, "time_to_acc50_sec": 0, "acc_per_sec": 12.432787460364104, "mobile_acc_per_sec": 28589.303824646384 }, "started": "2026-08-17T23:00:15.159953977+10:00", "ended": "2026-08-17T23:00:17.171515426+10:00" }, { "cell": { "id": "uint6|none|sgd|bicameral|simd", "dtype": 29, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2376, "total_correct": 742, "total_train": 131, "infer_ms": 676.856738, "train_ms": 1881.075664, "blocked_train": 1881075664, "duration": 2022324756, "avg_accuracy": 30.95742018398268, "soft_acc": 25.000019349002525, "adapt_pct": 25.00001402876984, "stability": 99.99998563875731, "consistency": 100, "throughput": 1174.8854841195446, "availability": 26.46108777037181, "score": 77.7219299421838, "zero_downtime": 6.615277062549494, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 5884112, "heap_mib": 5.6115264892578125, "mobile_score": 168382.9553947424, "mobile_throughput": 2545365.1268515196, "mobile_availability": 57327.39993782106, "mobile_accuracy": 54162.025390288574, "soft_acc_blocks": [ 24.999997875, 25.000020454545453, 25.000037222222222, 25.000016285714285, 25.00003057142857, 25.00002025, 24.999997428571426, 25.000020833333334, 25.0000355, 25.0000328, 25.000036777777776, 25.000035333333333, 25.00003666666667, 25.0000145, 25.000016428571428, 24.999985857142857, 25.000023777777777, 25.000006625, 25.000013166666665, 25.000021777777775, 24.999997333333337, 25.00001475, 25.000010375, 24.99998757142857, 25.00000742857143, 25.000029125, 25.00002075, 25.000019166666664, 25.000031875, 24.999999875, 25.000020333333335, 25.000003500000002, 25.00004275, 25.0000244, 25.00004075, 25.00002742857143, 25.000032625, 25.00002033333333, 25.000033125, 25.000010333333336 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.110013172, "time_to_acc50_sec": 1.45959342, "acc_per_sec": 12.362020132933843, "mobile_acc_per_sec": 26782.06120436206 }, "started": "2026-08-17T23:00:17.531268683+10:00", "ended": "2026-08-17T23:00:19.554406301+10:00" }, { "cell": { "id": "int5|none|sgd|bicameral|simd", "dtype": 30, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2840, "total_correct": 696, "total_train": 144, "infer_ms": 718.551885, "train_ms": 1827.563438, "blocked_train": 1827563438, "duration": 2019483636, "avg_accuracy": 24.76835317460317, "soft_acc": 25.000001503376687, "adapt_pct": 24.999999490823413, "stability": 99.99998848582543, "consistency": 100, "throughput": 1406.300080561782, "availability": 28.221498001644132, "score": 99.21974324980138, "zero_downtime": 7.055374924686455, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 4921408, "heap_mib": 4.69342041015625, "mobile_score": 273788.00394185196, "mobile_throughput": 3880559.2454609238, "mobile_availability": 77874.69865413684, "mobile_accuracy": 68985.2673063282, "soft_acc_blocks": [ 25.0000225, 25.000014, 25.000018700000002, 25.000003000000003, 25.000004999999998, 25.0000205, 25.000013444444445, 24.99999766666667, 24.99998114285714, 24.999977375, 24.999998833333333, 25.000007285714286, 25.00002028571429, 25.0000118, 24.99999785714286, 24.9999952, 24.999999875, 25.000008444444447, 25.000008, 24.99999625, 25.0000061, 24.9999955, 24.99999414285714, 25.000002769230772, 24.99999511111111, 25.000006, 24.99999275, 25.000005333333334, 24.999992111111112, 25.000001, 24.99997314285714, 25.000008, 25.000005125, 24.999994166666667, 25.00001190909091, 25.000018285714283, 24.999996625, 24.999989125, 24.99998911111111, 24.999986666666665 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059533001, "time_to_acc50_sec": 0, "acc_per_sec": 12.379402862057502, "mobile_acc_per_sec": 34159.85456706528 }, "started": "2026-08-17T23:00:19.968031646+10:00", "ended": "2026-08-17T23:00:21.988404133+10:00" }, { "cell": { "id": "uint5|none|sgd|bicameral|simd", "dtype": 31, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2688, "total_correct": 672, "total_train": 137, "infer_ms": 721.212288, "train_ms": 1818.236965, "blocked_train": 1818236965, "duration": 2018063605, "avg_accuracy": 25.281125992063494, "soft_acc": 24.999985693234127, "adapt_pct": 24.99999609042659, "stability": 99.99998068305266, "consistency": 100, "throughput": 1331.9699108294458, "availability": 28.400342599797565, "score": 94.57095038023638, "zero_downtime": 7.1000815867788685, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 4942856, "heap_mib": 4.713874816894531, "mobile_score": 243051.0511419283, "mobile_throughput": 3423214.9049458257, "mobile_availability": 72989.99422040522, "mobile_accuracy": 64250.94362320752, "soft_acc_blocks": [ 24.999954, 24.999986666666665, 24.999971428571428, 24.999969625, 24.99998066666667, 24.999982625, 24.999962500000002, 24.999957285714284, 24.99994025, 24.9999702, 24.999968428571428, 25.00000925, 24.9999748, 24.999992625, 24.99999485714286, 25.000007444444446, 25.00001044444444, 25.000009, 24.9999975, 25.000012, 25.00000211111111, 24.999998857142856, 25.000000399999998, 25.000024, 24.99999, 24.999975714285714, 24.9999864, 25.000000285714286, 24.999981555555554, 24.99999511111111, 25.0000065, 24.999965, 24.999975, 25.00001933333333, 24.99998011111111, 24.9999819, 24.999967625, 24.99996977777778, 24.99999825, 24.999958200000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.110114736, "time_to_acc50_sec": 0, "acc_per_sec": 12.388105920593185, "mobile_acc_per_sec": 31837.918023999802 }, "started": "2026-08-17T23:00:22.366153629+10:00", "ended": "2026-08-17T23:00:24.385061293+10:00" }, { "cell": { "id": "int3|none|sgd|bicameral|simd", "dtype": 32, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3216, "total_correct": 826, "total_train": 168, "infer_ms": 695.278876, "train_ms": 1842.850529, "blocked_train": 1842850529, "duration": 2020396371, "avg_accuracy": 25.81895795177045, "soft_acc": 25.000002440926018, "adapt_pct": 24.999998920566238, "stability": 99.9999847552678, "consistency": 100, "throughput": 1591.766866225479, "availability": 27.39335806245072, "score": 109.00960993952378, "zero_downtime": 6.848340184264284, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 5201152, "heap_mib": 4.960205078125, "mobile_score": 501337.1085611671, "mobile_throughput": 7320563.743505472, "mobile_availability": 125982.53431444002, "mobile_accuracy": 114975.4498223528, "soft_acc_blocks": [ 24.999999250000002, 25.000005875, 25.000002454545452, 24.9999957, 25.00000890909091, 25.00000588888889, 25.0000131, 25.000009600000002, 25.000001181818185, 24.999997, 25.000006999999997, 25.000008818181815, 25.0000048, 25.000006, 25.00000411111111, 25.000019692307692, 25.000011888888892, 25.000011090909087, 25.00001563636364, 25.00001809090909, 25.000016428571428, 25.0000306, 25.0000134, 25.000012777777776, 25.0000319, 25.00001325, 25.000015555555553, 24.9999861, 24.9999801, 24.999967916666666, 24.999996875, 25.0000055, 25.000001599999997, 24.99999427272727, 24.999974599999998, 24.999978, 24.999967, 24.999983399999998, 24.999978272727272, 25.000004 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.05978946, "time_to_acc50_sec": 0, "acc_per_sec": 12.373810802556633, "mobile_acc_per_sec": 56907.372965358 }, "started": "2026-08-17T23:00:24.715413628+10:00", "ended": "2026-08-17T23:00:26.736496037+10:00" }, { "cell": { "id": "uint3|none|sgd|bicameral|simd", "dtype": 33, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3360, "total_correct": 865, "total_train": 174, "infer_ms": 684.968407, "train_ms": 1842.850597, "blocked_train": 1842850597, "duration": 2019219932, "avg_accuracy": 25.707492160617164, "soft_acc": 24.999994451504257, "adapt_pct": 24.999999710014983, "stability": 99.99999081985354, "consistency": 100, "throughput": 1664.0089307517792, "availability": 27.097209330102814, "score": 112.72497079118745, "zero_downtime": 6.774300829038197, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 5006152, "heap_mib": 4.774238586425781, "mobile_score": 461721.4803607038, "mobile_throughput": 6815780.580359288, "mobile_availability": 110990.16941610113, "mobile_accuracy": 102399.97727336144, "soft_acc_blocks": [ 24.999979500000002, 24.9999817, 24.999993625, 24.999985272727272, 24.999980166666663, 24.999985363636366, 24.999979222222223, 24.999980500000003, 24.999987375, 24.999989333333332, 24.99998672727273, 24.99998325, 24.9999849, 24.99999366666667, 25.000002181818182, 25.000001904761906, 25.00000223076923, 24.999999454545456, 24.999994100000002, 25.000007818181817, 25.000007545454547, 25.000011699999998, 25.000005583333333, 24.999996333333332, 25.0000024, 24.9999915, 25.000003181818183, 25.000011714285712, 24.9999902, 24.9999926, 24.999987222222224, 24.9999928, 24.9999991, 24.9999958, 24.99999, 24.999997636363638, 24.99999911111111, 25.000009555555557, 24.99999590909091, 24.999999875 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.708422047, "time_to_acc50_sec": 0, "acc_per_sec": 12.381016082157146, "mobile_acc_per_sec": 50712.64187251567 }, "started": "2026-08-17T23:00:27.101772721+10:00", "ended": "2026-08-17T23:00:29.121740774+10:00" }, { "cell": { "id": "float64|none|sgd|tricameral|simd", "dtype": 0, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9472, "total_correct": 2451, "total_train": 304, "infer_ms": 854.038721, "train_ms": 1724.283931, "blocked_train": 1724283931, "duration": 2016439749, "avg_accuracy": 25.67598047223142, "soft_acc": 24.999985436588496, "adapt_pct": 24.999977441174483, "stability": 99.99997391093305, "consistency": 100, "throughput": 4697.3880596717, "availability": 33.12381095273409, "score": 388.9882585505142, "zero_downtime": 8.280947914226628, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 5258760, "heap_mib": 5.015144348144531, "mobile_score": 75871.23366775743, "mobile_throughput": 916214.3567816801, "mobile_availability": 6460.72046011423, "mobile_accuracy": 4876.187635631737, "soft_acc_blocks": [ 25.000012285714288, 25.00001406451613, 25.000024739130435, 25.000005730769228, 25.000029615384616, 25.00000057142857, 25.000009548387098, 25.000013439999996, 25.000018703703702, 25.00001419230769, 25.000024142857143, 25.00000639285714, 25.00001553846154, 24.999979399999997, 24.99995825925926, 24.999976814814815, 24.99998871875, 24.999977857142856, 24.999993071428573, 24.999991954545454, 24.999977964285712, 24.99998156666667, 24.999967857142856, 24.9999676875, 24.999982125, 24.999970035714284, 24.999924370370373, 24.999970777777776, 24.999997464285713, 25.00002372413793, 24.99995874074074, 24.999965827586205, 24.999978333333335, 24.99995, 24.99996682, 24.99996680952381, 24.99996510909091, 24.99994320689655, 24.999965413793106, 24.999938588235295 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065347044, "time_to_acc50_sec": 0, "acc_per_sec": 12.398082039885685, "mobile_acc_per_sec": 2418.2163826367505 }, "started": "2026-08-17T23:00:29.511818981+10:00", "ended": "2026-08-17T23:00:31.528871123+10:00" }, { "cell": { "id": "float32|none|sgd|tricameral|simd", "dtype": 1, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14856, "total_correct": 3824, "total_train": 354, "infer_ms": 896.177457, "train_ms": 1623.945481, "blocked_train": 1623945481, "duration": 2016502993, "avg_accuracy": 25.476093044798688, "soft_acc": 25.000014577355934, "adapt_pct": 25.00002281814791, "stability": 99.99998671296339, "consistency": 100, "throughput": 7367.209496623842, "availability": 35.560862666137126, "score": 654.9611947591299, "zero_downtime": 8.890220850367806, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 5372048, "heap_mib": 5.1231842041015625, "mobile_score": 255497.24321270437, "mobile_throughput": 2873913.3426829767, "mobile_availability": 13872.123188618825, "mobile_accuracy": 9752.386638938086, "soft_acc_blocks": [ 25.000000687500002, 25.00000288235294, 24.999992886363636, 24.99999191111111, 25.000005795454545, 24.999997063829785, 24.999999583333334, 25.00000216981132, 24.999991174999998, 24.99999579069767, 25.000000970588236, 24.999991413043478, 24.99999521153846, 25.000015846153847, 25.000033097560976, 25.000017857142858, 25.000027666666668, 25.00002824489796, 25.000015829787234, 25.000024886792453, 25.000027787234046, 25.000029093023254, 25.000023568627448, 25.000025500000003, 25.000022960784317, 25.000020916666667, 25.000023844444442, 25.00001256818182, 25.00002486111111, 25.00002680392157, 25.000018617647058, 25.000023394736843, 25.000030187500002, 25.000004897959187, 25.000033039999998, 25.00002394339623, 25.000010666666668, 25.00002025531915, 25.000021717391306, 25.000027499999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.712013242, "time_to_acc50_sec": 0, "acc_per_sec": 12.39770764741728, "mobile_acc_per_sec": 4836.286716554398 }, "started": "2026-08-17T23:00:31.976480312+10:00", "ended": "2026-08-17T23:00:33.993918822+10:00" }, { "cell": { "id": "float16|none|sgd|tricameral|simd", "dtype": 2, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6880, "total_correct": 1880, "total_train": 246, "infer_ms": 778.242747, "train_ms": 1777.735715, "blocked_train": 1777735715, "duration": 2023626677, "avg_accuracy": 26.951779487791974, "soft_acc": 24.999999691559275, "adapt_pct": 24.999993714631273, "stability": 99.99999236273827, "consistency": 100, "throughput": 3399.83657964003, "availability": 30.4479383754682, "score": 258.7950334659384, "zero_downtime": 7.611984499953208, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 3962688, "heap_mib": 3.77911376953125, "mobile_score": 201909.4203955207, "mobile_throughput": 2652520.120039155, "mobile_availability": 23755.19154017481, "mobile_accuracy": 19504.76166411939, "soft_acc_blocks": [ 25.000014434782607, 24.9999995, 25.0000073, 24.999996799999998, 25.000007666666665, 25.00002106451613, 25.00000251923077, 25.000011022727275, 24.999996736842103, 25.000011409090913, 25.000006619047618, 25.0000064, 25.000009900000002, 24.999994434782607, 25.00000094117647, 24.999991875, 24.999986772727276, 24.99999638888889, 24.999993260869566, 24.99999055, 24.9999943, 24.999990318181815, 24.9999975, 25.00000494736842, 24.999996105263158, 24.999998608695652, 24.999984842105263, 24.99999595652174, 25.000002000000002, 24.99999289473684, 25.000004105263155, 25.000001047619044, 25.00000035, 24.999999739130434, 24.999994909090912, 24.99998755, 25.000002454545452, 24.9999979375, 24.999998, 24.9999985 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.066922715, "time_to_acc50_sec": 0, "acc_per_sec": 12.354057186388472, "mobile_acc_per_sec": 9638.517759132796 }, "started": "2026-08-17T23:00:34.391722005+10:00", "ended": "2026-08-17T23:00:36.417880236+10:00" }, { "cell": { "id": "bfloat16|none|sgd|tricameral|simd", "dtype": 3, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8480, "total_correct": 2159, "total_train": 272, "infer_ms": 799.852614, "train_ms": 1693.564486, "blocked_train": 1693564486, "duration": 2017527861, "avg_accuracy": 25.470455192740925, "soft_acc": 25.00000250587767, "adapt_pct": 24.999999018953222, "stability": 99.99999440660508, "consistency": 100, "throughput": 4203.163764884434, "availability": 32.078572574159374, "score": 337.07876846942867, "zero_downtime": 8.01964394738963, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 5014400, "heap_mib": 4.7821044921875, "mobile_score": 262985.6448858628, "mobile_throughput": 3279268.3392317416, "mobile_availability": 25027.39681214415, "mobile_accuracy": 19504.763859823797, "soft_acc_blocks": [ 25.00001096153846, 25.0000041, 25.00000632142857, 25.00000427586207, 25.000004920000002, 25.000009411764704, 25.000017384615383, 25.000008958333336, 25.000011363636364, 25.000009851851853, 25.000008666666666, 25.000006478260868, 25.000009071428572, 25.000006499999998, 24.999996538461538, 24.999994555555556, 24.999994782608695, 24.999997884615386, 25.000001360000002, 24.999998599999998, 24.999992956521737, 25.00000072413793, 25.000001785714286, 25.000003826086957, 24.99999525, 24.99999729032258, 25.000003375, 24.99999928, 24.9999978, 24.99999932, 25.00000068965517, 25.000001958333332, 25.000006592592595, 24.999999263157893, 24.999999333333335, 25.000001357142857, 24.999996966666668, 25.000007999999998, 24.999996392857145, 24.99999608695652 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058159103, "time_to_acc50_sec": 0, "acc_per_sec": 12.391403850793052, "mobile_acc_per_sec": 9667.655271018732 }, "started": "2026-08-17T23:00:36.831587945+10:00", "ended": "2026-08-17T23:00:38.849864658+10:00" }, { "cell": { "id": "fp8e4m3|none|sgd|tricameral|simd", "dtype": 4, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6296, "total_correct": 1469, "total_train": 243, "infer_ms": 754.93019, "train_ms": 1796.196884, "blocked_train": 1796196884, "duration": 2018346518, "avg_accuracy": 23.40457708560593, "soft_acc": 24.999991481550293, "adapt_pct": 24.999987741660846, "stability": 99.99998669490215, "consistency": 100, "throughput": 3119.385072806413, "availability": 29.59202611637526, "score": 230.77223272090316, "zero_downtime": 7.398004008311952, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 5016208, "heap_mib": 4.7838287353515625, "mobile_score": 360092.5962761217, "mobile_throughput": 4867429.050748597, "mobile_availability": 46174.83389435164, "mobile_accuracy": 39009.51051749714, "soft_acc_blocks": [ 25.000003136363638, 25.000010857142858, 25.000007444444446, 25.000017809523808, 24.99999740909091, 25.0000171875, 25.000008647058824, 25.000009761904764, 25.000004826086954, 24.9999895, 25.000016111111112, 25.00000405, 25.000007285714283, 24.99999182608696, 24.99998683333333, 24.999996409090908, 24.99999342105263, 24.99997790909091, 24.999986210526316, 24.999999722222224, 24.99996727272727, 24.99997676190476, 24.999994875, 24.999974599999998, 24.999989999999997, 24.999979214285712, 24.999991666666666, 24.999981095238095, 24.99997818181818, 24.999982499999998, 24.999982947368423, 24.999984173913045, 24.999977454545455, 24.99998719047619, 24.9999759375, 24.99997904545455, 24.999982904761904, 24.99998888888889, 24.999975294117647, 24.9999829 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.1101037, "time_to_acc50_sec": 0, "acc_per_sec": 12.38637233923689, "mobile_acc_per_sec": 19327.459467243545 }, "started": "2026-08-17T23:00:39.243201041+10:00", "ended": "2026-08-17T23:00:41.262400577+10:00" }, { "cell": { "id": "fp8e5m2|none|sgd|tricameral|simd", "dtype": 5, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6640, "total_correct": 1542, "total_train": 243, "infer_ms": 788.578607, "train_ms": 1759.345479, "blocked_train": 1759345479, "duration": 2016365082, "avg_accuracy": 23.371931307186195, "soft_acc": 24.999995266962507, "adapt_pct": 24.999988734056558, "stability": 99.9999885072557, "consistency": 100, "throughput": 3293.054446972416, "availability": 30.949847027742255, "score": 254.79878023066027, "zero_downtime": 7.7374602920677, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 5542816, "heap_mib": 5.286041259765625, "mobile_score": 397583.16336182266, "mobile_throughput": 5138419.434209148, "mobile_availability": 48293.55178119325, "mobile_accuracy": 39009.51642418226, "soft_acc_blocks": [ 25.00000995652174, 25.000002315789473, 25.000009565217393, 25.000009444444444, 25.000007882352943, 25.000009791666667, 25.00000657142857, 25.00000625, 25.000016866666666, 25.000013043478262, 25.00000719047619, 25.000010954545452, 25.00000272222222, 24.999989833333334, 24.999987653846155, 24.999985315789473, 24.99997775, 24.9999805, 24.999986625, 24.99998519047619, 24.999990809523812, 24.99997759090909, 24.99998508695652, 24.99998395652174, 24.999990695652173, 24.999983080000003, 24.99998752631579, 24.99999852173913, 24.99999857142857, 24.9999847, 24.999986652173913, 24.99997738095238, 24.999997333333337, 24.99999876190476, 24.999977571428573, 25.00000042857143, 24.999988684210525, 25.0000079, 24.99999508695652, 24.999994916666665 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059606911, "time_to_acc50_sec": 0, "acc_per_sec": 12.398546022313289, "mobile_acc_per_sec": 19346.455050436278 }, "started": "2026-08-17T23:00:41.671618986+10:00", "ended": "2026-08-17T23:00:43.688640212+10:00" }, { "cell": { "id": "int64|none|sgd|tricameral|simd", "dtype": 6, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1588, "total_train": 235, "infer_ms": 759.762783, "train_ms": 1782.063619, "blocked_train": 1782063619, "duration": 2027163702, "avg_accuracy": 28.66898667235114, "soft_acc": 25.000006392267334, "adapt_pct": 25.000010934615386, "stability": 99.9999866836732, "consistency": 100, "throughput": 2723.0163970250487, "availability": 29.89042770199379, "score": 203.4803638945741, "zero_downtime": 7.472608836174494, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 5033792, "heap_mib": 4.80059814453125, "mobile_score": 39688.36050057979, "mobile_throughput": 531117.8648673618, "mobile_availability": 5830.056755588884, "mobile_accuracy": 4876.191722987, "soft_acc_blocks": [ 25.0000213125, 25.00000813333333, 25.0000110625, 25.000011733333334, 25.000006375, 25.000009588235294, 24.999997357142856, 24.999997461538463, 24.999993333333336, 24.999995, 25.000007823529412, 24.99999942857143, 25.000003333333332, 25.000014785714285, 25.00003286666667, 25.0000324, 25.000016133333332, 25.00001968421053, 25.000014375, 24.999986214285713, 25.000000882352943, 25.0000168, 24.999989333333332, 25.00003607142857, 25.00004014285714, 25.000008533333336, 25.000007307692307, 25.000000269230767, 24.999985499999998, 24.999998214285714, 24.999993944444444, 25.000010894736842, 24.999984055555554, 24.9999945625, 25.000003125, 24.999996333333335, 25.00000353333333, 25.000006375, 24.999993625, 25.000007785714285 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058285458, "time_to_acc50_sec": 0, "acc_per_sec": 12.332504951426627, "mobile_acc_per_sec": 2405.4257276687363 }, "started": "2026-08-17T23:00:44.11378096+10:00", "ended": "2026-08-17T23:00:46.142146897+10:00" }, { "cell": { "id": "int32|none|sgd|tricameral|simd", "dtype": 7, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5056, "total_correct": 1168, "total_train": 229, "infer_ms": 730.390132, "train_ms": 1783.482948, "blocked_train": 1783482948, "duration": 2013551944, "avg_accuracy": 22.958203886452242, "soft_acc": 24.99999066735343, "adapt_pct": 24.999992669701214, "stability": 99.9999785059053, "consistency": 100, "throughput": 2510.985631667419, "availability": 29.054375808026073, "score": 182.38773239111208, "zero_downtime": 7.2635912404643115, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 5849776, "heap_mib": 5.5787811279296875, "mobile_score": 71148.58589276143, "mobile_throughput": 979523.5378390236, "mobile_availability": 11333.973648540457, "mobile_accuracy": 9752.377311759967, "soft_acc_blocks": [ 24.999984235294118, 24.999995647058824, 24.999975625, 24.999991714285716, 24.999976416666666, 24.999984125, 24.9999549375, 25.000006857142857, 25.000004166666667, 24.999977722222223, 24.999989785714288, 25.00001875, 24.999987142857144, 25.00001905882353, 25.000004, 25.000008235294118, 24.99999375, 25.0000285625, 25.0000015, 25.000010666666665, 25.000027, 24.999987333333333, 25.000012533333333, 25.000026529411766, 25.000018222222224, 25.0000119375, 25.000002285714285, 24.99996188888889, 24.99998438888889, 24.99996775, 24.99997707142857, 24.999945466666667, 24.99994907142857, 24.999988214285715, 24.999957125, 24.999978407407408, 24.99998405882353, 24.999966533333335, 24.999973866666668, 24.99999411111111 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.412671944, "time_to_acc50_sec": 0, "acc_per_sec": 12.415865774830703, "mobile_acc_per_sec": 4843.370115591101 }, "started": "2026-08-17T23:00:46.573667937+10:00", "ended": "2026-08-17T23:00:48.587893837+10:00" }, { "cell": { "id": "int16|none|sgd|tricameral|simd", "dtype": 8, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4800, "total_correct": 1270, "total_train": 225, "infer_ms": 730.782319, "train_ms": 1809.961092, "blocked_train": 1809961092, "duration": 2020458547, "avg_accuracy": 26.413709014691023, "soft_acc": 24.999989250167623, "adapt_pct": 24.999968818217233, "stability": 99.9999803672327, "consistency": 100, "throughput": 2375.6983320083923, "availability": 28.76253917794771, "score": 170.82771741863633, "zero_downtime": 7.190631702562179, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 5024968, "heap_mib": 4.792182922363281, "mobile_score": 133278.15819937797, "mobile_throughput": 1853497.2129345476, "mobile_availability": 22440.25913769025, "mobile_accuracy": 19504.753517845063, "soft_acc_blocks": [ 25.00000513333333, 24.999997384615384, 24.999998133333335, 25.000007294117648, 25.0000125, 24.999996764705884, 25.0000106, 25.0000095625, 25.00001142857143, 25.00001717647059, 25.00000891666667, 24.999993142857143, 25, 24.999989333333332, 24.9999734, 24.999930818181817, 24.999975235294116, 24.999976, 25.000000894736843, 24.999994133333335, 24.99999011111111, 24.999991785714286, 24.99999933333333, 24.999977142857144, 24.9999885, 24.999978470588236, 24.9999749375, 24.99999425, 24.99996157142857, 24.999951, 24.999989416666665, 24.999940133333332, 24.9999749375, 24.999983722222222, 24.99999285714286, 25.000012533333333, 24.999979076923076, 25.000016214285715, 24.999970785714286, 24.999995375 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058619156, "time_to_acc50_sec": 0, "acc_per_sec": 12.373423492052284, "mobile_acc_per_sec": 9653.627166370696 }, "started": "2026-08-17T23:00:49.007011384+10:00", "ended": "2026-08-17T23:00:51.028113002+10:00" }, { "cell": { "id": "int8|none|sgd|tricameral|simd", "dtype": 9, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12800, "total_correct": 3482, "total_train": 340, "infer_ms": 836.507445, "train_ms": 1638.33098, "blocked_train": 1638330980, "duration": 2020209135, "avg_accuracy": 28.0051840075558, "soft_acc": 25.000003634654114, "adapt_pct": 25.00000913851961, "stability": 99.99998765900772, "consistency": 100, "throughput": 6335.977685795387, "availability": 33.800487197462196, "score": 535.3979094697701, "zero_downtime": 8.450123027896348, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 5025480, "heap_mib": 4.792671203613281, "mobile_score": 835424.6998812107, "mobile_throughput": 9886538.895625869, "mobile_availability": 52741.63640411625, "mobile_accuracy": 39009.52948096886, "soft_acc_blocks": [ 24.999981374999997, 24.999986103448276, 24.99998488888889, 24.99999031707317, 24.99999225, 24.999986708737865, 24.999983264705882, 24.999998027027026, 24.999990285714283, 24.999987714285712, 24.999986567567568, 24.999994027777777, 24.99998935897436, 24.999999105263157, 25.000008923076923, 25.00000627906977, 24.99999960526316, 25.000015758620687, 25.000005444444444, 25.000008531914894, 25.000012714285713, 24.9999995, 25.0000075, 25.000009976190476, 25.00000468292683, 25.00000660526316, 25.000009741935486, 25.0000035, 25.000015193548386, 25.00003076, 25.000022625, 25.000009114285714, 25.00001017948718, 25.000012564102565, 25.000013441860464, 25.00001481081081, 25.00002442857143, 25.00001853846154, 25.000015322580648, 25.000009650000003 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.709680582, "time_to_acc50_sec": 0, "acc_per_sec": 12.374958216716564, "mobile_acc_per_sec": 19309.649087874684 }, "started": "2026-08-17T23:00:51.446510972+10:00", "ended": "2026-08-17T23:00:53.467378439+10:00" }, { "cell": { "id": "uint64|none|sgd|tricameral|simd", "dtype": 10, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5280, "total_correct": 1235, "total_train": 238, "infer_ms": 713.031514, "train_ms": 1814.275277, "blocked_train": 1814275277, "duration": 2017640357, "avg_accuracy": 23.65718766698785, "soft_acc": 24.999996101555098, "adapt_pct": 24.999992059895835, "stability": 99.9999923579376, "consistency": 100, "throughput": 2616.9183133562788, "availability": 28.213096903754572, "score": 184.57839612707386, "zero_downtime": 7.053273126066605, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 5248120, "heap_mib": 5.004997253417969, "mobile_score": 35788.549611195005, "mobile_throughput": 507403.42776366003, "mobile_availability": 5470.335854096034, "mobile_accuracy": 4847.336522223417, "soft_acc_blocks": [ 24.999994333333333, 24.9999928125, 24.999999600000002, 25.0000096875, 24.999998642857143, 25.0000045625, 25.000000875, 24.99999338888889, 24.999997, 25.000004071428574, 24.999999533333334, 25.00001622222222, 25.0000042, 24.99999823076923, 24.9999969375, 24.999986266666667, 24.999999875, 24.9999942, 24.9999919375, 24.999984375, 24.999998444444444, 24.999983666666665, 24.999993052631577, 24.99998115, 24.999988975609757, 24.99998694736842, 24.999987, 24.99998776923077, 24.99998353333333, 24.999996866666667, 24.9999876875, 25.000000526315787, 25.000002866666666, 24.999998666666666, 25.000005388888887, 24.9999949375, 25.0000061875, 25.000000782608694, 24.999995133333336, 24.999997727272728 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.215092428, "time_to_acc50_sec": 0, "acc_per_sec": 12.390709778786952, "mobile_acc_per_sec": 2402.477976516514 }, "started": "2026-08-17T23:00:53.913605683+10:00", "ended": "2026-08-17T23:00:55.932587285+10:00" }, { "cell": { "id": "uint32|none|sgd|tricameral|simd", "dtype": 11, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5368, "total_correct": 1457, "total_train": 226, "infer_ms": 755.207711, "train_ms": 1759.811123, "blocked_train": 1759811123, "duration": 2017476934, "avg_accuracy": 27.200742087182682, "soft_acc": 25.000006802910345, "adapt_pct": 25.000002509856138, "stability": 99.99998775744419, "consistency": 100, "throughput": 2660.749131518943, "availability": 30.027914733301753, "score": 199.74192447293518, "zero_downtime": 7.506980726097556, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 5032280, "heap_mib": 4.799156188964844, "mobile_score": 77001.68683681342, "mobile_throughput": 1025734.4416660321, "mobile_availability": 11575.937764480375, "mobile_accuracy": 9637.649681385485, "soft_acc_blocks": [ 25.00002717647059, 25.000017894736843, 25.000008153846156, 25.000019692307692, 25.00002047368421, 25.000024466666666, 24.999993857142858, 25.000029235294118, 25.000030125, 25.0000168125, 25.000018375, 25.0000146, 25.00001827777778, 25.00002611764706, 25.00000695238095, 24.999990647058823, 24.99999988888889, 24.999995941176472, 25.0000116875, 25.000004166666667, 24.999989, 25.000006764705883, 24.9999999, 25.0000166, 25.0000032, 25, 24.999986421052633, 25.000011647058823, 24.999993333333336, 25.00000507142857, 24.999995705882355, 24.99999346666667, 25.0000095625, 24.999999125, 25.000009428571428, 24.999999727272726, 24.999995470588235, 24.99999047368421, 25.0000046, 24.999988076923078 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06066467, "time_to_acc50_sec": 0, "acc_per_sec": 12.391718775859049, "mobile_acc_per_sec": 4777.080480557051 }, "started": "2026-08-17T23:00:56.386823201+10:00", "ended": "2026-08-17T23:00:58.40496581+10:00" }, { "cell": { "id": "uint16|none|sgd|tricameral|simd", "dtype": 12, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5088, "total_correct": 1206, "total_train": 231, "infer_ms": 735.214619, "train_ms": 1782.968915, "blocked_train": 1782968915, "duration": 2022062714, "avg_accuracy": 23.591679347484302, "soft_acc": 24.999996317866334, "adapt_pct": 24.99999782014388, "stability": 99.99999214610735, "consistency": 100, "throughput": 2516.2424314402347, "availability": 29.196228514454262, "score": 183.66194551452045, "zero_downtime": 7.299056053569405, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 3981736, "heap_mib": 3.7972793579101562, "mobile_score": 139958.94489813503, "mobile_throughput": 1917493.7672891538, "mobile_availability": 22248.8840921311, "mobile_accuracy": 19051.15998474056, "soft_acc_blocks": [ 25.000007647058823, 25.000024666666665, 24.99999429411765, 25.000000266666667, 24.99998888888889, 24.999988133333332, 25.000008357142857, 24.999995133333336, 24.99998709090909, 24.999994722222223, 24.9999953125, 24.9999848, 24.99999635714286, 24.999998157894737, 25.00000353333333, 24.99999094117647, 24.999994235294118, 24.999992846153848, 24.999987470588238, 25.000007333333333, 24.999994533333332, 25.00000347368421, 24.999992333333335, 25.0000015625, 24.999996, 24.99998561111111, 25.00000011111111, 24.9999928125, 24.999997214285713, 25.000005555555553, 24.99999508333333, 24.999989199999998, 24.99999313333333, 24.999991933333334, 24.9999966875, 24.999996625, 25.00000735294118, 24.99998247368421, 24.9999966875, 24.99999414285714 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.070418385, "time_to_acc50_sec": 0, "acc_per_sec": 12.363610754886968, "mobile_acc_per_sec": 9421.646446886887 }, "started": "2026-08-17T23:00:58.889541981+10:00", "ended": "2026-08-17T23:01:00.913300625+10:00" }, { "cell": { "id": "uint8|none|sgd|tricameral|simd", "dtype": 13, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10648, "total_correct": 2895, "total_train": 306, "infer_ms": 848.18421, "train_ms": 1664.738223, "blocked_train": 1664738223, "duration": 2019501539, "avg_accuracy": 26.85374053153882, "soft_acc": 25.000000565034806, "adapt_pct": 25.000005541329404, "stability": 99.99999296667715, "consistency": 100, "throughput": 5272.588207718122, "availability": 33.752900561574954, "score": 444.9128737487564, "zero_downtime": 8.438225331109374, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 5055936, "heap_mib": 4.82171630859375, "mobile_score": 662677.5021363295, "mobile_throughput": 7853280.472295792, "mobile_availability": 50273.41116371309, "mobile_accuracy": 37236.3644779573, "soft_acc_blocks": [ 24.99999575, 25.000005352941177, 24.999998551724136, 24.999991, 24.999993346153847, 25.000010037037036, 24.999994233333332, 24.99999503125, 24.99999588235294, 25.0000003030303, 24.99999279411765, 24.999999085714286, 25.00000271875, 25.000004329113924, 24.999997269230768, 25.00000129032258, 24.999999621621622, 24.999989387096775, 24.999992966666664, 24.99999934285714, 24.99999565, 24.99999506451613, 24.999994103448277, 24.99999467857143, 24.99999861764706, 24.99999911111111, 25.0000073030303, 25.000006303030304, 25.00002375, 25.000004464285716, 25.000005205882353, 25.000007615384618, 25.000014909090908, 25.000001714285716, 25.000002078947368, 25.0000131875, 25.000000407407406, 25.00000575, 24.999991393939396, 25.000003000000003 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.70916352, "time_to_acc50_sec": 0, "acc_per_sec": 12.379292653282205, "mobile_acc_per_sec": 18438.39371194324 }, "started": "2026-08-17T23:01:01.335184584+10:00", "ended": "2026-08-17T23:01:03.355422683+10:00" }, { "cell": { "id": "int4|none|sgd|tricameral|simd", "dtype": 14, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11920, "total_correct": 2608, "total_train": 306, "infer_ms": 804.933026, "train_ms": 1660.976988, "blocked_train": 1660976988, "duration": 2020060769, "avg_accuracy": 21.82435704251775, "soft_acc": 25.000005057364262, "adapt_pct": 25.00000252935947, "stability": 99.99998602465104, "consistency": 100, "throughput": 5900.812580950627, "availability": 32.64243307460773, "score": 481.54229681208284, "zero_downtime": 8.160609919498677, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 5068792, "heap_mib": 4.833976745605469, "mobile_score": 1502778.8554226982, "mobile_throughput": 18415031.10977049, "mobile_availability": 101869.26161797582, "mobile_accuracy": 78019.06340187734, "soft_acc_blocks": [ 24.999997194444447, 24.99999894117647, 25.000003151515152, 25.00002027586207, 25.00000275, 25.000003583333335, 25.000004114285712, 24.999995857142856, 25.000006000000003, 25.000013428571428, 25.00001135135135, 25.00000487804878, 25.000022310344825, 24.999986607843137, 24.9999928, 24.99998474193548, 24.999998805555556, 25.00000027027027, 24.999988558823528, 24.999996216216218, 24.999983846153846, 24.99999905882353, 25.000001184210525, 24.999994838709675, 24.999982, 24.999976605263157, 24.999983526315788, 25.000021, 25.000027903225806, 25.00002485, 25.00002313888889, 25.000015805555556, 25.000022472972972, 25.00001975, 25.000017000000003, 25.00003104166667, 25.000011424242423, 25.000014794117646, 25.000017763157896, 25.000002454545456 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.161448778, "time_to_acc50_sec": 0, "acc_per_sec": 12.375867815966808, "mobile_acc_per_sec": 38622.13681843813 }, "started": "2026-08-17T23:01:03.815145306+10:00", "ended": "2026-08-17T23:01:05.835932844+10:00" }, { "cell": { "id": "uint4|none|sgd|tricameral|simd", "dtype": 15, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4744, "total_correct": 1300, "total_train": 221, "infer_ms": 717.673339, "train_ms": 1775.966065, "blocked_train": 1775966065, "duration": 2027141122, "avg_accuracy": 27.304505297817503, "soft_acc": 24.999990098885988, "adapt_pct": 24.999984877380548, "stability": 99.99999099506371, "consistency": 100, "throughput": 2340.241608497151, "availability": 28.78015714095606, "score": 168.38123641438028, "zero_downtime": 7.195036435682844, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 5080360, "heap_mib": 4.845008850097656, "mobile_score": 479784.0308544707, "mobile_throughput": 6668264.089324752, "mobile_availability": 82005.9294952042, "mobile_accuracy": 71234.75439654748, "soft_acc_blocks": [ 24.99998492857143, 25.000003357142855, 24.9999858, 24.999992111111112, 24.9999867, 24.999991, 24.999991285714287, 24.999982692307693, 24.999992, 24.99999053846154, 24.999995928571426, 24.999996333333335, 25.00000275, 24.999976933333336, 24.999981416666667, 24.99997923076923, 24.999983571428572, 24.999978368421054, 24.999974285714284, 24.9999980625, 25.000001470588234, 24.99999775, 25.000004785714285, 24.99999607692308, 24.999998714285713, 25.00000686666667, 24.999982777777777, 24.999999, 24.99999647368421, 24.999979615384614, 24.999992352941177, 24.999977642857143, 24.9999818125, 24.99999475, 24.999999692307693, 24.999976357142856, 24.999988214285715, 24.999994933333333, 24.999991875, 24.999975499999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.215282331, "time_to_acc50_sec": 0, "acc_per_sec": 12.332634283606618, "mobile_acc_per_sec": 35140.50088741058 }, "started": "2026-08-17T23:01:06.291333456+10:00", "ended": "2026-08-17T23:01:08.319180252+10:00" }, { "cell": { "id": "fp4|none|sgd|tricameral|simd", "dtype": 16, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8712, "total_correct": 2143, "total_train": 256, "infer_ms": 743.844037, "train_ms": 1707.667842, "blocked_train": 1707667842, "duration": 2017044975, "avg_accuracy": 24.486325871413353, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4319.189759266523, "availability": 30.342257093342027, "score": 327.6349152764872, "zero_downtime": 7.585564273335507, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 6863856, "heap_mib": 6.5458831787109375, "mobile_score": 1022470.5622647556, "mobile_throughput": 13479162.860156706, "mobile_availability": 94690.96004139348, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059994779, "time_to_acc50_sec": 0, "acc_per_sec": 12.39436914390072, "mobile_acc_per_sec": 38679.87505784179 }, "started": "2026-08-17T23:01:08.819718305+10:00", "ended": "2026-08-17T23:01:10.837944995+10:00" }, { "cell": { "id": "int2|none|sgd|tricameral|simd", "dtype": 17, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11944, "total_correct": 2830, "total_train": 302, "infer_ms": 798.28451, "train_ms": 1639.974777, "blocked_train": 1639974777, "duration": 2025345532, "avg_accuracy": 23.494033313080646, "soft_acc": 25.000014439199965, "adapt_pct": 24.999993450042, "stability": 99.99996484473743, "consistency": 100, "throughput": 5897.265336352494, "availability": 32.73993517654959, "score": 482.6904908641537, "zero_downtime": 8.184988521522106, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 5740152, "heap_mib": 5.474235534667969, "mobile_score": 3012724.19135935, "mobile_throughput": 36807922.00792353, "mobile_availability": 204347.08492670037, "mobile_accuracy": 156038.18536070563, "soft_acc_blocks": [ 25.000042190476194, 25.00003696875, 25.00006675, 25.000026322580645, 25.000052515151513, 25.00006507692308, 25.000052083333333, 25.00007527777778, 25.000043161290325, 25.00006709090909, 25.000075727272726, 25.000024, 25.000043124999998, 24.999997979591836, 25.000052333333333, 25.000013852941176, 25.000023575, 24.999998333333334, 24.99997836, 24.99999559550562, 25.000065767441857, 25.000009885714288, 24.999995268292682, 25.0000075, 25.00001924137931, 25.00001905882353, 24.99996192682927, 24.999957846153848, 24.999984599999998, 24.999955486486485, 24.99997071875, 24.999953758620688, 24.999994325, 25.00001337777778, 24.999986, 25.00000208333333, 24.999997421052633, 24.99996941666667, 25.00000641025641, 24.99997715625 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.161772843, "time_to_acc50_sec": 0, "acc_per_sec": 12.343579919675635, "mobile_acc_per_sec": 77042.74796341547 }, "started": "2026-08-17T23:01:11.290813227+10:00", "ended": "2026-08-17T23:01:13.316811204+10:00" }, { "cell": { "id": "uint2|none|sgd|tricameral|simd", "dtype": 18, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5072, "total_correct": 1398, "total_train": 218, "infer_ms": 741.217434, "train_ms": 1759.771201, "blocked_train": 1759771201, "duration": 2018297552, "avg_accuracy": 27.420653823866736, "soft_acc": 24.999978878035858, "adapt_pct": 24.999954480788308, "stability": 99.99995490234357, "consistency": 100, "throughput": 2513.0090431779904, "availability": 29.63697729877929, "score": 186.19482259858535, "zero_downtime": 7.409238064783104, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 5741624, "heap_mib": 5.475639343261719, "mobile_score": 976197.1115056712, "mobile_throughput": 13175404.852297023, "mobile_availability": 155383.11554022395, "mobile_accuracy": 131071.88926007664, "soft_acc_blocks": [ 24.9999724, 24.99998008333333, 24.99996246153846, 25.000010294117647, 25.000023416666664, 25.0000006875, 25.00001993333333, 24.99999507142857, 25.000011625, 24.9999783125, 24.999990500000003, 24.999996785714284, 25.00002981818182, 24.999927153846155, 24.999868083333336, 24.9999475, 24.999900555555556, 24.999965538461538, 24.999929875, 24.99993245, 24.999905733333332, 24.999923916666663, 24.999953375, 24.99993953846154, 24.999900307692307, 24.999924705882353, 24.999942125, 25.000007857142858, 25.0000465, 24.999996071428573, 25.00002483333333, 25.00000275, 25.0000198, 25.000029466666668, 24.999991125, 25.000049869565213, 25.00002985, 24.999995972972975, 25.000029611111113, 24.99999916666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059928218, "time_to_acc50_sec": 0, "acc_per_sec": 12.386666600899618, "mobile_acc_per_sec": 64941.80658852459 }, "started": "2026-08-17T23:01:13.853128351+10:00", "ended": "2026-08-17T23:01:15.872085952+10:00" }, { "cell": { "id": "ternary|none|sgd|tricameral|simd", "dtype": 19, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11216, "total_correct": 2768, "total_train": 296, "infer_ms": 795.562799, "train_ms": 1654.999779, "blocked_train": 1654999779, "duration": 2022532029, "avg_accuracy": 24.621516133259004, "soft_acc": 25.000015727198818, "adapt_pct": 25.00001328787119, "stability": 99.99998269108933, "consistency": 100, "throughput": 5545.524045691144, "availability": 32.46449636267971, "score": 450.0818961671531, "zero_downtime": 8.116129196425815, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 5672792, "heap_mib": 5.409996032714844, "mobile_score": 2809196.871162909, "mobile_throughput": 34612520.36746808, "mobile_availability": 202627.92701186452, "mobile_accuracy": 156038.19339978113, "soft_acc_blocks": [ 25.000035727272728, 25.0000301875, 25.0000306875, 25.00003876190476, 25.00003381818182, 25.000005815789475, 25.00003555882353, 25.00004334375, 25.00002261764706, 25.00002655, 25.000016486486487, 25.000051324324325, 25.000033785714283, 25.000006314285713, 25.000022435897435, 25.0000079, 24.9999950952381, 24.99997810526316, 24.999995651162788, 24.999986125, 24.999987972972974, 24.999994212121212, 25.000006032258064, 25.00001835135135, 25.000003, 24.999999547619048, 25.00002027906977, 25.00002310810811, 25.00003613333333, 24.99999503703704, 25.00001521621622, 25.000007342105263, 25.00002110526316, 25.000003575, 25.000002289473684, 25.000000617647057, 25.000034772727272, 25.000031076923076, 25.000020555555555, 25.000012571428574 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061272745, "time_to_acc50_sec": 0, "acc_per_sec": 12.360751458437752, "mobile_acc_per_sec": 77149.92453144539 }, "started": "2026-08-17T23:01:16.336673731+10:00", "ended": "2026-08-17T23:01:18.359858153+10:00" }, { "cell": { "id": "binary|none|sgd|tricameral|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10912, "total_correct": 2500, "total_train": 302, "infer_ms": 783.665325, "train_ms": 1652.550477, "blocked_train": 1652550477, "duration": 2030442847, "avg_accuracy": 23.092993938429455, "soft_acc": 24.99986338103628, "adapt_pct": 24.99995239965615, "stability": 99.99986327536745, "consistency": 100, "throughput": 5374.197070418697, "availability": 32.167319674909486, "score": 432.18142612025116, "zero_downtime": 8.041785972068574, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 5210544, "heap_mib": 4.9691619873046875, "mobile_score": 5394941.322327006, "mobile_throughput": 67086357.944182806, "mobile_availability": 401546.18327902246, "mobile_accuracy": 312074.4850551607, "soft_acc_blocks": [ 24.999650416666668, 24.999656736842105, 24.99963417142857, 24.999615451612904, 24.999790081081084, 24.999759733333335, 24.999831195121953, 24.999676777777776, 24.99962805263158, 24.99981609090909, 24.99971442857143, 24.999808375, 24.999738170731707, 24.99983917647059, 24.9999106969697, 25.000064029411764, 25.00000029032258, 24.99998975, 24.99967688235294, 25.0000425, 24.99982619512195, 24.999739878787878, 24.999988, 24.999882999999997, 24.999946194444444, 25.000059424242426, 24.999937787878785, 24.99992364516129, 25.000039931034483, 24.999903640000003, 25.00000702325581, 24.99987725714286, 24.999910285714286, 25.000084444444447, 24.999915264705884, 24.999991085714285, 24.99999748275862, 24.99998255263158, 24.99978244117647, 24.9998967 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.712720001, "time_to_acc50_sec": 0, "acc_per_sec": 12.312517645090987, "mobile_acc_per_sec": 153697.74407403482 }, "started": "2026-08-17T23:01:18.880923801+10:00", "ended": "2026-08-17T23:01:20.912182166+10:00" }, { "cell": { "id": "int|none|sgd|tricameral|simd", "dtype": 21, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4624, "total_correct": 1352, "total_train": 201, "infer_ms": 760.27719, "train_ms": 1758.787443, "blocked_train": 1758787443, "duration": 2028559951, "avg_accuracy": 29.546828698209758, "soft_acc": 25.000014914497886, "adapt_pct": 25.000008579917385, "stability": 99.99998569104541, "consistency": 100, "throughput": 2279.4495167473606, "availability": 30.180932241288783, "score": 171.9898811366239, "zero_downtime": 7.5452375616566965, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 5718056, "heap_mib": 5.453163146972656, "mobile_score": 33546.2168159815, "mobile_throughput": 444601.20098081854, "mobile_availability": 5886.718974300898, "mobile_accuracy": 4876.193385227778, "soft_acc_blocks": [ 25.000009923076924, 25.000021399999998, 25.000022636363635, 25.000032666666666, 25.000002818181816, 25.000038285714286, 25.00000825, 25.00001875, 25.000013692307693, 25.000016000000002, 25.000009714285714, 25.00001514285714, 25.000031571428572, 24.999976230769228, 25.000015714285716, 24.999997727272728, 25.000009785714287, 25.000010214285712, 25.00000176923077, 25.000012857142856, 25.00003865625, 25.000025862068966, 25.0000359375, 25.000004714285716, 25.000023933333335, 25.000004470588234, 25.0000166, 25.000045153846152, 25.00001413333333, 24.999993294117647, 25.0000216, 25.000010909090907, 24.99999826666667, 25.000022727272725, 25.000041749999998, 25.000002733333336, 24.999994642857143, 25.000009307692306, 25.000004666666666, 25.00002207142857 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067093765, "time_to_acc50_sec": 0, "acc_per_sec": 12.324020742977728, "mobile_acc_per_sec": 2403.770903011275 }, "started": "2026-08-17T23:01:21.390619223+10:00", "ended": "2026-08-17T23:01:23.419992609+10:00" }, { "cell": { "id": "uint|none|sgd|tricameral|simd", "dtype": 22, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4448, "total_correct": 1125, "total_train": 206, "infer_ms": 729.656424, "train_ms": 1798.908931, "blocked_train": 1798908931, "duration": 2104981614, "avg_accuracy": 25.535939839708227, "soft_acc": 25.0000035950628, "adapt_pct": 24.999997285531137, "stability": 99.99998111006104, "consistency": 100, "throughput": 2113.0825896135357, "availability": 28.856538058515007, "score": 152.44064234126523, "zero_downtime": 7.214135552039417, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 5224048, "heap_mib": 4.9820404052734375, "mobile_score": 29557.24833277266, "mobile_throughput": 409712.9603340612, "mobile_availability": 5595.094905925561, "mobile_accuracy": 4847.337975165786, "soft_acc_blocks": [ 25.00001776470588, 24.999999272727276, 25.000006153846154, 25.00001991666667, 25.000015285714287, 25.000030083333332, 25.000016153846154, 25.000021307692307, 24.99999946666667, 25.000024307692307, 25.000016000000002, 25.000009533333333, 25.000028888888888, 25.000006199999998, 25.000013499999998, 25.00001376923077, 25.000027166666666, 25.000023769230772, 25.00000633333333, 25.000019823529414, 25.00001507142857, 25.000016714285714, 25.0000122, 25.0000250625, 25.000016307692306, 25.000009, 24.999984384615384, 24.999972285714286, 24.99997969230769, 24.999981285714284, 24.99998092857143, 24.999966875, 24.999996133333333, 24.99996625, 24.999997307692304, 24.999986, 24.99999488888889, 24.999984400000002, 24.999961576923077, 24.99998274074074 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061094881, "time_to_acc50_sec": 0, "acc_per_sec": 11.876590003822617, "mobile_acc_per_sec": 2302.7934984926596 }, "started": "2026-08-17T23:01:23.920978493+10:00", "ended": "2026-08-17T23:01:26.026706407+10:00" }, { "cell": { "id": "uintptr|none|sgd|tricameral|simd", "dtype": 23, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4248, "total_correct": 935, "total_train": 204, "infer_ms": 702.962555, "train_ms": 1790.518769, "blocked_train": 1790518769, "duration": 2039182441, "avg_accuracy": 21.803512816840016, "soft_acc": 24.99998809126857, "adapt_pct": 24.999980132413423, "stability": 99.99998908375699, "consistency": 100, "throughput": 2083.187808304593, "availability": 28.192012036902668, "score": 146.82306947803653, "zero_downtime": 7.047999651914669, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 5934904, "heap_mib": 5.659965515136719, "mobile_score": 28468.037518676338, "mobile_throughput": 403916.556819674, "mobile_availability": 5466.247635652228, "mobile_accuracy": 4847.334969080997, "soft_acc_blocks": [ 25.00000238461538, 24.999988066666667, 24.999990999999998, 24.99999215384615, 25.000013923076924, 25.00001107142857, 24.999999692307693, 24.999999333333335, 24.999996642857145, 25.000004333333333, 25.000003333333332, 25.000007666666665, 25.000003583333335, 24.999980923076922, 24.999985916666663, 24.99997690909091, 24.999989571428575, 24.99998533333333, 24.99998588235294, 24.9999846, 24.999995636363636, 24.999982, 24.99997746153846, 24.99998241666667, 24.99998414285714, 24.999987357142857, 24.999981076923078, 24.99997054545455, 24.999975916666667, 24.9999802, 24.99997746153846, 24.999980636363638, 24.999986928571428, 24.999973714285716, 24.999975857142857, 24.99998607142857, 24.999972615384614, 24.999980125, 24.999988, 24.999983166666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.073012078, "time_to_acc50_sec": 0, "acc_per_sec": 12.259809416075965, "mobile_acc_per_sec": 2377.097248201049 }, "started": "2026-08-17T23:01:26.49663121+10:00", "ended": "2026-08-17T23:01:28.536746148+10:00" }, { "cell": { "id": "complex64|none|sgd|tricameral|simd", "dtype": 24, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4624, "total_correct": 1120, "total_train": 206, "infer_ms": 752.547463, "train_ms": 1769.608804, "blocked_train": 1769608804, "duration": 2027709684, "avg_accuracy": 24.123983755496816, "soft_acc": 24.999998326372253, "adapt_pct": 24.999998859661176, "stability": 99.99999349377708, "consistency": 100, "throughput": 2280.4053442593313, "availability": 29.837463794228896, "score": 170.1037683511435, "zero_downtime": 7.459365449189151, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 5750536, "heap_mib": 5.484138488769531, "mobile_score": 33178.33500791827, "mobile_throughput": 444787.6328612486, "mobile_availability": 5819.7262714838835, "mobile_accuracy": 4876.190149753369, "soft_acc_blocks": [ 24.999996538461538, 24.999995714285713, 25.00000826666667, 24.99999453846154, 24.999999896551724, 25.000010857142858, 24.99999875, 24.99999317647059, 24.9999912, 25.000001357142857, 24.999995625, 24.99999907142857, 24.999990416666666, 25.000004625, 24.999998875, 25.00000492857143, 24.9999995, 25.000003785714284, 25.0000021875, 24.999996333333332, 25.00001176923077, 25.000011357142856, 25.000000266666667, 25.00000381818182, 25.000004611111112, 25.000009000000002, 24.99999761538462, 24.999995, 24.99999683333333, 24.999993500000002, 25.000000352941175, 24.999997714285715, 24.999994642857143, 24.999995266666666, 24.99998583333333, 24.999991, 24.9999924375, 24.99998925, 24.999988142857145, 24.999989 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.712401793, "time_to_acc50_sec": 0, "acc_per_sec": 12.32918031789222, "mobile_acc_per_sec": 2404.7772658136446 }, "started": "2026-08-17T23:01:29.072391966+10:00", "ended": "2026-08-17T23:01:31.100872428+10:00" }, { "cell": { "id": "complex128|none|sgd|tricameral|simd", "dtype": 25, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4872, "total_correct": 817, "total_train": 208, "infer_ms": 764.134913, "train_ms": 1762.367697, "blocked_train": 1762367697, "duration": 2090015410, "avg_accuracy": 17.093652529101444, "soft_acc": 24.99997284750058, "adapt_pct": 24.999971840531405, "stability": 99.99999126631019, "consistency": 100, "throughput": 2331.083290912195, "availability": 30.244770378448173, "score": 176.2575057332108, "zero_downtime": 7.561184382400942, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 5434496, "heap_mib": 5.1827392578125, "mobile_score": 17189.303416267416, "mobile_throughput": 227336.12284705596, "mobile_availability": 2949.585225479136, "mobile_accuracy": 2438.0925900800567, "soft_acc_blocks": [ 24.999971692307692, 24.99997090909091, 24.999975714285714, 24.999980846153846, 24.999969272727274, 24.999977666666666, 24.999976428571426, 24.9999598, 24.99996786666667, 24.999956666666666, 24.999963833333336, 24.9999683125, 24.999966714285712, 24.999980470588234, 24.999963400000002, 24.999976384615383, 24.999975933333335, 24.999995846153848, 24.999962083333333, 24.999980545454545, 24.999989000000003, 24.99997592, 24.9999732, 24.999982, 24.99999253846154, 24.999980157894736, 24.999979785714284, 24.999971066666667, 24.99996235, 24.999965333333336, 24.999965, 24.999973599999997, 24.999976615384615, 24.999969071428573, 24.9999738125, 24.999960466666668, 24.999963214285714, 24.999969999999998, 24.999968666666668, 24.999981714285717 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.361471087, "time_to_acc50_sec": 0, "acc_per_sec": 11.961621300916907, "mobile_acc_per_sec": 1166.542877346563 }, "started": "2026-08-17T23:01:31.63567544+10:00", "ended": "2026-08-17T23:01:33.726401525+10:00" }, { "cell": { "id": "nf4|none|sgd|tricameral|simd", "dtype": 26, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3968, "total_correct": 806, "total_train": 189, "infer_ms": 677.056276, "train_ms": 1814.884502, "blocked_train": 1814884502, "duration": 2031520063, "avg_accuracy": 20.48695141663891, "soft_acc": 24.99998328104729, "adapt_pct": 24.9999782013986, "stability": 99.99998852714546, "consistency": 100, "throughput": 1953.2172348523836, "availability": 27.169838142919144, "score": 132.67140159711346, "zero_downtime": 6.792454993217396, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 5749608, "heap_mib": 5.483253479003906, "mobile_score": 414035.8559556394, "mobile_throughput": 6095525.938251706, "mobile_availability": 84790.595834969, "mobile_accuracy": 78018.99544317691, "soft_acc_blocks": [ 24.999985000000002, 24.999992214285715, 24.999974538461537, 25.00000042857143, 24.9999975, 24.999983363636364, 24.999968, 24.999977416666667, 24.99997, 24.999987100000002, 24.999968666666668, 24.999981833333333, 24.999987100000002, 24.999975, 24.999999727272726, 24.999983, 24.99997281818182, 24.999995066666667, 24.99999215384615, 24.999992, 24.99999075, 25.000001, 24.999990500000003, 24.9999892, 24.9999817, 25.0000055, 24.999981538461537, 24.999969545454544, 24.9999808, 24.99996318181818, 24.999985000000002, 24.999978, 24.999962818181817, 24.999989000000003, 24.999972500000002, 24.999966800000003, 24.999999727272726, 24.999978642857144, 24.999966033333333, 24.99999607692308 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058594163, "time_to_acc50_sec": 0, "acc_per_sec": 12.30604793738987, "mobile_acc_per_sec": 38404.24560118012 }, "started": "2026-08-17T23:01:34.309974677+10:00", "ended": "2026-08-17T23:01:36.34274833+10:00" }, { "cell": { "id": "fp6|none|sgd|tricameral|simd", "dtype": 27, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1968, "total_correct": 486, "total_train": 114, "infer_ms": 659.440335, "train_ms": 1876.801998, "blocked_train": 1876801998, "duration": 2027884934, "avg_accuracy": 24.5608878968254, "soft_acc": 25.00000726758929, "adapt_pct": 25.000004479166666, "stability": 99.99998190175432, "consistency": 100, "throughput": 970.4692643078733, "availability": 26.000683232030887, "score": 63.08217815743685, "zero_downtime": 6.500172697630592, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 5742384, "heap_mib": 5.4763641357421875, "mobile_score": 131242.97230875498, "mobile_throughput": 2019069.006529549, "mobile_availability": 54094.627818869085, "mobile_accuracy": 52012.713532975606, "soft_acc_blocks": [ 24.999994333333333, 24.9999945, 24.999990714285712, 24.999991666666666, 24.99999775, 24.999984666666666, 24.999995333333334, 24.999987333333333, 25.000013, 24.999981833333333, 25.000050666666667, 25.000028333333333, 24.9999922, 25.000005333333334, 24.9999875, 25.000039571428573, 24.999993714285715, 25.0000074, 25.0000225, 25.00001157142857, 25.000033857142856, 25.0000118, 25.000038333333332, 25.000017625, 24.99999366666667, 25.0000268, 24.999997, 24.999998714285713, 24.999989499999998, 25.0000245, 25.000001571428573, 25.000002285714285, 25.000018, 25.0000062, 24.999991714285716, 25.000041333333332, 24.999989, 24.999991714285716, 25.000014500000002, 25.000032666666666 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.109879083, "time_to_acc50_sec": 0, "acc_per_sec": 12.328119238144748, "mobile_acc_per_sec": 25648.749917176323 }, "started": "2026-08-17T23:01:36.862322446+10:00", "ended": "2026-08-17T23:01:38.891080553+10:00" }, { "cell": { "id": "int6|none|sgd|tricameral|simd", "dtype": 28, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1992, "total_correct": 583, "total_train": 116, "infer_ms": 657.287795, "train_ms": 1894.447094, "blocked_train": 1894447094, "duration": 2051056167, "avg_accuracy": 28.967261904761916, "soft_acc": 24.999995162529764, "adapt_pct": 24.999982421130955, "stability": 99.99995534115757, "consistency": 100, "throughput": 971.206947937277, "availability": 25.758467222963922, "score": 62.541993736089275, "zero_downtime": 6.439615559682795, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 7059632, "heap_mib": 6.7325897216796875, "mobile_score": 130119.11433296339, "mobile_throughput": 2020603.7631751553, "mobile_availability": 53590.69548965599, "mobile_accuracy": 52012.68834830319, "soft_acc_blocks": [ 25.000027857142857, 25.000033857142856, 25.000048, 25.000049999999998, 25.000028166666667, 25.000040714285714, 25.0000348, 25.000034666666664, 25.000028714285715, 25.0000285, 25.000029833333333, 25.00007342857143, 25.000045, 24.99999166666667, 24.99998825, 25.000023857142857, 24.999991499999997, 24.999999714285714, 25.00003666666667, 24.999956, 25.000000857142858, 25.000019, 25.0000015, 24.999988000000002, 24.999988666666667, 25.000014714285715, 24.99997983333333, 24.999917333333332, 25.000016428571428, 24.999897, 24.999891333333334, 24.99996133333333, 25.000013999999997, 24.999960333333334, 24.999915666666666, 24.9999816, 24.999942875, 24.999939166666667, 24.999937666666668, 24.999948 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.069651937, "time_to_acc50_sec": 0.970342552, "acc_per_sec": 12.188839859561858, "mobile_acc_per_sec": 25358.978064642728 }, "started": "2026-08-17T23:01:39.48457373+10:00", "ended": "2026-08-17T23:01:41.536409737+10:00" }, { "cell": { "id": "uint6|none|sgd|tricameral|simd", "dtype": 29, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2160, "total_correct": 451, "total_train": 122, "infer_ms": 654.597339, "train_ms": 1904.390344, "blocked_train": 1904390344, "duration": 2062938169, "avg_accuracy": 21.29947187208217, "soft_acc": 24.999995782915498, "adapt_pct": 24.999998569444443, "stability": 99.99998837171223, "consistency": 100, "throughput": 1047.0502860718555, "availability": 25.58032394406019, "score": 66.95970246360655, "zero_downtime": 6.395079907271171, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 6270840, "heap_mib": 5.980339050292969, "mobile_score": 130993.16598969906, "mobile_throughput": 2048342.9118807497, "mobile_availability": 50042.749552176974, "mobile_accuracy": 48907.45443669105, "soft_acc_blocks": [ 24.999998333333334, 24.99998042857143, 24.99998242857143, 24.999997142857143, 24.999986200000002, 24.999986500000002, 24.999981333333334, 24.9999698, 24.9999815, 24.999995666666667, 24.999991166666664, 24.99999042857143, 25.0000045, 24.99999683333333, 25.00000783333333, 24.99999522222222, 24.999997666666665, 25.000001470588234, 25.000004714285716, 24.99997971428571, 25.000005333333334, 24.999990571428572, 25.000021166666667, 25.000010500000002, 25.000000333333332, 25.000017285714286, 24.99999216666667, 25.0000105, 24.99999366666667, 24.999994666666666, 24.99999766666667, 24.999989666666664, 25.000010428571425, 24.999979999999997, 24.999996285714285, 24.9999796, 24.999993, 24.999993500000002, 25.000013428571428, 25.000012666666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061089572, "time_to_acc50_sec": 0, "acc_per_sec": 12.118635526063358, "mobile_acc_per_sec": 23707.668592122034 }, "started": "2026-08-17T23:01:42.132851866+10:00", "ended": "2026-08-17T23:01:44.196591647+10:00" }, { "cell": { "id": "int5|none|sgd|tricameral|simd", "dtype": 30, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2312, "total_correct": 549, "total_train": 132, "infer_ms": 664.196534, "train_ms": 1875.308287, "blocked_train": 1875308287, "duration": 2021721977, "avg_accuracy": 24.299603174603178, "soft_acc": 24.99999644588294, "adapt_pct": 25.000005048611115, "stability": 99.99998486136894, "consistency": 100, "throughput": 1143.5795951680452, "availability": 26.154568737477508, "score": 74.77456719119424, "zero_downtime": 6.538641254805388, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 6314184, "heap_mib": 6.021675109863281, "mobile_score": 186682.8965882707, "mobile_throughput": 2855071.7085307813, "mobile_availability": 65297.74540111718, "mobile_accuracy": 62415.22922199559, "soft_acc_blocks": [ 24.99998825, 24.999990999999998, 24.999960428571427, 24.99998457142857, 24.999982166666666, 24.999976428571426, 24.99998485714286, 25.000000285714286, 24.999988000000002, 24.999968, 24.999980285714287, 24.999975375, 24.999977, 24.9999945, 25.000008500000003, 24.999999, 25.000003714285715, 24.999986333333336, 25.000011999999998, 25.000023714285714, 24.99999825, 24.999993285714286, 25.000000375, 25.0000055, 24.999992142857142, 24.999995285714284, 25.00000357142857, 25.00000783333333, 25.000024555555555, 24.999998714285713, 24.999979999999997, 25.0000116, 25.000000399999998, 25.000002857142857, 25.0000214, 24.99999125, 24.9999955, 25.000011875, 25.000018428571426, 25.0000206 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.260953961, "time_to_acc50_sec": 0, "acc_per_sec": 12.365694556568071, "mobile_acc_per_sec": 30872.310798447434 }, "started": "2026-08-17T23:01:44.811646577+10:00", "ended": "2026-08-17T23:01:46.834260426+10:00" }, { "cell": { "id": "uint5|none|sgd|tricameral|simd", "dtype": 31, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2288, "total_correct": 609, "total_train": 127, "infer_ms": 667.852148, "train_ms": 1853.61697, "blocked_train": 1853616970, "duration": 2085791033, "avg_accuracy": 26.698390151515156, "soft_acc": 25.000002368837478, "adapt_pct": 25.000008584523812, "stability": 99.99998392699541, "consistency": 100, "throughput": 1096.9459374408962, "availability": 26.486628102339505, "score": 72.63600461593794, "zero_downtime": 6.6216576530100495, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 6317416, "heap_mib": 6.024757385253906, "mobile_score": 168505.24596495958, "mobile_throughput": 2544759.2550841263, "mobile_availability": 61445.22687840431, "mobile_accuracy": 57996.46567235869, "soft_acc_blocks": [ 25.0000015, 24.999986625, 24.999999142857142, 24.99999581818182, 24.99999133333333, 24.999978625, 24.999988000000002, 24.99999042857143, 24.999997333333337, 25.00000342857143, 25.000013125, 24.999996333333332, 24.999988, 25.000006666666668, 24.99999175, 25.000017875, 24.999994333333333, 24.999990142857143, 24.999976285714286, 24.99999928571429, 24.9999906, 24.9999665, 24.99999414285714, 24.9999878, 25.000013666666664, 24.999996857142857, 24.999982875, 25.0000212, 25.000032142857144, 25.000021833333335, 25.000011142857144, 25.0000295, 25.000031777777778, 25.000026125, 25.000024375, 25.000024285714286, 25.000011999999998, 25.00001044444444, 24.99999916666667, 25.000012285714288 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059796297, "time_to_acc50_sec": 0, "acc_per_sec": 11.985861466131578, "mobile_acc_per_sec": 27805.501488297312 }, "started": "2026-08-17T23:01:47.483310135+10:00", "ended": "2026-08-17T23:01:49.56990278+10:00" }, { "cell": { "id": "int3|none|sgd|tricameral|simd", "dtype": 32, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 767, "total_train": 151, "infer_ms": 681.589553, "train_ms": 1842.124361, "blocked_train": 1842124361, "duration": 2111263092, "avg_accuracy": 27.60017586580086, "soft_acc": 25.000002695718795, "adapt_pct": 25.000005806655846, "stability": 99.99998052417337, "consistency": 100, "throughput": 1330.0095145129358, "availability": 27.007401640057687, "score": 89.80026254192164, "zero_downtime": 6.751851138058024, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 5794016, "heap_mib": 5.525604248046875, "mobile_score": 373660.31783792865, "mobile_throughput": 5534190.701150461, "mobile_availability": 112378.22691319496, "mobile_accuracy": 104025.40804232552, "soft_acc_blocks": [ 24.999981666666667, 25.00000933333333, 24.99998475, 24.9999906, 25.00000475, 25.00003675, 25.00003825, 25.000007, 25.000045800000002, 24.999999375, 25.000018875, 24.999996, 24.999994, 25.00001218181818, 25.000006000000003, 25.000022875, 25.0000275, 24.9999954, 24.999992727272726, 25.000024125, 24.999995545454546, 25.000031888888888, 25.000006222222222, 25.00001311111111, 25.00000514285714, 25.00002, 25.000009375, 24.99996875, 25.000023571428574, 24.9999762, 24.9999648, 24.999992555555554, 24.999990857142855, 24.9999897, 25.000006083333332, 25, 24.999991333333334, 24.999972333333332, 24.999993000000003, 24.9999694 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.109720286, "time_to_acc50_sec": 0, "acc_per_sec": 11.841254076978291, "mobile_acc_per_sec": 49271.64617072059 }, "started": "2026-08-17T23:01:50.134260243+10:00", "ended": "2026-08-17T23:01:52.246390311+10:00" }, { "cell": { "id": "uint3|none|sgd|tricameral|simd", "dtype": 33, "format": 0, "mode": "sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3200, "total_correct": 789, "total_train": 154, "infer_ms": 718.149411, "train_ms": 1826.852453, "blocked_train": 1826852453, "duration": 2031606202, "avg_accuracy": 25.080648344710845, "soft_acc": 25.000012828100374, "adapt_pct": 25.000000660416667, "stability": 99.99997702680962, "consistency": 100, "throughput": 1575.1084028242203, "availability": 28.218030845418667, "score": 111.11620075579177, "zero_downtime": 7.054511331191987, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 6321152, "heap_mib": 6.0283203125, "mobile_score": 410259.79339332785, "mobile_throughput": 5815566.438731724, "mobile_availability": 104185.73912593565, "mobile_accuracy": 92304.27271562739, "soft_acc_blocks": [ 25.000039, 25.000040300000002, 25.00001888888889, 25.000006416666665, 25.000002000000002, 25.000033777777777, 25.000051090909093, 25.000023125, 25.000034266666667, 25.000039400000002, 25.000013681818185, 25.00004, 25.0000225, 24.9999865, 24.9999902, 25.000009111111112, 24.9999895, 25.00000775, 25.000031444444446, 25.00001911111111, 24.99998188888889, 25.000008333333334, 25.000003090909093, 24.99997457142857, 24.999998416666667, 25.00002325, 24.9999795, 25.00002875, 24.999982222222222, 25.0000395, 25.00006325, 24.99997425, 25.000015923076923, 25.000012071428575, 24.99999375, 25.000022777777776, 25.00004388888889, 24.99999575, 24.999974125, 24.99999975 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.109788202, "time_to_acc50_sec": 0, "acc_per_sec": 12.305540711329437, "mobile_acc_per_sec": 45434.13611592597 }, "started": "2026-08-17T23:01:52.803748585+10:00", "ended": "2026-08-17T23:01:54.836083222+10:00" }, { "cell": { "id": "float64|none|step_sgd|cnn|simd", "dtype": 0, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19512, "total_correct": 4736, "total_train": 381, "infer_ms": 877.769952, "train_ms": 1593.618139, "blocked_train": 1593618139, "duration": 2093673860, "avg_accuracy": 24.407962032949563, "soft_acc": 24.999841296055585, "adapt_pct": 24.99993258751638, "stability": 99.99984906515076, "consistency": 100, "throughput": 9319.503086311637, "availability": 35.51728501066084, "score": 827.5033650303898, "zero_downtime": 8.879264885332951, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 6538792, "heap_mib": 6.235877990722656, "mobile_score": 260727.2140895751, "mobile_throughput": 2936360.357040959, "mobile_availability": 11190.67687720514, "mobile_accuracy": 7876.87307297259, "soft_acc_blocks": [ 24.999694306451612, 24.99972511320755, 24.999691396226414, 24.999633590163935, 24.99982247727273, 24.999777357142857, 24.99970469811321, 24.9995508, 24.999567000000003, 24.999553102040817, 24.99974285, 24.99962485416667, 24.999780285714287, 24.999927181818183, 24.99987954385965, 25.00009077586207, 25.000148459016394, 24.999908123076924, 25.000026319148937, 24.99999435, 24.99998168421053, 25.00008669811321, 25.00003223188406, 24.99995061904762, 24.999988875, 24.999955655737704, 24.99990495714286, 24.999898453125, 24.999778771929826, 24.99983255737705, 24.99991028301887, 24.99978406779661, 24.99996312244898, 24.999694444444444, 24.999873015625, 24.999827390625, 24.999812842105264, 24.999992050847457, 24.999730076923075, 24.99981146153846 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058791874, "time_to_acc50_sec": 0, "acc_per_sec": 11.940656935008771, "mobile_acc_per_sec": 3762.2254465996866 }, "started": "2026-08-17T23:01:55.526326548+10:00", "ended": "2026-08-17T23:01:57.620937853+10:00" }, { "cell": { "id": "float32|none|step_sgd|cnn|simd", "dtype": 1, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32968, "total_correct": 7544, "total_train": 480, "infer_ms": 895.290088, "train_ms": 1565.955435, "blocked_train": 1565955435, "duration": 2026246718, "avg_accuracy": 22.916257394674755, "soft_acc": 24.99954097454875, "adapt_pct": 24.999422416898668, "stability": 99.99941230103144, "consistency": 100, "throughput": 16270.476693253306, "availability": 36.3754887366432, "score": 1479.589186975541, "zero_downtime": 9.093705211409482, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 6532968, "heap_mib": 6.230323791503906, "mobile_score": 932368.8169002794, "mobile_throughput": 10252903.467010083, "mobile_availability": 22922.15413312162, "mobile_accuracy": 15753.556897192566, "soft_acc_blocks": [ 24.999607887850466, 24.99952771962617, 24.99957820689655, 24.999552484536082, 24.9996563592233, 24.9996173125, 24.99951976923077, 24.999454449999998, 24.999614952380952, 24.999603879310342, 24.999523336842106, 24.999611943925235, 24.99940670909091, 24.99881382926829, 24.998879416666664, 24.998899383177573, 24.99875402197802, 24.999033893805308, 24.99881263106796, 24.998653616161615, 24.99886817475728, 24.998971676767678, 24.998691179245284, 24.998679612612616, 24.99879037704918, 24.99895194174757, 24.99916223853211, 25.000360663636364, 25.00018344230769, 25.000326339622642, 25.000232510416666, 25.000330722222223, 25.00029045098039, 25.000287318181815, 25.00038503478261, 25.000173795918368, 25.000069229999998, 25.000350097345134, 25.000326135922332, 25.000086236363636 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.459909462, "time_to_acc50_sec": 0, "acc_per_sec": 12.33785636885545, "mobile_acc_per_sec": 7774.747644127988 }, "started": "2026-08-17T23:01:58.185708504+10:00", "ended": "2026-08-17T23:02:00.212448085+10:00" }, { "cell": { "id": "float16|none|step_sgd|cnn|simd", "dtype": 2, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11768, "total_correct": 2763, "total_train": 304, "infer_ms": 761.901898, "train_ms": 1697.385657, "blocked_train": 1697385657, "duration": 2097033252, "avg_accuracy": 23.55583659774203, "soft_acc": 24.99981224841553, "adapt_pct": 24.999476031312515, "stability": 99.99963133075804, "consistency": 100, "throughput": 5611.737433718099, "availability": 30.980594215221814, "score": 434.6341365365507, "zero_downtime": 7.745090387248935, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 5791552, "heap_mib": 5.52325439453125, "mobile_score": 547772.7456165267, "mobile_throughput": 7072515.854925949, "mobile_availability": 39045.081201707246, "mobile_accuracy": 31507.455682926156, "soft_acc_blocks": [ 25.000277065217393, 25.000134076923075, 25.00047805, 25.00013823076923, 25.00049058333333, 25.00011789130435, 25.00024190625, 25.000143583333333, 25.000104594594596, 25.0001071875, 25.000326583333333, 25.00010111764706, 25.000333266666665, 24.99984318918919, 24.999320060606063, 24.999412210526316, 24.999097725, 24.99936747222222, 24.999404666666667, 24.99985284375, 24.99962091176471, 24.99972363157895, 24.99931882051282, 24.99974659375, 24.99943647368421, 24.99965207142857, 24.9991505, 24.99956397142857, 24.99978725, 24.99963334375, 24.999755, 25.000148612903224, 24.9996144, 24.999843088235295, 24.999450815789476, 24.999279551724136, 24.99996025, 25.00001006666667, 24.99984485, 24.999657428571428 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.159325477, "time_to_acc50_sec": 0, "acc_per_sec": 11.921514465530054, "mobile_acc_per_sec": 15024.776384864954 }, "started": "2026-08-17T23:02:00.874003292+10:00", "ended": "2026-08-17T23:02:02.971660969+10:00" }, { "cell": { "id": "bfloat16|none|step_sgd|cnn|simd", "dtype": 3, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18056, "total_correct": 4978, "total_train": 348, "infer_ms": 841.08645, "train_ms": 1584.21331, "blocked_train": 1584213310, "duration": 2038052381, "avg_accuracy": 27.425111839435424, "soft_acc": 25.00003331366158, "adapt_pct": 25.000010332294863, "stability": 99.99996261957712, "consistency": 100, "throughput": 8859.438632848367, "availability": 34.67969048081711, "score": 768.1074975900024, "zero_downtime": 8.669934173279, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 6530160, "heap_mib": 6.2276458740234375, "mobile_score": 968051.7877318922, "mobile_throughput": 11165618.658506742, "mobile_availability": 43707.08067982365, "mobile_accuracy": 31507.734293156253, "soft_acc_blocks": [ 24.999933767676765, 25.00001083636364, 24.999993362068963, 25.00005934883721, 25.00013347457627, 25.000053693548384, 25.000133239130438, 25.00004777586207, 25.000017758064516, 25.000030407407408, 25.000115393442623, 25.00006748076923, 25.000061376811594, 24.999990816666664, 24.999983750000002, 25.000015666666666, 25.0000195, 25.000042034482757, 25.000014891304346, 25.00007309756098, 25.000038745454546, 25.000028490566038, 25.000040062500002, 25.000051555555554, 25.000059883333332, 25.000037940000002, 25.000032316666665, 24.999992951612903, 25.00003526785714, 25.00001238888889, 24.999993446808514, 25.00001192156863, 25.000009927536233, 25.000032204081634, 25.000011326923076, 25.000030924528303, 25.00004531884058, 25.000031390625, 25.00001754716981, 25.000021264705882 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.106974986, "time_to_acc50_sec": 0, "acc_per_sec": 12.26662942853066, "mobile_acc_per_sec": 15459.727427465103 }, "started": "2026-08-17T23:02:03.534071844+10:00", "ended": "2026-08-17T23:02:05.572396724+10:00" }, { "cell": { "id": "fp8e4m3|none|step_sgd|cnn|simd", "dtype": 4, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13256, "total_correct": 3580, "total_train": 316, "infer_ms": 792.142327, "train_ms": 1669.992544, "blocked_train": 1669992544, "duration": 2030234506, "avg_accuracy": 26.662714614636798, "soft_acc": 25.00025023262072, "adapt_pct": 25.000191700240368, "stability": 99.99964478160685, "consistency": 100, "throughput": 6529.294995639287, "availability": 32.17298679817122, "score": 525.1725607998047, "zero_downtime": 8.043327206850835, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 6318912, "heap_mib": 6.02618408203125, "mobile_score": 1323758.0363298464, "mobile_throughput": 16457841.416700628, "mobile_availability": 81095.72549249805, "mobile_accuracy": 63016.01535557813, "soft_acc_blocks": [ 25.000597236842104, 25.00040331707317, 25.000463511111114, 25.000337, 25.00019545714286, 25.00018, 25.000466212121214, 25.0005262, 25.00026781395349, 25.000404157894735, 25.000546944444444, 25.000280658536585, 25.00024276923077, 25.000591283333332, 25.000603038095235, 25.000566289156623, 25.000441108108106, 25.000687457142856, 25.000413657894736, 25.000730184210525, 25.000615853658534, 25.000634684210528, 25.000596820512822, 25.000270777777775, 25.000561829268293, 25.00080962162162, 24.99983435294118, 24.999837461538462, 24.99984535, 24.99981471875, 25.000104549019607, 24.99950894117647, 24.99969123255814, 24.99994094736842, 24.999690625, 25.00004145, 24.99962619512195, 25.000177333333333, 24.999692560975614, 24.999769703703706 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060335048, "time_to_acc50_sec": 0, "acc_per_sec": 12.313971690825314, "mobile_acc_per_sec": 31038.786489612605 }, "started": "2026-08-17T23:02:06.203209393+10:00", "ended": "2026-08-17T23:02:08.233942386+10:00" }, { "cell": { "id": "fp8e5m2|none|step_sgd|cnn|simd", "dtype": 5, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13464, "total_correct": 2925, "total_train": 309, "infer_ms": 810.131723, "train_ms": 1674.659367, "blocked_train": 1674659367, "duration": 2028815305, "avg_accuracy": 21.484490217130478, "soft_acc": 25.000148929223233, "adapt_pct": 25.000026618728583, "stability": 99.9997277252641, "consistency": 100, "throughput": 6636.385267213863, "availability": 32.60361509908666, "score": 540.9285996375759, "zero_downtime": 8.150952331082378, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 6324184, "heap_mib": 6.031211853027344, "mobile_score": 1363472.9502249297, "mobile_throughput": 16727774.802774142, "mobile_availability": 82181.17381283628, "mobile_accuracy": 63015.76000867591, "soft_acc_blocks": [ 25.000335452380952, 25.000183458333336, 25.00039571111111, 25.000598645833335, 25.00054807317073, 25.000461740740743, 25.00046171111111, 25.000174666666663, 25.000235441860465, 25.000344026315787, 25.00048071052632, 25.000505134615384, 25.000538576923077, 24.9995781875, 25.00002165, 24.999909, 24.99992964864865, 25.00011635897436, 24.999897148936167, 24.99981513953488, 24.999784488372097, 24.999997636363638, 24.999795025641024, 24.99957835714286, 24.99984782857143, 24.999852232558137, 24.999882205128205, 25.000169269662923, 25.000264722222223, 25.000458266666666, 25.000108763157897, 25.00040970967742, 25.00022707142857, 25.000303208333335, 25.000176545454543, 24.999933707317073, 24.999836906976746, 25.00028792857143, 25.000240479166667, 25.000272333333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.41153331, "time_to_acc50_sec": 0, "acc_per_sec": 12.32253565300427, "mobile_acc_per_sec": 31060.372944434148 }, "started": "2026-08-17T23:02:08.913441606+10:00", "ended": "2026-08-17T23:02:10.942777638+10:00" }, { "cell": { "id": "int64|none|step_sgd|cnn|simd", "dtype": 6, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9024, "total_correct": 2387, "total_train": 285, "infer_ms": 732.510718, "train_ms": 1732.67954, "blocked_train": 1732679540, "duration": 2016124686, "avg_accuracy": 26.44640103148373, "soft_acc": 24.999951075075124, "adapt_pct": 24.999915320526103, "stability": 99.99981893534004, "consistency": 100, "throughput": 4475.913648923994, "availability": 29.714165696658373, "score": 332.49444882824525, "zero_downtime": 7.428526886531349, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 6542424, "heap_mib": 6.239341735839844, "mobile_score": 104761.32787696096, "mobile_throughput": 1410257.1004609752, "mobile_availability": 9362.247899500977, "mobile_accuracy": 7876.907661808285, "soft_acc_blocks": [ 24.999936666666667, 24.999831535714286, 24.9999324, 25.000038928571428, 25.000226068965517, 24.999814791666665, 24.99985612903226, 25.00020315625, 24.99975096153846, 24.9999885, 25.000033741935482, 24.999848964285714, 24.99982229032258, 24.999510074074074, 25.000160875, 25.00025968965517, 24.999826478260868, 25.000042066666666, 25.000388407407407, 25.000071214285715, 25.000084714285716, 25.000244884615384, 24.99999415625, 24.999998679999997, 25.000141424242425, 25.000221545454544, 24.999899962962964, 24.999835523809523, 24.999854931034484, 24.999975029411765, 24.999823111111112, 24.999792322580646, 24.999655703703706, 24.999688294117647, 24.999815, 24.99995064285714, 24.999875296296295, 24.99988814285714, 24.9999248125, 24.999835884615383 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.163220416, "time_to_acc50_sec": 0, "acc_per_sec": 12.400002464468175, "mobile_acc_per_sec": 3906.9546226508955 }, "started": "2026-08-17T23:02:11.670542318+10:00", "ended": "2026-08-17T23:02:13.687355596+10:00" }, { "cell": { "id": "int32|none|step_sgd|cnn|simd", "dtype": 7, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9456, "total_correct": 2635, "total_train": 276, "infer_ms": 752.425701, "train_ms": 1706.813066, "blocked_train": 1706813066, "duration": 2028906426, "avg_accuracy": 27.821509623870877, "soft_acc": 25.00000586418874, "adapt_pct": 25.000075071489622, "stability": 99.99977293798598, "consistency": 100, "throughput": 4660.638794782939, "availability": 30.59587833018249, "score": 356.49092738645163, "zero_downtime": 7.648971376745675, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 6712888, "heap_mib": 6.401908874511719, "mobile_score": 224644.12901152397, "mobile_throughput": 2936919.462066295, "mobile_availability": 19280.110406219614, "mobile_accuracy": 15753.849849187243, "soft_acc_blocks": [ 25.000383862068965, 24.999527482758623, 25.000062586206894, 24.999948826086957, 25.00019933333333, 25.000265161290326, 25.000286076923075, 24.999967258064515, 25.000172766666665, 24.999974066666667, 24.999790228571428, 25.000252702702703, 24.999858580645164, 25.000128333333336, 25.00015761111111, 24.99992884, 25.000157653846152, 25.000071551724137, 25.00002325, 25.000194629629632, 24.99978306060606, 25.000015354838713, 25.000144344827586, 25.000182103448275, 25.000086545454543, 24.999902827586205, 25.000215542857145, 25.000022384615384, 25.000309846153847, 24.999680360000003, 24.99990636842105, 24.999372037037034, 24.99996925, 24.99992448275862, 24.999939676470586, 24.999731774193545, 25.000233411764704, 24.999681, 25.00020153125, 24.999581863636365 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058933387, "time_to_acc50_sec": 0, "acc_per_sec": 12.321911717474515, "mobile_acc_per_sec": 7764.70006073471 }, "started": "2026-08-17T23:02:14.291288163+10:00", "ended": "2026-08-17T23:02:16.320703857+10:00" }, { "cell": { "id": "int16|none|step_sgd|cnn|simd", "dtype": 8, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9896, "total_correct": 2175, "total_train": 280, "infer_ms": 764.413689, "train_ms": 1699.464476, "blocked_train": 1699464476, "duration": 2031107108, "avg_accuracy": 21.859709666085926, "soft_acc": 24.999728978759045, "adapt_pct": 24.999591538909726, "stability": 99.99975567322214, "consistency": 100, "throughput": 4872.219668289398, "availability": 31.02481688659309, "score": 377.8952108502677, "zero_downtime": 7.756120137804543, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 6209592, "heap_mib": 5.921928405761719, "mobile_score": 476264.24112082965, "mobile_throughput": 6140495.926557962, "mobile_availability": 39100.81537461086, "mobile_accuracy": 31507.350737537552, "soft_acc_blocks": [ 24.99983753125, 24.999587548387098, 24.999855823529412, 24.999826984126983, 24.9997157125, 25.000006666666664, 25.000280185185186, 24.999801787878788, 24.99972965625, 24.999541, 25.000106967741935, 24.999764814814814, 25.00005896, 24.999467413793102, 24.999422848484848, 24.999869931034482, 24.99919567857143, 24.99944167857143, 25.000023679999998, 24.999353322580646, 24.999504058823533, 24.999361500000003, 24.999435870967744, 24.999825571428573, 24.99951684375, 24.999874153846154, 24.99960321212121, 24.9999535, 24.999754848484848, 24.99946487878788, 24.999732852941175, 24.99949536, 24.999881307692306, 24.999674032258067, 25.00020707692308, 24.999651791666665, 24.9997684375, 24.999806931034485, 24.999763576923076, 24.999995153846154 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.360743788, "time_to_acc50_sec": 0, "acc_per_sec": 12.308424740522863, "mobile_acc_per_sec": 15512.402380671276 }, "started": "2026-08-17T23:02:16.953142943+10:00", "ended": "2026-08-17T23:02:18.984821038+10:00" }, { "cell": { "id": "int8|none|step_sgd|cnn|simd", "dtype": 9, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26296, "total_correct": 5275, "total_train": 451, "infer_ms": 831.926909, "train_ms": 1640.726662, "blocked_train": 1640726662, "duration": 2036000020, "avg_accuracy": 20.249973828690486, "soft_acc": 24.999827556170732, "adapt_pct": 24.999926983191173, "stability": 99.99984072727386, "consistency": 100, "throughput": 12915.520501812176, "availability": 33.645105758327034, "score": 1086.3526395742274, "zero_downtime": 8.411218420673027, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 6532248, "heap_mib": 6.229637145996094, "mobile_score": 2738277.1764283297, "mobile_throughput": 32555059.677183185, "mobile_availability": 84806.37119145079, "mobile_accuracy": 63014.94995081558, "soft_acc_blocks": [ 24.9996444, 24.999647172043012, 24.99963109756098, 24.999660470588235, 24.999650023529412, 24.999721829268292, 24.99965753763441, 24.99962573863636, 24.999710714285715, 24.9997272, 24.9996684893617, 24.999759253521127, 24.99962592, 24.99988, 25.00000246969697, 25.000198107142857, 25.000038093750003, 25.000178618181817, 24.999872662337662, 25.00006614102564, 25.000127096385544, 25.000011129411767, 25.000030620689657, 24.999978987951806, 24.999893864864866, 24.99997858333333, 24.999876192771083, 24.99981713253012, 24.99977073170732, 24.999833137931034, 24.99980396103896, 24.99968294230769, 24.999756304347827, 24.999884879310343, 24.99981136, 24.99977292, 24.99981370588235, 24.999855247311828, 24.999716818181817, 24.999720692307694 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.708791271, "time_to_acc50_sec": 0, "acc_per_sec": 12.278893571018106, "mobile_acc_per_sec": 30950.368041163176 }, "started": "2026-08-17T23:02:19.603696166+10:00", "ended": "2026-08-17T23:02:21.64020983+10:00" }, { "cell": { "id": "uint64|none|step_sgd|cnn|simd", "dtype": 10, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10376, "total_correct": 2401, "total_train": 289, "infer_ms": 747.629371, "train_ms": 1710.512473, "blocked_train": 1710512473, "duration": 2028541622, "avg_accuracy": 22.85417171434028, "soft_acc": 24.999925353737563, "adapt_pct": 24.999761658784898, "stability": 99.9997120661899, "consistency": 100, "throughput": 5115.00473417449, "availability": 30.414411309293023, "score": 388.9234833145664, "zero_downtime": 7.603580124101971, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 6712704, "heap_mib": 6.4017333984375, "mobile_score": 121954.4947488202, "mobile_throughput": 1603908.852913203, "mobile_availability": 9537.028036200132, "mobile_accuracy": 7839.2110429786835, "soft_acc_blocks": [ 24.999850692307692, 24.99994165625, 25.00061703030303, 25.0003681875, 25.0004902, 24.999833551724137, 25.00039515625, 25.000272740740744, 25.000367805555555, 25.00017458064516, 25.00035, 25.000110266666663, 25.000234250000002, 25.00016880952381, 24.999777454545455, 24.999609142857143, 24.99934175757576, 24.99986203125, 24.999550472222225, 24.999782260869566, 24.999456416666664, 24.99977375, 24.99966439285714, 24.999792217391306, 24.999767782608693, 24.99968448148148, 24.999814685714284, 24.99995212121212, 24.999724333333333, 24.999704965517243, 24.999788423728813, 24.999938302631577, 24.999793379310344, 24.999693783783783, 25.00004434285714, 24.999814310344824, 24.99964762962963, 24.999909222222225, 24.999972243243242, 24.99997931818182 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.160998604, "time_to_acc50_sec": 0, "acc_per_sec": 12.324087947029348, "mobile_acc_per_sec": 3864.456591849356 }, "started": "2026-08-17T23:02:22.346629656+10:00", "ended": "2026-08-17T23:02:24.375706225+10:00" }, { "cell": { "id": "uint32|none|step_sgd|cnn|simd", "dtype": 11, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9808, "total_correct": 2372, "total_train": 274, "infer_ms": 757.75499, "train_ms": 1668.826747, "blocked_train": 1668826747, "duration": 2030085068, "avg_accuracy": 24.124490189733617, "soft_acc": 24.999954587114356, "adapt_pct": 24.99997836237386, "stability": 99.99982855053393, "consistency": 100, "throughput": 4831.324634914265, "availability": 31.227260077248324, "score": 377.1718920904067, "zero_downtime": 7.8068008381121725, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 6490920, "heap_mib": 6.190223693847656, "mobile_score": 235412.73447654184, "mobile_throughput": 3015482.7740356307, "mobile_availability": 19490.568727833772, "mobile_accuracy": 15603.781179248823, "soft_acc_blocks": [ 25.00037946666667, 25.000195119999997, 25.000104027777777, 25.000159206896555, 25.000129272727275, 24.999905322580645, 25.00011424, 24.999897942857142, 24.99998076923077, 24.999756264705884, 25.000089868421053, 25.000027879999998, 24.999893222222223, 25.00005225, 25.000136647058824, 24.999905944444446, 24.9996893125, 24.99944942307692, 24.999948392857142, 24.999780949999998, 24.99995602857143, 24.999981185185188, 24.999693074074074, 25.000013857142857, 24.99975372727273, 24.999637703703705, 24.999970470588238, 24.999874621621622, 25.000121444444446, 25.000076208333336, 24.99985624, 24.999986470588237, 25.000026911764706, 24.999903486486488, 24.99985484848485, 24.99986376190476, 24.9998781, 24.999999108108106, 25.000002147058826, 25.00013856521739 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060225832, "time_to_acc50_sec": 0, "acc_per_sec": 12.314732511058672, "mobile_acc_per_sec": 7686.269617568963 }, "started": "2026-08-17T23:02:25.110421633+10:00", "ended": "2026-08-17T23:02:27.141021804+10:00" }, { "cell": { "id": "uint16|none|step_sgd|cnn|simd", "dtype": 12, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9712, "total_correct": 1806, "total_train": 287, "infer_ms": 735.027788, "train_ms": 1717.940848, "blocked_train": 1717940848, "duration": 2041156189, "avg_accuracy": 18.554543231855416, "soft_acc": 24.99959164625533, "adapt_pct": 24.99969505232731, "stability": 99.99980954750123, "consistency": 100, "throughput": 4758.087623249491, "availability": 29.964826178886373, "score": 356.432349321972, "zero_downtime": 7.491084182231807, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 6015000, "heap_mib": 5.736351013183594, "mobile_score": 440738.6876446181, "mobile_throughput": 5883510.009005258, "mobile_availability": 37052.35563131127, "mobile_accuracy": 30912.702606207346, "soft_acc_blocks": [ 24.999578214285716, 24.999533535714285, 24.999893852941177, 24.99955171428571, 24.999658888888888, 24.999581529411763, 24.999509677419354, 24.999524137931036, 24.999135107142855, 24.9994292962963, 24.99976802857143, 24.999740741935486, 24.99967002857143, 24.999786911764705, 24.999627962962965, 24.99989211111111, 24.999725038461538, 24.999761499999998, 24.999939199999996, 24.999828500000003, 24.99975584375, 24.9998309375, 24.999475299999997, 24.999781000000002, 24.99967969230769, 24.99961207894737, 24.9996499375, 24.999649733333335, 24.99971384848485, 24.999514875, 24.99926921875, 24.99946944827586, 24.999403394736845, 24.999432090909092, 24.999364583333332, 24.999504555555557, 24.999240107142857, 24.99952108, 24.99923540625, 24.99942674074074 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.711544037, "time_to_acc50_sec": 0, "acc_per_sec": 12.247760255183161, "mobile_acc_per_sec": 15144.702190258182 }, "started": "2026-08-17T23:02:27.778701617+10:00", "ended": "2026-08-17T23:02:29.820569366+10:00" }, { "cell": { "id": "uint8|none|step_sgd|cnn|simd", "dtype": 13, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21280, "total_correct": 5125, "total_train": 410, "infer_ms": 819.266034, "train_ms": 1611.681692, "blocked_train": 1611681692, "duration": 2035260129, "avg_accuracy": 24.045776773465292, "soft_acc": 24.99982424409928, "adapt_pct": 24.99967505295671, "stability": 99.99976808751701, "consistency": 100, "throughput": 10455.665935172456, "availability": 33.70150765636002, "score": 880.923070775743, "zero_downtime": 8.425317681701667, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 7269192, "heap_mib": 6.932441711425781, "mobile_score": 2138228.680235522, "mobile_throughput": 25378611.952868965, "mobile_availability": 81802.29650989668, "mobile_accuracy": 60681.05487634409, "soft_acc_blocks": [ 25.000072814814818, 25.000081375, 24.999914, 25.000131800000002, 25.000143, 25.000042067796613, 24.999913140625, 25.000072088235292, 25.000039482142856, 24.999982, 25.000162295081967, 25.0003068852459, 24.999941885714286, 24.999802074626864, 24.999918464285713, 24.999511734375, 24.99998974074074, 24.999848032258065, 24.999744781818183, 24.99997797647059, 24.999799039215688, 24.999968581818184, 24.999923886792452, 24.999941546511625, 24.99978025, 24.999940054054054, 24.99965945614035, 24.99950672580645, 24.99954528125, 24.999466946428573, 24.9995679, 24.999701153846154, 24.999758267605635, 24.999423197368422, 24.999653701754383, 24.999519383333332, 24.99940056338028, 24.99963167857143, 24.999493612903226, 24.999692897959186 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067152527, "time_to_acc50_sec": 0, "acc_per_sec": 12.283355767590571, "mobile_acc_per_sec": 29814.889021659837 }, "started": "2026-08-17T23:02:30.48670648+10:00", "ended": "2026-08-17T23:02:32.522635357+10:00" }, { "cell": { "id": "int4|none|step_sgd|cnn|simd", "dtype": 14, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24288, "total_correct": 5157, "total_train": 448, "infer_ms": 768.218097, "train_ms": 1700.134472, "blocked_train": 1700134472, "duration": 2031705884, "avg_accuracy": 20.877380801567533, "soft_acc": 24.999525582592497, "adapt_pct": 24.999211750489437, "stability": 99.99961907020327, "consistency": 100, "throughput": 11954.486223262817, "availability": 31.12270534801384, "score": 930.1222298017144, "zero_downtime": 7.780528685471604, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 6014536, "heap_mib": 5.735908508300781, "mobile_score": 4688960.804021935, "mobile_throughput": 60265323.779057845, "mobile_availability": 156896.7398221104, "mobile_accuracy": 126028.37758313707, "soft_acc_blocks": [ 25.000179, 25.000007315068494, 24.99999935064935, 24.9999857721519, 25.000047416666664, 24.999945208333333, 25.00000036764706, 25.000082368421054, 24.999894911764706, 24.999897625000003, 24.999983662337662, 24.99985329230769, 24.999987974683542, 24.99904902857143, 24.999095823529416, 24.999039161764706, 24.99912323076923, 24.99902387671233, 24.999098142857143, 24.999083635135136, 24.999120161764704, 24.999203243589744, 24.99888967164179, 24.9991505, 24.999135659090907, 24.999166576923077, 24.99906412658228, 24.99937972, 24.999458833333332, 24.999484079365082, 24.999505424242425, 24.99946175675676, 24.999475396825396, 24.999667492957748, 24.99940965671642, 24.9995528877551, 24.99946033783784, 24.999650683333336, 24.999607239436617, 24.999802691176473 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.510225813, "time_to_acc50_sec": 0, "acc_per_sec": 12.304697141189408, "mobile_acc_per_sec": 62030.81783422992 }, "started": "2026-08-17T23:02:33.288327599+10:00", "ended": "2026-08-17T23:02:35.320731397+10:00" }, { "cell": { "id": "uint4|none|step_sgd|cnn|simd", "dtype": 15, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8640, "total_correct": 2481, "total_train": 262, "infer_ms": 740.640248, "train_ms": 1697.767987, "blocked_train": 1697767987, "duration": 2030335225, "avg_accuracy": 28.685533121571346, "soft_acc": 25.000060602719227, "adapt_pct": 24.999851549026946, "stability": 99.99968758749559, "consistency": 100, "throughput": 4255.454908930125, "availability": 30.373923339378816, "score": 323.1379362646733, "zero_downtime": 7.593499242268184, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 5960496, "heap_mib": 5.6843719482421875, "mobile_score": 1512654.842217259, "mobile_throughput": 19920392.350831766, "mobile_availability": 142184.67428353787, "mobile_accuracy": 117028.85511855767, "soft_acc_blocks": [ 25.00052322580645, 25.00041429166667, 25.000485, 25.000424, 25.000494640000003, 25.0005405, 25.000255588235294, 25.000534750000003, 25.000640103448276, 25.000126759999997, 25.000439107142856, 25.000194344827584, 25.000420083333335, 24.99992773076923, 25.000006923076924, 24.999378296296296, 25.00000755555556, 24.9998053125, 24.999923032258064, 25.00023475, 24.999868678571428, 25.000005545454545, 25.00014976470588, 25.00006009677419, 24.999832833333333, 25.00007307142857, 24.99994188461538, 25.000202695652177, 24.9995439, 24.99980340625, 24.999414153846153, 24.999849586206896, 24.999904464285716, 25.000031439999997, 24.999956257142856, 24.99976391891892, 24.999831703703702, 24.999918583333336, 24.99965974074074, 24.999836388888887 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059250004, "time_to_acc50_sec": 0, "acc_per_sec": 12.313267432337055, "mobile_acc_per_sec": 57640.16388897437 }, "started": "2026-08-17T23:02:36.127096889+10:00", "ended": "2026-08-17T23:02:38.158040289+10:00" }, { "cell": { "id": "fp4|none|step_sgd|cnn|simd", "dtype": 16, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17216, "total_correct": 4309, "total_train": 327, "infer_ms": 756.040679, "train_ms": 1610.768292, "blocked_train": 1610768292, "duration": 2031746170, "avg_accuracy": 25.008074791870758, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 8473.499423404844, "availability": 31.943460087552623, "score": 676.6822265835821, "zero_downtime": 7.985865021888156, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 6557016, "heap_mib": 6.253257751464844, "mobile_score": 3411311.261644741, "mobile_throughput": 42716866.01632769, "mobile_availability": 161034.3538690653, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067473569, "time_to_acc50_sec": 0, "acc_per_sec": 12.304686662704526, "mobile_acc_per_sec": 62030.76500976952 }, "started": "2026-08-17T23:02:38.904375682+10:00", "ended": "2026-08-17T23:02:40.93694487+10:00" }, { "cell": { "id": "int2|none|step_sgd|cnn|simd", "dtype": 17, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22112, "total_correct": 5856, "total_train": 442, "infer_ms": 730.512768, "train_ms": 1717.825232, "blocked_train": 1717825232, "duration": 2031012592, "avg_accuracy": 26.445597057732208, "soft_acc": 25.00021790719429, "adapt_pct": 25.00048693926226, "stability": 99.99946299422461, "consistency": 100, "throughput": 10887.180161805712, "availability": 29.837088179818316, "score": 812.1114648289458, "zero_downtime": 7.4593370621162896, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 8072312, "heap_mib": 7.698356628417969, "mobile_score": 8188082.609081507, "mobile_throughput": 109769575.24370757, "mobile_availability": 300831.29399270355, "mobile_accuracy": 252063.73550244386, "soft_acc_blocks": [ 24.999594026666667, 24.999584550724638, 24.999870433333335, 24.999707675675676, 24.999762140845068, 24.999767819444443, 24.999579208955222, 24.9993853880597, 24.999530086956522, 24.999622315789473, 24.999575875, 24.99934171830986, 24.99999962121212, 25.00087767647059, 25.00070492753623, 25.000767093023256, 25.001252984615384, 25.000722, 25.00083316981132, 25.00107095121951, 25.000827830769232, 25.00096953164557, 25.001057850746268, 25.00068686111111, 25.000856323076924, 25.00083224, 25.0004678490566, 25.000132802469135, 24.99978415151515, 24.999908029411767, 25.000218720430105, 25.000209171875, 25.000368719298248, 25.000519, 25.000084417910447, 24.999946413333333, 24.99983361038961, 25.000256500000003, 25.000034897959182, 25.000171703125 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.160475593, "time_to_acc50_sec": 0, "acc_per_sec": 12.309238261578582, "mobile_acc_per_sec": 124107.42134012522 }, "started": "2026-08-17T23:02:41.613401446+10:00", "ended": "2026-08-17T23:02:43.644941015+10:00" }, { "cell": { "id": "uint2|none|step_sgd|cnn|simd", "dtype": 18, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8856, "total_correct": 2405, "total_train": 269, "infer_ms": 721.637538, "train_ms": 1731.783577, "blocked_train": 1731783577, "duration": 2044320112, "avg_accuracy": 27.139606526047743, "soft_acc": 24.999943222930337, "adapt_pct": 24.999756113472895, "stability": 99.99972691028256, "consistency": 100, "throughput": 4332.00258022996, "availability": 29.413521127211784, "score": 318.54790009152913, "zero_downtime": 7.3533635816675655, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 6491752, "heap_mib": 6.191017150878906, "mobile_score": 2783514.024053127, "mobile_throughput": 37853616.14639342, "mobile_availability": 257019.26941239354, "mobile_accuracy": 218452.83720772836, "soft_acc_blocks": [ 24.999763533333333, 24.99998376, 25.000186578947368, 25.000269125, 24.999841947368424, 25.00001648, 25.000003833333334, 25.0003118125, 25.000146125, 25.00021319642857, 25.000024399999997, 24.99995610526316, 25.0004022, 24.99969325, 24.999839549999997, 24.999562037037034, 24.999778384615386, 25.000045222222223, 24.99969595454545, 24.999945137931036, 24.999648423076923, 24.99992182758621, 24.999784, 24.99958352, 24.999673384615384, 24.999769099999998, 24.999460041666666, 24.999812068965518, 24.999878538461537, 25.000025037037037, 25.00086041666667, 25.00024846666667, 25.00000243478261, 24.999953, 25.00006652, 24.99946352, 25.000184076923077, 24.99964017647059, 25.00014273076923, 24.999933000000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060899687, "time_to_acc50_sec": 0, "acc_per_sec": 12.228976800738112, "mobile_acc_per_sec": 106858.42981508972 }, "started": "2026-08-17T23:02:44.433435283+10:00", "ended": "2026-08-17T23:02:46.478277737+10:00" }, { "cell": { "id": "ternary|none|step_sgd|cnn|simd", "dtype": 19, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23760, "total_correct": 5629, "total_train": 441, "infer_ms": 752.088147, "train_ms": 1697.438503, "blocked_train": 1697438503, "duration": 2032335270, "avg_accuracy": 24.169838438609485, "soft_acc": 24.999934785017253, "adapt_pct": 25.00007812752376, "stability": 99.99960597043909, "consistency": 100, "throughput": 11690.98443093004, "availability": 30.703407411387012, "score": 897.3803041458202, "zero_downtime": 7.675831829624907, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 6483432, "heap_mib": 6.183082580566406, "mobile_score": 9047802.40192315, "mobile_throughput": 117873900.87160479, "mobile_availability": 309565.9243250245, "mobile_accuracy": 252060.8809339832, "soft_acc_blocks": [ 24.99974989189189, 24.99935753030303, 24.999706803030303, 24.999155643835618, 24.999294680851065, 24.99971236111111, 24.9999743125, 24.99978462962963, 24.99957157142857, 24.99973786764706, 24.99979336923077, 24.99962433766234, 24.99995743283582, 24.999869232876712, 25.000084712121215, 25.000052363636364, 25.000192144927535, 24.999986907894737, 24.99965487837838, 24.999243916666668, 24.9993072247191, 24.999700958525345, 25.000001043209878, 24.999545, 25.0002007, 24.999730528089888, 24.999837822580645, 25.00029563095238, 25.00029034920635, 25.00000276388889, 25.000629483870966, 24.999990083333334, 25.000084015873014, 25.000737154929578, 25.000109593023257, 25.00042392857143, 25.000644492537315, 25.000581419354837, 25.00032825, 25.000446369565214 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.31030831, "time_to_acc50_sec": 0, "acc_per_sec": 12.301087893346088, "mobile_acc_per_sec": 124025.2455658968 }, "started": "2026-08-17T23:02:47.293063482+10:00", "ended": "2026-08-17T23:02:49.325995521+10:00" }, { "cell": { "id": "binary|none|step_sgd|cnn|simd", "dtype": 20, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24288, "total_correct": 6569, "total_train": 444, "infer_ms": 759.217359, "train_ms": 1695.914246, "blocked_train": 1695914246, "duration": 2033786320, "avg_accuracy": 27.08909842006019, "soft_acc": 24.998736265968933, "adapt_pct": 24.998692885183633, "stability": 99.99512957135074, "consistency": 100, "throughput": 11942.257532738247, "availability": 30.923692948020193, "score": 923.2000930873271, "zero_downtime": 7.730532443773601, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 6944800, "heap_mib": 6.623077392578125, "mobile_score": 18616258.861714177, "mobile_throughput": 240814704.51247194, "mobile_availability": 623573.8895512158, "mobile_accuracy": 504097.5938235508, "soft_acc_blocks": [ 24.999226546666666, 25.001732272727274, 24.999809524590162, 24.99802466197183, 25.00000061904762, 25.001692430555558, 25.000445911764707, 25.001983542168677, 25.00207214634146, 25.002437734375, 24.999485835294116, 24.998494550561798, 25.00081771014493, 25.00471584, 25.0033081875, 25.003070647058824, 25.004498753846157, 25.00327823188406, 25.004354118421052, 25.00414027142857, 25.004528742857143, 25.004020188405796, 25.00060243939394, 25.00412704819277, 25.00242128169014, 25.00380074074074, 24.99711078106509, 24.99259766203704, 24.99349327118644, 24.99074793877551, 24.993817285714282, 24.992258575342465, 24.991451460674156, 24.993595799999998, 24.991299357142857, 24.9924705, 24.991817098360656, 24.99194981081081, 24.991107426470588, 24.992643693548388 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060346095, "time_to_acc50_sec": 0, "acc_per_sec": 12.291722104792667, "mobile_acc_per_sec": 247861.63072605914 }, "started": "2026-08-17T23:02:50.072808066+10:00", "ended": "2026-08-17T23:02:52.107080218+10:00" }, { "cell": { "id": "int|none|step_sgd|cnn|simd", "dtype": 21, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7472, "total_correct": 1693, "total_train": 243, "infer_ms": 719.772147, "train_ms": 1750.83063, "blocked_train": 1750830630, "duration": 2017444358, "avg_accuracy": 22.519442970815653, "soft_acc": 24.99985590325517, "adapt_pct": 24.999937130412782, "stability": 99.99975163029883, "consistency": 100, "throughput": 3703.6957031158922, "availability": 29.133463043946055, "score": 269.75214990664136, "zero_downtime": 7.283323780614611, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 6103712, "heap_mib": 5.820953369140625, "mobile_score": 84992.67738596947, "mobile_throughput": 1166949.0461509766, "mobile_availability": 9179.281894461772, "mobile_accuracy": 7876.8776753640905, "soft_acc_blocks": [ 24.99959938888889, 24.999684304347827, 24.999715869565218, 24.999858545454547, 24.999556136363637, 24.999930142857142, 24.999820875, 24.999965958333334, 24.999624500000003, 24.999650714285714, 24.99969740740741, 24.999652125, 24.999457884615385, 24.999617649999998, 24.999921458333333, 24.99997290909091, 24.99991248, 24.99982784, 25.000280714285715, 24.999603360000002, 24.999708, 24.999749249999997, 24.999415166666665, 24.999697346153845, 25.0001802, 24.9996902, 24.999727090909094, 25.00046065217391, 24.999798695652174, 25.00008610714286, 25.000027541666668, 24.99983464, 25.000436882352943, 24.9998181875, 25.0002102, 24.999814625, 25.000218333333333, 25.0001429, 24.9997705, 25.000099347826087 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.914070678, "time_to_acc50_sec": 0, "acc_per_sec": 12.391844069513201, "mobile_acc_per_sec": 3904.3841006712364 }, "started": "2026-08-17T23:02:52.857238539+10:00", "ended": "2026-08-17T23:02:54.875192582+10:00" }, { "cell": { "id": "uint|none|step_sgd|cnn|simd", "dtype": 22, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7128, "total_correct": 2302, "total_train": 249, "infer_ms": 677.348522, "train_ms": 1787.264739, "blocked_train": 1787264739, "duration": 2013714539, "avg_accuracy": 32.4852977543044, "soft_acc": 25.000344099874404, "adapt_pct": 25.000399656129957, "stability": 99.9997307453614, "consistency": 100, "throughput": 3539.727137064684, "availability": 27.48295372415429, "score": 243.20874023800874, "zero_downtime": 6.87083299984782, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 7160240, "heap_mib": 6.8285369873046875, "mobile_score": 76262.81339826861, "mobile_throughput": 1109950.0366252207, "mobile_availability": 8617.81270462285, "mobile_accuracy": 7839.342348944349, "soft_acc_blocks": [ 25.000192464285714, 25.000143, 24.999977407407407, 25.000147833333333, 25.000385304347827, 25.000172055555556, 25.00006816, 25.000301615384615, 25.000218608695654, 24.999957291666664, 25.00016125925926, 24.999852222222223, 25.000094555555556, 25.00004376190476, 25.0002145, 25.000654423076924, 25.000356033333333, 25.000432, 25.000327000000002, 25.000126736842105, 25.00037157894737, 25.00028340909091, 25.000386782608697, 25.000367809523812, 25.00043862962963, 25.000157608695655, 25.000273, 25.00040848, 25.000953217391306, 25.000293833333334, 25.0006154, 25.000589037037035, 25.00087994736842, 25.00109988235294, 25.000246045454546, 25.0007761, 25.000324120000002, 25.000588041666663, 25.000540739130432 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.064420561, "time_to_acc50_sec": 0, "acc_per_sec": 12.415038783148203, "mobile_acc_per_sec": 3892.975988958855 }, "started": "2026-08-17T23:02:55.543278583+10:00", "ended": "2026-08-17T23:02:57.557671869+10:00" }, { "cell": { "id": "uintptr|none|step_sgd|cnn|simd", "dtype": 23, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7520, "total_correct": 1405, "total_train": 250, "infer_ms": 676.174643, "train_ms": 1770.308091, "blocked_train": 1770308091, "duration": 2040106076, "avg_accuracy": 18.905301637774464, "soft_acc": 24.999720086304258, "adapt_pct": 24.999745345051874, "stability": 99.99976404618178, "consistency": 100, "throughput": 3686.0828407238178, "availability": 27.63864357605558, "score": 254.6929728524683, "zero_downtime": 6.909583529665208, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 4653928, "heap_mib": 4.438331604003906, "mobile_score": 79863.91707588211, "mobile_throughput": 1155842.7035869672, "mobile_availability": 8666.63227464296, "mobile_accuracy": 7839.146677397301, "soft_acc_blocks": [ 24.999468460317463, 24.99947534782609, 24.999537260869566, 24.9994143125, 24.999717999999998, 24.999446857142857, 24.999417142857144, 24.999467791666664, 24.999462360000003, 24.99961926923077, 24.99953738095238, 24.99945384615385, 24.999494321428575, 24.999673739130433, 24.99961132, 24.9997447, 24.999883599999997, 24.99981373076923, 24.999954363636366, 25.000312875000002, 24.9997641875, 25.00004822727273, 24.999602000000003, 25.000166916666668, 24.99986831818182, 25.00004909090909, 25.000073454545454, 24.999809291666665, 24.99957452173913, 24.999592133333334, 24.99977653846154, 24.999500240000003, 25.000057833333333, 24.999574499999998, 24.999747592592595, 24.999651826086957, 25.000188285714287, 24.999636545454543, 24.99978526923077, 24.99983 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.257296884, "time_to_acc50_sec": 0, "acc_per_sec": 12.25412755758307, "mobile_acc_per_sec": 3842.519156046718 }, "started": "2026-08-17T23:02:58.307114524+10:00", "ended": "2026-08-17T23:03:00.347528047+10:00" }, { "cell": { "id": "complex64|none|step_sgd|cnn|simd", "dtype": 24, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7848, "total_correct": 2039, "total_train": 254, "infer_ms": 707.343856, "train_ms": 1752.639404, "blocked_train": 1752639404, "duration": 2038709948, "avg_accuracy": 26.08066612798728, "soft_acc": 25.000117634170103, "adapt_pct": 24.99986301284824, "stability": 99.99956283077537, "consistency": 100, "throughput": 3849.493159975496, "availability": 28.754010952090784, "score": 276.72222327827154, "zero_downtime": 7.188536562564852, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 6552352, "heap_mib": 6.248809814453125, "mobile_score": 87188.7866575231, "mobile_throughput": 1212886.4602507409, "mobile_availability": 9059.725296904911, "mobile_accuracy": 7876.960140735441, "soft_acc_blocks": [ 25.00033564, 25.00066234482759, 25.000247518518517, 25.000548749999997, 25.00055225925926, 25.00034295, 25.000643130434785, 25.00092660869565, 25.000417782608693, 25.0005064, 25.000761714285712, 25.00064392, 25.000466653846154, 25.000051159999998, 24.999616959999997, 24.9994737, 24.99956388, 24.99956068, 24.999762208333333, 24.999769833333332, 24.99925423076923, 24.999391285714285, 24.9994026, 24.999487600000002, 24.99952269565217, 25.000191615384615, 24.9999692, 25.000162870967742, 25.00022265, 24.999843681818184, 24.999801961538463, 25.000377870967743, 25.00041881818182, 25.000478863636364, 25.0005596, 25.000045791666665, 25.0001042, 25.000278599999998, 25.000352318181818, 24.99998481818182 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06392348, "time_to_acc50_sec": 0, "acc_per_sec": 12.262714300626987, "mobile_acc_per_sec": 3863.6982904129336 }, "started": "2026-08-17T23:03:01.145914968+10:00", "ended": "2026-08-17T23:03:03.185186008+10:00" }, { "cell": { "id": "complex128|none|step_sgd|cnn|simd", "dtype": 25, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8336, "total_correct": 1855, "total_train": 260, "infer_ms": 725.88257, "train_ms": 1757.631228, "blocked_train": 1757631228, "duration": 2038100536, "avg_accuracy": 22.442302130199977, "soft_acc": 24.999636715292052, "adapt_pct": 24.99945087579063, "stability": 99.99965512076781, "consistency": 100, "throughput": 4090.082826022082, "availability": 29.22804659207293, "score": 298.85848561921193, "zero_downtime": 7.306905466994531, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 6042960, "heap_mib": 5.7630157470703125, "mobile_score": 47081.70604216508, "mobile_throughput": 644345.3559764018, "mobile_availability": 4604.541493889643, "mobile_accuracy": 3938.404307147548, "soft_acc_blocks": [ 24.99999752, 24.99988814285714, 24.999841555555555, 24.999705238095242, 24.99974843478261, 25.000382920000003, 24.99969888, 24.99980975862069, 24.999696041666667, 24.999739076923074, 24.9999892, 24.99970826666667, 24.999896217391303, 24.999223444444443, 24.999438655172412, 24.99905652173913, 24.99930424137931, 24.99933740740741, 24.99918354347826, 24.99939352173913, 24.99941426666667, 24.999298608695653, 24.9995373, 24.998787466666666, 24.999232846153845, 24.999153785714288, 24.99931907692308, 24.999825066666666, 24.9996018, 24.9998382, 24.9997864375, 24.99991005882353, 25.000073272727274, 24.999896193548388, 24.999617333333333, 24.99973496296296, 25.00036052, 25.000131208333332, 24.999565714285716, 24.999345904761906 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059319695, "time_to_acc50_sec": 0, "acc_per_sec": 12.26614500791832, "mobile_acc_per_sec": 1932.3896135551322 }, "started": "2026-08-17T23:03:03.976223791+10:00", "ended": "2026-08-17T23:03:06.014850523+10:00" }, { "cell": { "id": "nf4|none|step_sgd|cnn|simd", "dtype": 26, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6760, "total_correct": 1738, "total_train": 234, "infer_ms": 637.985477, "train_ms": 1810.91173, "blocked_train": 1810911730, "duration": 2009777832, "avg_accuracy": 26.28721977560858, "soft_acc": 24.999944893587227, "adapt_pct": 24.99990922072236, "stability": 99.99971773091912, "consistency": 100, "throughput": 3363.555857949178, "availability": 26.051950044140828, "score": 219.06749007291734, "zero_downtime": 6.51297315474008, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8340848, "heap_mib": 7.9544525146484375, "mobile_score": 1104369.771493747, "mobile_throughput": 16956461.285119794, "mobile_availability": 131333.89216098565, "mobile_accuracy": 126030.49142662558, "soft_acc_blocks": [ 25.00007276190476, 25.000500285714285, 25.000297684210526, 25.0000443, 24.99997475, 25.000096714285714, 25.00003727777778, 25.0002488125, 24.999741789473685, 25.000048000000003, 25.0000956, 24.99994053846154, 24.99978511764706, 24.999857, 25.000369954545455, 24.99983935, 24.999867466666668, 25.00015565, 24.999827647058822, 25.00021691666667, 24.99923319047619, 24.9997456, 25.000104500000003, 25.000483722222224, 25.0004796, 24.99944609090909, 25.000211800000002, 24.999763868852458, 24.999785040000003, 24.999579285714287, 24.999523684210526, 24.999824173913044, 24.999760588235294, 24.99992227272727, 24.999735190476194, 24.999797933333333, 24.999626000000003, 24.999785636363637, 25.000025055555554 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.063832856, "time_to_acc50_sec": 0, "acc_per_sec": 12.439158446040231, "mobile_acc_per_sec": 62708.668301514816 }, "started": "2026-08-17T23:03:06.905225423+10:00", "ended": "2026-08-17T23:03:08.91583044+10:00" }, { "cell": { "id": "fp6|none|step_sgd|cnn|simd", "dtype": 27, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3056, "total_correct": 567, "total_train": 138, "infer_ms": 590.434461, "train_ms": 1818.277095, "blocked_train": 1818277095, "duration": 2058863200, "avg_accuracy": 18.752512244699744, "soft_acc": 24.999919969031104, "adapt_pct": 24.999882046478174, "stability": 99.99968966097379, "consistency": 100, "throughput": 1484.314256527583, "availability": 24.51246017935408, "score": 90.96019408071915, "zero_downtime": 6.128095427279138, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 6558592, "heap_mib": 6.2547607421875, "mobile_score": 305700.8861166159, "mobile_throughput": 4988513.8008098295, "mobile_availability": 82381.97899046917, "mobile_accuracy": 84020.2438507909, "soft_acc_blocks": [ 25.0000335, 25.00025955555556, 25.000312375, 25.000257125, 25.000211454545454, 25.000148, 25.00043042857143, 25.00008142857143, 24.999801299999998, 25.000152875, 25.000073125, 25.000092153846154, 24.9997534, 24.9998596, 24.999792333333332, 24.999424785714286, 25.00016822222222, 24.999714444444447, 24.999777454545452, 24.9992065, 25.0000024, 24.99960327272727, 24.999352375, 24.9998071, 24.9997778, 24.999400555555557, 24.9997595, 24.999759, 25.000276555555555, 25.000016375, 24.999966375, 25.0000104, 25.0005107, 24.999493444444443, 24.99942775, 24.999834250000003, 25.000010285714286, 25.000400625, 25.000052769230766, 24.999787166666668 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.164011946, "time_to_acc50_sec": 0, "acc_per_sec": 12.142584300419331, "mobile_acc_per_sec": 40809.0463955016 }, "started": "2026-08-17T23:03:09.72958972+10:00", "ended": "2026-08-17T23:03:11.789139115+10:00" }, { "cell": { "id": "int6|none|step_sgd|cnn|simd", "dtype": 28, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2800, "total_correct": 683, "total_train": 142, "infer_ms": 547.03102, "train_ms": 1861.892002, "blocked_train": 1861892002, "duration": 2053558699, "avg_accuracy": 24.72691631285381, "soft_acc": 25.000134494477955, "adapt_pct": 25.000186776388894, "stability": 99.9996990202271, "consistency": 100, "throughput": 1363.486712779862, "availability": 22.708530534355948, "score": 77.4073655581638, "zero_downtime": 5.677163175308581, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 7167480, "heap_mib": 6.835441589355469, "mobile_score": 260152.26201127298, "mobile_throughput": 4582434.113268771, "mobile_availability": 76319.29523587444, "mobile_accuracy": 84020.9648323132, "soft_acc_blocks": [ 25.000020125, 24.99991875, 24.999726799999998, 25.000459000000003, 25.0001005, 25.000068, 24.9999677, 24.99980475, 24.999877625, 24.999891444444444, 25.000188875, 24.99961881818182, 25.000021375, 25.00030575, 25.000594666666665, 25.0001785, 25.00044725, 25.00054111111111, 25.00033966666667, 25.000823285714286, 25.000271625, 25.000672714285713, 25.0007992, 24.99996575, 25.000302363636365, 25.000223166666668, 25.000200444444445, 24.999529, 24.9999616, 25.000276999999997, 24.999917222222223, 25.000307666666668, 25.000161272727272, 25.00002253846154, 24.999803, 25.00001325, 24.999751222222223, 25.00032975, 24.999843333333335, 25.000133666666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.212752563, "time_to_acc50_sec": 0, "acc_per_sec": 12.174054000332209, "mobile_acc_per_sec": 40914.81040850111 }, "started": "2026-08-17T23:03:12.556480848+10:00", "ended": "2026-08-17T23:03:14.610633765+10:00" }, { "cell": { "id": "uint6|none|step_sgd|cnn|simd", "dtype": 29, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2880, "total_correct": 714, "total_train": 143, "infer_ms": 549.732077, "train_ms": 1854.287138, "blocked_train": 1854287138, "duration": 2018014405, "avg_accuracy": 24.904556803595266, "soft_acc": 25.000169268559436, "adapt_pct": 25.00032558624639, "stability": 99.99968416495001, "consistency": 100, "throughput": 1427.1454122746957, "availability": 22.867208114224663, "score": 81.5876302844517, "zero_downtime": 5.7168407355499244, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 6870528, "heap_mib": 6.55224609375, "mobile_score": 260825.7043083818, "mobile_throughput": 4562409.840918754, "mobile_availability": 73103.67565725988, "mobile_accuracy": 79922.49235045421, "soft_acc_blocks": [ 24.999759444444447, 24.999978166666665, 24.999876699999998, 25.00010975, 25.000014999999998, 25.00016988888889, 24.999891727272725, 25.00002518181818, 25.000137571428574, 25.000152875, 24.9999441, 25.00016125, 24.999948, 25.000388, 25.000869, 25.000604857142857, 25.000606555555557, 25.0004583, 25.000777, 25.00056925, 25.00008588888889, 25.000555333333335, 25.00067575, 25.000585, 25.000560444444446, 25.00047930769231, 25.000297999999997, 25.000065727272727, 24.99984375, 24.9999288, 25.00011508333333, 24.99985675, 24.99987377777778, 24.999846400000003, 25.000104142857143, 24.999882222222222, 24.9996882, 24.99977911111111, 24.999935166666663 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.110248848, "time_to_acc50_sec": 0, "acc_per_sec": 12.388498915873415, "mobile_acc_per_sec": 39604.52024149659 }, "started": "2026-08-17T23:03:15.417385474+10:00", "ended": "2026-08-17T23:03:17.436067376+10:00" }, { "cell": { "id": "int5|none|step_sgd|cnn|simd", "dtype": 30, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3352, "total_correct": 979, "total_train": 166, "infer_ms": 537.908031, "train_ms": 1864.528996, "blocked_train": 1864528996, "duration": 2048448169, "avg_accuracy": 29.416965673215675, "soft_acc": 25.00011761118099, "adapt_pct": 25.000128749305553, "stability": 99.99959122157603, "consistency": 100, "throughput": 1636.3606610736756, "availability": 22.39009909332371, "score": 91.59612429174763, "zero_downtime": 5.597551106590896, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 6655280, "heap_mib": 6.3469696044921875, "mobile_score": 369405.76009747526, "mobile_throughput": 6599417.3713307325, "mobile_availability": 90298.92518031155, "mobile_accuracy": 100825.08970869891, "soft_acc_blocks": [ 24.99984918181818, 25.000102000000002, 24.999866833333332, 24.9999772, 24.99997388888889, 24.999771919999997, 24.999862454545454, 24.999855, 24.99896766666667, 25.000410285714285, 24.999957499999997, 24.999711333333334, 24.9994522, 25.00012388888889, 25.00001011111111, 25.00017825, 25.000460444444442, 25.00003375, 24.999758909090907, 24.9999629, 25.000114, 25.001081, 25.000562, 25.000123142857145, 24.999906333333332, 25.00088142857143, 24.99970625, 25.00024625, 25.000242399999998, 25.000062399999997, 25.0002063, 24.99986922222222, 25.000323285714284, 25.000431545454546, 25.000206777777777, 25.001263666666667, 25.00056309090909, 24.999839700000003, 25.000367769230767, 25.000422166666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06000183, "time_to_acc50_sec": 0, "acc_per_sec": 12.204417953804226, "mobile_acc_per_sec": 49220.22984741623 }, "started": "2026-08-17T23:03:18.217813393+10:00", "ended": "2026-08-17T23:03:20.266897081+10:00" }, { "cell": { "id": "uint5|none|step_sgd|cnn|simd", "dtype": 31, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3352, "total_correct": 1004, "total_train": 158, "infer_ms": 559.754787, "train_ms": 1864.429213, "blocked_train": 1864429213, "duration": 2046182617, "avg_accuracy": 29.85592228951604, "soft_acc": 25.000416641033063, "adapt_pct": 25.000220390780402, "stability": 99.99963900993535, "consistency": 100, "throughput": 1638.1724544774588, "availability": 23.090441443388787, "score": 94.56688882729588, "zero_downtime": 5.772706565100965, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 6657120, "heap_mib": 6.348724365234375, "mobile_score": 359277.427604966, "mobile_throughput": 6223725.795746941, "mobile_availability": 87724.93741645956, "mobile_accuracy": 94981.29304270973, "soft_acc_blocks": [ 25.000966272727272, 25.000880000000002, 25.0009145, 25.0004945, 25.000875500000003, 25.000522444444446, 25.000864142857143, 25.000554833333336, 25.000745727272726, 25.001237625, 25.00089925, 25.000953166666665, 25.0004474, 24.99977125, 25.000253375, 25.000402363636365, 25.000200666666668, 25.000370875, 25.0002219, 25.00030108333333, 25.0001269, 25.000377888888888, 25.0004541, 24.99987881818182, 25.000174666666666, 25.000634, 25.0005123, 25.000406555555557, 25.000118615384615, 25.000098, 24.9999215, 24.999712000000002, 24.9999872, 25.000097, 25.000488083333334, 25.000577181818183, 25.000557399999998, 25.000467222222223, 25.00040733333333, 24.999792 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.064331295, "time_to_acc50_sec": 0, "acc_per_sec": 12.218076936694581, "mobile_acc_per_sec": 46418.77623902702 }, "started": "2026-08-17T23:03:21.084077827+10:00", "ended": "2026-08-17T23:03:23.130873358+10:00" }, { "cell": { "id": "int3|none|step_sgd|cnn|simd", "dtype": 32, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4680, "total_correct": 980, "total_train": 194, "infer_ms": 613.212829, "train_ms": 1803.275737, "blocked_train": 1803275737, "duration": 2053063491, "avg_accuracy": 20.46090494150672, "soft_acc": 24.999669600873148, "adapt_pct": 24.99966462260846, "stability": 99.99960940019463, "consistency": 100, "throughput": 2279.5203463096404, "availability": 25.37619410362234, "score": 144.61196571582792, "zero_downtime": 6.343964683181838, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 7061792, "heap_mib": 6.734649658203125, "mobile_score": 972029.7215541024, "mobile_throughput": 15322117.478538318, "mobile_availability": 170569.6673615378, "mobile_accuracy": 168038.80481669976, "soft_acc_blocks": [ 24.999814999999998, 24.999593428571426, 25.00010175, 24.999854142857142, 24.999597571428573, 24.99939825, 25.00038466666667, 24.999664, 24.999928714285716, 25.000031545454544, 24.99958525, 24.999658999999998, 24.999781, 24.999748454545454, 24.999361928571428, 24.998995307692308, 24.999433, 24.999283588235294, 24.999319846153846, 24.998972454545456, 24.999293066666667, 24.998955333333335, 24.998894916666668, 24.999329454545453, 24.999074461538463, 24.999234333333334, 24.99954375, 25.000190078947366, 25.000191527777776, 24.999852933333333, 25.000029199999997, 24.999946, 24.999967666666667, 25.000230400000003, 24.999618315789473, 24.999813090909093, 25.000145, 24.99992208333333, 24.9999776, 25.000065923076924 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.411461643, "time_to_acc50_sec": 0, "acc_per_sec": 12.176763997053195, "mobile_acc_per_sec": 81847.83644214136 }, "started": "2026-08-17T23:03:23.980722229+10:00", "ended": "2026-08-17T23:03:26.034401291+10:00" }, { "cell": { "id": "uint3|none|step_sgd|cnn|simd", "dtype": 33, "format": 0, "mode": "step_sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4672, "total_correct": 1172, "total_train": 193, "infer_ms": 614.752437, "train_ms": 1820.253602, "blocked_train": 1820253602, "duration": 2028107650, "avg_accuracy": 25.026259439622613, "soft_acc": 24.999903371104722, "adapt_pct": 24.99991562461803, "stability": 99.99955584462334, "consistency": 100, "throughput": 2303.6252538172716, "availability": 25.246444039722565, "score": 145.3953031698005, "zero_downtime": 6.311586614570668, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 6887320, "heap_mib": 6.568260192871094, "mobile_score": 886383.8687010276, "mobile_throughput": 14043756.71015523, "mobile_availability": 153911.71689183795, "mobile_accuracy": 152408.71323988083, "soft_acc_blocks": [ 24.99946607142857, 24.99959966666667, 24.999778615384614, 24.999856125, 24.99984592857143, 24.99971446153846, 24.99969325, 24.999835, 25.0000544375, 24.999720571428572, 24.999675785714285, 24.99933723076923, 24.99993511764706, 25.0003112, 24.999439785714287, 24.999142181818183, 24.999735428571427, 24.999678666666668, 25.000053214285714, 24.9993816, 24.9986958, 24.999233, 24.99971993333333, 24.999904785714286, 25.000107399999997, 24.999605, 24.999772529411764, 25.0006038, 25.000342142857143, 24.99997792857143, 25.000418, 25.000325, 25.000689750000003, 25.000773285714285, 25.000658533333333, 25.000266785714285, 24.999970416666667, 25.000175941176472, 25.000404260869562, 25.000236212121212 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.210285599, "time_to_acc50_sec": 0, "acc_per_sec": 12.32671420134169, "mobile_acc_per_sec": 75148.23645573294 }, "started": "2026-08-17T23:03:26.844725925+10:00", "ended": "2026-08-17T23:03:28.873383365+10:00" }, { "cell": { "id": "float64|none|step_sgd|bicameral|simd", "dtype": 0, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7920, "total_correct": 2138, "total_train": 258, "infer_ms": 676.119616, "train_ms": 1736.447812, "blocked_train": 1736447812, "duration": 2044528025, "avg_accuracy": 26.81982478767481, "soft_acc": 24.999999801140056, "adapt_pct": 25.000002930944124, "stability": 99.99999181094769, "consistency": 100, "throughput": 3873.7546774395523, "availability": 28.024900284776617, "score": 271.403969248471, "zero_downtime": 7.006225015463854, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 6144208, "heap_mib": 5.8595733642578125, "mobile_score": 58508.982002196695, "mobile_throughput": 835099.9557259161, "mobile_availability": 6041.578503497107, "mobile_accuracy": 5389.473641340509, "soft_acc_blocks": [ 24.999992125000002, 25.0000026969697, 25.000003764705884, 24.99999047826087, 24.999998357142857, 24.999996521739128, 24.999996227272728, 25.000000269230767, 24.999990833333335, 25.00000064, 24.99999825, 24.999995560000002, 24.999990079999996, 25.000009, 24.9999977, 25.00001970588235, 24.999994761904766, 25.000002199999997, 25.000010523809525, 24.99999785714286, 25.0000041, 25.000003, 25.00000630769231, 25, 25.000007076923076, 25.00001044444444, 25.000012, 24.99998453846154, 25.00000235, 25.00000339130435, 24.9999884, 25.000000153846152, 24.999998714285713, 24.99999624, 25.000004399999998, 24.999997263157894, 24.999992733333332, 25.000017914285714, 24.99999711764706, 24.999978347826087 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061123182, "time_to_acc50_sec": 0, "acc_per_sec": 12.227760879501789, "mobile_acc_per_sec": 2636.047819075754 }, "started": "2026-08-17T23:03:29.754909588+10:00", "ended": "2026-08-17T23:03:31.800095006+10:00" }, { "cell": { "id": "float32|none|step_sgd|bicameral|simd", "dtype": 1, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14448, "total_correct": 3847, "total_train": 324, "infer_ms": 779.950536, "train_ms": 1644.853635, "blocked_train": 1644853635, "duration": 2051535358, "avg_accuracy": 26.659006853040836, "soft_acc": 25.000010930545805, "adapt_pct": 25.000007876064178, "stability": 99.99999423208764, "consistency": 100, "throughput": 7042.530338879978, "availability": 32.16550620161401, "score": 566.3166308316336, "zero_downtime": 8.041380066268891, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 6885064, "heap_mib": 6.566108703613281, "mobile_score": 244171.88630382853, "mobile_throughput": 3036442.554531831, "mobile_availability": 13868.411937032733, "mobile_accuracy": 10778.95208121217, "soft_acc_blocks": [ 25.000013428571428, 25.000016297872342, 25.000015703703703, 25.000021114285712, 25.00001552173913, 25.000014186046513, 25.0000153125, 25.000016274509804, 25.000015852941175, 25.000020854545454, 25.00001878846154, 25.000014555555556, 25.000016551020412, 25.000002102040817, 25.00000515555556, 25.00001031818182, 25.000006463414632, 25.000008885714287, 25.0000045, 25.000009152542372, 24.99999658536585, 25.000009076923075, 24.99999644642857, 25.000005658536587, 25.00000627906977, 25.000009619047617, 25.00000637254902, 25.00001238235294, 25.000009674418607, 25.000010539999998, 25.000005673076924, 25.0000118, 25.000007725490196, 25.000010739999997, 25.000010809523808, 25.000016355555555, 25.000010666666665, 25.000008465116277, 25.000021425531916, 25.000009906976747 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061312504, "time_to_acc50_sec": 0, "acc_per_sec": 12.186000515690749, "mobile_acc_per_sec": 5254.090327607296 }, "started": "2026-08-17T23:03:32.658867092+10:00", "ended": "2026-08-17T23:03:34.71117052+10:00" }, { "cell": { "id": "float16|none|step_sgd|bicameral|simd", "dtype": 2, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6448, "total_correct": 1542, "total_train": 220, "infer_ms": 647.95726, "train_ms": 1803.122805, "blocked_train": 1803122805, "duration": 2055951188, "avg_accuracy": 23.831281863551943, "soft_acc": 24.999996353622656, "adapt_pct": 24.999998871683534, "stability": 99.99999239875915, "consistency": 100, "throughput": 3136.2612291746686, "availability": 26.435581164909845, "score": 207.272190463808, "zero_downtime": 6.608894327286419, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 6669744, "heap_mib": 6.3607635498046875, "mobile_score": 178734.08255573842, "mobile_throughput": 2704447.5778314616, "mobile_availability": 22795.81904241489, "mobile_accuracy": 21557.891592513348, "soft_acc_blocks": [ 24.9999845, 24.999994175, 24.999992704545456, 24.999991, 25.000010208333332, 24.999996133333333, 25.000010166666666, 25.00000325, 24.999998866666665, 24.999994055555554, 24.999998545454545, 25.000006777777777, 24.99998992857143, 24.99999976923077, 25.000004789473685, 25.000000684210526, 25.0000146875, 24.999996904761908, 24.99998627777778, 24.99999975, 24.99998734782609, 24.99999609090909, 25.000002499999997, 25.000010315789474, 24.99998755, 24.999993666666665, 24.999988571428574, 25.00000243478261, 24.999991299999998, 24.999988736842102, 24.99999335, 24.999999142857146, 25.000000449999998, 24.999993347826088, 24.9999878, 25.000000266666667, 24.999994599999997, 24.999986058823527, 24.999984263157895, 24.99999317647059 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.114149933, "time_to_acc50_sec": 0, "acc_per_sec": 12.159819989667312, "mobile_acc_per_sec": 10485.604774247855 }, "started": "2026-08-17T23:03:35.480595409+10:00", "ended": "2026-08-17T23:03:37.537117376+10:00" }, { "cell": { "id": "bfloat16|none|step_sgd|bicameral|simd", "dtype": 3, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8312, "total_correct": 2298, "total_train": 266, "infer_ms": 642.130701, "train_ms": 1777.259157, "blocked_train": 1777259157, "duration": 2046756648, "avg_accuracy": 27.103027851652172, "soft_acc": 25.000006045925524, "adapt_pct": 24.999993626708175, "stability": 99.9999846002049, "consistency": 100, "throughput": 4061.059241274295, "availability": 26.541018136317245, "score": 269.46168260409434, "zero_downtime": 6.635256138729501, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8024016, "heap_mib": 7.6522979736328125, "mobile_score": 232361.06356765694, "mobile_throughput": 3501915.5057388446, "mobile_availability": 22886.739007653774, "mobile_accuracy": 21557.899950339146, "soft_acc_blocks": [ 25.000025714285716, 25.000012454545455, 25.000043357142857, 25.000023045454544, 25.000037080000002, 25.000031, 25.000035071428574, 25.000023782608697, 25.0000175, 25.000021833333335, 25.00002123333333, 25.00002406, 25.000022933333334, 24.99999508333333, 24.999987461538463, 24.999978846153848, 24.999986142857143, 24.99999161111111, 24.99999473333333, 24.999992814814817, 24.999990266666668, 24.99999485714286, 24.99999547826087, 24.99999658333333, 24.99999329032258, 24.999994384615384, 24.99999652, 25.000000434782606, 25.000003066666668, 25.000001458333333, 24.99999948148148, 25.000001523809527, 25.000001875, 25.00000065384615, 25.000003919999997, 24.999999653846153, 24.9999998125, 25, 25.000000913043475, 25.000001904761906 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060145165, "time_to_acc50_sec": 0, "acc_per_sec": 12.214449661299218, "mobile_acc_per_sec": 10532.71280266981 }, "started": "2026-08-17T23:03:38.481502834+10:00", "ended": "2026-08-17T23:03:40.528832866+10:00" }, { "cell": { "id": "fp8e4m3|none|step_sgd|bicameral|simd", "dtype": 4, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5896, "total_correct": 1742, "total_train": 216, "infer_ms": 632.464107, "train_ms": 1828.94373, "blocked_train": 1828943730, "duration": 2044292293, "avg_accuracy": 29.267064263284368, "soft_acc": 25.00001413152173, "adapt_pct": 25.000017307992643, "stability": 99.9999863593064, "consistency": 100, "throughput": 2884.127685746747, "availability": 25.695217894928643, "score": 185.27082803143747, "zero_downtime": 6.423808104857461, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 6675560, "heap_mib": 6.366310119628906, "mobile_score": 319523.9206807444, "mobile_throughput": 4974057.684555232, "mobile_availability": 44314.78420952746, "mobile_accuracy": 43115.813845352845, "soft_acc_blocks": [ 24.999989894736842, 25.000011857142855, 25.000012176470587, 24.999983333333333, 25.00000909090909, 25.00000985, 25.0000006875, 25.000007, 24.99999235, 24.999977352941176, 24.99999533333333, 24.99999779166667, 25.0000015625, 25.000016375, 25.0000093125, 25.000012761904763, 25.000008095238098, 25.000023473684212, 25.00003716666667, 25.00002157894737, 25.000015117647056, 25.000026724137932, 25.000022291666667, 25.000018266666665, 25.000016588235297, 25.0000236875, 25.00002566666667, 25.0000225, 25.000025700000002, 25.000018052631578, 25.0000044, 25.000030315789473, 25.000030842105264, 25.00003538888889, 25.000015352941176, 25.00002273333333, 25.00002855, 25.000024666666665, 25.000023529411767, 25.00001784210526 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.60939621, "time_to_acc50_sec": 0, "acc_per_sec": 12.229177900403958, "mobile_acc_per_sec": 21090.826391601942 }, "started": "2026-08-17T23:03:41.310755379+10:00", "ended": "2026-08-17T23:03:43.355662931+10:00" }, { "cell": { "id": "fp8e5m2|none|step_sgd|bicameral|simd", "dtype": 5, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6872, "total_correct": 1369, "total_train": 225, "infer_ms": 653.276153, "train_ms": 1811.180416, "blocked_train": 1811180416, "duration": 2046596777, "avg_accuracy": 20.030159587635673, "soft_acc": 24.99999371166818, "adapt_pct": 24.999992774853986, "stability": 99.99999268201182, "consistency": 100, "throughput": 3357.769384389097, "availability": 26.50791907706774, "score": 222.51864183124803, "zero_downtime": 6.626978102361025, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 6678696, "heap_mib": 6.369300842285156, "mobile_score": 383762.67660664924, "mobile_throughput": 5790915.115140102, "mobile_availability": 45716.394332492404, "mobile_accuracy": 43115.77862862857, "soft_acc_blocks": [ 24.999998523809523, 25.000001304347826, 24.999993333333332, 25.000003615384614, 24.999982583333335, 24.99999925, 24.999998428571427, 25.00000381818182, 24.99999685, 24.99999365, 24.999992173913043, 24.99999552631579, 24.999987925925925, 24.99999268181818, 25.000004, 25.000001846153847, 24.999998421052634, 25.000009000000002, 24.99999222222222, 24.999999458333335, 24.999999842105264, 25.00000105263158, 24.999992263157893, 25.000000529411764, 25.000000583333332, 25.000002, 24.999979333333332, 24.99998742105263, 24.999988476190477, 24.999990019230772, 24.999983118644067, 24.999988, 24.999987952380952, 24.999989199999998, 24.999988352941177, 24.999987, 24.999988555555557, 24.999981, 24.999984095238098, 24.99998505882353 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062747084, "time_to_acc50_sec": 0, "acc_per_sec": 12.215397772840419, "mobile_acc_per_sec": 21067.06074844394 }, "started": "2026-08-17T23:03:44.301200271+10:00", "ended": "2026-08-17T23:03:46.348527359+10:00" }, { "cell": { "id": "int64|none|step_sgd|bicameral|simd", "dtype": 6, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4992, "total_correct": 1359, "total_train": 187, "infer_ms": 661.688339, "train_ms": 1818.057496, "blocked_train": 1818057496, "duration": 2024116656, "avg_accuracy": 26.867175165317075, "soft_acc": 24.99999668429151, "adapt_pct": 24.999997366922134, "stability": 99.99999380785019, "consistency": 100, "throughput": 2466.2610157386107, "availability": 26.68371611560747, "score": 164.5225002070481, "zero_downtime": 6.670928144147626, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 6689744, "heap_mib": 6.3798370361328125, "mobile_score": 35467.587413056266, "mobile_throughput": 531673.9537087026, "mobile_availability": 5752.447432080432, "mobile_accuracy": 5389.47296941358, "soft_acc_blocks": [ 24.999992375, 24.999992266666666, 25.000000615384614, 24.9999983125, 24.999992181818183, 24.999989833333334, 24.999997333333333, 24.99999405, 24.999988111111108, 24.999994214285714, 24.999998444444444, 24.999997466666667, 24.999990842105262, 24.999994333333333, 24.999988294117646, 24.999988789473687, 24.999996714285714, 24.9999965625, 24.999987100000002, 24.9999845, 24.999992941176473, 24.999991599999998, 25.00000226666667, 24.99998588235294, 24.99999811764706, 25.000001375, 24.999998583333333, 25.000008833333332, 25.0000022, 25.0000011875, 25.000002875, 24.999998866666665, 25.000011714285712, 25.000003409090912, 25.000002333333335, 24.999997285714283, 25.000006142857142, 24.99999575, 25.000000529411764, 25.000003137931035 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.116258575, "time_to_acc50_sec": 0, "acc_per_sec": 12.351065147448454, "mobile_acc_per_sec": 2662.62962336573 }, "started": "2026-08-17T23:03:47.247275641+10:00", "ended": "2026-08-17T23:03:49.272071565+10:00" }, { "cell": { "id": "int32|none|step_sgd|bicameral|simd", "dtype": 7, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4888, "total_correct": 1031, "total_train": 187, "infer_ms": 644.291927, "train_ms": 1824.599727, "blocked_train": 1824599727, "duration": 2050336946, "avg_accuracy": 21.291702635023046, "soft_acc": 25.000004550170992, "adapt_pct": 25.000006955105306, "stability": 99.99998926546806, "consistency": 100, "throughput": 2383.9984006219047, "availability": 26.096403459266586, "score": 155.53448858052428, "zero_downtime": 6.524102052247627, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 7738424, "heap_mib": 7.379936218261719, "mobile_score": 67059.92265535025, "mobile_throughput": 1027879.7314681391, "mobile_availability": 11251.670375700625, "mobile_accuracy": 10778.949330263198, "soft_acc_blocks": [ 25.000025352941176, 24.99998875, 25.000012357142857, 25.000006785714284, 25.00002275, 24.9999968125, 25.00002111111111, 25.00000682352941, 24.999994454545455, 25.00001338888889, 24.9999969375, 25.00001372222222, 25.000011916666665, 25.000020785714288, 25.00000938461538, 25.000018, 25.000013666666664, 24.999995647058824, 25.000001649999998, 25.000028285714286, 25.000005294117646, 25.000005357142857, 25.000004555555556, 25.000004384615387, 24.999999857142857, 25.0000049, 25.000014083333337, 25.000001153846156, 24.999988466666665, 24.999990099999998, 24.9999973125, 24.9999940625, 24.999998130434783, 24.999990500000003, 25.00001, 25.00000073333333, 24.999991388888887, 24.999989375, 24.999991769230768, 25.000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.364785933, "time_to_acc50_sec": 0, "acc_per_sec": 12.193120062018819, "mobile_acc_per_sec": 5257.1599762135875 }, "started": "2026-08-17T23:03:50.226633627+10:00", "ended": "2026-08-17T23:03:52.277585884+10:00" }, { "cell": { "id": "int16|none|step_sgd|bicameral|simd", "dtype": 8, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4368, "total_correct": 997, "total_train": 187, "infer_ms": 608.65273, "train_ms": 1859.3132, "blocked_train": 1859313200, "duration": 2007643089, "avg_accuracy": 23.15594871024736, "soft_acc": 25.0000074538972, "adapt_pct": 25.000006917542017, "stability": 99.99997994023398, "consistency": 100, "throughput": 2175.6855209636315, "availability": 24.662120436970536, "score": 134.14258587283504, "zero_downtime": 6.165531947531739, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 7739072, "heap_mib": 7.38055419921875, "mobile_score": 115673.26983897523, "mobile_throughput": 1876127.9776562178, "mobile_availability": 21266.53585470133, "mobile_accuracy": 21557.901164455354, "soft_acc_blocks": [ 25.00000042857143, 25.00004208333333, 25.000059727272728, 24.99997854545455, 25.000031785714288, 25.000008750000003, 25.000027, 24.9999878, 24.999979999999997, 25.0000075, 25.000015384615384, 25.000019499999997, 25.00000676923077, 24.9999971875, 25.0000076875, 24.999985928571427, 25.0000023125, 24.99998588235294, 24.999990294117648, 25.000007999999998, 25.0000026, 24.999990692307694, 24.99999935714286, 25.000005, 25.000002785714287, 25.000019666666667, 25.0000006875, 25.000023125, 25.00002, 25.000018411764707, 24.999977, 25.00004069230769, 24.999998692307692, 24.999990333333336, 25.000041857142858, 25.0000098, 24.99998353333333, 25.000042588235292, 24.9999813125 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.111214999, "time_to_acc50_sec": 0, "acc_per_sec": 12.45241626406296, "mobile_acc_per_sec": 10737.915161600396 }, "started": "2026-08-17T23:03:53.409501587+10:00", "ended": "2026-08-17T23:03:55.417776758+10:00" }, { "cell": { "id": "int8|none|step_sgd|bicameral|simd", "dtype": 9, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11920, "total_correct": 3140, "total_train": 292, "infer_ms": 732.723536, "train_ms": 1683.311964, "blocked_train": 1683311964, "duration": 2010337728, "avg_accuracy": 26.212445051521378, "soft_acc": 25.00000768932109, "adapt_pct": 25.00001208466769, "stability": 99.9999900720402, "consistency": 100, "throughput": 5929.351985976358, "availability": 30.327515303479608, "score": 449.55642100734224, "zero_downtime": 7.581881157849932, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7936104, "heap_mib": 7.568458557128906, "mobile_score": 775319.2001878206, "mobile_throughput": 10225947.677709121, "mobile_availability": 52303.79060339052, "mobile_accuracy": 43115.802734930185, "soft_acc_blocks": [ 24.99999514, 24.99999307142857, 24.999995206896553, 24.99999725, 25.000000148148146, 24.999995073170734, 25.00000552631579, 24.999991294117645, 25.000006625, 25.00000211111111, 25.00000287096774, 25.0000027027027, 24.99999785714286, 25.000021097560975, 25.000017487179488, 25.0000174, 25.00001581578947, 25.00001937142857, 25.00002038888889, 25.000018305555557, 25.000019852941175, 25.000018076923077, 25.000019304347827, 25.000014538461535, 25.000033147058822, 25.000023651162792, 25.000011, 25.000002833333333, 25.00000804347826, 25.000003, 25.00000015625, 25.000003044444444, 24.99999536585366, 25.000002157894738, 25.000006606060605, 25.000002039215687, 25.00000697368421, 25.000006379310346, 25.00000896969697 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.066927489, "time_to_acc50_sec": 0, "acc_per_sec": 12.435725271988275, "mobile_acc_per_sec": 21447.04451118483 }, "started": "2026-08-17T23:03:56.341024612+10:00", "ended": "2026-08-17T23:03:58.352039212+10:00" }, { "cell": { "id": "uint64|none|step_sgd|bicameral|simd", "dtype": 10, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5432, "total_correct": 1357, "total_train": 198, "infer_ms": 664.540732, "train_ms": 1830.19453, "blocked_train": 1830194530, "duration": 2146902396, "avg_accuracy": 25.174882613301726, "soft_acc": 24.999998051531012, "adapt_pct": 25.000003871050822, "stability": 99.99998295815504, "consistency": 100, "throughput": 2530.1569415175222, "availability": 26.63772553835013, "score": 168.49405231051944, "zero_downtime": 6.659430865559711, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7287592, "heap_mib": 6.949989318847656, "mobile_score": 36115.86659761963, "mobile_throughput": 542326.6241023461, "mobile_availability": 5709.664696259408, "mobile_accuracy": 5358.625911055229, "soft_acc_blocks": [ 24.99997955, 24.999994333333333, 24.999999875, 24.9999785625, 24.999993571428572, 24.999983764705885, 24.9999825, 24.999990607142855, 24.99999205, 24.999988416666667, 24.9999863125, 24.999986, 24.999992, 25.0000200625, 25.0000254375, 25.000019733333332, 25.000022785714286, 25.00001417647059, 25.0000183125, 25.000011466666667, 25.000014615384615, 25.000026777777776, 25.000025285714287, 25.000010857142858, 25.00002846153846, 25.000032222222224, 24.9999986, 24.999976166666666, 24.99998230769231, 24.999985875, 24.999987235294117, 24.9999850625, 24.999994307692308, 24.999981615384613, 24.999972375, 24.999983375, 24.999992111111112, 24.99998583333333, 24.999990058823528, 24.9999894 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.162233791, "time_to_acc50_sec": 0, "acc_per_sec": 11.644683101621084, "mobile_acc_per_sec": 2495.980218308551 }, "started": "2026-08-17T23:03:59.147225877+10:00", "ended": "2026-08-17T23:04:01.294763583+10:00" }, { "cell": { "id": "uint32|none|step_sgd|bicameral|simd", "dtype": 11, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4864, "total_correct": 1221, "total_train": 193, "infer_ms": 612.066744, "train_ms": 1833.569966, "blocked_train": 1833569966, "duration": 2018115955, "avg_accuracy": 24.787416160473736, "soft_acc": 24.999998640119006, "adapt_pct": 25.00000211060352, "stability": 99.99998342346012, "consistency": 100, "throughput": 2410.168745729975, "availability": 25.026887333564765, "score": 150.79754593298887, "zero_downtime": 6.2567214930553074, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 6926008, "heap_mib": 6.605155944824219, "mobile_score": 64277.515253751924, "mobile_throughput": 1027335.4076107944, "mobile_availability": 10667.720899463418, "mobile_accuracy": 10656.2595829518, "soft_acc_blocks": [ 24.999989999999997, 25.000005916666666, 24.999988615384613, 25.00000221428571, 25.000000625, 24.999993375, 25.0000197, 25.000003583333335, 25.000001277777777, 24.99998029411765, 24.9999856875, 25.000005428571427, 25.00000115, 25.000026333333334, 25.0000186875, 25.00002605882353, 25.000024307692307, 25.00001075, 25.000012933333334, 25.00001735714286, 25.000014714285715, 25.000009272727276, 25.00001392857143, 25.000003083333336, 25.0000134, 25.000016692307693, 24.999987357142857, 24.999987411764703, 24.999979800000002, 24.99996692857143, 24.99997973333333, 25.000002692307696, 24.9999828, 24.99996423529412, 24.999990789473685, 24.999980333333333, 24.99998411111111, 24.99998294117647, 24.999972444444445 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.267414021, "time_to_acc50_sec": 0, "acc_per_sec": 12.387790988015357, "mobile_acc_per_sec": 5280.300944328939 }, "started": "2026-08-17T23:04:02.188157014+10:00", "ended": "2026-08-17T23:04:04.206907603+10:00" }, { "cell": { "id": "uint16|none|step_sgd|bicameral|simd", "dtype": 12, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5536, "total_correct": 1158, "total_train": 196, "infer_ms": 671.089318, "train_ms": 1814.539333, "blocked_train": 1814539333, "duration": 2012658016, "avg_accuracy": 20.765790675590626, "soft_acc": 24.99999286682598, "adapt_pct": 24.999995106308354, "stability": 99.9999879303182, "consistency": 100, "throughput": 2750.591484489931, "availability": 26.99877625445025, "score": 185.65645717004176, "zero_downtime": 6.749692137742869, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 7975272, "heap_mib": 7.605812072753906, "mobile_score": 156491.08137743868, "mobile_throughput": 2318492.1354023423, "mobile_availability": 22757.450811725423, "mobile_accuracy": 21072.66279768884, "soft_acc_blocks": [ 24.999982882352942, 24.99998530769231, 24.9999813125, 24.9999806875, 24.999999785714287, 24.999988583333334, 24.999978619047617, 24.999979399999997, 24.999972625, 24.999971823529414, 24.9999825, 24.9999969375, 24.999995157894737, 24.999986625, 24.99998477777778, 24.999993375, 24.999983583333332, 24.9999938, 24.999987333333333, 24.9999928125, 24.9999786875, 24.99999276923077, 24.999982777777777, 24.999989619047618, 24.999993184210524, 24.9999780625, 24.999997099999998, 25.00000892857143, 25.000000166666666, 25.000006294117647, 25.000016785714283, 25.0000124375, 25.00001605263158, 25.00000392307692, 25.000015368421053, 25.00000192857143, 25.0000061875, 25.000000166666666, 25.0000034375 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.272646662, "time_to_acc50_sec": 0, "acc_per_sec": 12.421381411091144, "mobile_acc_per_sec": 10470.06626568835 }, "started": "2026-08-17T23:04:05.134444365+10:00", "ended": "2026-08-17T23:04:07.147813576+10:00" }, { "cell": { "id": "uint8|none|step_sgd|bicameral|simd", "dtype": 13, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9352, "total_correct": 2398, "total_train": 286, "infer_ms": 674.159055, "train_ms": 1757.152822, "blocked_train": 1757152822, "duration": 2055947365, "avg_accuracy": 25.333353641274297, "soft_acc": 25.000005539839016, "adapt_pct": 25.000006316149236, "stability": 99.99999349974526, "consistency": 100, "throughput": 4548.754583510458, "availability": 27.728201444557, "score": 315.32202840689047, "zero_downtime": 6.932051897236972, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 7985672, "heap_mib": 7.615730285644531, "mobile_score": 519872.8164446283, "mobile_throughput": 7499551.7077972675, "mobile_availability": 45715.607795483964, "mobile_accuracy": 41217.619196450054, "soft_acc_blocks": [ 24.999994571428573, 25.000013560000003, 24.9999985, 24.99999932142857, 24.999998818181815, 25.00000326923077, 25.0000055, 25.000007076923076, 25.000009761904764, 24.999992105263157, 25.00000073076923, 24.999987842105263, 25.000001599999997, 25.000005629629626, 25.00000342857143, 25.000000857142858, 25.000003928571427, 25.000003833333334, 25.00000442857143, 25.00001015625, 24.999999592592594, 25.000004391304348, 25.000005346153845, 25.000010424242426, 25.000004269230768, 25.000006964285713, 25.00001076470588, 25.000008794117647, 25.000001714285712, 25.00001774074074, 25.0000065, 25.00001251851852, 25.000019793103448, 25.000014253968253, 25.000012919354837, 25.00001576923077, 25.0000076875, 25.000005083333335, 25.00000532, 25.000006827586205 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.109026311, "time_to_acc50_sec": 0, "acc_per_sec": 12.159847068769201, "mobile_acc_per_sec": 20047.993396197693 }, "started": "2026-08-17T23:04:08.069939372+10:00", "ended": "2026-08-17T23:04:10.126571527+10:00" }, { "cell": { "id": "int4|none|step_sgd|bicameral|simd", "dtype": 14, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10328, "total_correct": 2394, "total_train": 271, "infer_ms": 681.611003, "train_ms": 1721.144409, "blocked_train": 1721144409, "duration": 2010668150, "avg_accuracy": 23.023381573388626, "soft_acc": 24.99999628398334, "adapt_pct": 24.9999936802631, "stability": 99.99999065916228, "consistency": 100, "throughput": 5136.600985100401, "availability": 28.3678896152248, "score": 364.28627020919583, "zero_downtime": 7.091971349650696, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 7987216, "heap_mib": 7.6172027587890625, "mobile_score": 1256519.2107594663, "mobile_throughput": 17717488.534712624, "mobile_availability": 97848.3165170196, "mobile_accuracy": 86231.56612984906, "soft_acc_blocks": [ 25.000018555555556, 25.000003743589744, 25.00000665714286, 24.99999435135135, 25.000012088235295, 24.999993325, 25.00000412903226, 25.0000095, 25.000003324324325, 24.999997166666663, 24.99998757142857, 24.999998538461536, 25.000008, 25.000001833333332, 25.00000025925926, 24.999998586206896, 25.00000193548387, 24.999999852941176, 25.00000088888889, 25.000003636363637, 24.999995941176472, 25.000002304347824, 25.000002184210526, 25.000004219512192, 24.99999923076923, 24.99998656521739, 24.99999, 24.999984666666666, 24.999981382352942, 24.999984714285713, 24.99998783870968, 24.999983294117644, 24.999989, 24.999990142857143, 24.999979657142855, 24.999985379310345, 24.999980333333333, 24.999988823529414, 24.999995454545456 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061534487, "time_to_acc50_sec": 0, "acc_per_sec": 12.433675981779162, "mobile_acc_per_sec": 42887.020481151536 }, "started": "2026-08-17T23:04:11.047683998+10:00", "ended": "2026-08-17T23:04:13.058982354+10:00" }, { "cell": { "id": "uint4|none|step_sgd|bicameral|simd", "dtype": 15, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4032, "total_correct": 1189, "total_train": 187, "infer_ms": 576.740625, "train_ms": 1843.724432, "blocked_train": 1843724432, "duration": 2072617388, "avg_accuracy": 29.48190719256002, "soft_acc": 25.000010816866016, "adapt_pct": 25.0000075778612, "stability": 99.99998774538894, "consistency": 100, "throughput": 1945.3662906354043, "availability": 23.827678211344658, "score": 115.88395508117094, "zero_downtime": 5.956922130244192, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 8208904, "heap_mib": 7.828620910644531, "mobile_score": 366003.41591323464, "mobile_throughput": 6144169.890269005, "mobile_availability": 75256.42020523777, "mobile_accuracy": 78959.0703081509, "soft_acc_blocks": [ 25.0000045, 25.000006210526315, 25.000020250000002, 24.999998933333334, 25.00000808333333, 25.000002249999998, 24.999990399999998, 25.000006153846154, 25.000004571428573, 25.00001225, 24.999999090909093, 25.0000048, 25.000000583333332, 24.999993071428573, 25.000037466666665, 25.0000034, 25.000018500000003, 25.000025909090912, 25.000012333333334, 25.000004999999998, 25.00002076923077, 25.000011214285713, 25.00004428571429, 25.000034199999998, 25.000012076923078, 25.00003992857143, 25.00001585714286, 25.0000075625, 24.9999985, 25.00000418181818, 25.00001069230769, 25.000017153846155, 24.99999791666667, 25.000004461538463, 25.00000246666667, 25.000007333333333, 25.000007999999998, 25.0000225, 25.000009 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062926619, "time_to_acc50_sec": 0, "acc_per_sec": 12.062048191629867, "mobile_acc_per_sec": 38096.30796562193 }, "started": "2026-08-17T23:04:14.027046657+10:00", "ended": "2026-08-17T23:04:16.100291438+10:00" }, { "cell": { "id": "fp4|none|step_sgd|bicameral|simd", "dtype": 16, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7680, "total_correct": 1954, "total_train": 245, "infer_ms": 590.510289, "train_ms": 1775.1469, "blocked_train": 1775146900, "duration": 2078670088, "avg_accuracy": 25.484790107657698, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3694.6699932500305, "availability": 24.96178616858759, "score": 230.56390583751053, "zero_downtime": 6.2404465421468975, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8208280, "heap_mib": 7.828025817871094, "mobile_score": 795275.5859456364, "mobile_throughput": 12743889.088296527, "mobile_availability": 86099.76938655559, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061160583, "time_to_acc50_sec": 0, "acc_per_sec": 12.026920550944109, "mobile_acc_per_sec": 41484.01395929859 }, "started": "2026-08-17T23:04:16.990705478+10:00", "ended": "2026-08-17T23:04:19.070450354+10:00" }, { "cell": { "id": "int2|none|step_sgd|bicameral|simd", "dtype": 17, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10608, "total_correct": 2343, "total_train": 272, "infer_ms": 679.976503, "train_ms": 1746.107569, "blocked_train": 1746107569, "duration": 2026956414, "avg_accuracy": 22.21670337830503, "soft_acc": 25.00001597331183, "adapt_pct": 25.000029203488882, "stability": 99.99996400365904, "consistency": 100, "throughput": 5233.462311637058, "availability": 28.02773864466474, "score": 366.7055189930805, "zero_downtime": 7.006939138124277, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 7982488, "heap_mib": 7.612693786621094, "mobile_score": 2529727.6729190024, "mobile_throughput": 36103177.479520656, "mobile_availability": 193350.0926122893, "mobile_accuracy": 172463.26808704884, "soft_acc_blocks": [ 24.999974358208956, 25.0000056875, 24.99999303846154, 25.0000125, 24.99998563888889, 25.000002846153844, 24.999988108108106, 24.999979588235295, 25.000024125, 24.999993999999997, 24.999996285714285, 24.999989454545453, 25.00000628125, 25.00005829032258, 25.000087236842106, 25.000068657142855, 25.000057636363636, 25.00006125, 25.000065205128205, 25.000044974358975, 25.000067527777777, 25.000061730769232, 25.0000657, 25.0000895625, 25.00005223255814, 25.000037964285717, 25.000014290322582, 24.99998075, 24.999986052631577, 24.999980714285716, 25.000002914285712, 24.99996796969697, 24.999973714285716, 24.999999423076925, 24.99997859375, 24.99999535897436, 24.999992466666665, 25.00000622580645, 24.99997460526316 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.558054184, "time_to_acc50_sec": 0, "acc_per_sec": 12.333770869782418, "mobile_acc_per_sec": 85084.84291811164 }, "started": "2026-08-17T23:04:20.124764025+10:00", "ended": "2026-08-17T23:04:22.152075437+10:00" }, { "cell": { "id": "uint2|none|step_sgd|bicameral|simd", "dtype": 18, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3968, "total_correct": 1279, "total_train": 185, "infer_ms": 579.889963, "train_ms": 1825.974988, "blocked_train": 1825974988, "duration": 2014721309, "avg_accuracy": 32.42959434984323, "soft_acc": 24.999998604121117, "adapt_pct": 25.000004744270836, "stability": 99.99997846554812, "consistency": 100, "throughput": 1969.5031676463, "availability": 24.1031801373127, "score": 118.67821745054981, "zero_downtime": 6.025794697876973, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 6935664, "heap_mib": 6.6143646240234375, "mobile_score": 691350.725230154, "mobile_throughput": 11473187.519543815, "mobile_availability": 140411.20119812668, "mobile_accuracy": 145635.5474239717, "soft_acc_blocks": [ 24.999966846153846, 24.999981736842106, 24.999975846153845, 24.9999781, 24.999993555555555, 24.999986266666667, 24.999974588235293, 24.99997075, 24.999961615384617, 24.999974700000003, 24.99997875, 24.9999773, 24.999975499999998, 25.000002333333335, 25.0000246, 25.000016, 25.000003583333335, 25.000017533333335, 25.0000147, 25.000024181818183, 25.00006490909091, 25.000006909090907, 25.00001041666667, 25.000003133333333, 24.999979200000002, 25.000047, 24.9999909375, 25.00001069230769, 24.9999895, 25.000000307692307, 25.00000963636364, 25.000013799999998, 25.000016071428572, 24.9999945, 24.999994642857143, 24.999989571428575, 25.00001007692308, 25.000009153846154, 25.000006615384617 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061146574, "time_to_acc50_sec": 0, "acc_per_sec": 12.408663417835085, "mobile_acc_per_sec": 72285.70362233245 }, "started": "2026-08-17T23:04:23.181832579+10:00", "ended": "2026-08-17T23:04:25.197242635+10:00" }, { "cell": { "id": "ternary|none|step_sgd|bicameral|simd", "dtype": 19, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11624, "total_correct": 2129, "total_train": 269, "infer_ms": 707.486752, "train_ms": 1700.549357, "blocked_train": 1700549357, "duration": 2007612854, "avg_accuracy": 18.436467594136392, "soft_acc": 24.999955920069905, "adapt_pct": 24.99996474859984, "stability": 99.99997282489375, "consistency": 100, "throughput": 5789.960936362883, "availability": 29.380238500401987, "score": 425.2753332002804, "zero_downtime": 7.345046674311903, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 4838136, "heap_mib": 4.614006042480469, "mobile_score": 2933773.077538271, "mobile_throughput": 39942197.886892416, "mobile_availability": 202680.34845919418, "mobile_accuracy": 172462.8538081791, "soft_acc_blocks": [ 24.999935309523806, 24.999922733333335, 24.999916527777778, 24.999899695652175, 24.99996171875, 24.99994154166667, 24.999927963636363, 24.99995008333333, 24.999914705882354, 24.99993109090909, 24.999930658536584, 24.999950956521737, 24.999920866666667, 24.999976, 24.99995334042553, 24.999988114285713, 24.999930818181817, 24.999943307692305, 24.999921891891894, 24.99992987878788, 24.999964875, 24.999987310344828, 24.99998470588235, 24.99997894117647, 24.99996957894737, 24.999973, 24.999988735294117, 24.999957470588235, 24.99996046153846, 24.999967878787878, 24.99995575, 25.000010612903225, 24.999942322580644, 24.999993763157896, 24.999975074074072, 24.99998248275862, 24.99999143902439, 24.999993357142856 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.452578130419713, "mobile_acc_per_sec": 85904.43793212487 }, "started": "2026-08-17T23:04:26.208262343+10:00", "ended": "2026-08-17T23:04:28.217790451+10:00" }, { "cell": { "id": "binary|none|step_sgd|bicameral|simd", "dtype": 20, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11696, "total_correct": 3005, "total_train": 281, "infer_ms": 718.165396, "train_ms": 1756.823042, "blocked_train": 1756823042, "duration": 2026048223, "avg_accuracy": 25.99697104998432, "soft_acc": 25.000047173203548, "adapt_pct": 25.000193710415545, "stability": 99.99966475699576, "consistency": 100, "throughput": 5772.814223879408, "availability": 29.01691922974551, "score": 418.7740003515423, "zero_downtime": 7.254243495646749, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 6939384, "heap_mib": 6.617912292480469, "mobile_score": 5777846.92358709, "mobile_throughput": 79647821.67919177, "mobile_availability": 400347.96181907406, "mobile_accuracy": 344926.9666406458, "soft_acc_blocks": [ 24.99999005263158, 24.999588457142856, 24.999699999999997, 25.000075529411763, 24.9997976, 24.999714925925925, 24.99971903448276, 25.000018515151517, 24.99996103703704, 24.9997315, 24.99995803030303, 24.999848942857145, 24.999766935483873, 24.999860104166668, 24.99994960714286, 24.999848103448276, 24.999644294117644, 24.999924236842105, 24.999838125, 24.99966049438202, 24.999930173913043, 24.999721742857144, 24.999891861111113, 24.999719862068968, 25.00000025, 24.99999346666667, 25.000078275862066, 25.0006641025641, 25.00083646875, 25.00066872727273, 25.00050078125, 25.000322058823528, 25.00057102272727, 25.00054664102564, 25.000050727272725, 25.000496666666667, 25.00051577777778, 25.000365390243903, 25.00037023255814 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06133173, "time_to_acc50_sec": 0, "acc_per_sec": 12.339314972565461, "mobile_acc_per_sec": 170246.1781141158 }, "started": "2026-08-17T23:04:29.241074448+10:00", "ended": "2026-08-17T23:04:31.267866523+10:00" }, { "cell": { "id": "int|none|step_sgd|bicameral|simd", "dtype": 21, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3472, "total_correct": 887, "total_train": 171, "infer_ms": 556.525029, "train_ms": 1825.427732, "blocked_train": 1825427732, "duration": 2051476435, "avg_accuracy": 25.563152125652124, "soft_acc": 24.999997375003698, "adapt_pct": 24.999992953138527, "stability": 99.99999125576969, "consistency": 100, "throughput": 1692.4396209308638, "availability": 23.36423451010664, "score": 98.85638011415534, "zero_downtime": 5.841058014216368, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 5246232, "heap_mib": 5.003196716308594, "mobile_score": 21311.35436566212, "mobile_throughput": 364854.3519648852, "mobile_availability": 5036.837081757726, "mobile_accuracy": 5389.473118316587, "soft_acc_blocks": [ 25.000005833333333, 25.00001288888889, 24.9999975, 25.000009900000002, 25.00000633333333, 25.0000081, 24.999999916666667, 25.000017, 24.99999975, 25.000004875, 25.000003250000002, 25.0000079, 24.9999956, 24.999992272727273, 24.9999987, 24.9999964, 25.000002, 25.000009083333335, 25.0000035, 24.999991333333334, 24.9999945, 24.9999950952381, 25.000000727272724, 24.99998590909091, 24.9999918, 25.000001357142857, 24.999997285714283, 24.9999955, 24.999983166666667, 24.9999847, 24.999998416666667, 24.999987545454545, 24.999989166666666, 24.99998627272727, 24.99998709090909, 24.999994599999997, 24.999981545454546, 24.999982166666666, 24.999998642857143 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.0798249, "time_to_acc50_sec": 0, "acc_per_sec": 12.18634391723037, "mobile_acc_per_sec": 2627.119193946084 }, "started": "2026-08-17T23:04:32.523903111+10:00", "ended": "2026-08-17T23:04:34.576161523+10:00" }, { "cell": { "id": "uint|none|step_sgd|bicameral|simd", "dtype": 22, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3992, "total_correct": 1036, "total_train": 181, "infer_ms": 574.738152, "train_ms": 1825.823153, "blocked_train": 1825823153, "duration": 2040797365, "avg_accuracy": 26.14519757831409, "soft_acc": 25.000005271355747, "adapt_pct": 25.00000327167971, "stability": 99.99997507626495, "consistency": 100, "throughput": 1956.098174401553, "availability": 23.94182355613701, "score": 117.0814180621163, "zero_downtime": 5.985457151092944, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8539464, "heap_mib": 8.143867492675781, "mobile_score": 25095.82277716714, "mobile_throughput": 419279.96715480025, "mobile_availability": 5131.8114426001475, "mobile_accuracy": 5358.627458588946, "soft_acc_blocks": [ 25.000018333333333, 25.00002592857143, 25.00003458333333, 25.0000235, 25.000010642857145, 25.00003077777778, 25.000012727272725, 24.99998454545454, 25.000025500000003, 25.0000135, 25.00001757142857, 25.00000418181818, 25.000036416666664, 25.000023249999998, 25.000013749999997, 24.99999827272727, 25.00002492307692, 25.000010999999997, 25.000013071428572, 25.00001175, 25.000033600000002, 25.00001892857143, 25.000024555555555, 25.0000462, 25.0000168, 25.00001466666667, 24.99999188888889, 24.99997863636364, 24.999980785714286, 24.99999688888889, 24.999988000000002, 24.9999305, 24.999993090909093, 25.0000106, 24.999974538461537, 24.9999630625, 24.99996611111111, 24.999996272727273, 24.999946230769233 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.066557651, "time_to_acc50_sec": 0, "acc_per_sec": 12.250116400633312, "mobile_acc_per_sec": 2625.7518509628935 }, "started": "2026-08-17T23:04:35.556633794+10:00", "ended": "2026-08-17T23:04:37.598225272+10:00" }, { "cell": { "id": "uintptr|none|step_sgd|bicameral|simd", "dtype": 23, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4008, "total_correct": 969, "total_train": 179, "infer_ms": 571.375301, "train_ms": 1840.472145, "blocked_train": 1840472145, "duration": 2015898135, "avg_accuracy": 23.66694729865276, "soft_acc": 24.999999406046506, "adapt_pct": 25.000002114867044, "stability": 99.9999884115837, "consistency": 100, "throughput": 1988.1956981918631, "availability": 23.690358274840907, "score": 117.75266822907233, "zero_downtime": 5.922589428000516, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7782776, "heap_mib": 7.422233581542969, "mobile_score": 25239.701929878935, "mobile_throughput": 426159.91259755334, "mobile_availability": 5077.9111035158585, "mobile_accuracy": 5358.6262013889245, "soft_acc_blocks": [ 24.99998811764706, 24.999992000000002, 24.999995666666667, 24.9999928, 24.99997881818182, 24.9999808, 24.999982454545453, 24.999979, 24.9999924, 24.999988555555557, 24.999990583333332, 24.999987066666666, 24.9999825, 25.000001, 25.000001363636365, 24.999998315789476, 24.999997142857143, 24.999993235294117, 25.00000411111111, 24.999992846153848, 25.000003363636367, 25.00000057142857, 25.000011999999998, 24.999991, 25.0000042, 25.000004923076922, 25.00001118181818, 25.00000869230769, 25.000015615384616, 24.99999825, 25.000005090909088, 25.0000267, 25.0000025, 25.00000525, 25.0000112, 25.000017045454545, 25.000014083333337, 25.00001908333333, 25.000007307692307 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.732637187, "time_to_acc50_sec": 0, "acc_per_sec": 12.401419978518163, "mobile_acc_per_sec": 2658.1830244061043 }, "started": "2026-08-17T23:04:38.709389631+10:00", "ended": "2026-08-17T23:04:40.72598469+10:00" }, { "cell": { "id": "complex64|none|step_sgd|bicameral|simd", "dtype": 24, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3624, "total_correct": 904, "total_train": 184, "infer_ms": 533.212198, "train_ms": 1848.65738, "blocked_train": 1848657380, "duration": 2045073573, "avg_accuracy": 24.85465158223632, "soft_acc": 25.000000336304474, "adapt_pct": 25.00000097285423, "stability": 99.99998923826651, "consistency": 100, "throughput": 1772.0633858095434, "availability": 22.386288608116224, "score": 99.17480730063735, "zero_downtime": 5.596572227315146, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7357816, "heap_mib": 7.016960144042969, "mobile_score": 21380.0005633374, "mobile_throughput": 382019.5593829416, "mobile_availability": 4826.012533623371, "mobile_accuracy": 5389.47375671069, "soft_acc_blocks": [ 25.000004750000002, 25.000005846153844, 24.999991933333334, 24.999984, 24.999992900000002, 24.999992636363633, 25.000001, 24.999993818181817, 24.99999785714286, 24.999985000000002, 25.000001416666667, 24.99999618181818, 24.999987727272728, 25.000013454545456, 25.0000069, 25.000003142857143, 25.000014583333336, 25.0000064, 25.00000633333333, 25.000014500000002, 25.00002471428571, 25.000002799999997, 25.0000205, 25.000002454545452, 25.000016583333334, 25.0000009, 24.99998036363636, 24.99999353846154, 24.999994899999997, 25.00000827272727, 24.999998352941176, 24.999994642857143, 24.999999000000003, 24.999995176470588, 24.999999157894734, 25.000006363636363, 24.999971777777777, 25.000002900000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.063388443, "time_to_acc50_sec": 0, "acc_per_sec": 12.224499238739357, "mobile_acc_per_sec": 2635.344677993495 }, "started": "2026-08-17T23:04:41.712354246+10:00", "ended": "2026-08-17T23:04:43.758012818+10:00" }, { "cell": { "id": "complex128|none|step_sgd|bicameral|simd", "dtype": 25, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3512, "total_correct": 1010, "total_train": 183, "infer_ms": 541.724718, "train_ms": 1840.57512, "blocked_train": 1840575120, "duration": 2011951763, "avg_accuracy": 28.620608933108922, "soft_acc": 25.00000100651507, "adapt_pct": 24.99999853923732, "stability": 99.99999044418064, "consistency": 100, "throughput": 1745.5686883682013, "availability": 22.739569107085675, "score": 99.23370354599258, "zero_downtime": 5.684892505648609, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 8016696, "heap_mib": 7.645317077636719, "mobile_score": 10696.348676957516, "mobile_throughput": 188153.93019884612, "mobile_availability": 2451.086185858498, "mobile_accuracy": 2694.7369505969928, "soft_acc_blocks": [ 25.000001666666666, 25.000007666666665, 25.0000072, 25.000005384615385, 24.999995636363636, 25.0000005, 25.000016727272726, 25.000002000000002, 25.0000076, 25.000009666666667, 25.000004999999998, 25.000003, 24.9999908125, 24.999987727272728, 24.9999905, 24.999989, 24.999983125, 24.99999375, 24.999992181818183, 25.0000022, 24.9999956, 24.99999975, 24.999993583333335, 25.000012222222225, 24.999997076923076, 25.00001818181818, 25.000013692307693, 25.0000025, 24.9999959, 25.000011818181818, 24.999984285714284, 25.000000285714286, 24.99999, 24.999991, 25.000014999999998, 25.000006, 25.000018999999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.066342392, "time_to_acc50_sec": 0, "acc_per_sec": 12.425745719289926, "mobile_acc_per_sec": 1339.364591216093 }, "started": "2026-08-17T23:04:44.875898261+10:00", "ended": "2026-08-17T23:04:46.888573825+10:00" }, { "cell": { "id": "nf4|none|step_sgd|bicameral|simd", "dtype": 26, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3240, "total_correct": 716, "total_train": 156, "infer_ms": 536.402517, "train_ms": 1828.855068, "blocked_train": 1828855068, "duration": 2029500364, "avg_accuracy": 22.265545025961696, "soft_acc": 24.999999286090457, "adapt_pct": 25.00000473161526, "stability": 99.99998853438707, "consistency": 100, "throughput": 1596.4520418287543, "availability": 22.678397498934558, "score": 90.51243239673784, "zero_downtime": 5.669599212830395, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8211800, "heap_mib": 7.831382751464844, "mobile_score": 312201.19839750585, "mobile_throughput": 5506583.21122575, "mobile_availability": 78223.76097316711, "mobile_accuracy": 86231.57648490653, "soft_acc_blocks": [ 25.000000999999997, 24.9999882, 24.999997875, 24.999995000000002, 24.9999717, 24.999989666666664, 24.9999988, 24.999996, 24.99999675, 24.99998975, 24.99999827272727, 24.999992785714287, 25.0000072, 25.00000172727273, 25.000003375, 25.000031636363634, 25.000017636363637, 25.000002357142854, 25.00000581818182, 25.000016727272726, 25.000004, 25.000010833333334, 25.000022444444443, 24.999994100000002, 25.000012714285713, 24.99999575, 24.99999125, 24.9999942, 24.999995153846154, 24.999993083333333, 24.999982692307693, 24.9999928, 24.999992, 25.000011272727274, 24.99999172727273, 24.999988 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.163346771, "time_to_acc50_sec": 0, "acc_per_sec": 12.318302440122379, "mobile_acc_per_sec": 42489.06677451896 }, "started": "2026-08-17T23:04:47.870575697+10:00", "ended": "2026-08-17T23:04:49.901181996+10:00" }, { "cell": { "id": "fp6|none|step_sgd|bicameral|simd", "dtype": 27, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1664, "total_correct": 523, "total_train": 96, "infer_ms": 500.196753, "train_ms": 1929.955379, "blocked_train": 1929955379, "duration": 2032812137, "avg_accuracy": 30.80563822751323, "soft_acc": 25.000003976851854, "adapt_pct": 25.000001973214285, "stability": 99.99999247603705, "consistency": 100, "throughput": 818.570476687389, "availability": 20.582939907895444, "score": 42.12147403051806, "zero_downtime": 5.145735795526888, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 6988032, "heap_mib": 6.664306640625, "mobile_score": 96858.69901979058, "mobile_throughput": 1882309.991585429, "mobile_availability": 47330.650870310026, "mobile_accuracy": 57487.72844305134, "soft_acc_blocks": [ 25.000007666666665, 25.000011666666666, 25.000009000000002, 25.00000916666667, 25.000004, 25.000004333333333, 25.0000135, 25.00001466666667, 24.999998, 25.0000215, 25.00001425, 25.000017, 24.99999225, 24.999992428571428, 25.000005833333333, 25.0000054, 25.000004333333333, 24.9999986, 25.000003, 25.0000015, 25.000000166666666, 25.0000014, 25.000004571428573, 25.0000076, 24.999996666666664, 25.00000585714286, 25.0000075, 24.99999825, 25.000012142857145, 25.00000042857143, 24.99998825, 25.000002571428574, 24.999995666666667, 25.0000014, 25.000004, 24.999988600000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062598499, "time_to_acc50_sec": 0.216802332, "acc_per_sec": 12.298236281561444, "mobile_acc_per_sec": 28279.90220871617 }, "started": "2026-08-17T23:04:51.065143868+10:00", "ended": "2026-08-17T23:04:53.098887981+10:00" }, { "cell": { "id": "int6|none|step_sgd|bicameral|simd", "dtype": 28, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1672, "total_correct": 336, "total_train": 100, "infer_ms": 495.092961, "train_ms": 1931.931264, "blocked_train": 1931931264, "duration": 2031321320, "avg_accuracy": 20.045244107744107, "soft_acc": 24.999999338558194, "adapt_pct": 25.000007673214284, "stability": 99.99998050700646, "consistency": 100, "throughput": 823.1095610220839, "availability": 20.39917673256846, "score": 41.97689240327994, "zero_downtime": 5.099794048213432, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 8020272, "heap_mib": 7.6487274169921875, "mobile_score": 96526.23229969664, "mobile_throughput": 1892747.655829589, "mobile_availability": 46908.08583668795, "mobile_accuracy": 57487.71777725438, "soft_acc_blocks": [ 24.9999844, 25.000004, 25.0000134, 24.999969999999998, 24.99999725, 25.000005285714284, 24.999998400000003, 25.0000655, 24.99999133333333, 25.000018, 24.999987666666666, 24.9999876, 25.000008285714284, 24.999987, 25.000032666666666, 25.0000055, 24.999988, 24.999977714285713, 24.99997675, 24.999957666666663, 25.000003200000002, 24.999979, 25.000009000000002, 24.99999642857143, 25.0000245, 25.000017, 24.9999936, 24.999992833333334, 24.9999842, 25.00000485714286, 25.000010800000002, 25.0000256, 24.999996, 24.99998375, 25.000008500000003, 24.9999905 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.374242042, "time_to_acc50_sec": 0, "acc_per_sec": 12.307259857125013, "mobile_acc_per_sec": 28300.651999878766 }, "started": "2026-08-17T23:04:54.142532221+10:00", "ended": "2026-08-17T23:04:56.174270987+10:00" }, { "cell": { "id": "uint6|none|step_sgd|bicameral|simd", "dtype": 29, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1816, "total_correct": 458, "total_train": 102, "infer_ms": 508.609281, "train_ms": 1895.94608, "blocked_train": 1895946080, "duration": 2048943409, "avg_accuracy": 25.110601673101677, "soft_acc": 24.999986818779497, "adapt_pct": 24.999984672619046, "stability": 99.99997203476788, "consistency": 100, "throughput": 886.3104720331493, "availability": 21.15190563915655, "score": 46.86786396756468, "zero_downtime": 5.287973621709815, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 6973904, "heap_mib": 6.6508331298828125, "mobile_score": 101538.25894143202, "mobile_throughput": 1920173.3254599825, "mobile_availability": 45825.16654438888, "mobile_accuracy": 54161.9549142325, "soft_acc_blocks": [ 24.999971666666667, 25.000004285714287, 24.99999725, 25.000015666666666, 24.9999535, 24.9999305, 24.99999925, 24.999976166666666, 24.999972285714286, 24.9999787, 24.999973666666666, 24.999988333333334, 24.999987166666667, 24.999959, 24.999934142857143, 24.99998583333333, 24.999972000000003, 24.99998475, 24.999989, 24.999999, 24.999992833333334, 25.00000225, 24.999972125, 24.9999795, 24.9999302, 24.99998857142857, 24.999989666666664, 25.0000495, 24.999998666666666, 25.00000057142857, 24.9999825, 24.99994125, 25.000058, 25.000012857142856, 25.00002075, 24.999996222222222, 25.000024666666665 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.05967205, "time_to_acc50_sec": 0, "acc_per_sec": 12.201404250096347, "mobile_acc_per_sec": 26434.090212704603 }, "started": "2026-08-17T23:04:57.096317024+10:00", "ended": "2026-08-17T23:04:59.146034962+10:00" }, { "cell": { "id": "int5|none|step_sgd|bicameral|simd", "dtype": 30, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1848, "total_correct": 454, "total_train": 109, "infer_ms": 486.258052, "train_ms": 1911.733801, "blocked_train": 1911733801, "duration": 2025942192, "avg_accuracy": 24.58012523191095, "soft_acc": 24.99999736564935, "adapt_pct": 24.99999607589286, "stability": 99.99998898785219, "consistency": 100, "throughput": 912.1681789822757, "availability": 20.277719100324234, "score": 46.2417203914654, "zero_downtime": 5.069429240894833, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 7187856, "heap_mib": 6.8548736572265625, "mobile_score": 127599.89000316111, "mobile_throughput": 2517046.4748539967, "mobile_availability": 55954.55153510943, "mobile_accuracy": 68985.25588863982, "soft_acc_blocks": [ 25.000006833333334, 24.99999175, 24.999997142857143, 25.0000045, 25.0000018, 25, 25.00000225, 25.0000152, 24.9999955, 24.9999924, 24.9999884, 24.999997428571426, 24.99999475, 24.999976, 24.999979999999997, 24.99999133333333, 24.99999027272727, 24.99998242857143, 24.999991166666664, 24.9999844, 24.999996666666664, 24.999973333333333, 24.9999945, 24.999998, 25.000002571428574, 25.000009285714288, 25.000016666666667, 25.000010666666668, 25.000004333333333, 24.99999557142857, 25.0000002, 25.00000357142857, 24.99999766666667, 24.999993875, 25.000027333333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062549386, "time_to_acc50_sec": 0, "acc_per_sec": 12.339936185923191, "mobile_acc_per_sec": 34050.94980550157 }, "started": "2026-08-17T23:05:00.166056788+10:00", "ended": "2026-08-17T23:05:02.193045539+10:00" }, { "cell": { "id": "uint5|none|step_sgd|bicameral|simd", "dtype": 31, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1888, "total_correct": 488, "total_train": 105, "infer_ms": 499.786554, "train_ms": 1888.191908, "blocked_train": 1888191908, "duration": 2034185562, "avg_accuracy": 25.846938775510207, "soft_acc": 25.000005615793643, "adapt_pct": 25.000008150198415, "stability": 99.99998299310026, "consistency": 100, "throughput": 928.1355817626238, "availability": 20.929273942505098, "score": 48.56302052503436, "zero_downtime": 5.23231966097111, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 6976296, "heap_mib": 6.653114318847656, "mobile_score": 124808.86718151576, "mobile_throughput": 2385344.842603738, "mobile_availability": 53789.05478807898, "mobile_accuracy": 64250.99482496675, "soft_acc_blocks": [ 25.000010142857143, 24.999988333333334, 25.000013166666665, 24.999993833333335, 24.999994714285716, 24.999980375, 24.999990666666665, 24.999996857142857, 25.000002666666663, 25.000002714285717, 24.999989499999998, 24.999989833333334, 25.000028, 24.9999878, 25.000009111111112, 24.999990999999998, 25.000019, 25.0000075, 25.000043333333334, 25.000009666666667, 25.000018571428573, 24.9999934, 24.999994166666667, 25.000019599999998, 24.999971285714285, 25.000024285714286, 25.000035285714286, 24.999989833333334, 24.9999985, 24.999999666666668, 25.00000342857143, 25.000041714285715, 25.000027, 25.000016600000002, 25.000014999999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065211721, "time_to_acc50_sec": 0, "acc_per_sec": 12.28993366328575, "mobile_acc_per_sec": 31585.61147282725 }, "started": "2026-08-17T23:05:03.354267341+10:00", "ended": "2026-08-17T23:05:05.389432484+10:00" }, { "cell": { "id": "int3|none|step_sgd|bicameral|simd", "dtype": 32, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2712, "total_correct": 680, "total_train": 130, "infer_ms": 556.936591, "train_ms": 1854.435721, "blocked_train": 1854435721, "duration": 2033966981, "avg_accuracy": 25.001617721680752, "soft_acc": 25.00000809668538, "adapt_pct": 24.999997092681994, "stability": 99.99997661392423, "consistency": 100, "throughput": 1333.3549783913627, "availability": 23.096250555273027, "score": 76.9887765842669, "zero_downtime": 5.774064508848999, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 7198992, "heap_mib": 6.8654937744140625, "mobile_score": 354072.73419133446, "mobile_throughput": 6132122.937814481, "mobile_availability": 106220.06150107882, "mobile_accuracy": 114975.47583328934, "soft_acc_blocks": [ 25.0000236, 25.000019428571427, 25.000041125, 25.000063125, 25.000016111111112, 25.0000304, 25.00003209090909, 25.00004428571429, 25.00002936363636, 25.00003875, 25.00005318181818, 25.00000575, 24.99999025, 24.999980400000002, 24.99998263636364, 24.9999815, 24.999990875, 24.999984, 24.9999851, 24.999988466666665, 24.999995, 24.999975222222222, 25.00000522222222, 24.999997230769228, 25.00001142857143, 25.00000382352941, 24.999986200000002, 25.000030125, 24.999966, 25.00000557142857, 24.999999375, 25.000011545454548, 24.9999945, 25.0000036, 25.0000181 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.121289045, "time_to_acc50_sec": 0, "acc_per_sec": 12.291255625199051, "mobile_acc_per_sec": 56527.70025635404 }, "started": "2026-08-17T23:05:06.421194545+10:00", "ended": "2026-08-17T23:05:08.455831679+10:00" }, { "cell": { "id": "uint3|none|step_sgd|bicameral|simd", "dtype": 33, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2696, "total_correct": 654, "total_train": 136, "infer_ms": 542.556409, "train_ms": 1870.443649, "blocked_train": 1870443649, "duration": 2079921378, "avg_accuracy": 24.508464853859593, "soft_acc": 24.99999700348254, "adapt_pct": 24.99999887951389, "stability": 99.99998397578705, "consistency": 100, "throughput": 1296.2028413749013, "availability": 22.484724241975133, "score": 72.86189989166898, "zero_downtime": 5.621180386735095, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 7538016, "heap_mib": 7.188812255859375, "mobile_score": 298442.34195627616, "mobile_throughput": 5309246.838271596, "mobile_availability": 92097.43049513015, "mobile_accuracy": 102399.98772626449, "soft_acc_blocks": [ 24.999981444444444, 24.999967599999998, 25.000014, 24.999983222222223, 24.99999557142857, 24.999998777777776, 25.0000258, 24.9999921, 24.999996799999998, 24.99998485714286, 25.00000675, 25.0000203, 24.99996975, 24.99999442857143, 24.999985166666665, 25.000026, 24.99998553846154, 24.999975375, 25.000001, 25.000005454545455, 24.99997475, 24.99998242857143, 24.999963285714284, 24.999998444444444, 25.000006375, 24.999993857142858, 25.000022714285713, 25.000015125, 25.000004, 25.0000046, 24.999996615384614, 24.999989083333332, 25.000004315789475, 25.00000975, 25.000011399999998, 25.000005444444444 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.068076557, "time_to_acc50_sec": 0, "acc_per_sec": 12.019683661082377, "mobile_acc_per_sec": 49232.624275793416 }, "started": "2026-08-17T23:05:09.509777269+10:00", "ended": "2026-08-17T23:05:11.590876508+10:00" }, { "cell": { "id": "float64|none|step_sgd|tricameral|simd", "dtype": 0, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6696, "total_correct": 1875, "total_train": 231, "infer_ms": 671.239565, "train_ms": 1818.038301, "blocked_train": 1818038301, "duration": 2063925190, "avg_accuracy": 27.868148888055433, "soft_acc": 25.000005139198844, "adapt_pct": 25.00000854679601, "stability": 99.99999100170575, "consistency": 100, "throughput": 3244.3036367999366, "availability": 26.96523253463099, "score": 218.70854990760805, "zero_downtime": 6.741309519454665, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7406488, "heap_mib": 7.063377380371094, "mobile_score": 42658.58192483631, "mobile_throughput": 632793.699825359, "mobile_availability": 5259.504402945168, "mobile_accuracy": 4876.191478578975, "soft_acc_blocks": [ 24.999999857142857, 24.99999972, 24.99999143478261, 25.000003333333332, 25.000008416666663, 25.00000491304348, 25.000006400000004, 24.99999366666667, 24.999999588235294, 24.999997476190476, 25.000000821428575, 25.000003, 24.999989857142857, 25.00001205555556, 25.000004370370373, 25.00000316666667, 24.99999448, 25.000008115384617, 25.00000280645161, 24.999998407407407, 24.999998, 24.99998968, 25.00000748148148, 25.00001015789474, 25.000021375, 25.00002007692308, 25.00000396, 25.00001222222222, 25.000011038461537, 25.000016625, 25.00002246153846, 25.00001077142857, 25.00002385714286 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.118321973, "time_to_acc50_sec": 0, "acc_per_sec": 12.112844622628423, "mobile_acc_per_sec": 2362.5815035374294 }, "started": "2026-08-17T23:05:12.640171025+10:00", "ended": "2026-08-17T23:05:14.70473215+10:00" }, { "cell": { "id": "float32|none|step_sgd|tricameral|simd", "dtype": 1, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11528, "total_correct": 3238, "total_train": 296, "infer_ms": 702.100618, "train_ms": 1712.759999, "blocked_train": 1712759999, "duration": 2050098109, "avg_accuracy": 28.156004230781686, "soft_acc": 24.999995817265035, "adapt_pct": 24.999999674148285, "stability": 99.9999873101943, "consistency": 100, "throughput": 5623.14552137368, "availability": 29.074167389098633, "score": 408.7206169713846, "zero_downtime": 7.268540631179293, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 6995960, "heap_mib": 6.671867370605469, "mobile_score": 159439.96639188487, "mobile_throughput": 2193562.2910044375, "mobile_availability": 11341.694250071238, "mobile_accuracy": 9752.37932071596, "soft_acc_blocks": [ 25.00000467647059, 24.99999396, 24.999990340909093, 24.999982844444443, 24.999990928571428, 24.999989536585367, 24.99998485106383, 24.99998845, 24.9999878, 24.999978135135134, 25.000021135135135, 25.000011673469388, 25.00000348780488, 25.000009324324324, 25.000017340909093, 25.00001247727273, 25.000005790697674, 25.00001143902439, 24.99999808695652, 25.00001056818182, 25.000013520000003, 25.000008764705882, 24.999996825, 24.99998595238095, 24.999991115384617, 24.999981673913044, 24.99999429787234, 24.99998357692308, 24.99998262222222, 24.999989057142855, 24.99997707894737, 24.999989, 24.999975638297872 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.05978601, "time_to_acc50_sec": 0, "acc_per_sec": 12.194536304147693, "mobile_acc_per_sec": 4757.030543027519 }, "started": "2026-08-17T23:05:15.834081525+10:00", "ended": "2026-08-17T23:05:17.884872809+10:00" }, { "cell": { "id": "float16|none|step_sgd|tricameral|simd", "dtype": 2, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4816, "total_correct": 1272, "total_train": 188, "infer_ms": 591.790921, "train_ms": 1864.15124, "blocked_train": 1864151240, "duration": 2029192091, "avg_accuracy": 26.389896931296803, "soft_acc": 25.00000429449618, "adapt_pct": 25.000007706471447, "stability": 99.99999201722842, "consistency": 100, "throughput": 2373.3583534847317, "availability": 24.096289008656342, "score": 142.97284657654163, "zero_downtime": 6.024073286978296, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 7214280, "heap_mib": 6.880073547363281, "mobile_score": 111546.0532528599, "mobile_throughput": 1851671.5839758974, "mobile_availability": 18799.69519608693, "mobile_accuracy": 19504.765255286922, "soft_acc_blocks": [ 24.999993470588237, 24.999991631578947, 24.99999485714286, 25.000006263157893, 25.000003235294116, 25.00000722727273, 24.999987, 25.000004352941176, 25.00000514285714, 25.000007705882354, 24.99999533333333, 24.999998352941176, 25.0000049, 25.000006944444447, 25.000000263157894, 25.0000026, 24.999992444444445, 24.99999627777778, 24.999999235294116, 25.00001, 25.000003176470585, 25.00001738095238, 25.0000072, 25.000012157894737, 25.000018333333333, 25.0000135, 25.00000094736842, 25.000008, 25.000002409090907, 25.00000747368421, 25.000019176470587, 25.000019125, 25.0000056 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.119980458, "time_to_acc50_sec": 0, "acc_per_sec": 12.32017629350014, "mobile_acc_per_sec": 9612.08420917649 }, "started": "2026-08-17T23:05:18.823504975+10:00", "ended": "2026-08-17T23:05:20.85336847+10:00" }, { "cell": { "id": "bfloat16|none|step_sgd|tricameral|simd", "dtype": 3, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6336, "total_correct": 1604, "total_train": 237, "infer_ms": 603.636816, "train_ms": 1823.910195, "blocked_train": 1823910195, "duration": 2022635508, "avg_accuracy": 25.341687840853584, "soft_acc": 25.000000145470977, "adapt_pct": 25.000002669613252, "stability": 99.99999400085179, "consistency": 100, "throughput": 3132.5466080960346, "availability": 24.866122602970265, "score": 194.73572117422242, "zero_downtime": 6.216530686915558, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8237360, "heap_mib": 7.8557586669921875, "mobile_score": 151930.95503421238, "mobile_throughput": 2443983.0298593063, "mobile_availability": 19400.312034622133, "mobile_accuracy": 19504.762018256977, "soft_acc_blocks": [ 24.9999945, 24.99998704, 24.99999808695652, 24.999983736842104, 24.999989592592595, 24.999995166666665, 24.999997863636363, 25.00000788888889, 25.00000208333333, 25.00000342857143, 25.000001363636365, 24.99999508695652, 25.000002, 25.000002124999998, 25.00000431818182, 24.999999892857144, 25.000002444444444, 25.000000479999997, 25.000009458333334, 25.000001440000002, 25, 24.99999767857143, 25.000006416666665, 25.000003055555553, 25.000000454545454, 25.0000079, 25.000003645161293, 24.999995041666665, 25.000003904761904, 25.00000972727273, 25.000004592592592, 24.99999424137931 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060664759, "time_to_acc50_sec": 0, "acc_per_sec": 12.360111372805473, "mobile_acc_per_sec": 9643.241177716423 }, "started": "2026-08-17T23:05:21.946288857+10:00", "ended": "2026-08-17T23:05:23.969805768+10:00" }, { "cell": { "id": "fp8e4m3|none|step_sgd|tricameral|simd", "dtype": 4, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5192, "total_correct": 1461, "total_train": 191, "infer_ms": 646.771978, "train_ms": 1813.898462, "blocked_train": 1813898462, "duration": 2025293583, "avg_accuracy": 28.082558663103185, "soft_acc": 25.00000389552565, "adapt_pct": 24.999998270569968, "stability": 99.99998948774846, "consistency": 100, "throughput": 2563.578951506509, "availability": 26.284380365864845, "score": 168.45523689716896, "zero_downtime": 6.571096115380991, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8037080, "heap_mib": 7.664756774902344, "mobile_score": 262854.3429831634, "mobile_throughput": 4000159.7658554898, "mobile_availability": 41013.646468031395, "mobile_accuracy": 39009.529888027835, "soft_acc_blocks": [ 25.00002682352941, 25.000003647058826, 25.00002819047619, 25.000011421052633, 25.000006333333335, 25.000020047619046, 25.000004, 25.000012173913042, 25.000011559999997, 25.000011666666666, 25.000003263157897, 24.999999199999998, 24.999998714285713, 24.999986411764706, 24.99999391304348, 24.99998708, 24.99998683333333, 25.000008333333334, 25.000000166666666, 24.9999973125, 25.000007476190472, 24.999990695652173, 25.000017, 24.999999142857142, 24.999991736842105, 24.99999175, 25.000012, 24.999997529411765, 25.000007, 25.00000194736842, 25.000006411764705, 25.000004875 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060927467, "time_to_acc50_sec": 0, "acc_per_sec": 12.343891327840964, "mobile_acc_per_sec": 19261.172906223463 }, "started": "2026-08-17T23:05:25.129544494+10:00", "ended": "2026-08-17T23:05:27.155644585+10:00" }, { "cell": { "id": "fp8e5m2|none|step_sgd|tricameral|simd", "dtype": 5, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5336, "total_correct": 1690, "total_train": 196, "infer_ms": 620.480685, "train_ms": 1815.04915, "blocked_train": 1815049150, "duration": 2087614129, "avg_accuracy": 31.807289417389644, "soft_acc": 25.000020412549862, "adapt_pct": 25.000020725734764, "stability": 99.99998102363129, "consistency": 100, "throughput": 2556.027920042881, "availability": 25.476209573922134, "score": 162.79489034176592, "zero_downtime": 6.369057593824516, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 7204160, "heap_mib": 6.87042236328125, "mobile_score": 254022.04603423743, "mobile_throughput": 3988377.280188815, "mobile_availability": 39752.59215801336, "mobile_accuracy": 39009.555660877806, "soft_acc_blocks": [ 25.0000096875, 25.0000395, 25.000042099999998, 25.0000420625, 25.00002585, 25.0000161, 25.000003363636367, 25.00001505, 25.000024764705884, 25.00000638095238, 25.000043299999998, 25.00004492857143, 25.000020294117647, 25.000037454545453, 25.00000840909091, 25.0000325, 25.000032428571426, 25.000015459459462, 25.000007652173913, 25.00004072727273, 25.0000494, 25.000001772727273, 25.00001655, 25.00002611111111, 25.000010285714286, 24.99999540909091, 25.000013869565215, 25.000039347826085, 25.00003514285714, 24.999988823529414, 24.999963318181816, 25.000005157894737 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060692467, "time_to_acc50_sec": 0, "acc_per_sec": 11.975402956544112, "mobile_acc_per_sec": 18686.190670477976 }, "started": "2026-08-17T23:05:28.38864637+10:00", "ended": "2026-08-17T23:05:30.476629821+10:00" }, { "cell": { "id": "int64|none|step_sgd|tricameral|simd", "dtype": 6, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3984, "total_correct": 1177, "total_train": 179, "infer_ms": 560.983096, "train_ms": 1836.718933, "blocked_train": 1836718933, "duration": 2059956831, "avg_accuracy": 30.04008391634166, "soft_acc": 24.999998950985372, "adapt_pct": 25.000001906876964, "stability": 99.99998771123396, "consistency": 100, "throughput": 1934.0211115327008, "availability": 23.39669772202541, "score": 113.12426358960501, "zero_downtime": 5.849174185071571, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8259536, "heap_mib": 7.8769073486328125, "mobile_score": 22064.61826966772, "mobile_throughput": 377226.212992283, "mobile_availability": 4563.470184257909, "mobile_accuracy": 4876.190271582671, "soft_acc_blocks": [ 24.999983333333333, 25.0000066, 24.99999577777778, 24.999991769230768, 24.999996499999998, 24.999990583333332, 25.000002764705883, 24.999979, 25.000000454545454, 24.9999785625, 24.999990923076925, 24.999994649999998, 25.000003777777778, 24.999992066666668, 24.999989916666667, 25.0000202, 24.999991705882355, 25.00002707692308, 25.000020947368423, 25.000005916666666, 25.0000056, 25.000017578947368, 25.00001476923077, 24.99999811111111, 25.000004384615387, 24.999984076923077, 25.00000557142857, 25.000009916666666, 24.999984076923077, 24.99998776923077, 24.99998975, 25.0000023 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.525891022, "time_to_acc50_sec": 0, "acc_per_sec": 12.136176144453083, "mobile_acc_per_sec": 2367.132261318087 }, "started": "2026-08-17T23:05:31.628999364+10:00", "ended": "2026-08-17T23:05:33.69038343+10:00" }, { "cell": { "id": "int32|none|step_sgd|tricameral|simd", "dtype": 7, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3592, "total_correct": 918, "total_train": 179, "infer_ms": 542.407424, "train_ms": 1863.222875, "blocked_train": 1863222875, "duration": 2034278119, "avg_accuracy": 25.6493799724943, "soft_acc": 24.999994117728352, "adapt_pct": 24.999990159586766, "stability": 99.99998484682149, "consistency": 100, "throughput": 1765.7369297005155, "availability": 22.547414048845084, "score": 99.53198071926353, "zero_downtime": 5.636852185911128, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8033704, "heap_mib": 7.661537170410156, "mobile_score": 38826.95171677176, "mobile_throughput": 688805.5680050773, "mobile_availability": 8795.63885181614, "mobile_accuracy": 9752.378657734793, "soft_acc_blocks": [ 25.000001384615384, 24.9999956875, 25.0000036, 25.000004307692304, 24.9999860625, 25.000008933333334, 25.000006, 24.999991875, 25.000008705882355, 25.000019, 24.99999875, 24.999972857142858, 24.999971199999997, 24.999977166666667, 24.99996576923077, 24.99998292307692, 24.999978249999998, 24.999979999999997, 24.9999922, 24.999978285714285, 24.999971357142858, 24.9999751875, 25.000022615384616, 25.00000475, 24.99999875, 24.999997000000004, 25.00000353333333, 24.999995555555554, 25.00000025, 25.000009307692306, 25.000016384615382 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060114292, "time_to_acc50_sec": 0, "acc_per_sec": 12.28936883518057, "mobile_acc_per_sec": 4794.024261799963 }, "started": "2026-08-17T23:05:34.789668664+10:00", "ended": "2026-08-17T23:05:36.824593292+10:00" }, { "cell": { "id": "int16|none|step_sgd|tricameral|simd", "dtype": 8, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 1063, "total_train": 182, "infer_ms": 558.701493, "train_ms": 1836.886335, "blocked_train": 1836886335, "duration": 2036543279, "avg_accuracy": 28.023898011492264, "soft_acc": 25.00000584880611, "adapt_pct": 25.000012271014146, "stability": 99.99998492117142, "consistency": 100, "throughput": 1869.8350480770707, "availability": 23.322104348244338, "score": 109.02124576890397, "zero_downtime": 5.830527451125749, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8041824, "heap_mib": 7.669281005859375, "mobile_score": 85057.33765132012, "mobile_throughput": 1458827.4965568918, "mobile_availability": 18195.683697220724, "mobile_accuracy": 19504.76646794473, "soft_acc_blocks": [ 24.99999623076923, 24.999985529411763, 25.00000607692308, 24.9999825, 24.999984666666666, 24.999992823529414, 24.999998785714286, 24.999991055555554, 24.999993266666667, 24.999988823529414, 24.999995470588235, 25.000003749999998, 25.000003294117647, 24.999996642857145, 25.000018052631578, 24.999986266666667, 25.000009, 25.000005, 25.000021692307694, 24.999990642857142, 25.000013785714287, 25.000003846153845, 25.00002288235294, 25.000026199999997, 25.0000235, 25.000031133333334, 25.000038083333333, 25.000021357142856, 25.000020733333333, 25.000019533333333, 25.0000106875 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.385040683, "time_to_acc50_sec": 0, "acc_per_sec": 12.275705656047641, "mobile_acc_per_sec": 9577.388641365931 }, "started": "2026-08-17T23:05:37.929730389+10:00", "ended": "2026-08-17T23:05:39.967156946+10:00" }, { "cell": { "id": "int8|none|step_sgd|tricameral|simd", "dtype": 9, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10320, "total_correct": 2600, "total_train": 291, "infer_ms": 680.234976, "train_ms": 1727.847932, "blocked_train": 1727847932, "duration": 2066022729, "avg_accuracy": 24.927036756162416, "soft_acc": 25.000008404480447, "adapt_pct": 25.00001118356386, "stability": 99.99999244552488, "consistency": 100, "throughput": 4995.104775538991, "availability": 28.247988212538736, "score": 352.75427063816835, "zero_downtime": 7.06199942723133, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 6250400, "heap_mib": 5.960845947265625, "mobile_score": 550431.0447748334, "mobile_throughput": 7794266.346898174, "mobile_availability": 44077.62274992711, "mobile_accuracy": 39009.536923715015, "soft_acc_blocks": [ 24.99999489189189, 25.00000035, 24.99999936842105, 25.000005400000003, 25.000011999999998, 25.000000076923076, 25.000004875, 25.0000125, 24.999997500000003, 24.99998954347826, 25.000010200000002, 25.000012923076923, 25.000017651162793, 25.000012255813953, 25.00002028571428, 25.000013484848484, 25.000012842696627, 25.000018575000002, 25.0000159375, 25.00002207894737, 25.00001605, 25.00001351162791, 25.000005926829267, 25.000010914285713, 25.000006085714286, 25.00000663265306, 25.00000508108108, 25.00000355263158, 25.000011333333333, 25.000006029411765, 25.00000268085106 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.714455447, "time_to_acc50_sec": 0, "acc_per_sec": 12.100548582338682, "mobile_acc_per_sec": 18881.465521241615 }, "started": "2026-08-17T23:05:40.869033688+10:00", "ended": "2026-08-17T23:05:42.9358648+10:00" }, { "cell": { "id": "uint64|none|step_sgd|tricameral|simd", "dtype": 10, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3880, "total_correct": 978, "total_train": 185, "infer_ms": 555.984066, "train_ms": 1876.037647, "blocked_train": 1876037647, "duration": 2044029421, "avg_accuracy": 25.402907533609092, "soft_acc": 24.999994694528624, "adapt_pct": 24.99999690099517, "stability": 99.999986475146, "consistency": 100, "throughput": 1898.2114250105994, "availability": 22.860982820509875, "score": 108.48742391907543, "zero_downtime": 5.715244492244569, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 6458360, "heap_mib": 6.159172058105469, "mobile_score": 21035.005366747122, "mobile_throughput": 368050.8400872623, "mobile_availability": 4432.5957696004, "mobile_accuracy": 4847.336249410142, "soft_acc_blocks": [ 25.000003454545457, 24.999985714285714, 24.999983863636363, 24.999988833333333, 24.999993772727272, 24.999993153846155, 24.999993999999997, 24.999983666666665, 24.99997546153846, 24.999986866666667, 24.999985111111112, 24.999983466666666, 24.999987826086958, 24.999981, 24.999969, 24.999989333333335, 24.99999707142857, 24.99997533333333, 24.999980125, 24.999986578947368, 25.0000028125, 25.000013, 25.000013285714285, 25.000008705882355, 25.000007647058823, 25.0000065, 25.000013529411763, 25, 25.000009307692306, 25.000021692307694, 25.000015416666667 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065424225, "time_to_acc50_sec": 0, "acc_per_sec": 12.230741122257372, "mobile_acc_per_sec": 2371.461095231536 }, "started": "2026-08-17T23:05:43.752441601+10:00", "ended": "2026-08-17T23:05:45.797148051+10:00" }, { "cell": { "id": "uint32|none|step_sgd|tricameral|simd", "dtype": 11, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3968, "total_correct": 1114, "total_train": 178, "infer_ms": 584.40706, "train_ms": 1820.306634, "blocked_train": 1820306634, "duration": 2040106214, "avg_accuracy": 28.09837955087568, "soft_acc": 25.00001047861816, "adapt_pct": 25.000009681718616, "stability": 99.99998649326771, "consistency": 100, "throughput": 1944.9967716239698, "availability": 24.30256298112136, "score": 118.17106588193143, "zero_downtime": 6.075643291853117, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 6967440, "heap_mib": 6.6446685791015625, "mobile_score": 45555.64102140152, "mobile_throughput": 749807.6966185205, "mobile_availability": 9368.780985475114, "mobile_accuracy": 9637.651098392469, "soft_acc_blocks": [ 25.000005153846153, 25.0000261, 24.999996692307693, 25.000008400000002, 24.999993523809525, 25.00002576923077, 25.000025, 25.000011642857142, 25.0000198125, 25.000001133333335, 25.000022533333333, 25.000005933333334, 25.0000386875, 25.0000263, 25.00002453846154, 25.000029400000003, 25.00001857894737, 25.000022647058824, 25.0000096875, 24.999999875, 25.000014857142855, 24.999990277777776, 24.99998557894737, 24.999993285714286, 25.000010529411764, 25.000003, 25.00000723076923, 24.9999956875, 25.000011384615387, 24.999991117647056 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.123021861, "time_to_acc50_sec": 0, "acc_per_sec": 12.2542690704329, "mobile_acc_per_sec": 4724.092810587591 }, "started": "2026-08-17T23:05:46.654079054+10:00", "ended": "2026-08-17T23:05:48.694946412+10:00" }, { "cell": { "id": "uint16|none|step_sgd|tricameral|simd", "dtype": 12, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3680, "total_correct": 911, "total_train": 181, "infer_ms": 565.78934, "train_ms": 1846.54026, "blocked_train": 1846540260, "duration": 2013619899, "avg_accuracy": 24.75029585723044, "soft_acc": 25.000009001915647, "adapt_pct": 25.000021736274512, "stability": 99.99998232094663, "consistency": 100, "throughput": 1827.5544465107612, "availability": 23.454064486047013, "score": 107.15898818599638, "zero_downtime": 5.863518232826854, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 6655384, "heap_mib": 6.347068786621094, "mobile_score": 81660.13313671463, "mobile_throughput": 1392681.4907735959, "mobile_availability": 17873.088025088105, "mobile_accuracy": 19051.169650576092, "soft_acc_blocks": [ 24.999997583333336, 24.99998306666667, 24.999994153846156, 25.0000045, 24.99999257142857, 24.999992176470588, 24.999994923076923, 24.999970230769232, 24.9999826875, 25.000008368421053, 25.00000811111111, 25.0000182, 25.0000135, 25.0000282, 25.000019769230768, 25.0000174, 25.00000890909091, 24.999995736842106, 25.000014357142856, 25.00001446153846, 25.000011823529412, 25.000061666666667, 25.000024333333332, 25.000008055555554, 25.00001132, 25.000008818181815, 25.00003568181818, 25.000010449999998, 25.000030000000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060286533, "time_to_acc50_sec": 0, "acc_per_sec": 12.415455873440218, "mobile_acc_per_sec": 9461.154838625327 }, "started": "2026-08-17T23:05:49.585385076+10:00", "ended": "2026-08-17T23:05:51.599668254+10:00" }, { "cell": { "id": "uint8|none|step_sgd|tricameral|simd", "dtype": 13, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 1761, "total_train": 250, "infer_ms": 669.163119, "train_ms": 1790.769496, "blocked_train": 1790769496, "duration": 2016243129, "avg_accuracy": 23.851656603211488, "soft_acc": 24.999999888747656, "adapt_pct": 24.999999163729292, "stability": 99.99999144530456, "consistency": 100, "throughput": 3658.2889701691333, "availability": 27.202497943221104, "score": 248.78649435971255, "zero_downtime": 6.800624455541859, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 7514136, "heap_mib": 7.166038513183594, "mobile_score": 370556.1748717755, "mobile_throughput": 5448855.135204644, "mobile_availability": 40516.884209248594, "mobile_accuracy": 37236.363470658325, "soft_acc_blocks": [ 24.999978076923075, 25.00000012903226, 24.999997875000002, 24.99998982352941, 25.000007333333333, 25.000008433333335, 25.000002137931034, 24.999992000000002, 24.999994892857142, 24.99999002857143, 24.999996620689657, 25.000007814814815, 24.99999422222222, 24.999999204545453, 25.00000056521739, 25.00000477777778, 24.99999311764706, 25.00001376923077, 24.999990346153844, 25.000007500000002, 25.000011441176472, 24.9999924137931, 24.999999074074072, 24.99999251851852, 25.000011068965517, 24.99999784375, 24.999998515151514, 25.000010884615385, 25.000014344827584 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.324804054, "time_to_acc50_sec": 0, "acc_per_sec": 12.399298243931007, "mobile_acc_per_sec": 18468.191129869603 }, "started": "2026-08-17T23:05:52.519370062+10:00", "ended": "2026-08-17T23:05:54.536288397+10:00" }, { "cell": { "id": "int4|none|step_sgd|tricameral|simd", "dtype": 14, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8344, "total_correct": 1731, "total_train": 259, "infer_ms": 639.076092, "train_ms": 1801.059003, "blocked_train": 1801059003, "duration": 2025789203, "avg_accuracy": 20.54710783251092, "soft_acc": 24.999987651093715, "adapt_pct": 24.99998400537431, "stability": 99.99999101303594, "consistency": 100, "throughput": 4118.888573225356, "availability": 26.190193047487806, "score": 269.6860839714663, "zero_downtime": 6.547545027669556, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 6981728, "heap_mib": 6.658294677734375, "mobile_score": 841626.0571025722, "mobile_throughput": 12854070.549280806, "mobile_availability": 81733.35674096004, "mobile_accuracy": 78019.00908105132, "soft_acc_blocks": [ 24.9999885, 24.999983111111113, 24.999987533333336, 24.99999596969697, 25.000005743589742, 24.999993657894738, 24.999998153846153, 24.9999939, 24.999995352941173, 24.99998702857143, 24.999977333333334, 24.999980025, 24.9999713125, 24.99998513888889, 24.99996980952381, 24.9999741, 24.999983999999998, 24.999982647058825, 24.99998371794872, 24.999988153846154, 24.999980500000003, 24.99999592307692, 24.999991766666668, 25.000002176470588, 24.9999959, 24.999978666666667, 24.99999794736842, 24.99998616129032 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 1.397566858, "time_to_acc50_sec": 0, "acc_per_sec": 12.340863310985727, "mobile_acc_per_sec": 38512.896092798124 }, "started": "2026-08-17T23:05:55.404927606+10:00", "ended": "2026-08-17T23:05:57.431377796+10:00" }, { "cell": { "id": "uint4|none|step_sgd|tricameral|simd", "dtype": 15, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3880, "total_correct": 911, "total_train": 174, "infer_ms": 570.078629, "train_ms": 1813.92731, "blocked_train": 1813927310, "duration": 2158825889, "avg_accuracy": 23.84177770080008, "soft_acc": 24.999987662977905, "adapt_pct": 24.999987692382827, "stability": 99.99998628395421, "consistency": 100, "throughput": 1797.273239944919, "availability": 23.91263459851641, "score": 107.44379262975247, "zero_downtime": 5.9781556995220875, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 6439680, "heap_mib": 6.141357421875, "mobile_score": 306149.4084253677, "mobile_throughput": 5121134.741436096, "mobile_availability": 68136.45308905962, "mobile_accuracy": 71234.74745569217, "soft_acc_blocks": [ 24.999966466666667, 24.99997446153846, 24.999980071428574, 24.9999798125, 24.99997642857143, 24.999979800000002, 24.999969384615383, 24.999995714285713, 24.9999831, 24.999977478260867, 24.999973190476187, 24.99997493333333, 24.999991105263156, 24.99999776923077, 24.999997647058823, 24.999986384615383, 24.99996388888889, 24.9999816, 24.9999835, 24.999994545454545, 24.999988352941177, 25.000006266666666, 24.999995666666667, 24.999988625, 25.0000128, 25.0000145625, 24.999990846153846, 25.000003090909093, 25.000014733333334 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.561654373, "time_to_acc50_sec": 0, "acc_per_sec": 11.580363099387448, "mobile_acc_per_sec": 32996.985916585036 }, "started": "2026-08-17T23:05:58.280797224+10:00", "ended": "2026-08-17T23:06:00.440283267+10:00" }, { "cell": { "id": "fp4|none|step_sgd|tricameral|simd", "dtype": 16, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7072, "total_correct": 1724, "total_train": 224, "infer_ms": 601.140353, "train_ms": 1794.254765, "blocked_train": 1794254765, "duration": 2041684850, "avg_accuracy": 24.62361607086462, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3463.8058856145203, "availability": 25.095665783184586, "score": 217.31628710802426, "zero_downtime": 6.2739164457961465, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 6985424, "heap_mib": 6.6618194580078125, "mobile_score": 678192.3900910227, "mobile_throughput": 10809713.453315867, "mobile_availability": 78317.5977507993, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06399345, "time_to_acc50_sec": 0, "acc_per_sec": 12.244788905594318, "mobile_acc_per_sec": 38213.070748429964 }, "started": "2026-08-17T23:06:01.411700554+10:00", "ended": "2026-08-17T23:06:03.454588318+10:00" }, { "cell": { "id": "int2|none|step_sgd|tricameral|simd", "dtype": 17, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8304, "total_correct": 2048, "total_train": 261, "infer_ms": 607.374428, "train_ms": 1770.50267, "blocked_train": 1770502670, "duration": 2144151110, "avg_accuracy": 24.753784235215058, "soft_acc": 24.99999689938434, "adapt_pct": 24.99999514977102, "stability": 99.99999080164426, "consistency": 100, "throughput": 3872.86136749942, "availability": 25.54271743105875, "score": 247.3084782269082, "zero_downtime": 6.3856785657831905, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 6985216, "heap_mib": 6.66162109375, "mobile_score": 1543581.7551503482, "mobile_throughput": 24172556.43623257, "mobile_availability": 159425.47900589203, "mobile_accuracy": 156038.07588552876, "soft_acc_blocks": [ 24.999993925925924, 24.999994764705882, 25.000002714285714, 25.000004727272728, 25.000006939393938, 25.000006230769234, 24.999990058823528, 24.999998885714284, 25.00000025, 25.000010085714287, 25.000003341463415, 24.999987166666667, 24.999992846153848, 25.000010666666665, 25.000014744186046, 24.999991840909093, 24.9999922, 24.99999351724138, 24.99997916666667, 24.99998833333333, 24.999991111111115, 25.000009147058822, 24.999986166666666, 24.999985090909092, 24.99999418181818, 25.0000081, 24.999985585365852, 24.999991393939396 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.43402857, "time_to_acc50_sec": 0, "acc_per_sec": 11.659624539888114, "mobile_acc_per_sec": 72773.82417581975 }, "started": "2026-08-17T23:06:04.342910708+10:00", "ended": "2026-08-17T23:06:06.487901451+10:00" }, { "cell": { "id": "uint2|none|step_sgd|tricameral|simd", "dtype": 18, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3664, "total_correct": 825, "total_train": 173, "infer_ms": 564.475156, "train_ms": 1843.706092, "blocked_train": 1843706092, "duration": 2011227775, "avg_accuracy": 22.997995468954027, "soft_acc": 24.999988529621668, "adapt_pct": 24.99999187075018, "stability": 99.99996768246389, "consistency": 100, "throughput": 1821.7727726040378, "availability": 23.439895002454566, "score": 106.75535728942701, "zero_downtime": 5.859971061969004, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 6453544, "heap_mib": 6.154579162597656, "mobile_score": 559705.527625591, "mobile_throughput": 9551336.034030257, "mobile_availability": 122892.556710469, "mobile_accuracy": 131071.93986218284, "soft_acc_blocks": [ 24.9999762, 25.000010421052632, 25.00002125, 24.999965333333332, 24.999985125, 24.99999485714286, 25.000002615384616, 25.000034541666665, 24.999952500000003, 25.000016785714283, 24.999999933333335, 25.0000223125, 25.000023705882352, 24.999974499999997, 25.0000414, 25.00001188235294, 25.00000938461538, 24.999954076923075, 25.000040666666667, 24.999961000000003, 24.999959466666667, 24.999977761904763, 24.999974, 25.00002814285714, 24.9999301875, 24.99994722222222, 24.9999385625, 24.999950666666667, 24.999962857142858 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.130923038, "time_to_acc50_sec": 0, "acc_per_sec": 12.430212450512556, "mobile_acc_per_sec": 65170.11225254327 }, "started": "2026-08-17T23:06:07.403059076+10:00", "ended": "2026-08-17T23:06:09.414929297+10:00" }, { "cell": { "id": "ternary|none|step_sgd|tricameral|simd", "dtype": 19, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8232, "total_correct": 1792, "total_train": 260, "infer_ms": 605.459768, "train_ms": 1795.173963, "blocked_train": 1795173963, "duration": 2044755130, "avg_accuracy": 21.694649960406636, "soft_acc": 24.999979854877015, "adapt_pct": 24.99997613504508, "stability": 99.99997839302785, "consistency": 100, "throughput": 4025.9099386634134, "availability": 25.220830657402775, "score": 253.841777465344, "zero_downtime": 6.30520258358334, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 6455784, "heap_mib": 6.156715393066406, "mobile_score": 1584359.497901789, "mobile_throughput": 25127812.737166233, "mobile_availability": 157416.41504414746, "mobile_accuracy": 156037.9695018305, "soft_acc_blocks": [ 24.999988896551724, 24.9999783902439, 24.999963416666667, 24.99998978125, 24.999983214285717, 24.999982147058827, 24.999999757575758, 25.00001007894737, 24.999944735294118, 25.000002596153845, 25.00000926470588, 24.999991709677417, 24.999989575757574, 24.999949767441862, 24.999993742857143, 24.999993113207545, 24.999987833333336, 24.999999741935486, 24.99996783333333, 24.999952357142856, 24.999974743589743, 24.999921, 24.999948264705882, 24.999973916666665, 24.99997146666667, 24.999981574468084, 25.000007162162163 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.79379878, "time_to_acc50_sec": 0, "acc_per_sec": 12.226393022854046, "mobile_acc_per_sec": 76311.32315673931 }, "started": "2026-08-17T23:06:10.347416664+10:00", "ended": "2026-08-17T23:06:12.392821063+10:00" }, { "cell": { "id": "binary|none|step_sgd|tricameral|simd", "dtype": 20, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8192, "total_correct": 1896, "total_train": 255, "infer_ms": 657.293944, "train_ms": 1787.353262, "blocked_train": 1787353262, "duration": 2026754934, "avg_accuracy": 23.108810495441364, "soft_acc": 24.999869606166264, "adapt_pct": 24.999790223686972, "stability": 99.9997853143346, "consistency": 100, "throughput": 4041.9292251739007, "availability": 26.887067483061603, "score": 271.68764253440133, "zero_downtime": 6.721731811687331, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 6455720, "heap_mib": 6.156654357910156, "mobile_score": 3391489.779263719, "mobile_throughput": 50455594.99066605, "mobile_availability": 335632.5437276048, "mobile_accuracy": 312074.56276375474, "soft_acc_blocks": [ 24.999834419354837, 25.000265190476192, 25.000140722222223, 24.999827794117646, 25.000055452380952, 25.00004134285714, 24.999945666666665, 24.99999309090909, 24.99996523076923, 24.99979718181818, 24.99959644680851, 24.999363035714286, 24.99985967647059, 24.9994654893617, 24.99970951020408, 24.999750113636363, 24.999668404761906, 24.999692289473682, 25.000099815789472, 25.000148475, 24.999764868421053, 24.999963514285714, 24.999767675, 24.99976575, 24.999987189189188, 25.000141414634143 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.132854908, "time_to_acc50_sec": 0, "acc_per_sec": 12.334924754235859, "mobile_acc_per_sec": 153977.45308449547 }, "started": "2026-08-17T23:06:13.425488079+10:00", "ended": "2026-08-17T23:06:15.453034625+10:00" }, { "cell": { "id": "int|none|step_sgd|tricameral|simd", "dtype": 21, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 716, "total_train": 159, "infer_ms": 503.399517, "train_ms": 1895.155961, "blocked_train": 1895155961, "duration": 2076968072, "avg_accuracy": 26.021914042747373, "soft_acc": 24.999984430627407, "adapt_pct": 24.99998209613303, "stability": 99.99997554141916, "consistency": 100, "throughput": 1321.156563257945, "availability": 20.98761198635073, "score": 69.31976013656212, "zero_downtime": 5.246899728948174, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7222496, "heap_mib": 6.887908935546875, "mobile_score": 13520.654167588498, "mobile_throughput": 257688.44205259727, "mobile_availability": 4093.58374743298, "mobile_accuracy": 4876.187439421422, "soft_acc_blocks": [ 25.000009875, 25.000001166666667, 24.999999416666668, 24.999989857142857, 24.999995066666667, 24.999979166666666, 24.9999932, 24.999998857142856, 25.000062615384614, 24.999997272727274, 24.99999741666667, 24.99998907692308, 24.999979125, 24.99994275, 24.999987846153847, 24.9999733, 24.999947375, 24.999980625, 24.999979538461538, 24.999942714285712, 24.999991, 24.9999518, 25.0000005, 25.000000749999998, 24.9999665, 24.9999592, 24.999963615384615 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.294052701, "time_to_acc50_sec": 0, "acc_per_sec": 12.036768772547315, "mobile_acc_per_sec": 2347.743090112086 }, "started": "2026-08-17T23:06:16.304667455+10:00", "ended": "2026-08-17T23:06:18.382485994+10:00" }, { "cell": { "id": "uint|none|step_sgd|tricameral|simd", "dtype": 22, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3288, "total_correct": 940, "total_train": 164, "infer_ms": 520.05456, "train_ms": 1861.597699, "blocked_train": 1861597699, "duration": 2057327568, "avg_accuracy": 28.834152806779684, "soft_acc": 25.0000087464309, "adapt_pct": 25.000010059947343, "stability": 99.99997984156145, "consistency": 100, "throughput": 1598.18983186833, "availability": 21.835872891803223, "score": 87.24470558730391, "zero_downtime": 5.4589701328103395, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 6998056, "heap_mib": 6.673866271972656, "mobile_score": 16916.18054843062, "mobile_throughput": 309878.60598024516, "mobile_availability": 4233.833626737325, "mobile_accuracy": 4847.338973982531, "soft_acc_blocks": [ 24.999996909090907, 25.00001069230769, 24.999989642857145, 25.00000475, 25.000014705882354, 25.000001461538464, 24.999980375, 24.999990928571428, 25.00001918181818, 25.00000590909091, 25.000018866666668, 25.00004457142857, 25.000014785714285, 25.00003691666667, 25.000035210526317, 25.000038588235295, 25.000022933333334, 25.000039, 25.0000228, 24.999978, 25.00000923076923, 25.000003375, 24.99997473333333, 25.000006285714285, 25.00001192857143, 25.000002769230772, 24.999961615384617, 25.000008733333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.135289642, "time_to_acc50_sec": 0, "acc_per_sec": 12.15169092918649, "mobile_acc_per_sec": 2356.1337773229757 }, "started": "2026-08-17T23:06:19.40657242+10:00", "ended": "2026-08-17T23:06:21.464651652+10:00" }, { "cell": { "id": "uintptr|none|step_sgd|tricameral|simd", "dtype": 23, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3256, "total_correct": 830, "total_train": 167, "infer_ms": 526.356649, "train_ms": 1874.089636, "blocked_train": 1874089636, "duration": 2062364229, "avg_accuracy": 25.315813548354754, "soft_acc": 24.999993878608652, "adapt_pct": 24.999995703157627, "stability": 99.99999204520729, "consistency": 100, "throughput": 1578.7705945514633, "availability": 21.927449586733825, "score": 86.54601036132735, "zero_downtime": 5.481861054418455, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 7204880, "heap_mib": 6.8711090087890625, "mobile_score": 16780.708091834167, "mobile_throughput": 306113.3422619074, "mobile_availability": 4251.589751823041, "mobile_accuracy": 4847.33609120857, "soft_acc_blocks": [ 24.999995416666668, 25.000002, 24.99999025, 24.99999957142857, 25.000001333333334, 24.99999317647059, 24.999999363636366, 25.000003833333334, 25.000004583333332, 25.0000023, 24.999989571428575, 24.999996363636363, 24.99999930769231, 24.999984, 24.999998434782608, 24.999996375, 24.999979999999997, 24.999988625, 24.999987666666666, 24.999999692307693, 25.0000049, 24.99998582352941, 24.999998538461536, 24.9999776, 24.999987384615387, 24.999989499999998, 24.99997911111111 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067379691, "time_to_acc50_sec": 0, "acc_per_sec": 12.12200712515784, "mobile_acc_per_sec": 2350.3782809300124 }, "started": "2026-08-17T23:06:22.57277262+10:00", "ended": "2026-08-17T23:06:24.635957629+10:00" }, { "cell": { "id": "complex64|none|step_sgd|tricameral|simd", "dtype": 24, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3176, "total_correct": 816, "total_train": 166, "infer_ms": 543.300873, "train_ms": 1863.640152, "blocked_train": 1863640152, "duration": 2042504456, "avg_accuracy": 26.264311119373343, "soft_acc": 25.000002011864947, "adapt_pct": 25.000011147893773, "stability": 99.99998378400392, "consistency": 100, "throughput": 1554.9537679931504, "availability": 22.57225529653349, "score": 87.74704062502748, "zero_downtime": 5.643064278256665, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7205288, "heap_mib": 6.871498107910156, "mobile_score": 17114.85135238631, "mobile_throughput": 303290.0301761878, "mobile_availability": 4402.664652123865, "mobile_accuracy": 4876.190868599944, "soft_acc_blocks": [ 24.99997746153846, 24.999984666666666, 24.9999852, 24.999977230769233, 24.99997025, 24.99999017647059, 24.999981000000002, 24.999981666666667, 24.999998583333333, 25.000009333333335, 25.000006428571428, 25.000013153846155, 25.000021333333333, 25.000023066666664, 25.00000975, 25.00002945454545, 25.000013000000003, 25.000018333333333, 25.000018666666666, 24.999991857142856, 25.00001007692308, 25.0000015, 25.000006230769234, 25.000015230769232, 25.000014857142855, 25.0000038 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06196148, "time_to_acc50_sec": 0, "acc_per_sec": 12.239876362778885, "mobile_acc_per_sec": 2387.3587419972528 }, "started": "2026-08-17T23:06:25.794766157+10:00", "ended": "2026-08-17T23:06:27.837991288+10:00" }, { "cell": { "id": "complex128|none|step_sgd|tricameral|simd", "dtype": 25, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3312, "total_correct": 744, "total_train": 168, "infer_ms": 538.764993, "train_ms": 1849.495665, "blocked_train": 1849495665, "duration": 2126011401, "avg_accuracy": 22.381316486708645, "soft_acc": 24.99999223816264, "adapt_pct": 24.999996609516632, "stability": 99.99999038210845, "consistency": 100, "throughput": 1557.8467728075932, "availability": 22.55888573951462, "score": 87.85819109094714, "zero_downtime": 5.639719683894633, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8044928, "heap_mib": 7.6722412109375, "mobile_score": 8568.265493059987, "mobile_throughput": 151927.1519385691, "mobile_availability": 2200.0284759298065, "mobile_accuracy": 2438.0944811312897, "soft_acc_blocks": [ 24.999982250000002, 25.000006428571428, 24.999985384615385, 24.999987, 24.999972266666667, 24.999978133333332, 24.999998933333334, 24.999988133333332, 24.99997888235294, 24.99999523076923, 24.999995133333336, 24.999985428571428, 24.99999561111111, 24.999988533333333, 24.999995266666666, 24.99997935, 24.999989499999998, 24.99998992857143, 24.99999607692308, 25.00001338888889, 25.0000075, 25.000001235294118, 24.99999475, 24.999987833333336, 24.999997555555556, 25.00000513333333, 24.9999955625 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.140035411, "time_to_acc50_sec": 0, "acc_per_sec": 11.759105443368524, "mobile_acc_per_sec": 1146.7927594294638 }, "started": "2026-08-17T23:06:28.870477391+10:00", "ended": "2026-08-17T23:06:31.001523516+10:00" }, { "cell": { "id": "nf4|none|step_sgd|tricameral|simd", "dtype": 26, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2968, "total_correct": 795, "total_train": 145, "infer_ms": 526.224405, "train_ms": 1856.420709, "blocked_train": 1856420709, "duration": 2057482295, "avg_accuracy": 27.09630251173294, "soft_acc": 25.000002333203522, "adapt_pct": 25.00000449106237, "stability": 99.99998924187739, "consistency": 100, "throughput": 1442.5397522071996, "availability": 22.08572321190423, "score": 79.64884165702044, "zero_downtime": 5.521431318280929, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9771808, "heap_mib": 9.319122314453125, "mobile_score": 248565.07080164246, "mobile_throughput": 4501823.104792906, "mobile_availability": 68924.28363882645, "mobile_accuracy": 78019.05490042029, "soft_acc_blocks": [ 25.00000225, 25.00000316666667, 25.000005933333334, 25.000005285714284, 24.999988538461537, 24.99997913636364, 25.000002363636362, 25.00000071428571, 25.000007214285713, 24.999985466666665, 25.000013636363636, 25.000003615384614, 24.999996818181817, 25.00000325, 24.9999935625, 25.00000210526316, 25.000001933333333, 25.000008923076923, 24.999983642857142, 25.000018352941176, 25.0000275, 24.9999965, 25.000013153846155, 24.999991333333334, 25.000017083333333, 25.000009600000002, 25.000001916666665 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.064384337, "time_to_acc50_sec": 0, "acc_per_sec": 12.150773979420087, "mobile_acc_per_sec": 37919.67254834642 }, "started": "2026-08-17T23:06:32.095581938+10:00", "ended": "2026-08-17T23:06:34.154279437+10:00" }, { "cell": { "id": "fp6|none|step_sgd|tricameral|simd", "dtype": 27, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1400, "total_correct": 404, "total_train": 87, "infer_ms": 475.858358, "train_ms": 1919.168611, "blocked_train": 1919168611, "duration": 2081079421, "avg_accuracy": 28.80837912087912, "soft_acc": 25.000010355860802, "adapt_pct": 25.00000466577381, "stability": 99.99997917276585, "consistency": 100, "throughput": 672.72780936312, "availability": 19.8686012374502, "score": 33.41541530575797, "zero_downtime": 4.9671523669272375, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 7015016, "heap_mib": 6.690040588378906, "mobile_score": 69521.03674533822, "mobile_throughput": 1399615.5464895691, "mobile_availability": 41336.78256182655, "mobile_accuracy": 52012.719958149, "soft_acc_blocks": [ 25.000036, 25.000003125, 24.999997500000003, 25.00002875, 25.000021428571426, 25.000016428571428, 25.00000675, 25.0000035, 25.000031200000002, 25.000023142857142, 25.000044625, 24.99999133333333, 24.99996, 25.00002566666667, 25.000002857142857, 25.000025833333336, 24.999985000000002, 24.999988000000002, 25.0000316, 25.000008500000003, 24.999990125, 25.000002285714285, 25.000000285714286, 24.999991125, 25.000054857142857, 24.999999333333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061726481, "time_to_acc50_sec": 0, "acc_per_sec": 12.01300157196682, "mobile_acc_per_sec": 24993.145111759284 }, "started": "2026-08-17T23:06:35.244987093+10:00", "ended": "2026-08-17T23:06:37.326850158+10:00" }, { "cell": { "id": "int6|none|step_sgd|tricameral|simd", "dtype": 28, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1520, "total_correct": 459, "total_train": 91, "infer_ms": 481.08872, "train_ms": 1928.425721, "blocked_train": 1928425721, "duration": 2097668234, "avg_accuracy": 30.18463403880071, "soft_acc": 25.00000463877131, "adapt_pct": 25.00000284399802, "stability": 99.99998808348859, "consistency": 100, "throughput": 724.6141097830059, "availability": 19.96621027929336, "score": 36.16950092945663, "zero_downtime": 4.991553496010174, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 7234568, "heap_mib": 6.899421691894531, "mobile_score": 75250.9337432657, "mobile_throughput": 1507565.406309177, "mobile_availability": 41539.85894805618, "mobile_accuracy": 52012.708063698934, "soft_acc_blocks": [ 25.000000166666666, 25.00001885714286, 25.000013, 25.00001416666667, 25.000021285714286, 25.000023625, 24.999998428571427, 25.000006499999998, 25.000025, 25.000003333333336, 24.9999935, 24.99999375, 24.999997875, 24.999985666666664, 25.0000216, 24.999986333333336, 24.999989222222222, 25.000011375, 25.000002, 25.000004571428573, 25.000013714285718, 25.00000422222222, 24.9999845, 25.00000675, 24.999996999999997, 24.999993375, 25.00001542857143 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060641692, "time_to_acc50_sec": 0, "acc_per_sec": 11.917997438088348, "mobile_acc_per_sec": 24795.48825722406 }, "started": "2026-08-17T23:06:38.385048646+10:00", "ended": "2026-08-17T23:06:40.483713648+10:00" }, { "cell": { "id": "uint6|none|step_sgd|tricameral|simd", "dtype": 29, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1544, "total_correct": 406, "total_train": 93, "infer_ms": 485.096416, "train_ms": 1937.591848, "blocked_train": 1937591848, "duration": 2037666289, "avg_accuracy": 26.341956654456656, "soft_acc": 24.9999931581044, "adapt_pct": 24.999996661160715, "stability": 99.9999860365187, "consistency": 100, "throughput": 757.729569525209, "availability": 20.02306376797638, "score": 37.9301583431412, "zero_downtime": 5.005764572036976, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 7992992, "heap_mib": 7.622711181640625, "mobile_score": 74202.7121545105, "mobile_throughput": 1482345.2259225103, "mobile_availability": 39171.08976412239, "mobile_accuracy": 48907.449301777015, "soft_acc_blocks": [ 24.999981333333334, 24.9999848, 24.999997125, 25.000018833333332, 25.000015666666666, 24.999986571428572, 24.999985285714285, 24.999978125, 25.000000166666666, 25.000011, 24.9999755, 24.9999902, 24.999995285714284, 24.9999842, 24.99996341666667, 24.999989, 24.999973714285716, 25.000008125, 25.000009833333333, 25.00000475, 25.000004555555556, 24.999986444444446, 24.99998242857143, 25.00000425, 25.0000065, 24.999985 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.140674266, "time_to_acc50_sec": 0, "acc_per_sec": 12.268933972683687, "mobile_acc_per_sec": 24001.697218919348 }, "started": "2026-08-17T23:06:41.687501444+10:00", "ended": "2026-08-17T23:06:43.725986585+10:00" }, { "cell": { "id": "int5|none|step_sgd|tricameral|simd", "dtype": 30, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1688, "total_correct": 442, "total_train": 97, "infer_ms": 517.442989, "train_ms": 1910.932718, "blocked_train": 1910932718, "duration": 2063195181, "avg_accuracy": 26.097222222222225, "soft_acc": 25.000004604476185, "adapt_pct": 24.99999992683532, "stability": 99.99999125598231, "consistency": 100, "throughput": 818.1484793803422, "availability": 21.308193271264674, "score": 43.583172835174864, "zero_downtime": 5.327049298946853, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 8568272, "heap_mib": 8.171340942382812, "mobile_score": 108810.1643781341, "mobile_throughput": 2042597.2855112422, "mobile_availability": 53198.2382562134, "mobile_accuracy": 62415.24959081719, "soft_acc_blocks": [ 25.00000783333333, 25.000000333333332, 25.00000925, 25.00001333333333, 25.00001525, 25.0000125, 25.00000325, 25.00001814285714, 25.000005875, 25.000008833333336, 25.000006428571428, 24.999990625, 25.000013875, 25.000001666666666, 25.00000725, 25.000021428571426, 25.000002888888886, 24.999999666666668, 25.00000011111111, 24.999991875, 24.999996, 24.999990099999998, 24.99999366666667, 25.00001242857143, 24.9999925 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.231962535, "time_to_acc50_sec": 0, "acc_per_sec": 12.117130184628994, "mobile_acc_per_sec": 30251.7426201846 }, "started": "2026-08-17T23:06:44.775241672+10:00", "ended": "2026-08-17T23:06:46.839287735+10:00" }, { "cell": { "id": "uint5|none|step_sgd|tricameral|simd", "dtype": 31, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1576, "total_correct": 441, "total_train": 99, "infer_ms": 465.85532, "train_ms": 1925.725964, "blocked_train": 1925725964, "duration": 2084929916, "avg_accuracy": 28.119841269841274, "soft_acc": 25.00000643849207, "adapt_pct": 25.000005997767857, "stability": 99.99999058990177, "consistency": 100, "throughput": 755.9007081751711, "availability": 19.47896661997795, "score": 36.81042113654637, "zero_downtime": 4.8697429091462086, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 7232992, "heap_mib": 6.897918701171875, "mobile_score": 85394.96494175939, "mobile_throughput": 1753582.6127776287, "mobile_availability": 45188.44447457964, "mobile_accuracy": 57996.47511338111, "soft_acc_blocks": [ 25.00000916666667, 25.000020666666668, 25.000013000000003, 25.000010428571425, 25.000005875, 25.000009142857145, 25.000015571428573, 24.999999857142857, 25.000010333333332, 25.000003333333336, 24.999995555555554, 24.999996777777778, 24.999998, 25.000004999999998, 25.00000688888889, 24.999994125, 25.000009142857145, 25.000004875, 25.000031714285715, 24.99999625, 25.000020777777777, 24.999995444444444, 24.99999075, 25.000011285714287, 25.000007 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.1373986, "time_to_acc50_sec": 0, "acc_per_sec": 11.990813814238573, "mobile_acc_per_sec": 27816.99023468811 }, "started": "2026-08-17T23:06:47.818177777+10:00", "ended": "2026-08-17T23:06:49.904097742+10:00" }, { "cell": { "id": "int3|none|step_sgd|tricameral|simd", "dtype": 32, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2104, "total_correct": 520, "total_train": 114, "infer_ms": 529.02962, "train_ms": 1894.05691, "blocked_train": 1894056910, "duration": 2038323867, "avg_accuracy": 24.382223679098686, "soft_acc": 24.999999844514864, "adapt_pct": 24.999994820731352, "stability": 99.9999797818957, "consistency": 100, "throughput": 1032.2206564242717, "availability": 21.832881882266086, "score": 56.34087881995896, "zero_downtime": 5.458220436619635, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 8286384, "heap_mib": 7.9025115966796875, "mobile_score": 234435.29106951304, "mobile_throughput": 4295086.535836259, "mobile_availability": 90846.96806578986, "mobile_accuracy": 104025.3961784207, "soft_acc_blocks": [ 24.99997075, 25.000015923076923, 25.000006777777777, 25.0000132, 25.000011846153846, 24.999984466666668, 25.000001, 25.000005, 24.99998009090909, 24.999991299999998, 24.9999873, 24.999988909090913, 24.999975222222222, 24.9999942, 24.999980846153846, 24.99998325, 24.999992846153848, 24.99998958333333, 24.9999909, 25.000037636363633, 24.999995375, 25.000057899999998, 25.000028399999998, 25.000013545454546 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.15029726, "time_to_acc50_sec": 0, "acc_per_sec": 12.264979206326913, "mobile_acc_per_sec": 51034.77315973591 }, "started": "2026-08-17T23:06:51.14110009+10:00", "ended": "2026-08-17T23:06:53.180624006+10:00" }, { "cell": { "id": "uint3|none|step_sgd|tricameral|simd", "dtype": 33, "format": 0, "mode": "step_sgd", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2088, "total_correct": 547, "total_train": 118, "infer_ms": 499.667261, "train_ms": 1885.621207, "blocked_train": 1885621207, "duration": 2030449837, "avg_accuracy": 26.403842872133314, "soft_acc": 25.000024058243408, "adapt_pct": 25.000013687499997, "stability": 99.99998246985129, "consistency": 100, "throughput": 1028.3435532123417, "availability": 20.9478756009313, "score": 53.854083894616004, "zero_downtime": 5.236973939923726, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 7026456, "heap_mib": 6.700950622558594, "mobile_score": 198838.3798376087, "mobile_throughput": 3796818.2030041707, "mobile_availability": 77343.09720465542, "mobile_accuracy": 92304.31417921351, "soft_acc_blocks": [ 25.000037875, 25.000027333333335, 25.000037333333335, 25.000006, 25.00002475, 25.000011714285712, 25.00002318181818, 25.00002508333333, 25.000024999999997, 24.9999993, 25.000051666666664, 24.99999875, 25.000043400000003, 25.000054, 25.000033181818182, 25.0000586, 25.0000297, 25.000001, 25.00001375, 24.999990333333333, 25.00002811764706, 25.000020454545453, 25.0000236, 25.00001327272727 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.064452412, "time_to_acc50_sec": 0, "acc_per_sec": 12.312554391977038, "mobile_acc_per_sec": 45460.03181028773 }, "started": "2026-08-17T23:06:54.110481077+10:00", "ended": "2026-08-17T23:06:56.141741745+10:00" }, { "cell": { "id": "float64|none|tween|cnn|simd", "dtype": 0, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16856, "total_correct": 3950, "total_train": 419, "infer_ms": 825.439802, "train_ms": 1692.577355, "blocked_train": 1692577355, "duration": 2053074518, "avg_accuracy": 23.365249429100665, "soft_acc": 25.000315677705846, "adapt_pct": 25.000191934255888, "stability": 99.99964315545647, "consistency": 100, "throughput": 8210.125766121851, "availability": 32.781341449771546, "score": 672.8558363282087, "zero_downtime": 8.195438845829521, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7038152, "heap_mib": 6.712104797363281, "mobile_score": 212001.34658464178, "mobile_throughput": 2586821.1644642386, "mobile_availability": 10328.64419832802, "mobile_accuracy": 7877.022539683318, "soft_acc_blocks": [ 25.0004664, 25.000584258426965, 25.0006908989899, 25.00068787628866, 25.00065497580645, 25.00069660952381, 25.000572835051546, 25.00042874736842, 24.999739445652175, 24.999848296703295, 24.9999713908046, 24.999702773195875, 24.999763422222223, 24.999917278481014, 24.999839091836733, 24.999975771739127, 25.00046205376344, 25.00062020987654, 25.000489558139535, 25.000535875, 25.0004330375, 25.00052925, 25.0006505308642 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.142964106, "time_to_acc50_sec": 0, "acc_per_sec": 12.177013283502186, "mobile_acc_per_sec": 3836.6958776326887 }, "started": "2026-08-17T23:06:57.034810024+10:00", "ended": "2026-08-17T23:06:59.088442196+10:00" }, { "cell": { "id": "float32|none|tween|cnn|simd", "dtype": 1, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 35960, "total_correct": 7420, "total_train": 481, "infer_ms": 939.593033, "train_ms": 1493.538935, "blocked_train": 1493538935, "duration": 2013255321, "avg_accuracy": 20.66793137701359, "soft_acc": 24.999673997629824, "adapt_pct": 24.99960534709558, "stability": 99.99984626360083, "consistency": 100, "throughput": 17861.61925162, "availability": 38.616607950465266, "score": 1724.3653838194218, "zero_downtime": 9.654026096559116, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 7036504, "heap_mib": 6.710533142089844, "mobile_score": 1086615.478788362, "mobile_throughput": 11255568.069943925, "mobile_availability": 24334.40402540088, "mobile_accuracy": 15753.640722198732, "soft_acc_blocks": [ 24.99987654385965, 24.999798329729728, 24.999820253731343, 24.99986933830846, 24.999783935344826, 24.99970107236842, 24.999732404040405, 24.999865916083916, 24.999847132596685, 24.999695935135133, 24.999522846153848, 24.99939272972973, 24.999479281407034, 24.99953891975309, 24.99949438172043, 24.999480371859296, 24.999399960893854, 24.99955583490566, 24.999623256410256, 24.9997316827957, 24.999841210227274, 24.99978588324873, 24.999622828402366, 24.99971589440994 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.417537774201579, "mobile_acc_per_sec": 7824.959188173795 }, "started": "2026-08-17T23:07:00.118608196+10:00", "ended": "2026-08-17T23:07:02.132616432+10:00" }, { "cell": { "id": "float16|none|tween|cnn|simd", "dtype": 2, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13712, "total_correct": 4026, "total_train": 317, "infer_ms": 859.879967, "train_ms": 1617.6111, "blocked_train": 1617611100, "duration": 2080757786, "avg_accuracy": 29.56039641418469, "soft_acc": 25.000527144842096, "adapt_pct": 25.00082944005738, "stability": 99.99957116204077, "consistency": 100, "throughput": 6589.906856174561, "availability": 34.707691924848426, "score": 571.8131993248004, "zero_downtime": 8.677105941019898, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 7037192, "heap_mib": 6.711189270019531, "mobile_score": 720660.5736721177, "mobile_throughput": 8305310.302428001, "mobile_availability": 43742.371115132046, "mobile_accuracy": 31508.35667239176, "soft_acc_blocks": [ 25.000074315789476, 24.999973602739725, 24.999914826086957, 24.99985984507042, 25.00003015277778, 24.999908523809523, 25.00010049122807, 24.999821654205608, 25.000600723214287, 25.000651196721314, 25.00112775, 25.000795897058822, 25.00077705882353, 25.00073012857143, 25.000792848101266, 25.000412957142856, 25.00080312162162, 25.000700651515153, 25.00088118032787, 25.001074999999997, 25.000824150000003, 25.00091587837838, 25.0008400625, 25.001039460526318 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062723199, "time_to_acc50_sec": 0, "acc_per_sec": 12.015106858209828, "mobile_acc_per_sec": 15142.731597300755 }, "started": "2026-08-17T23:07:03.126268013+10:00", "ended": "2026-08-17T23:07:05.2076196+10:00" }, { "cell": { "id": "bfloat16|none|tween|cnn|simd", "dtype": 3, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19432, "total_correct": 4497, "total_train": 354, "infer_ms": 883.79275, "train_ms": 1527.406781, "blocked_train": 1527406781, "duration": 2077630981, "avg_accuracy": 23.25469738464224, "soft_acc": 24.99990301466732, "adapt_pct": 24.99991650731066, "stability": 99.99987841538959, "consistency": 100, "throughput": 9352.960259885536, "availability": 36.65365469084441, "score": 857.0471144047082, "zero_downtime": 9.163378124042163, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 7038344, "heap_mib": 6.712287902832031, "mobile_score": 1080143.0709543645, "mobile_throughput": 11787607.761381894, "mobile_availability": 46194.88295806114, "mobile_accuracy": 31507.570076331493, "soft_acc_blocks": [ 24.999827786885245, 24.99977957142857, 24.999885231578947, 24.999734848214285, 24.999930433333333, 24.999857312499998, 24.999851965517244, 24.999753422680413, 24.99981436448598, 24.999846019417475, 24.999745430379747, 24.999833113333334, 24.99980245054945, 24.99996512765957, 24.999747009433964, 24.999869210526317, 24.999959775510206, 25.00008324761905, 25.000015252173913, 25.000114546218487, 25.00005096, 25.000063929292928, 25.00006217857143, 25.000079164705884 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065741888, "time_to_acc50_sec": 0, "acc_per_sec": 12.032889017969126, "mobile_acc_per_sec": 15165.142590031242 }, "started": "2026-08-17T23:07:06.261946422+10:00", "ended": "2026-08-17T23:07:08.340143861+10:00" }, { "cell": { "id": "fp8e4m3|none|tween|cnn|simd", "dtype": 4, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13848, "total_correct": 3274, "total_train": 327, "infer_ms": 835.764755, "train_ms": 1638.589059, "blocked_train": 1638589059, "duration": 2052164087, "avg_accuracy": 23.617047060017885, "soft_acc": 25.000149909535804, "adapt_pct": 24.999942277647826, "stability": 99.99968381644275, "consistency": 100, "throughput": 6747.998411883328, "availability": 33.77709162979066, "score": 569.8228185441425, "zero_downtime": 8.444323542528936, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8078280, "heap_mib": 7.704048156738281, "mobile_score": 1436304.1629272662, "mobile_throughput": 17009108.6123533, "mobile_availability": 85139.05680961387, "mobile_accuracy": 63015.76247966686, "soft_acc_blocks": [ 25.000390486486488, 25.000523678571426, 25.00061659375, 25.00036938095238, 25.00033163768116, 25.00023625, 25.00042419402985, 25.000497633802816, 24.999910015151517, 24.999700014492756, 24.999851057971014, 24.99976381538462, 24.999698893333335, 24.99979086868687, 24.9997521147541, 24.999694566666665, 24.99998213, 25.000277544117647, 24.999921973333333, 25.000131670731705, 25.000612605263157, 25.00039886764706, 25.00050423287671, 25.000217603174605 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.15496574, "time_to_acc50_sec": 0, "acc_per_sec": 12.182334769381335, "mobile_acc_per_sec": 30706.980440237505 }, "started": "2026-08-17T23:07:09.349447644+10:00", "ended": "2026-08-17T23:07:11.402283551+10:00" }, { "cell": { "id": "fp8e5m2|none|tween|cnn|simd", "dtype": 5, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14528, "total_correct": 3836, "total_train": 324, "infer_ms": 884.048751, "train_ms": 1591.615923, "blocked_train": 1591615923, "duration": 2047981972, "avg_accuracy": 26.357701643830882, "soft_acc": 24.999929934140443, "adapt_pct": 24.99994583134805, "stability": 99.99992542619295, "consistency": 100, "throughput": 7093.812444946659, "availability": 35.70955147053974, "score": 633.2903766765872, "zero_downtime": 8.927362847430754, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8887048, "heap_mib": 8.475349426269531, "mobile_score": 1596281.4663798776, "mobile_throughput": 17880772.784308624, "mobile_availability": 90010.0448143574, "mobile_accuracy": 63015.20800630108, "soft_acc_blocks": [ 24.99990173469388, 24.999920098591552, 24.999880148148147, 24.999895217391305, 24.99990257142857, 24.999818661764706, 24.99987074683544, 24.999860493670887, 24.9998663625, 24.999893232876712, 24.9999362, 24.999937987499997, 24.999925539473686, 24.9999061884058, 24.999851481481482, 24.999910962025318, 24.999968576470586, 25.000113, 24.999940329411764, 25.000106765625, 24.99999021212121, 25.000062527027026, 24.9999899, 24.999869481927714 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.064229185, "time_to_acc50_sec": 0, "acc_per_sec": 12.207104494052862, "mobile_acc_per_sec": 30769.415389317244 }, "started": "2026-08-17T23:07:12.529152304+10:00", "ended": "2026-08-17T23:07:14.57785266+10:00" }, { "cell": { "id": "int64|none|tween|cnn|simd", "dtype": 6, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9960, "total_correct": 2485, "total_train": 295, "infer_ms": 802.822975, "train_ms": 1679.068209, "blocked_train": 1679068209, "duration": 2085617756, "avg_accuracy": 24.969347107950878, "soft_acc": 25.000062639030638, "adapt_pct": 25.000115202406466, "stability": 99.99970950732238, "consistency": 100, "throughput": 4775.563485373395, "availability": 32.34722699268833, "score": 386.1915578225861, "zero_downtime": 8.086827010161509, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8298248, "heap_mib": 7.913825988769531, "mobile_score": 121680.04775702405, "mobile_throughput": 1504669.848929956, "mobile_availability": 10191.86475092703, "mobile_accuracy": 7876.942813036115, "soft_acc_blocks": [ 24.99977382352941, 24.99993974137931, 24.99976189130435, 24.99954552, 24.99989880769231, 24.999917863636362, 24.999914520833332, 25.000070321428574, 24.99980116981132, 24.999901701492536, 24.999846666666667, 24.999999796296294, 24.99982804, 24.999857818181816, 24.999996322580643, 25.00016766037736, 25.000289125, 25.000417326530613, 25.000498173076924, 25.000567519230767, 25.0004290877193, 25.000469229508195, 25.00054857142857 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.408060515, "time_to_acc50_sec": 0, "acc_per_sec": 11.986886171787386, "mobile_acc_per_sec": 3776.791212280087 }, "started": "2026-08-17T23:07:15.691269322+10:00", "ended": "2026-08-17T23:07:17.777373534+10:00" }, { "cell": { "id": "int32|none|tween|cnn|simd", "dtype": 7, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9968, "total_correct": 2580, "total_train": 314, "infer_ms": 766.169303, "train_ms": 1734.432508, "blocked_train": 1734432508, "duration": 2060915181, "avg_accuracy": 25.763664992538136, "soft_acc": 25.00020317399248, "adapt_pct": 25.000161959190933, "stability": 99.99980744892275, "consistency": 100, "throughput": 4836.686192569708, "availability": 30.63939646966848, "score": 370.4858755330966, "zero_downtime": 7.6599113687022, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8082744, "heap_mib": 7.708305358886719, "mobile_score": 233463.09941285595, "mobile_throughput": 3047856.406887003, "mobile_availability": 19307.533529194166, "mobile_accuracy": 15753.974184718954, "soft_acc_blocks": [ 25.0007382, 25.000182272727272, 25.00016706122449, 25.0002673125, 25.00065655, 25.000343764705885, 25.00031675, 25.00036475, 25.000144796296293, 25.000164897959184, 24.999986589285715, 25.000043754385967, 25.000143408163268, 25.000129269230772, 25.00004124074074, 24.99996368, 25.00003933870968, 25.000244021276597, 25.000387600000003, 25.000025054545453, 25.00006142, 25.0001020125, 25.000159257575756 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060763155, "time_to_acc50_sec": 0, "acc_per_sec": 12.130631771979015, "mobile_acc_per_sec": 7644.164267388623 }, "started": "2026-08-17T23:07:18.935690277+10:00", "ended": "2026-08-17T23:07:20.997285144+10:00" }, { "cell": { "id": "int16|none|tween|cnn|simd", "dtype": 8, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9808, "total_correct": 2711, "total_train": 281, "infer_ms": 845.769912, "train_ms": 1623.031647, "blocked_train": 1623031647, "duration": 2039105411, "avg_accuracy": 27.856904929242273, "soft_acc": 25.000087806023824, "adapt_pct": 25.000018397607494, "stability": 99.99976527686178, "consistency": 100, "throughput": 4809.9524169228935, "availability": 34.25831893684413, "score": 411.9536568003942, "zero_downtime": 8.564609815078718, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8125248, "heap_mib": 7.74884033203125, "mobile_score": 519188.36253981985, "mobile_throughput": 6062020.030681899, "mobile_availability": 43176.02288163493, "mobile_accuracy": 31507.802970299563, "soft_acc_blocks": [ 25.000347911764706, 25.000410228070177, 25.000307294117647, 25.000494425531915, 25.000441981132077, 25.000272545454546, 25.00026533333333, 25.00013043548387, 25.000155327272726, 25.000008065217393, 24.99999837096774, 24.999865134615387, 25.00006274137931, 24.99976376744186, 24.99992557894737, 25.000001416666667, 24.999924999999998, 24.999986791666668, 24.999941773584908, 24.999679754716983, 25.000270301587303, 24.999677553571427 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061617162, "time_to_acc50_sec": 0, "acc_per_sec": 12.26032144839609, "mobile_acc_per_sec": 15451.77743157858 }, "started": "2026-08-17T23:07:22.151739872+10:00", "ended": "2026-08-17T23:07:24.191429447+10:00" }, { "cell": { "id": "int8|none|tween|cnn|simd", "dtype": 9, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27432, "total_correct": 7893, "total_train": 456, "infer_ms": 879.013592, "train_ms": 1550.666021, "blocked_train": 1550666021, "duration": 2095887805, "avg_accuracy": 28.687009696800132, "soft_acc": 25.00001675562004, "adapt_pct": 25.000004828959554, "stability": 99.9999537585176, "consistency": 100, "throughput": 13088.486862015023, "availability": 36.17816881274543, "score": 1183.7945114013605, "zero_downtime": 9.044548265062863, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8126000, "heap_mib": 7.7495574951171875, "mobile_score": 2983890.657661522, "mobile_throughput": 32991041.345731404, "mobile_availability": 91191.24889661864, "mobile_accuracy": 63015.42684985827, "soft_acc_blocks": [ 25.000039372340428, 25.000001593939395, 25.0000663877551, 25.00009101342282, 25.000030615384617, 25.000053975460123, 25.000056970059884, 24.999979928571427, 25.000015729411768, 25.000002925, 24.999934443113773, 24.99993919767442, 24.999955167701863, 24.99994838410596, 25.00005559602649, 25.00000277852349, 25.000002688172042, 24.999990746478872, 25.000109392405065, 25.000037175324675, 25.000043451219515, 25.000011091549293 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.067815322, "time_to_acc50_sec": 0, "acc_per_sec": 11.928127400703133, "mobile_acc_per_sec": 30066.221435864634 }, "started": "2026-08-17T23:07:25.217639922+10:00", "ended": "2026-08-17T23:07:27.314526629+10:00" }, { "cell": { "id": "uint64|none|tween|cnn|simd", "dtype": 10, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10248, "total_correct": 3063, "total_train": 291, "infer_ms": 810.714693, "train_ms": 1692.748268, "blocked_train": 1692748268, "duration": 2065072747, "avg_accuracy": 29.828620110176704, "soft_acc": 24.999938551893635, "adapt_pct": 24.999881587310377, "stability": 99.99974906240074, "consistency": 100, "throughput": 4962.537041316153, "availability": 32.38373028199956, "score": 401.7626651464096, "zero_downtime": 8.095912671310861, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8129744, "heap_mib": 7.7531280517578125, "mobile_score": 125980.46900973731, "mobile_throughput": 1556099.653299978, "mobile_availability": 10154.546161536475, "mobile_accuracy": 7839.215181516274, "soft_acc_blocks": [ 25.000040325, 24.999928140350878, 24.99982275362319, 25.000146052631578, 24.999836181818182, 24.999946228070172, 25.00011927692308, 25.000084916666665, 24.99926640625, 24.999521421052634, 24.999721115384617, 24.999696237288134, 24.999825821428573, 24.99968818032787, 24.999887842105267, 25.000252442857143, 25.000355783333337, 24.999962770833335, 25.000124467741934, 25.000165586206897, 25.000208346938777, 25.000047844827584 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.059308576, "time_to_acc50_sec": 0, "acc_per_sec": 12.106081293364547, "mobile_acc_per_sec": 3796.0963810619087 }, "started": "2026-08-17T23:07:28.312754169+10:00", "ended": "2026-08-17T23:07:30.378404988+10:00" }, { "cell": { "id": "uint32|none|tween|cnn|simd", "dtype": 11, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10456, "total_correct": 2796, "total_train": 311, "infer_ms": 783.14102, "train_ms": 1692.777637, "blocked_train": 1692777637, "duration": 2056106063, "avg_accuracy": 26.67808731741013, "soft_acc": 25.000134867802526, "adapt_pct": 25.00007618733672, "stability": 99.99977565465964, "consistency": 100, "throughput": 5085.340775049307, "availability": 31.630321044105283, "score": 402.1295726952908, "zero_downtime": 7.907622920145245, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 8906048, "heap_mib": 8.49346923828125, "mobile_score": 250990.13024912932, "mobile_throughput": 3174027.552701251, "mobile_availability": 19742.140189966514, "mobile_accuracy": 15603.893701869583, "soft_acc_blocks": [ 25.000348773333332, 25.00025863333333, 25.00030822807018, 25.00030401851852, 25.000382603448276, 25.00046898245614, 25.000367323076922, 25.00023014925373, 24.99992298, 24.999877, 25.000290857142858, 24.99991254716981, 24.9999850877193, 24.999798771929825, 24.999665142857143, 24.999863826086955, 25.000093955882353, 25.00026455, 25.000066180327867, 25.000338905660374, 25.00029719607843, 24.999921379310344 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.055678014, "time_to_acc50_sec": 0, "acc_per_sec": 12.158971425494272, "mobile_acc_per_sec": 7589.050965154215 }, "started": "2026-08-17T23:07:31.293531994+10:00", "ended": "2026-08-17T23:07:33.349931285+10:00" }, { "cell": { "id": "uint16|none|tween|cnn|simd", "dtype": 12, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10936, "total_correct": 2437, "total_train": 315, "infer_ms": 804.882736, "train_ms": 1682.142053, "blocked_train": 1682142053, "duration": 2106538632, "avg_accuracy": 22.411347266107533, "soft_acc": 24.99998272104559, "adapt_pct": 24.99980822749291, "stability": 99.99969449441191, "consistency": 100, "throughput": 5191.454756097727, "availability": 32.363277582111785, "score": 420.0309380083952, "zero_downtime": 8.090813803491967, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 8118896, "heap_mib": 7.7427825927734375, "mobile_score": 519380.1425154375, "mobile_throughput": 6419380.733879635, "mobile_availability": 40018.10867209958, "mobile_accuracy": 30913.186181253655, "soft_acc_blocks": [ 25.000314974358975, 25.000350755555555, 25.000193, 25.000326161764708, 25.000533885714287, 25.000399719298244, 25.00037647222222, 25.00030642622951, 25.00022445614035, 24.99977605084746, 25.000063807692307, 24.99955461818182, 24.99983793220339, 24.99971298148148, 24.999958166666666, 24.999721509803923, 24.999796438596494, 24.999736236363635, 24.999651045454545, 24.999663166666668, 24.999680179104477, 24.999678763636364, 24.999745836065575 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.06351721, "time_to_acc50_sec": 0, "acc_per_sec": 11.867801682473768, "mobile_acc_per_sec": 14674.872661558507 }, "started": "2026-08-17T23:07:34.454612011+10:00", "ended": "2026-08-17T23:07:36.561888557+10:00" }, { "cell": { "id": "uint8|none|tween|cnn|simd", "dtype": 13, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19448, "total_correct": 4805, "total_train": 440, "infer_ms": 810.463007, "train_ms": 1701.159399, "blocked_train": 1701159399, "duration": 2016927601, "avg_accuracy": 24.826794559721005, "soft_acc": 24.999808609551916, "adapt_pct": 24.999855977823827, "stability": 99.9998369971929, "consistency": 100, "throughput": 9642.388745316199, "availability": 32.26850521256259, "score": 777.8577236973557, "zero_downtime": 8.06706454430393, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 8320760, "heap_mib": 7.935295104980469, "mobile_score": 1888062.3622307372, "mobile_throughput": 23404577.363446016, "mobile_availability": 78324.02805964822, "mobile_accuracy": 60681.016927244236, "soft_acc_blocks": [ 24.99967921212121, 24.999505125000002, 24.999758714285715, 24.999755666666665, 24.999807166666667, 24.999708208333335, 24.99968118918919, 24.999638261682243, 24.99966908035714, 24.99984796938776, 24.999768587628868, 24.999796500000002, 24.99974033333333, 24.999753055045872, 24.999650018018016, 24.99999928037383, 25.00003976699029, 25.00007661983471, 25.00014147863248, 24.999975905172416, 24.999988661870503 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.247637402, "time_to_acc50_sec": 0, "acc_per_sec": 12.394995535366228, "mobile_acc_per_sec": 30085.867681694854 }, "started": "2026-08-17T23:07:37.612965382+10:00", "ended": "2026-08-17T23:07:39.630425272+10:00" }, { "cell": { "id": "int4|none|tween|cnn|simd", "dtype": 14, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26240, "total_correct": 6387, "total_train": 432, "infer_ms": 838.335189, "train_ms": 1601.629651, "blocked_train": 1601629651, "duration": 2063364296, "avg_accuracy": 24.311006717410393, "soft_acc": 24.99981839715897, "adapt_pct": 24.99966857429642, "stability": 99.99969973793281, "consistency": 100, "throughput": 12717.095110576634, "availability": 34.358494649455686, "score": 1092.3426758244432, "zero_downtime": 8.589561266361502, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 7080912, "heap_mib": 6.7528839111328125, "mobile_score": 5506751.507910054, "mobile_throughput": 64109811.1666731, "mobile_availability": 173209.10041128675, "mobile_accuracy": 126029.85372893924, "soft_acc_blocks": [ 25.000109192307693, 25.00007537333333, 24.999973892857142, 25.000115355555558, 25.00004790909091, 25.000144535714284, 25.000111736196317, 25.000060210280374, 24.999774727272726, 24.999372566433568, 24.999319133333334, 24.999452725190842, 24.999317631944443, 24.99936502739726, 24.999390826771652, 24.999591616352202, 24.9998935, 24.999950860139858, 24.999993465648853, 24.99999809142857, 24.999907279503105, 25.000039080745342 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.063313357, "time_to_acc50_sec": 0, "acc_per_sec": 12.11604681035877, "mobile_acc_per_sec": 61079.78798182095 }, "started": "2026-08-17T23:07:40.762645927+10:00", "ended": "2026-08-17T23:07:42.826698607+10:00" }, { "cell": { "id": "uint4|none|tween|cnn|simd", "dtype": 15, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9552, "total_correct": 2911, "total_train": 293, "infer_ms": 790.617343, "train_ms": 1721.881287, "blocked_train": 1721881287, "duration": 2065685080, "avg_accuracy": 30.709029667760902, "soft_acc": 25.000269280110025, "adapt_pct": 25.00015692487522, "stability": 99.99978429425448, "consistency": 100, "throughput": 4624.131767461863, "availability": 31.467374093652737, "score": 363.7771287382707, "zero_downtime": 7.866928258792766, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 8131128, "heap_mib": 7.754447937011719, "mobile_score": 1702892.7077850935, "mobile_throughput": 21646221.393741477, "mobile_availability": 147303.2734715447, "mobile_accuracy": 117029.83196723505, "soft_acc_blocks": [ 25.000723310344828, 25.000387644067796, 25.000554039215686, 25.00041894230769, 25.000370357142856, 25.000594319148938, 25.00042433928571, 25.000456629629632, 25.000244468085107, 25.000293876923077, 25.000195559322034, 25.000068210526315, 25.000388172413793, 25.000373872727273, 25.00017335294118, 25.000193113207548, 24.999922625, 24.999930849056604, 25.000018277777777, 25.000155, 24.999992357142855, 25.00004484615385 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.060603886, "time_to_acc50_sec": 0, "acc_per_sec": 12.102652781957463, "mobile_acc_per_sec": 56654.246622740306 }, "started": "2026-08-17T23:07:44.029727497+10:00", "ended": "2026-08-17T23:07:46.096167314+10:00" }, { "cell": { "id": "fp4|none|tween|cnn|simd", "dtype": 16, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18064, "total_correct": 4574, "total_train": 339, "infer_ms": 785.040343, "train_ms": 1597.425864, "blocked_train": 1597425864, "duration": 2039178238, "avg_accuracy": 25.30419629640527, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 8858.47036976863, "availability": 32.95074409422673, "score": 729.7329755513404, "zero_downtime": 8.237686023556682, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 7083472, "heap_mib": 6.7553253173828125, "mobile_score": 3678752.3296717415, "mobile_throughput": 44657593.39639668, "mobile_availability": 166112.30499686484, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.152191589, "time_to_acc50_sec": 0, "acc_per_sec": 12.259840525034086, "mobile_acc_per_sec": 61804.68528066414 }, "started": "2026-08-17T23:07:47.300570529+10:00", "ended": "2026-08-17T23:07:49.340763295+10:00" }, { "cell": { "id": "int2|none|tween|cnn|simd", "dtype": 17, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25224, "total_correct": 6549, "total_train": 441, "infer_ms": 789.545234, "train_ms": 1674.085969, "blocked_train": 1674085969, "duration": 2025400890, "avg_accuracy": 25.893216812254565, "soft_acc": 25.00029085739008, "adapt_pct": 25.000030409442008, "stability": 99.99931709208182, "consistency": 100, "throughput": 12453.830806798946, "availability": 32.04802865942594, "score": 997.8134252611227, "zero_downtime": 8.012100378916216, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 7084184, "heap_mib": 6.756004333496094, "mobile_score": 10060415.482755836, "mobile_throughput": 125565270.1160578, "mobile_availability": 323123.01634217513, "mobile_accuracy": 252064.47101998713, "soft_acc_blocks": [ 25.001085205479452, 25.001169595238096, 25.000895474452555, 25.00096020394737, 25.000925186335405, 25.00096044, 25.001046465753422, 24.99953112, 24.999447703448276, 24.99945877124183, 24.999344376811596, 24.999462756578946, 24.99933415151515, 24.999443216748766, 24.999637932885904, 25.000640967105266, 25.000554715151516, 25.000573943925232, 25.00069167785235, 25.000603227586208, 25.00034087313433 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.064393563, "time_to_acc50_sec": 0, "acc_per_sec": 12.343379022308063, "mobile_acc_per_sec": 124451.64424707404 }, "started": "2026-08-17T23:07:50.412372265+10:00", "ended": "2026-08-17T23:07:52.438365705+10:00" }, { "cell": { "id": "uint2|none|tween|cnn|simd", "dtype": 18, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9152, "total_correct": 2265, "total_train": 292, "infer_ms": 764.055598, "train_ms": 1761.132904, "blocked_train": 1761132904, "duration": 2031707339, "avg_accuracy": 25.273567404386604, "soft_acc": 25.000171718462145, "adapt_pct": 25.00026356069824, "stability": 99.99950141494763, "consistency": 100, "throughput": 4504.585785718816, "availability": 30.257368802164777, "score": 340.74462401834523, "zero_downtime": 7.564394158029587, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 8477152, "heap_mib": 8.084442138671875, "mobile_score": 2977471.9572888366, "mobile_throughput": 39361671.20704911, "mobile_availability": 264392.9229091561, "mobile_accuracy": 218454.83383215134, "soft_acc_blocks": [ 24.999713068965516, 24.999898624999997, 25.00022974509804, 24.999717545454544, 25.00009943478261, 25.000241442307694, 25.000287615384615, 25.00055366666667, 25.000930086956522, 25.00086962, 25.000693567567566, 25.00078511764706, 25.00070320408163, 25.000986653846155, 25.00008382142857, 24.999747295081967, 24.9998313125, 24.999399115384616, 24.99967525423729, 24.999740352941178, 24.99941954237288 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.248764435, "time_to_acc50_sec": 0, "acc_per_sec": 12.305006355279078, "mobile_acc_per_sec": 107522.78619994262 }, "started": "2026-08-17T23:07:53.60168884+10:00", "ended": "2026-08-17T23:07:55.63390873+10:00" }, { "cell": { "id": "ternary|none|tween|cnn|simd", "dtype": 19, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23440, "total_correct": 6104, "total_train": 443, "infer_ms": 783.15935, "train_ms": 1690.121977, "blocked_train": 1690121977, "duration": 2052181350, "avg_accuracy": 25.844473926352407, "soft_acc": 24.999828664444493, "adapt_pct": 24.99996151847807, "stability": 99.99946767828648, "consistency": 100, "throughput": 11421.99250568182, "availability": 31.664790472903608, "score": 904.1813019100302, "zero_downtime": 7.916143365181245, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 7276624, "heap_mib": 6.9395294189453125, "mobile_score": 9116373.20030396, "mobile_throughput": 115161800.13113287, "mobile_availability": 319259.032066494, "mobile_accuracy": 252059.8109773899, "soft_acc_blocks": [ 24.9989842625, 24.998982963235296, 24.999801120253164, 24.999230906779662, 24.999423367647058, 24.999364857142858, 24.999474811320756, 24.999630773809525, 24.999723078125, 24.99954110909091, 24.999763450704226, 24.999901930232557, 24.99973480794702, 24.9997977989418, 25.000272115606936, 25.000562937984498, 25.000400883561642, 25.000438303225806, 25.000841719178084, 25.000702091603053 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.257267953, "time_to_acc50_sec": 0, "acc_per_sec": 12.182075752927242, "mobile_acc_per_sec": 122825.3102375138 }, "started": "2026-08-17T23:07:56.781152801+10:00", "ended": "2026-08-17T23:07:58.833896754+10:00" }, { "cell": { "id": "binary|none|tween|cnn|simd", "dtype": 20, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24872, "total_correct": 5637, "total_train": 453, "infer_ms": 792.872632, "train_ms": 1681.854661, "blocked_train": 1681854661, "duration": 2051188028, "avg_accuracy": 22.925416541762825, "soft_acc": 25.001893838943932, "adapt_pct": 25.00232695089248, "stability": 99.99623132658826, "consistency": 100, "throughput": 12125.655795803037, "availability": 32.038788041119325, "score": 971.3018637516024, "zero_downtime": 8.010303773324917, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 8125512, "heap_mib": 7.749092102050781, "mobile_score": 19586227.36702308, "mobile_throughput": 244512916.3796147, "mobile_availability": 646059.6963270141, "mobile_accuracy": 504161.2660397014, "soft_acc_blocks": [ 25.00340847297297, 25.003902452941176, 25.002494855172415, 25.003327347826087, 25.004503715328468, 25.00259753846154, 25.00211094782609, 25.005852027586208, 25.005959977099238, 25.006134955357144, 25.005731219858156, 25.00587367164179, 25.005282287500002, 25.004790762962962, 24.99579052777778, 24.997289815602837, 24.99706632089552, 24.99733809493671, 24.996320072815536, 24.99709594680851, 24.996899606451613 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.758878951, "time_to_acc50_sec": 0, "acc_per_sec": 12.18898194492774, "mobile_acc_per_sec": 245789.88330547212 }, "started": "2026-08-17T23:08:00.016800258+10:00", "ended": "2026-08-17T23:08:02.068649065+10:00" }, { "cell": { "id": "int|none|tween|cnn|simd", "dtype": 21, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7888, "total_correct": 1996, "total_train": 268, "infer_ms": 758.048439, "train_ms": 1764.699536, "blocked_train": 1764699536, "duration": 2066986897, "avg_accuracy": 25.186196002247588, "soft_acc": 24.999796837031713, "adapt_pct": 24.999921146041743, "stability": 99.99973830307738, "consistency": 100, "throughput": 3816.182875396331, "availability": 30.048520363989194, "score": 286.67429242719425, "zero_downtime": 7.512069043531401, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8916520, "heap_mib": 8.503456115722656, "mobile_score": 90324.45398321444, "mobile_throughput": 1202391.158278721, "mobile_availability": 9467.59533929998, "mobile_accuracy": 7876.859064960146, "soft_acc_blocks": [ 24.99948784, 24.999490910714286, 24.999437934782605, 24.999638, 24.999394816326532, 24.99927132653061, 24.999641745454543, 25.0001334, 25.000003111111113, 24.9998658, 25.000183020833333, 24.999962160714286, 25.00008395238095, 24.999940829268294, 24.999990039999997, 25.0000440625, 24.99975018, 24.9999362, 24.999822729166667, 24.999858680851062 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.065086843, "time_to_acc50_sec": 0, "acc_per_sec": 12.09480179739703, "mobile_acc_per_sec": 3810.792935549095 }, "started": "2026-08-17T23:08:03.226425512+10:00", "ended": "2026-08-17T23:08:05.294166104+10:00" }, { "cell": { "id": "uint|none|tween|cnn|simd", "dtype": 22, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7576, "total_correct": 2171, "total_train": 273, "infer_ms": 700.574818, "train_ms": 1791.317847, "blocked_train": 1791317847, "duration": 2085800600, "avg_accuracy": 28.423300074114593, "soft_acc": 25.00039888288871, "adapt_pct": 25.00045461543859, "stability": 99.99953904962216, "consistency": 100, "throughput": 3632.178454642309, "availability": 28.114165101890535, "score": 255.2932351024927, "zero_downtime": 7.028653418066528, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 7082184, "heap_mib": 6.754096984863281, "mobile_score": 80052.1409362534, "mobile_throughput": 1138939.9387724325, "mobile_availability": 8815.741263720087, "mobile_accuracy": 7839.359527220069, "soft_acc_blocks": [ 25.000222166666664, 25.00046069090909, 25.000161675, 25.000345659574467, 25.000356644444444, 25.00026095833333, 25.000460256410257, 25.001160022222223, 25.001064173076923, 25.000951448979592, 25.001127090909094, 25.00087269387755, 25.00098275, 25.000240647058824, 24.999881849056603, 24.99997540425532, 24.99990312244898, 24.999704875000003, 25.00008908510638, 24.999756444444444 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.16843842, "time_to_acc50_sec": 0, "acc_per_sec": 11.985996591854807, "mobile_acc_per_sec": 3758.4414959033334 }, "started": "2026-08-17T23:08:06.349871652+10:00", "ended": "2026-08-17T23:08:08.436243709+10:00" }, { "cell": { "id": "uintptr|none|tween|cnn|simd", "dtype": 23, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8216, "total_correct": 2233, "total_train": 264, "infer_ms": 770.912429, "train_ms": 1755.529054, "blocked_train": 1755529054, "duration": 2038300954, "avg_accuracy": 27.824228658494697, "soft_acc": 25.000289265273693, "adapt_pct": 25.00044221112177, "stability": 99.99956596427363, "consistency": 100, "throughput": 4030.8081021483936, "availability": 30.513765475564746, "score": 307.49139058698984, "zero_downtime": 7.6285296346184035, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8552064, "heap_mib": 8.1558837890625, "mobile_score": 96419.88408377496, "mobile_throughput": 1263937.9893894598, "mobile_availability": 9568.182460318714, "mobile_accuracy": 7839.325154492712, "soft_acc_blocks": [ 24.999921333333337, 25.000009811320755, 25.000215739999998, 25.000277875, 25.000208450980395, 25.000316654545454, 25.000140422222223, 25.00091254237288, 25.000890229166668, 25.000903268656717, 25.000743092592593, 25.000764956521742, 25.00095278846154, 25.00013866071429, 24.999912400000003, 25.00000789130435, 25.000029604166667, 24.99959216666667, 24.999558152173915 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.065587207, "time_to_acc50_sec": 0, "acc_per_sec": 12.265259070900525, "mobile_acc_per_sec": 3846.0096577537647 }, "started": "2026-08-17T23:08:09.587856276+10:00", "ended": "2026-08-17T23:08:11.626959935+10:00" }, { "cell": { "id": "complex64|none|tween|cnn|simd", "dtype": 24, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8144, "total_correct": 2164, "total_train": 284, "infer_ms": 761.50973, "train_ms": 1763.421956, "blocked_train": 1763421956, "duration": 2037915025, "avg_accuracy": 26.739113175742258, "soft_acc": 25.000074676657388, "adapt_pct": 25.000189079176018, "stability": 99.99981828031108, "consistency": 100, "throughput": 3996.241207358486, "availability": 30.159617158054076, "score": 301.31366225412575, "zero_downtime": 7.539926811707494, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7665616, "heap_mib": 7.3105010986328125, "mobile_score": 94936.98158406916, "mobile_throughput": 1259123.3834877198, "mobile_availability": 9502.599375337653, "mobile_accuracy": 7876.946605814513, "soft_acc_blocks": [ 24.9999271875, 24.99988228070175, 24.999897081632657, 24.99987832727273, 24.999778444444445, 24.99987538, 24.999943000000002, 25.000117999999997, 25.000125754716983, 25.00007711111111, 25.000039642857143, 25.00001478, 25.000207568627452, 25.00009561818182, 25.000297365384615, 25.000261224489794, 25.000497916666664, 25.000234112903225, 25.00026806 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.060521753, "time_to_acc50_sec": 0, "acc_per_sec": 12.26747649925069, "mobile_acc_per_sec": 3865.1987493023717 }, "started": "2026-08-17T23:08:12.805561127+10:00", "ended": "2026-08-17T23:08:14.844015526+10:00" }, { "cell": { "id": "complex128|none|tween|cnn|simd", "dtype": 25, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7952, "total_correct": 1981, "total_train": 280, "infer_ms": 758.49218, "train_ms": 1774.015591, "blocked_train": 1774015591, "duration": 2053445509, "avg_accuracy": 24.65243007352815, "soft_acc": 25.000004271552363, "adapt_pct": 25.000021046297835, "stability": 99.99990704410993, "consistency": 100, "throughput": 3872.5157132961936, "availability": 29.950240970060182, "score": 289.956996476565, "zero_downtime": 7.487561521855272, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 7333440, "heap_mib": 6.99371337890625, "mobile_score": 45679.37913723116, "mobile_throughput": 610070.1677562003, "mobile_availability": 4718.314885129481, "mobile_accuracy": 3938.462211395326, "soft_acc_blocks": [ 24.99991617857143, 24.999922236363638, 24.9998543877551, 24.99982064285714, 24.999992648148147, 25.00001559574468, 24.99998302173913, 25.000030641509433, 25.000056639999997, 25.000058577777775, 24.999875524590163, 25.000077040816326, 25.000149396226416, 25.000062770833335, 24.999988964285713, 25.00000025423729, 24.9999875, 25.000153098039217, 25.00013604 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.792102308, "time_to_acc50_sec": 0, "acc_per_sec": 12.174661641606953, "mobile_acc_per_sec": 1917.97746477008 }, "started": "2026-08-17T23:08:15.832492581+10:00", "ended": "2026-08-17T23:08:17.886644702+10:00" }, { "cell": { "id": "nf4|none|tween|cnn|simd", "dtype": 26, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6752, "total_correct": 1537, "total_train": 243, "infer_ms": 678.706426, "train_ms": 1799.273121, "blocked_train": 1799273121, "duration": 2069932709, "avg_accuracy": 22.593397461134717, "soft_acc": 24.999829502301854, "adapt_pct": 24.999865100051604, "stability": 99.99979379802026, "consistency": 100, "throughput": 3261.9417871134283, "availability": 27.389508796458195, "score": 223.35593490189518, "zero_downtime": 6.847330500632516, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8172928, "heap_mib": 7.7943115234375, "mobile_score": 1125988.8115177387, "mobile_throughput": 16444201.304635819, "mobile_availability": 138076.83449882187, "mobile_accuracy": 126029.90971252725, "soft_acc_blocks": [ 24.999757, 24.99981218, 24.999644, 24.999841477272728, 24.999861295454547, 24.999911474999998, 24.99991507142857, 25.000046684210524, 25.000246, 25.000040102040813, 25.000068674418603, 24.999912607843136, 25.00004788, 24.9996566, 24.99960489130435, 24.99936357142857, 24.999728041666668, 24.999700533333332, 24.99960245833333 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.708491874, "time_to_acc50_sec": 0, "acc_per_sec": 12.077604935466455, "mobile_acc_per_sec": 60885.99361928689 }, "started": "2026-08-17T23:08:18.968562014+10:00", "ended": "2026-08-17T23:08:21.039580449+10:00" }, { "cell": { "id": "fp6|none|tween|cnn|simd", "dtype": 27, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3288, "total_correct": 799, "total_train": 165, "infer_ms": 600.020678, "train_ms": 1842.754306, "blocked_train": 1842754306, "duration": 2079629513, "avg_accuracy": 24.456588339813685, "soft_acc": 24.99987001582835, "adapt_pct": 24.99984725687432, "stability": 99.99982852801313, "consistency": 100, "throughput": 1581.05084556953, "availability": 24.563076088878105, "score": 97.08817575060486, "zero_downtime": 6.14073709410854, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 5235256, "heap_mib": 4.992729187011719, "mobile_score": 326295.93261495593, "mobile_throughput": 5313628.113602294, "mobile_availability": 82552.08997747258, "mobile_accuracy": 84020.0759670424, "soft_acc_blocks": [ 25.000171181818185, 24.999682280000002, 24.999807625, 24.999832761904763, 24.999628705882355, 24.999885833333334, 24.99975288888889, 24.99958955, 24.99967252631579, 24.999791578947367, 24.999928846153846, 24.999888586206897, 24.999868266666667, 24.99970175, 25.000009411764704, 25.000132444444446, 24.99995194736842, 25.000123555555557, 25.00013252631579, 24.99984805 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.907194901, "time_to_acc50_sec": 0, "acc_per_sec": 12.021309497461603, "mobile_acc_per_sec": 40401.463550033004 }, "started": "2026-08-17T23:08:22.169538929+10:00", "ended": "2026-08-17T23:08:24.249823492+10:00" }, { "cell": { "id": "int6|none|tween|cnn|simd", "dtype": 28, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3104, "total_correct": 706, "total_train": 171, "infer_ms": 569.07562, "train_ms": 1881.546182, "blocked_train": 1881546182, "duration": 2116747903, "avg_accuracy": 22.73225723659202, "soft_acc": 24.99993342010843, "adapt_pct": 24.999988437659486, "stability": 99.99986680293112, "consistency": 100, "throughput": 1466.400413389237, "availability": 23.221682739277284, "score": 85.13048620142938, "zero_downtime": 5.805405223848132, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 7330928, "heap_mib": 6.9913177490234375, "mobile_score": 286108.2842921475, "mobile_throughput": 4928308.589327027, "mobile_availability": 78043.90769237313, "mobile_accuracy": 84020.28905744749, "soft_acc_blocks": [ 24.999805181818182, 24.999881736842106, 24.999759952380952, 24.999971666666667, 24.99973285, 24.99987917391304, 25.000199117647057, 24.999924833333335, 24.999957944444443, 24.99993577777778, 25.0000116, 24.99996675, 25.000111, 25.000013799999998, 24.999995136363637, 25.000088631578947, 24.999979777777778, 24.9999383, 24.999919736842106, 24.999595434782606 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.167626187, "time_to_acc50_sec": 0, "acc_per_sec": 11.810538885937628, "mobile_acc_per_sec": 39693.10135532351 }, "started": "2026-08-17T23:08:25.390389862+10:00", "ended": "2026-08-17T23:08:27.507793389+10:00" }, { "cell": { "id": "uint6|none|tween|cnn|simd", "dtype": 29, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3072, "total_correct": 594, "total_train": 165, "infer_ms": 588.514787, "train_ms": 1889.527318, "blocked_train": 1889527318, "duration": 2102338839, "avg_accuracy": 19.25344422529175, "soft_acc": 24.99991905181043, "adapt_pct": 24.999901272712744, "stability": 99.99987053974745, "consistency": 100, "throughput": 1461.229723302467, "availability": 23.749184318238207, "score": 86.75725416038041, "zero_downtime": 5.937276855024809, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 9246944, "heap_mib": 8.818572998046875, "mobile_score": 277352.3613977898, "mobile_throughput": 4671373.226651243, "mobile_availability": 75923.24602341752, "mobile_accuracy": 79921.69243802187, "soft_acc_blocks": [ 24.9999715, 24.999916105263157, 24.999965285714286, 24.999787777777776, 24.9998529, 24.999902900000002, 24.99991018181818, 24.9998097, 24.99987942857143, 24.999748722222222, 24.9997245, 24.999767136363634, 24.999877761904763, 25.00001052631579, 24.9998636, 25.000110260869565, 25.000121157894736, 25.000210111111112, 25.000032428571426 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 1.762787412, "time_to_acc50_sec": 0, "acc_per_sec": 11.89147942664747, "mobile_acc_per_sec": 38015.60954657408 }, "started": "2026-08-17T23:08:28.561793084+10:00", "ended": "2026-08-17T23:08:30.664833952+10:00" }, { "cell": { "id": "int5|none|tween|cnn|simd", "dtype": 30, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3528, "total_correct": 615, "total_train": 184, "infer_ms": 580.232094, "train_ms": 1886.127433, "blocked_train": 1886127433, "duration": 2037946009, "avg_accuracy": 17.61951061195576, "soft_acc": 24.999762800938697, "adapt_pct": 24.99976816013156, "stability": 99.99958647635364, "consistency": 100, "throughput": 1731.1547923348346, "availability": 23.5258520766344, "score": 101.81626287752023, "zero_downtime": 5.881407216058311, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 8169280, "heap_mib": 7.79083251953125, "mobile_score": 410623.4217809948, "mobile_throughput": 6981720.6443357365, "mobile_availability": 94879.39948888075, "mobile_accuracy": 100823.65876445036, "soft_acc_blocks": [ 24.999870916666666, 24.999827782608694, 24.999796772727276, 25.00008789473684, 24.99973661111111, 24.999907055555557, 24.999916136363638, 24.999347823529412, 24.999213833333332, 24.999317260869564, 24.999275, 24.999259272727272, 24.999097714285714, 24.999490086956524, 25.00047604, 25.0003581, 25.000026, 25.00019628, 25.000292636363636 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.384221664, "time_to_acc50_sec": 0, "acc_per_sec": 12.267136955804748, "mobile_acc_per_sec": 49473.17461757662 }, "started": "2026-08-17T23:08:31.788200901+10:00", "ended": "2026-08-17T23:08:33.826973314+10:00" }, { "cell": { "id": "uint5|none|tween|cnn|simd", "dtype": 31, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3872, "total_correct": 766, "total_train": 184, "infer_ms": 621.660994, "train_ms": 1828.374796, "blocked_train": 1828374796, "duration": 2106474780, "avg_accuracy": 19.835999291220002, "soft_acc": 24.99976652189831, "adapt_pct": 24.999969768073818, "stability": 99.9996161742311, "consistency": 100, "throughput": 1838.1421115328994, "availability": 25.373547461525042, "score": 116.5993763238082, "zero_downtime": 6.343327623704316, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 8179400, "heap_mib": 7.800483703613281, "mobile_score": 442982.9986525852, "mobile_throughput": 6983448.198343194, "mobile_availability": 96398.88732976842, "mobile_accuracy": 94978.82311763059, "soft_acc_blocks": [ 24.9990418, 24.999454125, 24.999331714285713, 24.999441863636363, 24.99918296875, 24.999422159999998, 24.99982445, 25.000235039999996, 25.000372538461537, 25.000119516129033, 24.999765242424242, 25.000000625, 25.000359523809525, 25.000208285714287, 24.999732047619048, 24.999717433333334, 24.999548833333332, 24.999807428571426, 24.99999832 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 1.363239449, "time_to_acc50_sec": 0, "acc_per_sec": 11.868058786774702, "mobile_acc_per_sec": 45088.99134203286 }, "started": "2026-08-17T23:08:35.02222902+10:00", "ended": "2026-08-17T23:08:37.129392496+10:00" }, { "cell": { "id": "int3|none|tween|cnn|simd", "dtype": 32, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4424, "total_correct": 1124, "total_train": 212, "infer_ms": 643.545269, "train_ms": 1823.246431, "blocked_train": 1823246431, "duration": 2046636833, "avg_accuracy": 25.395336176962985, "soft_acc": 24.999908539440856, "adapt_pct": 25.000132050872015, "stability": 99.99964941893933, "consistency": 100, "throughput": 2161.5950268593647, "availability": 26.088350670224813, "score": 140.9806069008105, "zero_downtime": 6.522063807004809, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 7131872, "heap_mib": 6.801483154296875, "mobile_score": 947621.0311642581, "mobile_throughput": 14529465.81335952, "mobile_availability": 175356.52815629265, "mobile_accuracy": 168040.41087597908, "soft_acc_blocks": [ 24.999252266666666, 24.999464595238095, 24.999502707317074, 24.99946055172414, 24.99957512, 24.99943436363636, 24.99997781818182, 25.000190857142858, 25.000199000000002, 25.000338620689654, 25.000348035714286, 25.000320810810813, 25.000180541666666, 25.000002370370368, 25.000168032258067, 24.999999166666665, 24.999954851851854, 24.999983999999998 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.734603378, "time_to_acc50_sec": 0, "acc_per_sec": 12.215117082005948, "mobile_acc_per_sec": 82105.63211141968 }, "started": "2026-08-17T23:08:38.349305013+10:00", "ended": "2026-08-17T23:08:40.396572052+10:00" }, { "cell": { "id": "uint3|none|tween|cnn|simd", "dtype": 33, "format": 0, "mode": "tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5000, "total_correct": 1328, "total_train": 219, "infer_ms": 650.086056, "train_ms": 1824.169715, "blocked_train": 1824169715, "duration": 2058527745, "avg_accuracy": 26.531193764715514, "soft_acc": 24.999836394086127, "adapt_pct": 24.99996620910765, "stability": 99.99979568901135, "consistency": 100, "throughput": 2428.920383582199, "availability": 26.274003828523348, "score": 159.54261455209974, "zero_downtime": 6.568457971306763, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10491424, "heap_mib": 10.005401611328125, "mobile_score": 972631.1430033868, "mobile_throughput": 14807602.44264586, "mobile_availability": 160176.1037121959, "mobile_accuracy": 152408.3049230538, "soft_acc_blocks": [ 24.999609222222222, 24.999438305555557, 24.999701117647056, 24.999680827586204, 24.999684368421054, 24.999629, 24.99974344117647, 24.999647875, 25.00008172972973, 25.000136612903226, 25.000068666666667, 24.999827081081083, 24.999727842105262, 24.9998485, 25.00004741935484, 25.000116969696972, 25.000107125, 24.99996796969697, 24.999827413793103 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.271799801, "time_to_acc50_sec": 0, "acc_per_sec": 12.14452244076318, "mobile_acc_per_sec": 74037.52769096334 }, "started": "2026-08-17T23:08:41.643283091+10:00", "ended": "2026-08-17T23:08:43.702447448+10:00" }, { "cell": { "id": "float64|none|tween|bicameral|simd", "dtype": 0, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9696, "total_correct": 2396, "total_train": 306, "infer_ms": 802.469176, "train_ms": 1716.925704, "blocked_train": 1716925704, "duration": 2021984835, "avg_accuracy": 24.545471296064175, "soft_acc": 25.000001305085007, "adapt_pct": 24.99999824739462, "stability": 99.99999288505329, "consistency": 100, "throughput": 4795.288190180714, "availability": 31.85166336449807, "score": 381.84478285706825, "zero_downtime": 7.9629162568158005, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8389336, "heap_mib": 8.000694274902344, "mobile_score": 82317.69634645009, "mobile_throughput": 1033763.1803673792, "mobile_availability": 6866.548060051794, "mobile_accuracy": 5389.4739655593785, "soft_acc_blocks": [ 25.000000545454544, 25.000006046875, 25.000011098360655, 25.000014859649124, 25.00000235, 25.000001185185184, 25.00000140789474, 25.00000744262295, 25.000004175438598, 25.000004648148145, 25.000004859375, 24.999993554216864, 25.000002561643836, 24.999983101449274, 24.999992298701297, 24.99999925490196, 24.99999365, 25.0000004516129 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.397364289, "time_to_acc50_sec": 0, "acc_per_sec": 12.364089419634547, "mobile_acc_per_sec": 2665.4373822538478 }, "started": "2026-08-17T23:08:44.960132783+10:00", "ended": "2026-08-17T23:08:46.982879387+10:00" }, { "cell": { "id": "float32|none|tween|bicameral|simd", "dtype": 1, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15848, "total_correct": 3446, "total_train": 354, "infer_ms": 845.00266, "train_ms": 1609.235918, "blocked_train": 1609235918, "duration": 2149538545, "avg_accuracy": 22.077664238208307, "soft_acc": 25.00000239156472, "adapt_pct": 24.999997072162607, "stability": 99.99999076393973, "consistency": 100, "throughput": 7372.745204715555, "availability": 34.43033890733666, "score": 634.615350898436, "zero_downtime": 8.607585550258005, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 8188792, "heap_mib": 7.809440612792969, "mobile_score": 273619.41866105195, "mobile_throughput": 3178817.3008963065, "mobile_availability": 14844.912438363259, "mobile_accuracy": 10778.948399563064, "soft_acc_blocks": [ 25.00001530909091, 25.00001104424779, 25.000009044247786, 25.00001055140187, 25.000007691489362, 25.00001450413223, 24.99999220212766, 24.999987804511278, 24.999986777777778, 24.999991113043478, 24.99999262727273, 24.999991328125, 25.00000057017544, 25.000005520408163, 25.000006457943925, 25.000006131313132, 25.000009752212392, 25.000004618644066 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.060826755, "time_to_acc50_sec": 0, "acc_per_sec": 11.630404325484994, "mobile_acc_per_sec": 5014.540643914373 }, "started": "2026-08-17T23:08:48.325343757+10:00", "ended": "2026-08-17T23:08:50.475416883+10:00" }, { "cell": { "id": "float16|none|tween|bicameral|simd", "dtype": 2, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7208, "total_correct": 1876, "total_train": 249, "infer_ms": 732.679929, "train_ms": 1791.680393, "blocked_train": 1791680393, "duration": 2112578448, "avg_accuracy": 25.699894238114485, "soft_acc": 25.000023879378883, "adapt_pct": 25.000025995209086, "stability": 99.99998588515523, "consistency": 100, "throughput": 3411.944302860748, "availability": 29.0243798642625, "score": 247.57415528129795, "zero_downtime": 7.256101896907261, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 9253888, "heap_mib": 8.8251953125, "mobile_score": 213487.10316467294, "mobile_throughput": 2942173.445161605, "mobile_availability": 25028.181036635622, "mobile_accuracy": 21557.91532840756, "soft_acc_blocks": [ 25.000020319999997, 25.00003166666667, 25.00000440425532, 25.00002425531915, 25.000015785714286, 25.000005152173912, 25.000004847826087, 25.000013130434784, 25.000014923076925, 25.00000813333333, 25.000015111111114, 25.000023782608697, 25.000032285714287, 25.0000437, 25.00004449230769, 25.00004644897959, 25.000039023255816, 25.00002226923077, 25.000043976190476 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.83713888, "time_to_acc50_sec": 0, "acc_per_sec": 11.833891377168346, "mobile_acc_per_sec": 10204.551385448745 }, "started": "2026-08-17T23:08:51.590093309+10:00", "ended": "2026-08-17T23:08:53.703321547+10:00" }, { "cell": { "id": "bfloat16|none|tween|bicameral|simd", "dtype": 3, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9544, "total_correct": 2973, "total_train": 291, "infer_ms": 745.182236, "train_ms": 1739.665971, "blocked_train": 1739665971, "duration": 2017125809, "avg_accuracy": 31.577219707125924, "soft_acc": 25.000004069467913, "adapt_pct": 25.00000571995877, "stability": 99.99999480944327, "consistency": 100, "throughput": 4731.484747960012, "availability": 29.989044558165237, "score": 354.7318250749118, "zero_downtime": 7.497262359935855, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 7143184, "heap_mib": 6.8122711181640625, "mobile_score": 305890.8537909134, "mobile_throughput": 4080034.0058198334, "mobile_availability": 25860.02663373575, "mobile_accuracy": 21557.898246008543, "soft_acc_blocks": [ 24.99999785714286, 25.0000014875, 24.99999684375, 24.99999826785714, 24.99999774242424, 24.99999725, 25.000004317460316, 25.000007813559325, 25.00000690625, 25.000010671875, 25.00000896491228, 25.000011065789476, 24.99999842105263, 25.000001477611942, 25.000010140625, 25.000006011235957, 25.00000842647059, 25.000009584905662 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.060675506, "time_to_acc50_sec": 0, "acc_per_sec": 12.39387447125164, "mobile_acc_per_sec": 10687.433649315099 }, "started": "2026-08-17T23:08:54.845438942+10:00", "ended": "2026-08-17T23:08:56.863305374+10:00" }, { "cell": { "id": "fp8e4m3|none|tween|bicameral|simd", "dtype": 4, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6656, "total_correct": 1362, "total_train": 242, "infer_ms": 717.011157, "train_ms": 1799.031679, "blocked_train": 1799031679, "duration": 2038382996, "avg_accuracy": 20.20805677377866, "soft_acc": 24.999988307792282, "adapt_pct": 24.999985649455656, "stability": 99.9999884983543, "consistency": 100, "throughput": 3265.3333613267637, "availability": 28.49757352064415, "score": 232.63508503379347, "zero_downtime": 7.124390048165546, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7124760, "heap_mib": 6.794700622558594, "mobile_score": 401209.81402038655, "mobile_throughput": 5631497.030734494, "mobile_availability": 49147.81521707724, "mobile_accuracy": 43115.76930893355, "soft_acc_blocks": [ 24.999984653846152, 25.000008490196077, 24.9999808125, 25.0000059, 24.999994755102044, 24.9999950952381, 24.999969673076922, 24.999974734693875, 24.999975162790697, 24.99998111764706, 24.99997493478261, 24.999978320754717, 25.000000250000003, 24.9999988, 24.99999315909091, 24.99999627659575, 24.999989096153847 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 1.009824545, "time_to_acc50_sec": 0, "acc_per_sec": 12.26461776655847, "mobile_acc_per_sec": 21151.94710392568 }, "started": "2026-08-17T23:08:57.977615664+10:00", "ended": "2026-08-17T23:09:00.016614074+10:00" }, { "cell": { "id": "fp8e5m2|none|tween|bicameral|simd", "dtype": 5, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6920, "total_correct": 1674, "total_train": 242, "infer_ms": 722.431054, "train_ms": 1790.36683, "blocked_train": 1790366830, "duration": 2155231476, "avg_accuracy": 24.334668605474544, "soft_acc": 24.99998976463817, "adapt_pct": 24.99998041254075, "stability": 99.9999675616273, "consistency": 100, "throughput": 3210.79200868167, "availability": 28.750066155340647, "score": 230.77611216847365, "zero_downtime": 7.187513596161864, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7128952, "heap_mib": 6.798698425292969, "mobile_score": 398003.7707124497, "mobile_throughput": 5537433.291604261, "mobile_availability": 49583.271988326436, "mobile_accuracy": 43115.77182145597, "soft_acc_blocks": [ 24.99999486363636, 24.999988901960787, 25.000006897959185, 24.999992979591838, 25.000002070175437, 25.00000003773585, 24.999960527272727, 24.999933436363637, 24.999935854166665, 24.999950541666667, 24.99994516326531, 24.999986, 25.000022865384615, 25.00004, 25.000014075471697, 25.0000273125, 25.000024471698115 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.065761689, "time_to_acc50_sec": 0, "acc_per_sec": 11.599677363211528, "mobile_acc_per_sec": 20005.169886195545 }, "started": "2026-08-17T23:09:01.283074408+10:00", "ended": "2026-08-17T23:09:03.438989267+10:00" }, { "cell": { "id": "int64|none|tween|bicameral|simd", "dtype": 6, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5512, "total_correct": 1654, "total_train": 217, "infer_ms": 739.667764, "train_ms": 1849.793542, "blocked_train": 1849793542, "duration": 2068383395, "avg_accuracy": 30.091443876869572, "soft_acc": 25.000016524579465, "adapt_pct": 25.000007018503023, "stability": 99.99998283006457, "consistency": 100, "throughput": 2664.8831224058436, "availability": 28.564542064642072, "score": 190.30304090531678, "zero_downtime": 7.141140236330971, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10540200, "heap_mib": 10.051918029785156, "mobile_score": 41025.32923937777, "mobile_throughput": 574492.698388123, "mobile_availability": 6157.913910356522, "mobile_accuracy": 5389.477246561973, "soft_acc_blocks": [ 25.00003510526316, 25.00003574418605, 25.000036083333335, 25.000035111111114, 25.000047837837837, 25.0000291, 25.000026166666668, 25.000012047619048, 24.999993999999997, 25.000005090909088, 25.000007, 25.00001289473684, 25.000000307692307, 25.000015128205128, 24.999990512195122, 24.99999455, 25.000004238095237 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.060830505, "time_to_acc50_sec": 0, "acc_per_sec": 12.086742034872826, "mobile_acc_per_sec": 2605.647124991531 }, "started": "2026-08-17T23:09:04.586604524+10:00", "ended": "2026-08-17T23:09:06.655640417+10:00" }, { "cell": { "id": "int32|none|tween|bicameral|simd", "dtype": 7, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5224, "total_correct": 1023, "total_train": 219, "infer_ms": 683.97031, "train_ms": 1833.100156, "blocked_train": 1833100156, "duration": 2089175687, "avg_accuracy": 19.663335630765072, "soft_acc": 24.999994376759233, "adapt_pct": 24.999989865638195, "stability": 99.9999936574891, "consistency": 100, "throughput": 2500.507751696806, "availability": 27.17326825922878, "score": 169.86738159462985, "zero_downtime": 6.793315536788897, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 7388800, "heap_mib": 7.0465087890625, "mobile_score": 73239.6626328004, "mobile_throughput": 1078113.657994749, "mobile_availability": 11715.969135768535, "mobile_accuracy": 10778.944943916402, "soft_acc_blocks": [ 25.000004368421052, 25.0000025, 25.000001675675673, 24.9999975, 24.999999631578948, 25.00000087179487, 24.99998563414634, 24.99998495, 24.99998716216216, 24.999987216216216, 24.999985789473683, 24.999989999999997, 24.999994255813956, 24.99999442105263, 24.999995285714284, 24.999994, 24.999999142857146 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.063706748, "time_to_acc50_sec": 0, "acc_per_sec": 11.966439458549583, "mobile_acc_per_sec": 5159.4248444441155 }, "started": "2026-08-17T23:09:07.961286274+10:00", "ended": "2026-08-17T23:09:10.051115449+10:00" }, { "cell": { "id": "int16|none|tween|bicameral|simd", "dtype": 8, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5104, "total_correct": 1270, "total_train": 212, "infer_ms": 716.857566, "train_ms": 1821.060983, "blocked_train": 1821060983, "duration": 2195150294, "avg_accuracy": 24.32881892379846, "soft_acc": 24.999993137680356, "adapt_pct": 25.000001371164583, "stability": 99.99998213537224, "consistency": 100, "throughput": 2325.125534206361, "availability": 28.245885443504832, "score": 164.18802863396036, "zero_downtime": 7.061469422553262, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8222976, "heap_mib": 7.842041015625, "mobile_score": 141581.92953362138, "mobile_throughput": 2004992.4606545798, "mobile_availability": 24356.873005599115, "mobile_accuracy": 21557.888819355525, "soft_acc_blocks": [ 24.99997022222222, 24.999976818181818, 24.9999669375, 24.999980914285715, 24.999966441176472, 24.999978954545455, 25.000021694444442, 25.000016844444442, 25.00001008108108, 25.000011666666666, 25.00001592857143, 25.000005595238093, 24.99998730434783, 24.999989363636363, 25.000001131578948, 24.999998263157895, 24.99998517948718 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.786708467, "time_to_acc50_sec": 0, "acc_per_sec": 11.38873871461685, "mobile_acc_per_sec": 9820.68921580434 }, "started": "2026-08-17T23:09:11.320982298+10:00", "ended": "2026-08-17T23:09:13.516775923+10:00" }, { "cell": { "id": "int8|none|tween|bicameral|simd", "dtype": 9, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13856, "total_correct": 3350, "total_train": 317, "infer_ms": 843.291692, "train_ms": 1625.942215, "blocked_train": 1625942215, "duration": 2012411283, "avg_accuracy": 24.404307578512054, "soft_acc": 25.00000479469271, "adapt_pct": 25.000006904002337, "stability": 99.99999451543933, "consistency": 100, "throughput": 6885.272467437264, "availability": 34.1519565890199, "score": 587.8639287737826, "zero_downtime": 8.537990784736348, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7412416, "heap_mib": 7.06903076171875, "mobile_score": 1013848.6956873321, "mobile_throughput": 11874558.326999173, "mobile_availability": 58899.542816263376, "mobile_accuracy": 43115.79774276267, "soft_acc_blocks": [ 24.999999375, 24.9999971875, 24.999999733944957, 25.00000228181818, 25.00000040350877, 24.999997488888887, 25.000009370689657, 25.000012290909094, 25.000011428571426, 25.000013826923073, 25.000010178571426, 25.000005575, 25.000008505263157, 25.000004018348623, 25.000006554347827, 24.99999849579832 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.065143515, "time_to_acc50_sec": 0, "acc_per_sec": 12.422910269825152, "mobile_acc_per_sec": 21424.94335377003 }, "started": "2026-08-17T23:09:14.463387641+10:00", "ended": "2026-08-17T23:09:16.476434443+10:00" }, { "cell": { "id": "uint64|none|tween|bicameral|simd", "dtype": 10, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1455, "total_train": 217, "infer_ms": 724.463545, "train_ms": 1844.544678, "blocked_train": 1844544678, "duration": 2023909486, "avg_accuracy": 25.269027436370582, "soft_acc": 24.99999342496953, "adapt_pct": 24.99999751489973, "stability": 99.99999019608457, "consistency": 100, "throughput": 2786.6858864062856, "availability": 28.200125578188935, "score": 196.4621781892541, "zero_downtime": 7.050029540380385, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 5520880, "heap_mib": 5.2651214599609375, "mobile_score": 42110.69602554687, "mobile_throughput": 597312.3344285276, "mobile_availability": 6044.557415837089, "mobile_accuracy": 5358.624919374663, "soft_acc_blocks": [ 24.999972, 24.999999682926827, 24.999978692307693, 24.999995775, 24.999993863636362, 24.999988909090913, 24.99999126190476, 24.999995744186045, 24.999996513513512, 24.999983916666665, 24.99998188235294, 25.00000415909091, 24.99999678048781, 25.00000784090909, 25.000003902439026, 25.000003874999997 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.06102186, "time_to_acc50_sec": 0, "acc_per_sec": 12.35232780808733, "mobile_acc_per_sec": 2647.6603605259565 }, "started": "2026-08-17T23:09:17.604996852+10:00", "ended": "2026-08-17T23:09:19.629718107+10:00" }, { "cell": { "id": "uint32|none|tween|bicameral|simd", "dtype": 11, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1593, "total_train": 224, "infer_ms": 699.830804, "train_ms": 1823.256864, "blocked_train": 1823256864, "duration": 2162335304, "avg_accuracy": 28.160142777443248, "soft_acc": 24.999998188369936, "adapt_pct": 24.999993959819538, "stability": 99.99999066874841, "consistency": 100, "throughput": 2552.795576980507, "availability": 27.737078377254385, "score": 177.01771467191617, "zero_downtime": 6.934269091820346, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 7632352, "heap_mib": 7.278778076171875, "mobile_score": 75453.87283732486, "mobile_throughput": 1088130.1524097205, "mobile_availability": 11822.940933539794, "mobile_accuracy": 10656.259390393576, "soft_acc_blocks": [ 25.00000352631579, 25.000005846153847, 25.000003886363633, 25.000004333333333, 25.00000169047619, 25.000001304347826, 24.99998388372093, 24.999982675675675, 24.999982567567567, 24.999988312499998, 24.999989260000003, 24.999995225, 25.00000831111111, 25.000007044444445, 25.00000365853659, 25.000009488372097 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.307218984, "time_to_acc50_sec": 0, "acc_per_sec": 11.561573333295554, "mobile_acc_per_sec": 4928.125333143788 }, "started": "2026-08-17T23:09:20.697228191+10:00", "ended": "2026-08-17T23:09:22.86398744+10:00" }, { "cell": { "id": "uint16|none|tween|bicameral|simd", "dtype": 12, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5408, "total_correct": 1318, "total_train": 225, "infer_ms": 689.054637, "train_ms": 1863.163231, "blocked_train": 1863163231, "duration": 2049222189, "avg_accuracy": 23.89825828965183, "soft_acc": 24.999993594581618, "adapt_pct": 24.999992405612417, "stability": 99.99999118486812, "consistency": 100, "throughput": 2639.050088872525, "availability": 26.998268668182522, "score": 178.1244126819613, "zero_downtime": 6.749565437693565, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 8674496, "heap_mib": 8.27264404296875, "mobile_score": 150142.27021897127, "mobile_throughput": 2224473.13986302, "mobile_availability": 22757.022963832922, "mobile_accuracy": 21072.66341111898, "soft_acc_blocks": [ 25.000000149999998, 24.999995782608696, 24.999999666666664, 24.99999968085106, 25.000001674418606, 25.000007785714285, 24.99998683333333, 24.99997838095238, 24.999981425531917, 24.99998602631579, 24.999978025641024, 24.999988405405404, 24.99999671794872, 24.99999892857143, 25.00000076744186, 24.99999726190476 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.185543439, "time_to_acc50_sec": 0, "acc_per_sec": 12.199747654880394, "mobile_acc_per_sec": 10283.249676015968 }, "started": "2026-08-17T23:09:24.067898032+10:00", "ended": "2026-08-17T23:09:26.118454124+10:00" }, { "cell": { "id": "uint8|none|tween|bicameral|simd", "dtype": 13, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10408, "total_correct": 2324, "total_train": 314, "infer_ms": 755.102112, "train_ms": 1717.729264, "blocked_train": 1717729264, "duration": 2028448349, "avg_accuracy": 21.81187394731002, "soft_acc": 24.999995962048775, "adapt_pct": 25.000001018762724, "stability": 99.99999325337284, "consistency": 100, "throughput": 5131.015539602483, "availability": 30.535932183998625, "score": 391.7007931141032, "zero_downtime": 7.633981812973609, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 7629280, "heap_mib": 7.275848388671875, "mobile_score": 645798.8220761224, "mobile_throughput": 8459527.909519203, "mobile_availability": 50344.7258266801, "mobile_accuracy": 41217.60340550512, "soft_acc_blocks": [ 24.999986816091955, 24.999987670588233, 24.999989626865673, 24.999987148148147, 24.99998714864865, 24.99998710447761, 24.999998810810812, 25.000001037974684, 25.00000401282051, 24.999998835443037, 25.00000091304348, 25.000002106060606, 24.999998666666666, 24.999999139784947, 25.000005540540542, 25.000000814814815 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 1.399607656, "time_to_acc50_sec": 0, "acc_per_sec": 12.324689447662527, "mobile_acc_per_sec": 20319.769752000288 }, "started": "2026-08-17T23:09:27.343091746+10:00", "ended": "2026-08-17T23:09:29.371942176+10:00" }, { "cell": { "id": "int4|none|tween|bicameral|simd", "dtype": 14, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12328, "total_correct": 3552, "total_train": 301, "infer_ms": 783.040479, "train_ms": 1682.710777, "blocked_train": 1682710777, "duration": 2105997826, "avg_accuracy": 29.06189641468443, "soft_acc": 25.000009131598418, "adapt_pct": 25.000001119786496, "stability": 99.99998438107905, "consistency": 100, "throughput": 5853.757229851955, "availability": 31.75666957867708, "score": 464.739755108112, "zero_downtime": 7.939170294560807, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8529448, "heap_mib": 8.134315490722656, "mobile_score": 1603009.715303433, "mobile_throughput": 20191149.148188304, "mobile_availability": 109537.11039516743, "mobile_accuracy": 86231.61044465442, "soft_acc_blocks": [ 25.000039852941175, 25.000017277777776, 25.00002910989011, 25.000028068965516, 25.000029494382023, 25.000025444444447, 24.99999336036036, 24.99999053012048, 25.000002382352942, 24.999999025641024, 24.999997424242427, 24.999995949494952, 25.000000311320754, 24.999997, 25.00000398019802, 24.99999689344262 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.071204801, "time_to_acc50_sec": 0, "acc_per_sec": 11.870861794326666, "mobile_acc_per_sec": 40945.72623963118 }, "started": "2026-08-17T23:09:30.507514165+10:00", "ended": "2026-08-17T23:09:32.614216+10:00" }, { "cell": { "id": "uint4|none|tween|bicameral|simd", "dtype": 15, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4992, "total_correct": 1058, "total_train": 220, "infer_ms": 668.706843, "train_ms": 1853.335674, "blocked_train": 1853335674, "duration": 2130796151, "avg_accuracy": 21.21448507683212, "soft_acc": 25.000003383397996, "adapt_pct": 25.000002637052937, "stability": 99.99999481619678, "consistency": 100, "throughput": 2342.786285613109, "availability": 26.514495235212568, "score": 155.2945105344479, "zero_downtime": 6.628624705894042, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 7418624, "heap_mib": 7.074951171875, "mobile_score": 490476.1948137628, "mobile_throughput": 7399365.880189914, "mobile_availability": 83742.35950529594, "mobile_accuracy": 78959.0468305721, "soft_acc_blocks": [ 25.000001578947366, 24.999997999999998, 25.00000053846154, 25.000006256410256, 25.000003676470588, 25.00000895, 25.00001505882353, 25.00000287804878, 25.000006514285715, 25.000003444444445, 25.000003351351353, 25.00000054761905, 24.99999377142857, 25.00000357142857, 24.99999531034483, 25.000011421052633, 25.00000264864865 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.588802006, "time_to_acc50_sec": 0, "acc_per_sec": 11.732705341928316, "mobile_acc_per_sec": 37056.1242066802 }, "started": "2026-08-17T23:09:33.812085944+10:00", "ended": "2026-08-17T23:09:35.943690165+10:00" }, { "cell": { "id": "fp4|none|tween|bicameral|simd", "dtype": 16, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9112, "total_correct": 2322, "total_train": 279, "infer_ms": 669.349039, "train_ms": 1759.284479, "blocked_train": 1759284479, "duration": 2148241057, "avg_accuracy": 25.419139190057955, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4241.609650978754, "availability": 27.560726393631203, "score": 292.25460764802745, "zero_downtime": 6.890181598407801, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8468152, "heap_mib": 8.075859069824219, "mobile_score": 1008063.0508853225, "mobile_throughput": 14630427.899291769, "mobile_availability": 95064.19815436918, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.06395201, "time_to_acc50_sec": 0, "acc_per_sec": 11.637427707909225, "mobile_acc_per_sec": 40140.550645554686 }, "started": "2026-08-17T23:09:37.081717258+10:00", "ended": "2026-08-17T23:09:39.231665029+10:00" }, { "cell": { "id": "int2|none|tween|bicameral|simd", "dtype": 17, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11864, "total_correct": 3975, "total_train": 304, "infer_ms": 765.952007, "train_ms": 1710.599677, "blocked_train": 1710599677, "duration": 2010435770, "avg_accuracy": 33.58218302317858, "soft_acc": 25.000027590500412, "adapt_pct": 25.000009935838516, "stability": 99.99997221300362, "consistency": 100, "throughput": 5901.208174384999, "availability": 30.92816564049547, "score": 456.28436330506366, "zero_downtime": 7.732049943359536, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 8686352, "heap_mib": 8.283950805664062, "mobile_score": 3147689.6877432265, "mobile_throughput": 40709639.88594688, "mobile_availability": 213358.7645700538, "mobile_accuracy": 172463.34822853, "soft_acc_blocks": [ 25.00004523255814, 25.000055150943396, 25.00007305769231, 25.000054602409637, 25.000073682692307, 25.000040592233006, 25.00001009090909, 25.00001255238095, 25.00001646236559, 25.00001912871287, 25.000028798076922, 24.999985303030304, 24.999980797468357, 25.0000048902439, 25.000013515789473 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.06185363, "time_to_acc50_sec": 0, "acc_per_sec": 12.435128723610212, "mobile_acc_per_sec": 85784.06274005462 }, "started": "2026-08-17T23:09:40.526476587+10:00", "ended": "2026-08-17T23:09:42.537873813+10:00" }, { "cell": { "id": "uint2|none|tween|bicameral|simd", "dtype": 18, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5000, "total_correct": 991, "total_train": 217, "infer_ms": 668.667526, "train_ms": 1795.634909, "blocked_train": 1795634909, "duration": 2052931805, "avg_accuracy": 19.978355155175066, "soft_acc": 24.999985443410335, "adapt_pct": 24.99998268465839, "stability": 99.99997850645039, "consistency": 100, "throughput": 2435.5412039612293, "availability": 27.134150277297433, "score": 165.21575638790986, "zero_downtime": 6.783533619517443, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 7622384, "heap_mib": 7.2692718505859375, "mobile_score": 962451.5387233832, "mobile_throughput": 14188055.85269361, "mobile_availability": 158067.88200648574, "mobile_accuracy": 145635.47075727463, "soft_acc_blocks": [ 24.99999778571429, 24.999984696969697, 24.999975301886792, 24.999987574074073, 24.999990333333333, 24.999995921052633, 24.999979575, 24.999946794871796, 24.999965421052632, 24.99995297142857, 24.99995916216216, 24.99997717948718, 25.000009675, 25.00002061904762, 25.00000924137931, 25.000014842105266 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.063925551, "time_to_acc50_sec": 0, "acc_per_sec": 12.177698929171363, "mobile_acc_per_sec": 70940.23795752662 }, "started": "2026-08-17T23:09:43.918886854+10:00", "ended": "2026-08-17T23:09:45.972632407+10:00" }, { "cell": { "id": "ternary|none|tween|bicameral|simd", "dtype": 19, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12712, "total_correct": 3155, "total_train": 318, "infer_ms": 757.427963, "train_ms": 1690.201977, "blocked_train": 1690201977, "duration": 2163423537, "avg_accuracy": 24.530204007535023, "soft_acc": 25.00001937836683, "adapt_pct": 25.0000326917523, "stability": 99.99997374176742, "consistency": 100, "throughput": 5875.872099287418, "availability": 30.945362720967537, "score": 454.5778358949245, "zero_downtime": 7.7363466769477895, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 6472280, "heap_mib": 6.172447204589844, "mobile_score": 3135917.1634957655, "mobile_throughput": 40534858.30514739, "mobile_availability": 213477.3990822451, "mobile_accuracy": 172463.2915769104, "soft_acc_blocks": [ 24.999990307692308, 24.99999471875, 24.999990227722773, 24.9999998, 24.999999600000002, 24.999989039370078, 25.00000246, 25.0000238556701, 25.00001495959596, 25.000011225490198, 25.000032552631577, 25.00003158333333, 25.000057844660198, 25.0000441627907, 25.00007544247788, 25.00005227368421 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.877562203, "time_to_acc50_sec": 0, "acc_per_sec": 11.555767491110009, "mobile_acc_per_sec": 79717.7661365669 }, "started": "2026-08-17T23:09:47.060428193+10:00", "ended": "2026-08-17T23:09:49.224479333+10:00" }, { "cell": { "id": "binary|none|tween|bicameral|simd", "dtype": 20, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11992, "total_correct": 3004, "total_train": 310, "infer_ms": 752.632602, "train_ms": 1714.470677, "blocked_train": 1714470677, "duration": 2052226664, "avg_accuracy": 25.023649810222608, "soft_acc": 24.99969237921267, "adapt_pct": 24.999896895950567, "stability": 99.99960034917834, "consistency": 100, "throughput": 5843.409117697732, "availability": 30.50673266929739, "score": 445.6528158270692, "zero_downtime": 7.626589322273122, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 5108112, "heap_mib": 4.8714752197265625, "mobile_score": 6148695.355377433, "mobile_throughput": 80621823.1447239, "mobile_availability": 420902.99625580496, "mobile_accuracy": 344922.07152928034, "soft_acc_blocks": [ 24.99905734210526, 24.999176116666668, 24.99942404347826, 24.999452224299066, 24.999431534653464, 24.99991111363636, 25.00021428828829, 25.00026368, 25.00018861, 25.000207546511625, 25.000017500000002, 24.999240673684213, 24.999614642201834, 24.999724659793817, 24.999461712871284 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.722500344, "time_to_acc50_sec": 0, "acc_per_sec": 12.181740359266998, "mobile_acc_per_sec": 168072.1128810362 }, "started": "2026-08-17T23:09:50.340891606+10:00", "ended": "2026-08-17T23:09:52.393727539+10:00" }, { "cell": { "id": "int|none|tween|bicameral|simd", "dtype": 21, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4032, "total_correct": 1142, "total_train": 208, "infer_ms": 603.278956, "train_ms": 1839.304817, "blocked_train": 1839304817, "duration": 2096371444, "avg_accuracy": 28.132443381474197, "soft_acc": 25.000000533449562, "adapt_pct": 25.000003806717263, "stability": 99.99999175038819, "consistency": 100, "throughput": 1923.3232791545315, "availability": 24.698393671020266, "score": 118.75749129703578, "zero_downtime": 6.17459854950854, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 6168864, "heap_mib": 5.883087158203125, "mobile_score": 25601.6149659294, "mobile_throughput": 414628.00796931377, "mobile_availability": 5324.453709289422, "mobile_accuracy": 5389.473799211021, "soft_acc_blocks": [ 24.99997725, 24.999993757575755, 25.000006375, 24.999997483870967, 24.999991324324323, 24.99999903448276, 25.00000588888889, 25.000010055555556, 25.000006093023256, 24.999999535714288, 25.00000694117647, 25.00000803125, 25.000008533333336, 24.999996333333332, 24.99999648387097, 25.0000054137931 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.077272598, "time_to_acc50_sec": 0, "acc_per_sec": 11.925367808744854, "mobile_acc_per_sec": 2570.8582391904697 }, "started": "2026-08-17T23:09:53.498152453+10:00", "ended": "2026-08-17T23:09:55.596582277+10:00" }, { "cell": { "id": "uint|none|tween|bicameral|simd", "dtype": 22, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4528, "total_correct": 1118, "total_train": 212, "infer_ms": 630.638471, "train_ms": 1822.485018, "blocked_train": 1822485018, "duration": 2147970372, "avg_accuracy": 24.711792330700167, "soft_acc": 25.000004418625384, "adapt_pct": 24.99999782900277, "stability": 99.99997958826977, "consistency": 100, "throughput": 2108.036525561536, "availability": 25.70757134028649, "score": 135.48127236764245, "zero_downtime": 6.426893970992896, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7217552, "heap_mib": 6.8831939697265625, "mobile_score": 29039.74052620054, "mobile_throughput": 451847.20110940584, "mobile_availability": 5510.290745239625, "mobile_accuracy": 5358.6272758104105, "soft_acc_blocks": [ 25.000051076923075, 25.000023027777775, 24.99999841935484, 25.00001253125, 25.00004345714286, 25.000020538461538, 24.99999307894737, 24.999984409090906, 24.99998683333333, 24.99999051111111, 24.99997490909091, 25.000006432432432, 24.999990310344828, 24.999997735294116, 25.000003294117647, 24.999994133333335 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.067714605, "time_to_acc50_sec": 0, "acc_per_sec": 11.63889630160382, "mobile_acc_per_sec": 2494.739846351293 }, "started": "2026-08-17T23:09:56.640103665+10:00", "ended": "2026-08-17T23:09:58.788951169+10:00" }, { "cell": { "id": "uintptr|none|tween|bicameral|simd", "dtype": 23, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4264, "total_correct": 1161, "total_train": 206, "infer_ms": 637.073557, "train_ms": 1816.665511, "blocked_train": 1816665511, "duration": 2033159184, "avg_accuracy": 27.098524964519218, "soft_acc": 24.999996845415705, "adapt_pct": 24.999996581032818, "stability": 99.99999645254576, "consistency": 100, "throughput": 2097.228802130035, "availability": 25.96337831142199, "score": 136.12784481120858, "zero_downtime": 6.490843758818843, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8423056, "heap_mib": 8.032852172851562, "mobile_score": 29178.330130980754, "mobile_throughput": 449530.6190560719, "mobile_availability": 5565.121704063292, "mobile_accuracy": 5358.62565253038, "soft_acc_blocks": [ 24.999993266666667, 25.00000112903226, 24.999996692307693, 24.99999292105263, 24.999998382352942, 25.000001405405406, 24.9999951, 24.999998942857143, 24.9999966, 24.999999710526318, 24.99999612121212, 25.000002545454546, 24.999991, 24.999990933333333, 24.999997931034486 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.194927691, "time_to_acc50_sec": 0, "acc_per_sec": 12.29613354534846, "mobile_acc_per_sec": 2635.615398292581 }, "started": "2026-08-17T23:09:59.759529844+10:00", "ended": "2026-08-17T23:10:01.793458401+10:00" }, { "cell": { "id": "complex64|none|tween|bicameral|simd", "dtype": 24, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4768, "total_correct": 1214, "total_train": 217, "infer_ms": 659.434962, "train_ms": 1791.22928, "blocked_train": 1791229280, "duration": 2151025793, "avg_accuracy": 25.550319369535444, "soft_acc": 24.999991553781033, "adapt_pct": 24.999990581408607, "stability": 99.99999440101534, "consistency": 100, "throughput": 2216.61684184184, "availability": 26.90841734654894, "score": 149.11407731615083, "zero_downtime": 6.727102063893385, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7231232, "heap_mib": 6.896240234375, "mobile_score": 32145.855825629147, "mobile_throughput": 477855.92548337777, "mobile_availability": 5800.888286919182, "mobile_accuracy": 5389.471863383532, "soft_acc_blocks": [ 24.9999849375, 24.999998076923077, 24.999995875, 25.00000061111111, 24.999998161290325, 24.999999848484848, 24.999987055555557, 24.999980583333333, 24.9999935, 24.999985794117645, 24.999991853658535, 24.99999128205128, 24.99999077142857, 24.999989756756758, 24.999987962962965, 24.999988790322583 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.193586446, "time_to_acc50_sec": 0, "acc_per_sec": 11.622357869969546, "mobile_acc_per_sec": 2505.535675547119 }, "started": "2026-08-17T23:10:02.85573641+10:00", "ended": "2026-08-17T23:10:05.007544909+10:00" }, { "cell": { "id": "complex128|none|tween|bicameral|simd", "dtype": 25, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3904, "total_correct": 1021, "total_train": 212, "infer_ms": 588.370833, "train_ms": 1834.227555, "blocked_train": 1834227555, "duration": 2034569818, "avg_accuracy": 26.419982755096438, "soft_acc": 25.000007509417863, "adapt_pct": 25.00000636954718, "stability": 99.99999606981388, "consistency": 100, "throughput": 1918.8331437245374, "availability": 24.286767295578667, "score": 116.50567009728363, "zero_downtime": 6.071693647689508, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 7552016, "heap_mib": 7.2021636962890625, "mobile_score": 12558.084861012467, "mobile_throughput": 206830.014649887, "mobile_availability": 2617.8578642813213, "mobile_accuracy": 2694.737651541462, "soft_acc_blocks": [ 25.0000076, 25.000008470588234, 25.00001017142857, 25.000013075000002, 25.000005264705884, 25.000011322580647, 25.00001136363636, 25.00000516216216, 25.00000926470588, 25.00000959375, 25.000005, 24.999998677419356, 25.000000971428573, 25.000009194444445 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.064411125, "time_to_acc50_sec": 0, "acc_per_sec": 12.287613473983944, "mobile_acc_per_sec": 1324.475389195743 }, "started": "2026-08-17T23:10:06.026729082+10:00", "ended": "2026-08-17T23:10:08.061888585+10:00" }, { "cell": { "id": "nf4|none|tween|bicameral|simd", "dtype": 26, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3376, "total_correct": 697, "total_train": 184, "infer_ms": 555.182743, "train_ms": 1863.387541, "blocked_train": 1863387541, "duration": 2105255879, "avg_accuracy": 19.735605013689224, "soft_acc": 24.999991024117595, "adapt_pct": 24.999995757454798, "stability": 99.99999299165053, "consistency": 100, "throughput": 1603.6055444260796, "availability": 22.954997283841596, "score": 92.02686925072884, "zero_downtime": 5.7387472605468375, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 7030256, "heap_mib": 6.7045745849609375, "mobile_score": 317424.889642935, "mobile_throughput": 5531257.524184608, "mobile_availability": 79177.82642072857, "mobile_accuracy": 86231.54798718794, "soft_acc_blocks": [ 24.999980583333336, 24.999986586206894, 24.9999851875, 24.99998105, 24.999982387096775, 24.99998662962963, 24.99999912121212, 24.999994121212122, 24.9999995625, 24.99999248387097, 24.999999791666667, 24.999990375, 24.99999851724138, 24.99999794117647 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 1.156771663, "time_to_acc50_sec": 0, "acc_per_sec": 11.875036794098698, "mobile_acc_per_sec": 40960.126912529064 }, "started": "2026-08-17T23:10:09.197921242+10:00", "ended": "2026-08-17T23:10:11.304355087+10:00" }, { "cell": { "id": "fp6|none|tween|bicameral|simd", "dtype": 27, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1968, "total_correct": 457, "total_train": 114, "infer_ms": 590.341244, "train_ms": 1911.678184, "blocked_train": 1911678184, "duration": 2144449216, "avg_accuracy": 23.58096579274985, "soft_acc": 24.99999231776656, "adapt_pct": 24.999991377532062, "stability": 99.9999921580343, "consistency": 100, "throughput": 917.7181652596431, "availability": 23.594590729133216, "score": 54.132944650498985, "zero_downtime": 5.898645869691765, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 7342200, "heap_mib": 7.002067565917969, "mobile_score": 124479.18107421408, "mobile_throughput": 2110300.9711738937, "mobile_availability": 54255.968351735944, "mobile_accuracy": 57487.701632882425, "soft_acc_blocks": [ 24.999988666666667, 24.999998625, 24.999982133333333, 24.99999588235294, 24.99998275, 24.9999834375, 24.999987588235296, 24.999991549999997, 24.9999861875, 25.00000088888889, 24.999990642857142, 24.999989647058822, 25.000009125, 24.999992842105264, 25.0000048 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.064629562, "time_to_acc50_sec": 0, "acc_per_sec": 11.658001565734704, "mobile_acc_per_sec": 26807.67686357858 }, "started": "2026-08-17T23:10:12.223479228+10:00", "ended": "2026-08-17T23:10:14.368693754+10:00" }, { "cell": { "id": "int6|none|tween|bicameral|simd", "dtype": 28, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1944, "total_correct": 481, "total_train": 113, "infer_ms": 586.635677, "train_ms": 1874.944439, "blocked_train": 1874944439, "duration": 2031291042, "avg_accuracy": 25.21754809379892, "soft_acc": 24.99999796302622, "adapt_pct": 24.999999747029953, "stability": 99.99999176821535, "consistency": 100, "throughput": 957.0268168395734, "availability": 23.83167109560776, "score": 57.01886617565513, "zero_downtime": 5.957917288457049, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 7030392, "heap_mib": 6.704704284667969, "mobile_score": 131115.38293641174, "mobile_throughput": 2200691.5602946766, "mobile_availability": 54801.13673409649, "mobile_accuracy": 57487.71461420654, "soft_acc_blocks": [ 25.000000285714286, 24.9999965, 25.00000633333333, 24.9999834375, 24.99998623529412, 24.99999710526316, 25.000009352941177, 25.000013666666668, 25.00000247368421, 25.00000071428571, 24.999988941176472, 24.999997, 24.999992055555555, 24.999997380952383 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.067986324, "time_to_acc50_sec": 0, "acc_per_sec": 12.307442629398562, "mobile_acc_per_sec": 28301.072286325056 }, "started": "2026-08-17T23:10:15.383400188+10:00", "ended": "2026-08-17T23:10:17.415702582+10:00" }, { "cell": { "id": "uint6|none|tween|bicameral|simd", "dtype": 29, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2080, "total_correct": 508, "total_train": 119, "infer_ms": 582.589286, "train_ms": 1891.536179, "blocked_train": 1891536179, "duration": 2194908205, "avg_accuracy": 24.059052860910448, "soft_acc": 24.99999946189792, "adapt_pct": 24.999997481190185, "stability": 99.99999438156937, "consistency": 100, "throughput": 947.6478311310518, "availability": 23.54728142293301, "score": 55.786324222937935, "zero_downtime": 5.886820229024842, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 7020280, "heap_mib": 6.695060729980469, "mobile_score": 120859.91881899042, "mobile_throughput": 2053059.4466447805, "mobile_availability": 51014.69868870538, "mobile_accuracy": 54161.98230528735, "soft_acc_blocks": [ 25.000005, 24.999995529411766, 25.000010833333334, 25.00000511111111, 25.000004555555556, 25.000002933333334, 24.999994823529413, 24.999991785714286, 25.0000005, 24.999989578947368, 24.9999938125, 25, 24.999995944444446, 25.00000005, 25.000001470588234 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.062522277, "time_to_acc50_sec": 0, "acc_per_sec": 11.389997725165879, "mobile_acc_per_sec": 24676.194741040363 }, "started": "2026-08-17T23:10:18.463790177+10:00", "ended": "2026-08-17T23:10:20.659651869+10:00" }, { "cell": { "id": "int5|none|tween|bicameral|simd", "dtype": 30, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2168, "total_correct": 424, "total_train": 123, "infer_ms": 592.79063, "train_ms": 1890.109303, "blocked_train": 1890109303, "duration": 2070647822, "avg_accuracy": 19.34830403626675, "soft_acc": 24.999997649816528, "adapt_pct": 24.999996771433374, "stability": 99.99998711013318, "consistency": 100, "throughput": 1047.0153238835028, "availability": 23.874930363534713, "score": 62.49353899332909, "zero_downtime": 5.9687320297790105, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 7559040, "heap_mib": 7.2088623046875, "mobile_score": 172445.32932491854, "mobile_throughput": 2889145.1059380732, "mobile_availability": 65880.73416019414, "mobile_accuracy": 68985.25667277373, "soft_acc_blocks": [ 24.999982777777777, 25.000004611111112, 24.99999952631579, 24.999990636363634, 24.99999865217391, 24.999995578947367, 24.999986157894735, 24.999989411764705, 24.99997888888889, 24.999985631578948, 25.00002394736842, 25.000001736842105, 25.000012818181816, 25.00001672222222 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 1.477406633, "time_to_acc50_sec": 0, "acc_per_sec": 12.073515053694402, "mobile_acc_per_sec": 33315.78452879648 }, "started": "2026-08-17T23:10:21.667377964+10:00", "ended": "2026-08-17T23:10:23.738935054+10:00" }, { "cell": { "id": "uint5|none|tween|bicameral|simd", "dtype": 31, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2320, "total_correct": 606, "total_train": 130, "infer_ms": 586.63815, "train_ms": 1866.113803, "blocked_train": 1866113803, "duration": 2180607163, "avg_accuracy": 26.305735558444542, "soft_acc": 24.99999772572234, "adapt_pct": 24.999992974712978, "stability": 99.9999922560218, "consistency": 100, "throughput": 1063.9238645846822, "availability": 23.917548991551044, "score": 63.6161220989816, "zero_downtime": 5.979386703936288, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 7036312, "heap_mib": 6.710350036621094, "mobile_score": 163495.92854426894, "mobile_throughput": 2734326.054487127, "mobile_availability": 61469.03885138389, "mobile_accuracy": 64250.97454717409, "soft_acc_blocks": [ 25.000010375, 25.0000103, 25.0000003, 24.999996555555555, 25.000006416666665, 25.00000459090909, 25.00000245833333, 24.999981833333333, 24.999990315789475, 24.99999588235294, 24.999994649999998, 24.999991684210528, 24.99999047368421, 24.9999965, 24.99999355 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.064336127, "time_to_acc50_sec": 0, "acc_per_sec": 11.46469577368913, "mobile_acc_per_sec": 29464.717734293758 }, "started": "2026-08-17T23:10:24.739864295+10:00", "ended": "2026-08-17T23:10:26.921244112+10:00" }, { "cell": { "id": "int3|none|tween|bicameral|simd", "dtype": 32, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2880, "total_correct": 726, "total_train": 155, "infer_ms": 606.041262, "train_ms": 1865.63548, "blocked_train": 1865635480, "duration": 2145325235, "avg_accuracy": 25.437393232060835, "soft_acc": 24.99999577946918, "adapt_pct": 24.999994740957952, "stability": 99.99998705004982, "consistency": 100, "throughput": 1342.4537934920622, "availability": 24.51943863458501, "score": 82.29051963084689, "zero_downtime": 6.129858623795789, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 7868960, "heap_mib": 7.504425048828125, "mobile_score": 378455.5434755917, "mobile_throughput": 6173968.548090933, "mobile_availability": 112765.32844604655, "mobile_accuracy": 114975.41918619594, "soft_acc_blocks": [ 25.00000381818182, 24.999995363636366, 25.00000625, 25.000006793103445, 24.999994962962962, 24.999983387096776, 24.999981360000003, 24.999994, 24.99998064, 24.999965185185186, 24.99999096, 25.000007842105266, 25.00000753846154, 25.0000122, 25.000006391304346 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.067135442, "time_to_acc50_sec": 0, "acc_per_sec": 11.653242767859009, "mobile_acc_per_sec": 53593.46793223916 }, "started": "2026-08-17T23:10:27.96714089+10:00", "ended": "2026-08-17T23:10:30.113316279+10:00" }, { "cell": { "id": "uint3|none|tween|bicameral|simd", "dtype": 33, "format": 0, "mode": "tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2816, "total_correct": 626, "total_train": 153, "infer_ms": 586.575342, "train_ms": 1864.314551, "blocked_train": 1864314551, "duration": 2095636730, "avg_accuracy": 22.419392676122396, "soft_acc": 24.999991139061006, "adapt_pct": 24.99998350067944, "stability": 99.99998221152188, "consistency": 100, "throughput": 1343.7443425607453, "availability": 23.93315765328018, "score": 80.40008449370426, "zero_downtime": 5.983287292617546, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 6820944, "heap_mib": 6.5049591064453125, "mobile_score": 329318.74608621263, "mobile_throughput": 5503976.827128813, "mobile_availability": 98030.21374783562, "mobile_accuracy": 102399.96370559388, "soft_acc_blocks": [ 24.99998533333333, 24.999997933333336, 24.999998576923076, 25.0000212, 25.00001051851852, 24.99998057692308, 24.9999658, 24.999984111111107, 24.999977115384617, 24.99996619230769, 25.000015214285714, 24.99996952173913, 25.000009473684212, 24.999994379310344 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.200828097, "time_to_acc50_sec": 0, "acc_per_sec": 11.929544267465195, "mobile_acc_per_sec": 48863.41331953744 }, "started": "2026-08-17T23:10:31.189630112+10:00", "ended": "2026-08-17T23:10:33.285967986+10:00" }, { "cell": { "id": "float64|none|tween|tricameral|simd", "dtype": 0, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8480, "total_correct": 1973, "total_train": 279, "infer_ms": 793.639811, "train_ms": 1732.669028, "blocked_train": 1732669028, "duration": 2048790771, "avg_accuracy": 23.388140411976618, "soft_acc": 24.999998727570347, "adapt_pct": 25.00000008390648, "stability": 99.99999450346904, "consistency": 100, "throughput": 4139.026844532774, "availability": 31.41499561526887, "score": 325.06875888610716, "zero_downtime": 7.853748504083499, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 6836528, "heap_mib": 6.5198211669921875, "mobile_score": 63403.88744749976, "mobile_throughput": 807307.3312002972, "mobile_availability": 6127.420097149586, "mobile_accuracy": 4876.190228006102, "soft_acc_blocks": [ 24.999986840000002, 24.99999777777778, 24.999996265060243, 25.00000005128205, 24.99999928947368, 25.000004710526316, 25.00000845121951, 25.000003701298702, 25.000004425287354, 25.00000129113924, 24.99999811764706, 24.999993971830985, 24.999992253968255, 24.999995039473685 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.800321777, "time_to_acc50_sec": 0, "acc_per_sec": 12.20231908569562, "mobile_acc_per_sec": 2380.0332845242506 }, "started": "2026-08-17T23:10:34.341332713+10:00", "ended": "2026-08-17T23:10:36.390782753+10:00" }, { "cell": { "id": "float32|none|tween|tricameral|simd", "dtype": 1, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14744, "total_correct": 3798, "total_train": 319, "infer_ms": 875.08047, "train_ms": 1580.561904, "blocked_train": 1580561904, "duration": 2059436998, "avg_accuracy": 25.602728654620467, "soft_acc": 25.00000360253302, "adapt_pct": 25.00000519536465, "stability": 99.99999588847449, "consistency": 100, "throughput": 7159.238187096025, "availability": 35.6355012955156, "score": 637.8076961368312, "zero_downtime": 8.908876607659602, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 6357896, "heap_mib": 6.063362121582031, "mobile_score": 248805.74508347243, "mobile_throughput": 2792784.725175745, "mobile_availability": 13901.239362517324, "mobile_accuracy": 9752.38235771193, "soft_acc_blocks": [ 25.00000462857143, 25.000002168067226, 25.00000257142857, 25.00000345736434, 24.99999595620438, 25.00000034965035, 25.000000935251798, 25.00000690510949, 25.000005477941176, 25.000005520547944, 25.000002333333335, 25.000014596638657, 25.000005444444444, 25.00000009090909 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.812444715, "time_to_acc50_sec": 0, "acc_per_sec": 12.139241757243123, "mobile_acc_per_sec": 4735.460403587413 }, "started": "2026-08-17T23:10:37.453920742+10:00", "ended": "2026-08-17T23:10:39.514514352+10:00" }, { "cell": { "id": "float16|none|tween|tricameral|simd", "dtype": 2, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6040, "total_correct": 1267, "total_train": 218, "infer_ms": 719.138242, "train_ms": 1794.470583, "blocked_train": 1794470583, "duration": 2133819718, "avg_accuracy": 21.133793547409937, "soft_acc": 24.999981406252992, "adapt_pct": 24.999984946396538, "stability": 99.99998438808596, "consistency": 100, "throughput": 2830.6046424864844, "availability": 28.609791422100052, "score": 202.45737047215897, "zero_downtime": 7.152442535892776, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 7714168, "heap_mib": 7.356803894042969, "mobile_score": 157955.31227694536, "mobile_throughput": 2208410.783928503, "mobile_availability": 22321.08679331844, "mobile_accuracy": 19504.747398097574, "soft_acc_blocks": [ 24.99995185, 24.9999805, 24.999968351851855, 24.99998175925926, 24.999992509803924, 24.999979107142856, 24.999968402777778, 24.9999591, 24.999985020408165, 25.000009215686273, 24.999979, 25.000006366666664, 24.999993358490567, 24.999985145454545 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.491477205, "time_to_acc50_sec": 0, "acc_per_sec": 11.71607010440654, "mobile_acc_per_sec": 9140.766313837941 }, "started": "2026-08-17T23:10:40.599151296+10:00", "ended": "2026-08-17T23:10:42.733567731+10:00" }, { "cell": { "id": "bfloat16|none|tween|tricameral|simd", "dtype": 3, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8000, "total_correct": 2030, "total_train": 270, "infer_ms": 737.235224, "train_ms": 1780.093752, "blocked_train": 1780093752, "duration": 2222564484, "avg_accuracy": 25.447187316056556, "soft_acc": 24.99999766658305, "adapt_pct": 24.999997136631414, "stability": 99.99999503750381, "consistency": 100, "throughput": 3599.445621304187, "availability": 29.286407578379222, "score": 263.53705420664164, "zero_downtime": 7.321601211220806, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 6766264, "heap_mib": 6.452812194824219, "mobile_score": 205609.09981531507, "mobile_throughput": 2808253.1933070384, "mobile_availability": 22848.976274484055, "mobile_accuracy": 19504.760084252222, "soft_acc_blocks": [ 25.000000333333332, 25.00000556164384, 25.00000071052632, 24.999998761194032, 25.0000071954023, 24.999997454545454, 24.999999057971014, 24.999996028571427, 24.9999962, 24.999998537313434, 24.999996405063293, 24.99999173333333, 24.999990680851063, 24.999988672413792 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.060745356, "time_to_acc50_sec": 0, "acc_per_sec": 11.248266516699656, "mobile_acc_per_sec": 8775.790409981293 }, "started": "2026-08-17T23:10:43.945981415+10:00", "ended": "2026-08-17T23:10:46.16920871+10:00" }, { "cell": { "id": "fp8e4m3|none|tween|tricameral|simd", "dtype": 4, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6120, "total_correct": 1783, "total_train": 233, "infer_ms": 693.253458, "train_ms": 1836.033919, "blocked_train": 1836033919, "duration": 2070745579, "avg_accuracy": 29.47375202664455, "soft_acc": 25.00000819024461, "adapt_pct": 25.000011361590477, "stability": 99.99997386197963, "consistency": 100, "throughput": 2955.457233406461, "availability": 27.409042732908873, "score": 202.515700360409, "zero_downtime": 6.852262928094864, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 7291616, "heap_mib": 6.953826904296875, "mobile_score": 316001.6414004706, "mobile_throughput": 4611639.172583948, "mobile_availability": 42768.548203426566, "mobile_accuracy": 39009.536589425494, "soft_acc_blocks": [ 25.00000252631579, 24.999994620689655, 24.999996021276594, 24.999995296296294, 25.000003933333335, 25.000051693877552, 25.000045399999998, 25.000044905660374, 25.000048163265305, 25.00000004347826, 24.999989944444444, 24.999983200000003, 24.999971771929825, 24.999987142857144 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.062094571, "time_to_acc50_sec": 0, "acc_per_sec": 12.07295017011098, "mobile_acc_per_sec": 18838.401484485552 }, "started": "2026-08-17T23:10:47.265873024+10:00", "ended": "2026-08-17T23:10:49.337498132+10:00" }, { "cell": { "id": "fp8e5m2|none|tween|tricameral|simd", "dtype": 5, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5728, "total_correct": 1276, "total_train": 234, "infer_ms": 689.455571, "train_ms": 1851.469716, "blocked_train": 1851469716, "duration": 2029271531, "avg_accuracy": 21.63042132818303, "soft_acc": 24.999996503524862, "adapt_pct": 24.99999439606334, "stability": 99.99999212756865, "consistency": 100, "throughput": 2822.687803232184, "availability": 27.134035562848876, "score": 191.4772513094829, "zero_downtime": 6.783507941977412, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 7355288, "heap_mib": 7.014549255371094, "mobile_score": 298777.4557575779, "mobile_throughput": 4404468.282681533, "mobile_availability": 42339.43225349676, "mobile_accuracy": 39009.518353690604, "soft_acc_blocks": [ 24.999987833333332, 24.99999696153846, 25.000004098039216, 25.00000487037037, 25.00000561403509, 24.999999396551722, 24.999993530612244, 24.999997306451615, 24.999982886792452, 25.00000482, 25.00000376923077, 24.999988018867924, 24.99998544 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.958217819, "time_to_acc50_sec": 0, "acc_per_sec": 12.319690155612232, "mobile_acc_per_sec": 19223.40985805246 }, "started": "2026-08-17T23:10:50.519597895+10:00", "ended": "2026-08-17T23:10:52.549643591+10:00" }, { "cell": { "id": "int64|none|tween|tricameral|simd", "dtype": 6, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4112, "total_correct": 1146, "total_train": 213, "infer_ms": 616.770829, "train_ms": 1821.433984, "blocked_train": 1821433984, "duration": 2043526290, "avg_accuracy": 27.31872194140886, "soft_acc": 25.00000171237661, "adapt_pct": 25.000002815841363, "stability": 99.99999695618978, "consistency": 100, "throughput": 2012.20802498215, "availability": 25.296104154643057, "score": 127.25256816806491, "zero_downtime": 6.324026471825334, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7553472, "heap_mib": 7.20355224609375, "mobile_score": 24820.3104388759, "mobile_throughput": 392476.3843012803, "mobile_availability": 4933.9448865437125, "mobile_accuracy": 4876.190810185457, "soft_acc_blocks": [ 25.000002, 24.999994974358977, 24.999999216216214, 25.0000018, 24.999998513513514, 25.00000575, 25.000001599999997, 25.000003225, 25.000001743589745, 25.000006818181816, 25.00000402631579, 25.00000331111111, 24.999999282608695 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.844474432, "time_to_acc50_sec": 0, "acc_per_sec": 12.233755853650706, "mobile_acc_per_sec": 2386.1649512644426 }, "started": "2026-08-17T23:10:53.887441373+10:00", "ended": "2026-08-17T23:10:55.931748911+10:00" }, { "cell": { "id": "int32|none|tween|tricameral|simd", "dtype": 7, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4256, "total_correct": 1094, "total_train": 208, "infer_ms": 655.334485, "train_ms": 1812.754055, "blocked_train": 1812754055, "duration": 2068983518, "avg_accuracy": 25.166578352890248, "soft_acc": 24.999993540078833, "adapt_pct": 24.99999467546623, "stability": 99.99999395493678, "consistency": 100, "throughput": 2057.04876958812, "availability": 26.552308573176227, "score": 136.5484489167429, "zero_downtime": 6.638075428035855, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 7028536, "heap_mib": 6.702934265136719, "mobile_score": 53266.89969171228, "mobile_throughput": 802444.9295459943, "mobile_availability": 10357.929134831411, "mobile_accuracy": 9752.378432396466, "soft_acc_blocks": [ 24.99999870588235, 24.99998041025641, 24.99999241860465, 24.999988390243903, 24.999989375000002, 24.999990886363637, 24.999992000000002, 24.999990815789474, 24.999998692307692, 25.000000863636362, 25.000004425, 24.999997111111114, 24.99999192682927 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.368920981, "time_to_acc50_sec": 0, "acc_per_sec": 12.083225082549369, "mobile_acc_per_sec": 4713.608565535449 }, "started": "2026-08-17T23:10:57.049350834+10:00", "ended": "2026-08-17T23:10:59.119014507+10:00" }, { "cell": { "id": "int16|none|tween|tricameral|simd", "dtype": 8, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 774, "total_train": 207, "infer_ms": 586.819138, "train_ms": 1842.599707, "blocked_train": 1842599707, "duration": 2126022277, "avg_accuracy": 20.34464759979071, "soft_acc": 24.99999998498637, "adapt_pct": 25.000000826849014, "stability": 99.99998609300337, "consistency": 100, "throughput": 1791.1383343421098, "availability": 24.15471252343891, "score": 108.16107882440656, "zero_downtime": 6.038678127233228, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 6801032, "heap_mib": 6.485969543457031, "mobile_score": 84386.24359328939, "mobile_throughput": 1397429.069993387, "mobile_availability": 18845.27666590586, "mobile_accuracy": 19504.761893048413, "soft_acc_blocks": [ 24.99997730769231, 24.999999692307693, 25.000010880952384, 24.999995282051284, 25.000007846153846, 24.999979775, 24.99998815625, 24.999992162162165, 24.9999869375, 25.000019055555555, 25.00001933333333, 25.000013348837207, 25.000010027027027 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.381442459, "time_to_acc50_sec": 0, "acc_per_sec": 11.759048931633734, "mobile_acc_per_sec": 9174.297985518433 }, "started": "2026-08-17T23:11:00.242686574+10:00", "ended": "2026-08-17T23:11:02.369527182+10:00" }, { "cell": { "id": "int8|none|tween|tricameral|simd", "dtype": 9, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10960, "total_correct": 2481, "total_train": 307, "infer_ms": 769.355168, "train_ms": 1655.694384, "blocked_train": 1655694384, "duration": 2109925972, "avg_accuracy": 21.800333416089213, "soft_acc": 24.99998721959319, "adapt_pct": 24.999984191694697, "stability": 99.99999362823864, "consistency": 100, "throughput": 5194.495041743578, "availability": 31.72533803960803, "score": 411.992567243545, "zero_downtime": 7.931330455274744, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9408696, "heap_mib": 8.972831726074219, "mobile_score": 642865.3544493563, "mobile_throughput": 8105391.12037398, "mobile_availability": 49503.61318485123, "mobile_accuracy": 39009.50386722046, "soft_acc_blocks": [ 24.99998964516129, 24.999992366336635, 24.99999616304348, 24.999989550458714, 24.999992884615384, 24.99998755238095, 24.99998991208791, 24.99998843442623, 24.999992596153845, 24.999984253846154, 24.999976333333333, 24.99997517171717, 24.999978991150442 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 1.156141723, "time_to_acc50_sec": 0, "acc_per_sec": 11.848750881006355, "mobile_acc_per_sec": 18488.565184229345 }, "started": "2026-08-17T23:11:03.488250671+10:00", "ended": "2026-08-17T23:11:05.599036432+10:00" }, { "cell": { "id": "uint64|none|tween|tricameral|simd", "dtype": 10, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4208, "total_correct": 1161, "total_train": 215, "infer_ms": 609.385234, "train_ms": 1842.817535, "blocked_train": 1842817535, "duration": 2116664970, "avg_accuracy": 26.98177439745535, "soft_acc": 24.99998905949102, "adapt_pct": 24.999998878764007, "stability": 99.99996967320885, "consistency": 100, "throughput": 1988.0330896202247, "availability": 24.85052385160242, "score": 123.50910522833298, "zero_downtime": 6.212628244126812, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 7322168, "heap_mib": 6.982963562011719, "mobile_score": 23947.61159835512, "mobile_throughput": 385466.6762170149, "mobile_availability": 4818.354825853894, "mobile_accuracy": 4847.335156813028, "soft_acc_blocks": [ 24.99994342857143, 24.999963195652175, 24.99997707142857, 24.999961785714287, 24.999978499999997, 25.00002508333333, 25.000021970588236, 25.000041285714286, 25.00002126190476, 24.9999517, 24.999988466666668, 24.99997402380952, 25.000010000000003 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.853705406, "time_to_acc50_sec": 0, "acc_per_sec": 11.811027920725225, "mobile_acc_per_sec": 2290.0814373155276 }, "started": "2026-08-17T23:11:06.774567271+10:00", "ended": "2026-08-17T23:11:08.892067448+10:00" }, { "cell": { "id": "uint32|none|tween|tricameral|simd", "dtype": 11, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4320, "total_correct": 815, "total_train": 216, "infer_ms": 634.757363, "train_ms": 1839.34952, "blocked_train": 1839349520, "duration": 2134164564, "avg_accuracy": 19.175389800432747, "soft_acc": 24.99999071463621, "adapt_pct": 24.99998907352945, "stability": 99.99999560681252, "consistency": 100, "throughput": 2024.21128757904, "availability": 25.656020253673095, "score": 129.83296625773298, "zero_downtime": 6.414002681163458, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 7319584, "heap_mib": 6.980499267578125, "mobile_score": 50051.37221568699, "mobile_throughput": 780345.358486941, "mobile_availability": 9890.546725557177, "mobile_accuracy": 9637.643479261167, "soft_acc_blocks": [ 24.999993928571428, 24.99999695121951, 24.999993432432433, 24.99999762790698, 24.99999229787234, 24.99999197368421, 24.999991073170733, 24.99999091836735, 24.999986708333335, 24.999989000000003, 24.999981477272726, 24.999989139534883, 24.999984761904763 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.224981842, "time_to_acc50_sec": 0, "acc_per_sec": 11.714181341189306, "mobile_acc_per_sec": 4515.885813977543 }, "started": "2026-08-17T23:11:10.205122243+10:00", "ended": "2026-08-17T23:11:12.339953889+10:00" }, { "cell": { "id": "uint16|none|tween|tricameral|simd", "dtype": 12, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4472, "total_correct": 866, "total_train": 213, "infer_ms": 649.465962, "train_ms": 1810.204255, "blocked_train": 1810204255, "duration": 2146009330, "avg_accuracy": 18.88102884441666, "soft_acc": 24.999980888510077, "adapt_pct": 24.999987722616495, "stability": 99.99998618803774, "consistency": 100, "throughput": 2083.8679205555923, "availability": 26.40459511650053, "score": 137.55911663786853, "zero_downtime": 6.601143732813598, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 7327344, "heap_mib": 6.9878997802734375, "mobile_score": 104826.44497650409, "mobile_throughput": 1588004.2795526895, "mobile_availability": 20121.529599476497, "mobile_accuracy": 19051.148226853446, "soft_acc_blocks": [ 24.999970266666665, 24.99996234042553, 24.999974615384616, 24.999968325, 24.999970326086956, 24.999990434782607, 24.99999928, 25.000007749999998, 25.000000200000002, 24.999986295454548, 24.999971019607845, 24.999976475, 24.99997422222222 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.840150864, "time_to_acc50_sec": 0, "acc_per_sec": 11.649521061732791, "mobile_acc_per_sec": 8877.476887229304 }, "started": "2026-08-17T23:11:13.462561232+10:00", "ended": "2026-08-17T23:11:15.609463216+10:00" }, { "cell": { "id": "uint8|none|tween|tricameral|simd", "dtype": 13, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8288, "total_correct": 1787, "total_train": 282, "infer_ms": 728.593227, "train_ms": 1745.434167, "blocked_train": 1745434167, "duration": 2175760246, "avg_accuracy": 21.458789137773287, "soft_acc": 24.99998830715277, "adapt_pct": 24.999993894968163, "stability": 99.99998903534474, "consistency": 100, "throughput": 3809.2432358928213, "availability": 29.44968308624961, "score": 280.4523840671722, "zero_downtime": 7.362417328055949, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 8366352, "heap_mib": 7.9787750244140625, "mobile_score": 417721.07823241357, "mobile_throughput": 5673694.652442544, "mobile_availability": 43863.96433501033, "mobile_accuracy": 37236.34622039918, "soft_acc_blocks": [ 24.999972212121214, 24.99997528395062, 24.999972794871795, 24.999977719512195, 24.999975445652176, 24.999994898734176, 24.99999601204819, 24.999993805194805, 24.99999895402299, 24.999994340909094, 24.99999843157895, 24.99999927160494, 24.999998822784807 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 1.185558063, "time_to_acc50_sec": 0, "acc_per_sec": 11.49023122061068, "mobile_acc_per_sec": 17114.177119862306 }, "started": "2026-08-17T23:11:16.903371924+10:00", "ended": "2026-08-17T23:11:19.080455657+10:00" }, { "cell": { "id": "int4|none|tween|tricameral|simd", "dtype": 14, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9560, "total_correct": 2615, "total_train": 282, "infer_ms": 712.189654, "train_ms": 1713.140672, "blocked_train": 1713140672, "duration": 2031477827, "avg_accuracy": 27.339552025026297, "soft_acc": 24.999998721128353, "adapt_pct": 24.999998835599044, "stability": 99.99999029199759, "consistency": 100, "throughput": 4705.933716302384, "availability": 29.36464556457288, "score": 345.4701714015007, "zero_downtime": 7.341161015607094, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 7318848, "heap_mib": 6.97979736328125, "mobile_score": 1078130.150141369, "mobile_throughput": 14686098.668171097, "mobile_availability": 91640.06722475468, "mobile_accuracy": 78019.0436279937, "soft_acc_blocks": [ 24.99999594871795, 24.999996396551722, 24.99999844347826, 25.00000318, 24.999991571428573, 24.99999649462366, 24.999983711340207, 24.999987185567008, 24.99999195402299, 25.000013543478257, 25.000011741573033, 25.00001448275862 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.065739511, "time_to_acc50_sec": 0, "acc_per_sec": 12.306311390091464, "mobile_acc_per_sec": 38405.06777433496 }, "started": "2026-08-17T23:11:20.249324184+10:00", "ended": "2026-08-17T23:11:22.28159102+10:00" }, { "cell": { "id": "uint4|none|tween|tricameral|simd", "dtype": 15, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4224, "total_correct": 1039, "total_train": 205, "infer_ms": 658.267608, "train_ms": 1806.754531, "blocked_train": 1806754531, "duration": 2199187800, "avg_accuracy": 24.315873276276456, "soft_acc": 24.999991694107297, "adapt_pct": 25.000000751830168, "stability": 99.99998753536838, "consistency": 100, "throughput": 1920.7090908743676, "availability": 26.704328435242505, "score": 128.22807337620398, "zero_downtime": 6.67607989077776, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 7337528, "heap_mib": 6.997611999511719, "mobile_score": 365371.9572514306, "mobile_throughput": 5472851.781719241, "mobile_availability": 76091.08123182839, "mobile_accuracy": 71234.75894195722, "soft_acc_blocks": [ 24.99997843243243, 24.999977085106384, 24.99998257142857, 24.999975647058825, 24.999972272727273, 25.00001235, 25.000003255813954, 25.00000334883721, 24.999994153846153, 25.000002275, 24.999993857142858, 24.99999695348837, 24.99999982051282 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.83512125, "time_to_acc50_sec": 0, "acc_per_sec": 11.367829384151413, "mobile_acc_per_sec": 32391.39419651074 }, "started": "2026-08-17T23:11:23.392819392+10:00", "ended": "2026-08-17T23:11:25.59250068+10:00" }, { "cell": { "id": "fp4|none|tween|tricameral|simd", "dtype": 16, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7824, "total_correct": 1968, "total_train": 256, "infer_ms": 637.119753, "train_ms": 1786.953445, "blocked_train": 1786953445, "duration": 2127457790, "avg_accuracy": 25.2752808695145, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3677.6287815327237, "availability": 26.28302451946007, "score": 241.64801859624163, "zero_downtime": 6.570756129865017, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 7538832, "heap_mib": 7.1895904541015625, "mobile_score": 754125.9307963472, "mobile_throughput": 11477003.801263265, "mobile_availability": 82023.06166225405, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.062215927, "time_to_acc50_sec": 0, "acc_per_sec": 11.751114460418979, "mobile_acc_per_sec": 36672.43034657229 }, "started": "2026-08-17T23:11:26.776953026+10:00", "ended": "2026-08-17T23:11:28.905632843+10:00" }, { "cell": { "id": "int2|none|tween|tricameral|simd", "dtype": 17, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10232, "total_correct": 2618, "total_train": 293, "infer_ms": 709.161938, "train_ms": 1725.572095, "blocked_train": 1725572095, "duration": 2148046959, "avg_accuracy": 25.50459971730876, "soft_acc": 25.000010270732783, "adapt_pct": 25.000013745696016, "stability": 99.99998746101687, "consistency": 100, "throughput": 4763.396794995299, "availability": 29.126874984623836, "score": 346.857299874052, "zero_downtime": 7.281721737699456, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9438336, "heap_mib": 9.0010986328125, "mobile_score": 2164918.0956710353, "mobile_throughput": 29730854.510172565, "mobile_availability": 181796.08371355312, "mobile_accuracy": 156038.15934311846, "soft_acc_blocks": [ 25.000001786885246, 25.000020267716536, 24.999998955357142, 25.00000587378641, 24.999996670212767, 24.999990074766355, 25.000002303030303, 25.000014529411768, 25.00001088, 25.000022989473685, 25.000006831578947, 25.000030195402296, 25.000032161904763 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.140837123, "time_to_acc50_sec": 0, "acc_per_sec": 11.6384840498884, "mobile_acc_per_sec": 72641.87530414153 }, "started": "2026-08-17T23:11:30.217231467+10:00", "ended": "2026-08-17T23:11:32.366091184+10:00" }, { "cell": { "id": "uint2|none|tween|tricameral|simd", "dtype": 18, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3768, "total_correct": 1047, "total_train": 207, "infer_ms": 596.602202, "train_ms": 1867.938911, "blocked_train": 1867938911, "duration": 2065969737, "avg_accuracy": 27.93277491713639, "soft_acc": 25.000000839309774, "adapt_pct": 25.00001211546495, "stability": 99.99997009141302, "consistency": 100, "throughput": 1823.8408494170503, "availability": 24.20743556895981, "score": 110.37627833134587, "zero_downtime": 6.051859095415325, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 7540912, "heap_mib": 7.1915740966796875, "mobile_score": 578689.5821378466, "mobile_throughput": 9562178.712591665, "mobile_availability": 126916.679795788, "mobile_accuracy": 131072.00440040042, "soft_acc_blocks": [ 24.99997192857143, 24.99998806060606, 24.999972744186046, 24.999980414634148, 24.999983222222223, 25.0000455, 25.000052785714285, 25.000038194444446, 25.00002827027027, 24.999972575, 24.99997682051282, 24.999999555555558 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.064874097, "time_to_acc50_sec": 0, "acc_per_sec": 12.10085529888368, "mobile_acc_per_sec": 63443.332229411266 }, "started": "2026-08-17T23:11:33.617219192+10:00", "ended": "2026-08-17T23:11:35.683879604+10:00" }, { "cell": { "id": "ternary|none|tween|tricameral|simd", "dtype": 19, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9464, "total_correct": 2318, "total_train": 288, "infer_ms": 708.538082, "train_ms": 1754.601454, "blocked_train": 1754601454, "duration": 2088163277, "avg_accuracy": 24.727899545849493, "soft_acc": 25.000006358568864, "adapt_pct": 24.999981699349856, "stability": 99.99995819048864, "consistency": 100, "throughput": 4532.212640764681, "availability": 28.76564935296463, "score": 325.9301819412358, "zero_downtime": 7.191414167324781, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 8377376, "heap_mib": 7.989288330078125, "mobile_score": 2034300.9908286503, "mobile_throughput": 28287913.107157536, "mobile_availability": 179541.4853329419, "mobile_accuracy": 156038.1349252542, "soft_acc_blocks": [ 25.000055892857144, 25.000061618181817, 25.000058122222224, 25.000047074766353, 25.00002916216216, 24.999949966666666, 24.999935543478262, 24.999969938144332, 24.99997945744681, 24.999989413793102, 25.000000484536084, 24.999999628571427 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.061225305, "time_to_acc50_sec": 0, "acc_per_sec": 11.97224691858656, "mobile_acc_per_sec": 74725.06419585607 }, "started": "2026-08-17T23:11:37.103218988+10:00", "ended": "2026-08-17T23:11:39.19220867+10:00" }, { "cell": { "id": "binary|none|tween|tricameral|simd", "dtype": 20, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10104, "total_correct": 2494, "total_train": 283, "infer_ms": 746.936965, "train_ms": 1708.231497, "blocked_train": 1708231497, "duration": 2097849923, "avg_accuracy": 24.77478612700183, "soft_acc": 25.000347428944675, "adapt_pct": 25.000661553520217, "stability": 99.99951162807874, "consistency": 100, "throughput": 4816.359783044404, "availability": 30.42304332923612, "score": 366.325896739916, "zero_downtime": 7.605866530767406, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 8378472, "heap_mib": 7.990333557128906, "mobile_score": 4572863.613094692, "mobile_throughput": 60122848.52220915, "mobile_availability": 379772.2985952035, "mobile_accuracy": 312080.5274482511, "soft_acc_blocks": [ 24.999941847826086, 24.999462316831682, 24.99972828846154, 24.999744266055043, 25.000247462962964, 25.0006305, 25.000589558333335, 25.000641639175257, 25.000653822429907, 25.001057903846153, 25.000861163636365, 25.000610377777775 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.058998644, "time_to_acc50_sec": 0, "acc_per_sec": 11.917128653890211, "mobile_acc_per_sec": 148762.08446882837 }, "started": "2026-08-17T23:11:40.458030656+10:00", "ended": "2026-08-17T23:11:42.556282505+10:00" }, { "cell": { "id": "int|none|tween|tricameral|simd", "dtype": 21, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3792, "total_correct": 984, "total_train": 188, "infer_ms": 640.502308, "train_ms": 1849.802987, "blocked_train": 1849802987, "duration": 2070788647, "avg_accuracy": 25.70006112711221, "soft_acc": 25.000008358136693, "adapt_pct": 25.000009194974876, "stability": 99.99999386978531, "consistency": 100, "throughput": 1831.1863963005394, "availability": 25.71983078885916, "score": 117.74455000426525, "zero_downtime": 6.4299598469134045, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8617096, "heap_mib": 8.217903137207031, "mobile_score": 22965.79413416526, "mobile_throughput": 357168.54663080996, "mobile_availability": 5016.591757674624, "mobile_accuracy": 4876.192106425138, "soft_acc_blocks": [ 25.000014405405405, 25.00000176, 25.000005897435898, 25.000004675, 25.000016771428573, 24.999999527777778, 25.0000032, 25.0000153, 25.0000155, 25.00000577142857, 25.00000284210526, 25.000014647058823 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.056847296, "time_to_acc50_sec": 0, "acc_per_sec": 12.072699159498866, "mobile_acc_per_sec": 2354.7512265384453 }, "started": "2026-08-17T23:11:43.812096709+10:00", "ended": "2026-08-17T23:11:45.883280772+10:00" }, { "cell": { "id": "uint|none|tween|tricameral|simd", "dtype": 22, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3752, "total_correct": 925, "total_train": 196, "infer_ms": 597.595965, "train_ms": 1868.92992, "blocked_train": 1868929920, "duration": 2058526081, "avg_accuracy": 24.47678716980188, "soft_acc": 24.999978554929225, "adapt_pct": 24.99998521989384, "stability": 99.99998273527437, "consistency": 100, "throughput": 1822.663329180331, "availability": 24.22824624035924, "score": 110.39974518033983, "zero_downtime": 6.0570563643252555, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8417672, "heap_mib": 8.027717590332031, "mobile_score": 21405.792012244827, "mobile_throughput": 353402.5560389413, "mobile_availability": 4697.699247361489, "mobile_accuracy": 4847.333120046869, "soft_acc_blocks": [ 24.99996706060606, 24.99997206666667, 24.999951499999998, 24.99997027272727, 24.99997425, 24.999989, 25.00000297368421, 24.99995741025641, 24.999965666666665, 25.00000688235294, 24.999998142857145, 24.999987433333335 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.056286256, "time_to_acc50_sec": 0, "acc_per_sec": 12.144601317261243, "mobile_acc_per_sec": 2354.7591477160736 }, "started": "2026-08-17T23:11:47.255105607+10:00", "ended": "2026-08-17T23:11:49.314099812+10:00" }, { "cell": { "id": "uintptr|none|tween|tricameral|simd", "dtype": 23, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3824, "total_correct": 948, "total_train": 195, "infer_ms": 604.898966, "train_ms": 1864.076651, "blocked_train": 1864076651, "duration": 2042258891, "avg_accuracy": 23.82689644680924, "soft_acc": 25.0000035823014, "adapt_pct": 25.00000024467475, "stability": 99.99999064481467, "consistency": 100, "throughput": 1872.4364559517544, "availability": 24.499997563159408, "score": 114.68673795366819, "zero_downtime": 6.125000268453607, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 5494936, "heap_mib": 5.240379333496094, "mobile_score": 22237.012007489935, "mobile_throughput": 363053.241352823, "mobile_availability": 4750.390060056849, "mobile_accuracy": 4847.337972691434, "soft_acc_blocks": [ 25.000010857142858, 25.000015254545456, 25.000015976744184, 25.000013526315787, 24.999987757575756, 24.999995942857144, 24.9999865, 25.00000310810811, 25.00000234210526, 25.00000588888889, 25.00000297222222, 25.00000286111111 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 1.52209293, "time_to_acc50_sec": 0, "acc_per_sec": 12.241348877203347, "mobile_acc_per_sec": 2373.5178698710015 }, "started": "2026-08-17T23:11:50.626122467+10:00", "ended": "2026-08-17T23:11:52.669227657+10:00" }, { "cell": { "id": "complex64|none|tween|tricameral|simd", "dtype": 24, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3592, "total_correct": 1088, "total_train": 193, "infer_ms": 602.399233, "train_ms": 1842.362022, "blocked_train": 1842362022, "duration": 2010466429, "avg_accuracy": 30.714575415761338, "soft_acc": 25.00000641213184, "adapt_pct": 25.000012024716664, "stability": 99.99998054016321, "consistency": 100, "throughput": 1786.6500769110828, "availability": 24.64041148263371, "score": 110.05951090505712, "zero_downtime": 6.160104450634098, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9643896, "heap_mib": 9.197135925292969, "mobile_score": 21466.845555576856, "mobile_throughput": 348481.84357275214, "mobile_availability": 4806.053592041318, "mobile_accuracy": 4876.191726861524, "soft_acc_blocks": [ 24.999995666666667, 24.999993097560974, 25.000000707317074, 24.999996888888887, 25.00001972972973, 25.000037025641024, 25.000033487179486, 25.000033658536584, 24.999986999999997, 24.999986105263158, 24.999987166666667 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.067372009, "time_to_acc50_sec": 0, "acc_per_sec": 12.434928557631657, "mobile_acc_per_sec": 2425.4032081932987 }, "started": "2026-08-17T23:11:54.026721028+10:00", "ended": "2026-08-17T23:11:56.037967038+10:00" }, { "cell": { "id": "complex128|none|tween|tricameral|simd", "dtype": 25, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3624, "total_correct": 933, "total_train": 196, "infer_ms": 604.555116, "train_ms": 1873.457063, "blocked_train": 1873457063, "duration": 2155092144, "avg_accuracy": 25.248212102181764, "soft_acc": 25.000006540003003, "adapt_pct": 25.000006344559797, "stability": 99.9999921785833, "consistency": 100, "throughput": 1681.5986314504423, "availability": 24.39677743004345, "score": 102.56399567615183, "zero_downtime": 6.099195953060839, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8423576, "heap_mib": 8.033348083496094, "mobile_score": 10002.431578321855, "mobile_throughput": 163995.9046290717, "mobile_availability": 2379.2666750823328, "mobile_accuracy": 2438.095875901245, "soft_acc_blocks": [ 25.000002714285714, 25.000009025641027, 25.00001503125, 25.00000095238095, 25.00000053488372, 25.000016575, 25.00001648780488, 25.00001555882353, 25.00000997368421, 24.999993574999998, 24.99999923076923, 24.999998820512822 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.942260207, "time_to_acc50_sec": 0, "acc_per_sec": 11.600435094900982, "mobile_acc_per_sec": 1131.3186225884388 }, "started": "2026-08-17T23:11:57.429652925+10:00", "ended": "2026-08-17T23:11:59.585196526+10:00" }, { "cell": { "id": "nf4|none|tween|tricameral|simd", "dtype": 26, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3400, "total_correct": 764, "total_train": 166, "infer_ms": 609.988747, "train_ms": 1841.865477, "blocked_train": 1841865477, "duration": 2157170425, "avg_accuracy": 22.42591413695541, "soft_acc": 24.999984949721426, "adapt_pct": 24.999987024708297, "stability": 99.99998894579477, "consistency": 100, "throughput": 1576.1387976566573, "availability": 24.87867104940901, "score": 98.03053767226596, "zero_downtime": 6.219664018042954, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 7565992, "heap_mib": 7.215492248535156, "mobile_score": 305929.9674709344, "mobile_throughput": 4918753.916344129, "mobile_availability": 77640.40885209852, "mobile_accuracy": 78019.00065071159, "soft_acc_blocks": [ 24.99996358064516, 24.99998164864865, 24.99999396969697, 24.999984, 24.999989075, 24.999984176470587, 24.9999935, 24.999970485714286, 24.999999162162162, 24.99997014705882, 24.999995294117646, 24.999994357142857 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.405211477, "time_to_acc50_sec": 0, "acc_per_sec": 11.58924888826131, "mobile_acc_per_sec": 36167.28643529015 }, "started": "2026-08-17T23:12:00.8309227+10:00", "ended": "2026-08-17T23:12:02.988820728+10:00" }, { "cell": { "id": "fp6|none|tween|tricameral|simd", "dtype": 27, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1728, "total_correct": 444, "total_train": 103, "infer_ms": 569.613078, "train_ms": 1902.91319, "blocked_train": 1902913190, "duration": 2159878654, "avg_accuracy": 25.489600354030504, "soft_acc": 25.000006266457557, "adapt_pct": 25.000011447181375, "stability": 99.9999892309984, "consistency": 100, "throughput": 800.0449454879423, "availability": 23.03769571114623, "score": 46.07799157330771, "zero_downtime": 5.759425371433981, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 7566392, "heap_mib": 7.215873718261719, "mobile_score": 95865.62716661251, "mobile_throughput": 1664499.8586507235, "mobile_availability": 47930.10876589458, "mobile_accuracy": 52012.71145011309, "soft_acc_blocks": [ 24.999993571428572, 24.9999879375, 24.999995277777778, 25.00000683333333, 24.999994055555554, 25.0000101, 25.0000168, 25.000003222222222, 25.000017, 25.00001929411765, 25.00001155, 25.000019555555557 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.06312301, "time_to_acc50_sec": 0, "acc_per_sec": 11.574727228383248, "mobile_acc_per_sec": 24081.311861565857 }, "started": "2026-08-17T23:12:04.281379334+10:00", "ended": "2026-08-17T23:12:06.442317099+10:00" }, { "cell": { "id": "int6|none|tween|tricameral|simd", "dtype": 28, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1728, "total_correct": 484, "total_train": 102, "infer_ms": 594.013217, "train_ms": 1924.851882, "blocked_train": 1924851882, "duration": 2022902772, "avg_accuracy": 28.357348556231315, "soft_acc": 25.000009288084165, "adapt_pct": 25.000007967829738, "stability": 99.99998262755832, "consistency": 100, "throughput": 854.2180197279397, "availability": 23.582573645401883, "score": 50.361667109187906, "zero_downtime": 5.895645601719759, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8405944, "heap_mib": 8.016532897949219, "mobile_score": 104777.84811643614, "mobile_throughput": 1777207.3695520717, "mobile_availability": 49063.731632541516, "mobile_accuracy": 52012.71773663123, "soft_acc_blocks": [ 25.0000075, 25.000004529411765, 24.9999956, 25.00003876470588, 25.00001545, 25.00001894117647, 25.000037263157893, 25.00001652631579, 24.999993210526316, 24.99999147058824, 24.99998291304348 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.236863384, "time_to_acc50_sec": 0, "acc_per_sec": 12.358482886138516, "mobile_acc_per_sec": 25711.92172780869 }, "started": "2026-08-17T23:12:07.690328898+10:00", "ended": "2026-08-17T23:12:09.714402396+10:00" }, { "cell": { "id": "uint6|none|tween|tricameral|simd", "dtype": 29, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1920, "total_correct": 413, "total_train": 108, "infer_ms": 590.099233, "train_ms": 1889.858025, "blocked_train": 1889858025, "duration": 2267281037, "avg_accuracy": 21.747437169312168, "soft_acc": 24.999986935078326, "adapt_pct": 24.999983733201756, "stability": 99.99998724005641, "consistency": 100, "throughput": 846.8292940607345, "availability": 23.794734005855194, "score": 50.375168175434446, "zero_downtime": 5.948680392700438, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 8472880, "heap_mib": 8.080368041992188, "mobile_score": 98548.86631478423, "mobile_throughput": 1656650.8840466954, "mobile_availability": 46549.60262112615, "mobile_accuracy": 48907.437127680394, "soft_acc_blocks": [ 24.99999293333333, 25.00000276190476, 24.999979368421055, 24.999998291666667, 24.99997552631579, 24.999992, 25.000005166666668, 24.99999342105263, 24.999978368421054, 24.999974842105264, 24.99996012, 24.999990421052633 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.056873183, "time_to_acc50_sec": 0, "acc_per_sec": 11.02641733737498, "mobile_acc_per_sec": 21570.963779767364 }, "started": "2026-08-17T23:12:11.004613045+10:00", "ended": "2026-08-17T23:12:13.272721893+10:00" }, { "cell": { "id": "int5|none|tween|tricameral|simd", "dtype": 30, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1992, "total_correct": 470, "total_train": 112, "infer_ms": 597.899827, "train_ms": 1889.655635, "blocked_train": 1889655635, "duration": 2023088198, "avg_accuracy": 22.75596811481979, "soft_acc": 24.99999346084387, "adapt_pct": 25.000002257773698, "stability": 99.99998574649642, "consistency": 100, "throughput": 984.6332957551068, "availability": 24.035638044399104, "score": 59.16570828232759, "zero_downtime": 6.008907939371878, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 7655528, "heap_mib": 7.300880432128906, "mobile_score": 147713.6707805951, "mobile_throughput": 2458244.8636421594, "mobile_availability": 60007.60285248532, "mobile_accuracy": 62415.22176951863, "soft_acc_blocks": [ 24.999970666666666, 24.999982227272724, 24.999984476190477, 24.99997489473684, 24.999987333333333, 25.00000817391304, 25.000017136363635, 25.00000938461538, 25.000000476190475, 24.99999305, 25.00000025 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.927215779, "time_to_acc50_sec": 0, "acc_per_sec": 12.357342346991375, "mobile_acc_per_sec": 30851.458592473402 }, "started": "2026-08-17T23:12:14.550717318+10:00", "ended": "2026-08-17T23:12:16.575393532+10:00" }, { "cell": { "id": "uint5|none|tween|tricameral|simd", "dtype": 31, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2000, "total_correct": 558, "total_train": 116, "infer_ms": 587.933652, "train_ms": 1907.172155, "blocked_train": 1907172155, "duration": 2035922180, "avg_accuracy": 28.096526744006976, "soft_acc": 25.000005193772996, "adapt_pct": 24.999998761586806, "stability": 99.99998342458159, "consistency": 100, "throughput": 982.3558187278062, "availability": 23.563475759246632, "score": 57.86930582626787, "zero_downtime": 5.890870163645099, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 8473936, "heap_mib": 8.081375122070312, "mobile_score": 134248.59563293066, "mobile_throughput": 2278926.40481931, "mobile_availability": 54663.92734010574, "mobile_accuracy": 57996.4722258091, "soft_acc_blocks": [ 25.000036454545455, 25.000005739130437, 25.000005954545454, 25.000017652173913, 25.000019523809524, 25.000016350000003, 25.000003523809525, 25.000003380952382, 24.999986260869566, 24.9999855, 24.99997679166667 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.057370995, "time_to_acc50_sec": 0, "acc_per_sec": 12.279450285164138, "mobile_acc_per_sec": 28486.585978354582 }, "started": "2026-08-17T23:12:17.852635681+10:00", "ended": "2026-08-17T23:12:19.889094005+10:00" }, { "cell": { "id": "int3|none|tween|tricameral|simd", "dtype": 32, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 637, "total_train": 138, "infer_ms": 655.353487, "train_ms": 1847.368883, "blocked_train": 1847368883, "duration": 2165257833, "avg_accuracy": 22.872110279704362, "soft_acc": 24.99998749013102, "adapt_pct": 24.99998927104309, "stability": 99.99999281570355, "consistency": 100, "throughput": 1296.8432475819614, "availability": 26.185624696358147, "score": 84.89658394614182, "zero_downtime": 6.546402898302196, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 8484512, "heap_mib": 8.091461181640625, "mobile_score": 353256.03336472064, "mobile_throughput": 5396185.338001994, "mobile_availability": 108958.8000063827, "mobile_accuracy": 104025.34477163343, "soft_acc_blocks": [ 24.99999533333333, 24.99997277142857, 24.999982037037036, 24.99998557142857, 24.999996416666665, 24.9999806, 24.99999114814815, 24.99999564516129, 24.999990500000003, 24.999988774193547, 24.99997912121212, 24.999991962962962 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 1.039205905, "time_to_acc50_sec": 0, "acc_per_sec": 11.545963307054814, "mobile_acc_per_sec": 48042.93658991392 }, "started": "2026-08-17T23:12:21.128341258+10:00", "ended": "2026-08-17T23:12:23.294941744+10:00" }, { "cell": { "id": "uint3|none|tween|tricameral|simd", "dtype": 33, "format": 0, "mode": "tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2496, "total_correct": 679, "total_train": 140, "infer_ms": 593.420201, "train_ms": 1856.586883, "blocked_train": 1856586883, "duration": 2088746790, "avg_accuracy": 26.87611968276324, "soft_acc": 25.000002098863323, "adapt_pct": 25.000002002999853, "stability": 99.99999410444643, "consistency": 100, "throughput": 1194.9749064605385, "availability": 24.221162660115805, "score": 72.3592100352266, "zero_downtime": 6.055291173398051, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 6448632, "heap_mib": 6.149894714355469, "mobile_score": 267162.43317569635, "mobile_throughput": 4412049.322242132, "mobile_availability": 89428.62625878025, "mobile_accuracy": 92304.2331014708, "soft_acc_blocks": [ 24.999999777777777, 24.99999753125, 25.00000325, 25.000004814814815, 25.000003, 25.00001540625, 25.000007999999998, 24.99999831034483, 24.999994884615383, 24.999994068965517, 25.00000404347826 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.961561425, "time_to_acc50_sec": 0, "acc_per_sec": 11.968900308334321, "mobile_acc_per_sec": 44191.20285109848 }, "started": "2026-08-17T23:12:24.493745512+10:00", "ended": "2026-08-17T23:12:26.584233235+10:00" }, { "cell": { "id": "float64|none|tween_chain|cnn|simd", "dtype": 0, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19760, "total_correct": 6021, "total_train": 472, "infer_ms": 920.413539, "train_ms": 1611.902742, "blocked_train": 1611902742, "duration": 2014177721, "avg_accuracy": 28.652523141177973, "soft_acc": 25.000059015157476, "adapt_pct": 25.000187026966845, "stability": 99.99979200011452, "consistency": 100, "throughput": 9810.455052689962, "availability": 36.34670542166767, "score": 891.446403980612, "zero_downtime": 9.086697805482359, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8500016, "heap_mib": 8.106246948242188, "mobile_score": 280874.19005419896, "mobile_throughput": 3091047.9919860065, "mobile_availability": 11452.008108242368, "mobile_accuracy": 7876.9416712373095, "soft_acc_blocks": [ 24.99977686153846, 24.999807262931036, 24.999904606741573, 24.999851246753245, 24.999873161702126, 25.00008744021739, 25.00025282795699, 25.000205202127656, 25.00032733809524, 25.00026537815126, 25.00029784051724 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.69995571, "time_to_acc50_sec": 0, "acc_per_sec": 12.412042271396704, "mobile_acc_per_sec": 3910.7480879723767 }, "started": "2026-08-17T23:12:27.91926019+10:00", "ended": "2026-08-17T23:12:29.933959003+10:00" }, { "cell": { "id": "float32|none|tween_chain|cnn|simd", "dtype": 1, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37416, "total_correct": 13346, "total_train": 497, "infer_ms": 989.66633, "train_ms": 1471.604987, "blocked_train": 1471604987, "duration": 2042160049, "avg_accuracy": 36.933035731593144, "soft_acc": 25.00017703916966, "adapt_pct": 25.000266784244083, "stability": 99.99983361061399, "consistency": 100, "throughput": 18321.776502444936, "availability": 40.20955849785333, "score": 1841.7894028114356, "zero_downtime": 10.052460811131821, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8475624, "heap_mib": 8.082984924316406, "mobile_score": 1160610.6759870215, "mobile_throughput": 11545537.93138684, "mobile_availability": 25338.207939570344, "mobile_accuracy": 15753.957715759836, "soft_acc_blocks": [ 24.999972046875, 25.000010795918367, 25.000017715231785, 25.00007938313253, 25.00012720091324, 25.00044607379135, 25.00040391168831, 25.000412311926606, 25.000266778538812, 25.00010824361949, 25.00010296923077 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.06331473, "time_to_acc50_sec": 0, "acc_per_sec": 12.242026305142776, "mobile_acc_per_sec": 7714.3599609022785 }, "started": "2026-08-17T23:12:31.276897554+10:00", "ended": "2026-08-17T23:12:33.319514112+10:00" }, { "cell": { "id": "float16|none|tween_chain|cnn|simd", "dtype": 2, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14080, "total_correct": 2807, "total_train": 333, "infer_ms": 923.868265, "train_ms": 1540.917821, "blocked_train": 1540917821, "duration": 2138087302, "avg_accuracy": 20.003659302584076, "soft_acc": 24.999917899581398, "adapt_pct": 24.999878650585913, "stability": 99.99989030194978, "consistency": 100, "throughput": 6585.325111294263, "availability": 37.482695567277716, "score": 617.0873143637522, "zero_downtime": 9.370643118369465, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 7643040, "heap_mib": 7.288970947265625, "mobile_score": 777719.889118132, "mobile_throughput": 8299535.8941111695, "mobile_availability": 47239.729551867546, "mobile_accuracy": 31507.588835903203, "soft_acc_blocks": [ 24.999971391304346, 25.0000684375, 25.000003267441862, 24.99995015730337, 24.999949922580644, 24.999975897959185, 25.00000368604651, 24.99992556284153, 24.99975735483871, 24.9997736163522, 24.999717601226994 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.692655335540362, "mobile_acc_per_sec": 14736.343462884099 }, "started": "2026-08-17T23:12:34.618233095+10:00", "ended": "2026-08-17T23:12:36.757038468+10:00" }, { "cell": { "id": "bfloat16|none|tween_chain|cnn|simd", "dtype": 3, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18120, "total_correct": 4932, "total_train": 445, "infer_ms": 812.610279, "train_ms": 1704.979487, "blocked_train": 1704979487, "duration": 2073771642, "avg_accuracy": 27.198550595072224, "soft_acc": 25.00021240711102, "adapt_pct": 25.000071624393847, "stability": 99.99979673297986, "consistency": 100, "throughput": 8737.702663599255, "availability": 32.27731102081386, "score": 705.0798567090862, "zero_downtime": 8.06939631450732, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8508864, "heap_mib": 8.11468505859375, "mobile_score": 888617.5671016668, "mobile_throughput": 11012193.880031554, "mobile_availability": 40679.343366539564, "mobile_accuracy": 31507.96000600823, "soft_acc_blocks": [ 25.000547824561405, 25.00055672772277, 25.000393946043165, 25.000336609137054, 25.00020312437811, 25.00005150253807, 25.000088495, 25.00013664044944, 25.000038829015548, 25.000000056074768, 24.99998272330097 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.064521237, "time_to_acc50_sec": 0, "acc_per_sec": 12.05543170751441, "mobile_acc_per_sec": 15193.553315070469 }, "started": "2026-08-17T23:12:38.06351858+10:00", "ended": "2026-08-17T23:12:40.137927876+10:00" }, { "cell": { "id": "fp8e4m3|none|tween_chain|cnn|simd", "dtype": 4, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15456, "total_correct": 4007, "total_train": 343, "infer_ms": 947.295652, "train_ms": 1536.364106, "blocked_train": 1536364106, "duration": 2029178743, "avg_accuracy": 25.168777229703903, "soft_acc": 24.999929208533842, "adapt_pct": 24.999749485539287, "stability": 99.99949598552638, "consistency": 100, "throughput": 7616.874586981616, "availability": 38.14112013325136, "score": 726.2882650486688, "zero_downtime": 9.535253032654689, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9499984, "heap_mib": 9.059890747070312, "mobile_score": 1830693.3745472906, "mobile_throughput": 19199211.266631816, "mobile_availability": 96139.09419433697, "mobile_accuracy": 63015.20617732592, "soft_acc_blocks": [ 25.000107375, 25.000224266331657, 25.00030161452514, 25.000341639240506, 25.00006441520468, 24.99918788764045, 24.99930151497006, 24.998999387096774, 24.999809969325153, 25.00041912903226, 25.000464095505617 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.320154108, "time_to_acc50_sec": 0, "acc_per_sec": 12.320220332868843, "mobile_acc_per_sec": 31054.53691288048 }, "started": "2026-08-17T23:12:41.627763136+10:00", "ended": "2026-08-17T23:12:43.657518909+10:00" }, { "cell": { "id": "fp8e5m2|none|tween_chain|cnn|simd", "dtype": 5, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14984, "total_correct": 4195, "total_train": 340, "infer_ms": 920.542009, "train_ms": 1555.083479, "blocked_train": 1555083479, "duration": 2179732521, "avg_accuracy": 28.51125607436054, "soft_acc": 25.000173805479893, "adapt_pct": 24.999968368087412, "stability": 99.9996454950409, "consistency": 100, "throughput": 6874.237942335128, "availability": 37.18421923922283, "score": 639.0373695729144, "zero_downtime": 9.2961194380164, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 7455992, "heap_mib": 7.110588073730469, "mobile_score": 1610767.4250896352, "mobile_throughput": 17327309.914956726, "mobile_availability": 93727.11507929643, "mobile_accuracy": 63015.822712151166, "soft_acc_blocks": [ 25.000560500000002, 25.00050464596273, 25.00036920125786, 25.00047859903382, 24.999864051020406, 24.999484743455497, 24.999813151685395, 24.999748030674844, 25.000405502645503, 25.000332695906433, 25.000350738636367 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.061175882, "time_to_acc50_sec": 0, "acc_per_sec": 11.469376891257518, "mobile_acc_per_sec": 28909.887844055873 }, "started": "2026-08-17T23:12:45.057930084+10:00", "ended": "2026-08-17T23:12:47.238272135+10:00" }, { "cell": { "id": "int64|none|tween_chain|cnn|simd", "dtype": 6, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11936, "total_correct": 2880, "total_train": 322, "infer_ms": 929.857009, "train_ms": 1594.218263, "blocked_train": 1594218263, "duration": 2152338223, "avg_accuracy": 23.865477132055027, "soft_acc": 24.999870054491733, "adapt_pct": 24.999805684721732, "stability": 99.99971721395129, "consistency": 100, "throughput": 5545.596817661496, "availability": 36.83951185271942, "score": 510.7400444878235, "zero_downtime": 9.209830091888934, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8719992, "heap_mib": 8.316032409667969, "mobile_score": 160922.40170939424, "mobile_throughput": 1747289.5819339606, "mobile_availability": 11607.280042210672, "mobile_accuracy": 7876.882134092165, "soft_acc_blocks": [ 24.999803653465346, 24.99995944897959, 25.000038721311476, 24.999886704545453, 24.999603468085105, 24.99950161594203, 24.999506188524588, 24.999563406666667, 25.000282511278193, 25.0001937593985, 25.00023112121212 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.236140111, "time_to_acc50_sec": 0, "acc_per_sec": 11.615214461808, "mobile_acc_per_sec": 3659.6860335050437 }, "started": "2026-08-17T23:12:48.556113685+10:00", "ended": "2026-08-17T23:12:50.708837949+10:00" }, { "cell": { "id": "int32|none|tween_chain|cnn|simd", "dtype": 7, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11984, "total_correct": 3530, "total_train": 327, "infer_ms": 902.366417, "train_ms": 1584.751698, "blocked_train": 1584751698, "duration": 2157093424, "avg_accuracy": 29.54434186042369, "soft_acc": 25.00031728409853, "adapt_pct": 25.000443743645608, "stability": 99.9996814669731, "consistency": 100, "throughput": 5555.62400156851, "availability": 36.28160687495133, "score": 503.92381032419075, "zero_downtime": 9.070516834507139, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8506600, "heap_mib": 8.112525939941406, "mobile_score": 317549.52724429005, "mobile_throughput": 3500897.832373018, "mobile_availability": 22862.994116892405, "mobile_accuracy": 15754.046091641165, "soft_acc_blocks": [ 25.000165623655914, 25.000012973333334, 25.00008243442623, 25.000012875, 25.000206296296295, 25.000080727891156, 25.000141270072994, 25.000333730496454, 25.00081147692308, 25.000840514285713, 25.000802202702705 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.058350316, "time_to_acc50_sec": 0, "acc_per_sec": 11.58981665139902, "mobile_acc_per_sec": 7303.367539096983 }, "started": "2026-08-17T23:12:51.950997096+10:00", "ended": "2026-08-17T23:12:54.108758696+10:00" }, { "cell": { "id": "int16|none|tween_chain|cnn|simd", "dtype": 8, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11120, "total_correct": 2675, "total_train": 321, "infer_ms": 897.595049, "train_ms": 1614.648086, "blocked_train": 1614648086, "duration": 2124584869, "avg_accuracy": 24.711093263913444, "soft_acc": 24.999921695449764, "adapt_pct": 24.99987918727378, "stability": 99.99992457396726, "consistency": 100, "throughput": 5233.963661444112, "availability": 35.72882881019397, "score": 467.50701482463415, "zero_downtime": 8.932179225249786, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 7660720, "heap_mib": 7.3058319091796875, "mobile_score": 589202.6869912928, "mobile_throughput": 6596404.663776949, "mobile_availability": 45029.31778663215, "mobile_accuracy": 31507.593619865303, "soft_acc_blocks": [ 24.999990047619047, 25.000033729323306, 24.999990785185187, 24.999946404761904, 24.999820191489363, 24.999957036764705, 24.999930992753622, 24.99989832330827, 24.999865284671536, 24.999784158620688 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.061924943, "time_to_acc50_sec": 0, "acc_per_sec": 11.766967778141398, "mobile_acc_per_sec": 14830.00000592836 }, "started": "2026-08-17T23:12:55.37191451+10:00", "ended": "2026-08-17T23:12:57.497190835+10:00" }, { "cell": { "id": "int8|none|tween_chain|cnn|simd", "dtype": 9, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29256, "total_correct": 6307, "total_train": 484, "infer_ms": 901.641966, "train_ms": 1506.712521, "blocked_train": 1506712521, "duration": 2024352844, "avg_accuracy": 21.86526373514084, "soft_acc": 25.00002366236094, "adapt_pct": 24.99996205169929, "stability": 99.99992387796578, "consistency": 100, "throughput": 14452.02603227602, "availability": 37.43809189498273, "score": 1352.6419769294764, "zero_downtime": 9.359531832482118, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8508760, "heap_mib": 8.114585876464844, "mobile_score": 3409490.1769250063, "mobile_throughput": 36427999.15581697, "mobile_availability": 94367.03040113802, "mobile_accuracy": 63015.44425909564, "soft_acc_blocks": [ 25.000143338461537, 25.0001094893617, 25.000121823529412, 25.00007504871795, 24.99995106127451, 24.999951322580646, 24.99995864873418, 24.999947438356166, 24.99996611452514, 25.000012338068185 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.349637434234237, "mobile_acc_per_sec": 31128.686111152885 }, "started": "2026-08-17T23:12:58.812680214+10:00", "ended": "2026-08-17T23:13:00.837317483+10:00" }, { "cell": { "id": "uint64|none|tween_chain|cnn|simd", "dtype": 10, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12472, "total_correct": 3570, "total_train": 323, "infer_ms": 917.733028, "train_ms": 1604.822489, "blocked_train": 1604822489, "duration": 2171092986, "avg_accuracy": 28.719801496011318, "soft_acc": 25.000040503691682, "adapt_pct": 25.000052285755626, "stability": 99.99991253933622, "consistency": 100, "throughput": 5744.572010698762, "availability": 36.381083461403165, "score": 522.4852309300372, "zero_downtime": 9.095285601032668, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8496112, "heap_mib": 8.102523803710938, "mobile_score": 163835.36887191827, "mobile_throughput": 1801321.8722160482, "mobile_availability": 11407.993711610134, "mobile_accuracy": 7839.247150478172, "soft_acc_blocks": [ 24.99991607142857, 25.000076545454547, 25.00016332592593, 24.999982657342656, 25.00006546212121, 25.00020008955224, 25.000021007299267, 25.000111345588238, 24.999997465753424, 24.99998061589404, 24.999930954248367 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.06219515, "time_to_acc50_sec": 0, "acc_per_sec": 11.514956137254861, "mobile_acc_per_sec": 3610.7376335460986 }, "started": "2026-08-17T23:13:02.147769066+10:00", "ended": "2026-08-17T23:13:04.319513196+10:00" }, { "cell": { "id": "uint32|none|tween_chain|cnn|simd", "dtype": 11, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11752, "total_correct": 3145, "total_train": 327, "infer_ms": 903.517591, "train_ms": 1572.235539, "blocked_train": 1572235539, "duration": 2203730875, "avg_accuracy": 26.503993228829174, "soft_acc": 25.00028327384234, "adapt_pct": 25.00017483578261, "stability": 99.99983217476027, "consistency": 100, "throughput": 5332.774583920098, "availability": 36.49465611298652, "score": 486.5499494330757, "zero_downtime": 9.123767408061248, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 8705248, "heap_mib": 8.301971435546875, "mobile_score": 303681.30939091474, "mobile_throughput": 3328463.9536360716, "mobile_availability": 22778.2265049589, "mobile_accuracy": 15603.986329852682, "soft_acc_blocks": [ 25.000264583333333, 25.00054463057325, 25.00048125170068, 25.00057781081081, 25.00021301388889, 25.00000886554622, 25.000207657534247, 25.000150950413225, 25.000204943037975, 25.000240688405796, 25.000221617021275 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.245138319, "time_to_acc50_sec": 0, "acc_per_sec": 11.344526483453809, "mobile_acc_per_sec": 7080.713215425037 }, "started": "2026-08-17T23:13:05.686997341+10:00", "ended": "2026-08-17T23:13:07.891154622+10:00" }, { "cell": { "id": "uint16|none|tween_chain|cnn|simd", "dtype": 12, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11944, "total_correct": 2989, "total_train": 305, "infer_ms": 958.822301, "train_ms": 1566.576853, "blocked_train": 1566576853, "duration": 2034427988, "avg_accuracy": 24.929348102762315, "soft_acc": 25.0001188369057, "adapt_pct": 25.000190992963894, "stability": 99.99982462362884, "consistency": 100, "throughput": 5870.937713426699, "availability": 37.96715855714585, "score": 557.2597065201732, "zero_downtime": 9.491834758282874, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 8503760, "heap_mib": 8.109817504882812, "mobile_score": 689067.3986133221, "mobile_throughput": 7259580.641266644, "mobile_availability": 46947.46609813416, "mobile_accuracy": 30913.354492367016, "soft_acc_blocks": [ 25.000066874999998, 25.00009378832117, 24.99998490797546, 25.0000046056338, 24.999961562091503, 25.000001753333333, 24.999954972027975, 25.00029875862069, 25.00046238095238, 25.00035876510067 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.065623944, "time_to_acc50_sec": 0, "acc_per_sec": 12.288524825832123, "mobile_acc_per_sec": 15195.108735579888 }, "started": "2026-08-17T23:13:09.300206579+10:00", "ended": "2026-08-17T23:13:11.335362065+10:00" }, { "cell": { "id": "uint8|none|tween_chain|cnn|simd", "dtype": 13, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21064, "total_correct": 4971, "total_train": 458, "infer_ms": 896.903123, "train_ms": 1614.240488, "blocked_train": 1614240488, "duration": 2083755468, "avg_accuracy": 24.265272146329384, "soft_acc": 25.00014907658099, "adapt_pct": 25.0000021149456, "stability": 99.99982001826928, "consistency": 100, "throughput": 10108.671734029014, "availability": 35.71691874057457, "score": 902.6318996676475, "zero_downtime": 8.929282930704936, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 7464568, "heap_mib": 7.118766784667969, "mobile_score": 2190921.6361710723, "mobile_throughput": 24536367.065234277, "mobile_availability": 86694.22172527018, "mobile_accuracy": 60681.843328993025, "soft_acc_blocks": [ 25.00038412121212, 25.000361798479087, 25.000323841911765, 25.000329642335767, 25.000101864864867, 25.000067886206896, 25.000115258064515, 24.99992344274809, 24.999860207999998, 25.000022701986754 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.063588689, "time_to_acc50_sec": 0, "acc_per_sec": 11.997640539163777, "mobile_acc_per_sec": 29121.38408794953 }, "started": "2026-08-17T23:13:12.673355512+10:00", "ended": "2026-08-17T23:13:14.757640771+10:00" }, { "cell": { "id": "int4|none|tween_chain|cnn|simd", "dtype": 14, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25456, "total_correct": 6394, "total_train": 451, "infer_ms": 864.159267, "train_ms": 1602.065531, "blocked_train": 1602065531, "duration": 2207943224, "avg_accuracy": 24.92336964248194, "soft_acc": 24.999966221076697, "adapt_pct": 25.000051007944105, "stability": 99.999700394414, "consistency": 100, "throughput": 11529.281968529458, "availability": 35.03976067797206, "score": 1009.9568378033008, "zero_downtime": 8.759928333439131, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8514056, "heap_mib": 8.119636535644531, "mobile_score": 5091425.48632901, "mobile_throughput": 58121771.006888196, "mobile_availability": 176643.51967627514, "mobile_accuracy": 126030.59894342172, "soft_acc_blocks": [ 24.999717271604936, 24.99973999386503, 24.999847889688247, 24.999736493150685, 24.999705082066868, 24.999837290849673, 24.99984405198777, 25.00030402108434, 25.00040949068323, 25.000520625786162 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.886311552, "time_to_acc50_sec": 0, "acc_per_sec": 11.322739619991559, "mobile_acc_per_sec": 57080.543364289755 }, "started": "2026-08-17T23:13:16.169116374+10:00", "ended": "2026-08-17T23:13:18.377576368+10:00" }, { "cell": { "id": "uint4|none|tween_chain|cnn|simd", "dtype": 15, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10632, "total_correct": 2664, "total_train": 291, "infer_ms": 910.676763, "train_ms": 1604.382825, "blocked_train": 1604382825, "duration": 2134363993, "avg_accuracy": 25.29764264091518, "soft_acc": 25.00027548143192, "adapt_pct": 25.000227105901537, "stability": 99.99988137894829, "consistency": 100, "throughput": 4981.343404812583, "availability": 36.2089537498465, "score": 450.9280512298612, "zero_downtime": 9.0523381864059, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 7465152, "heap_mib": 7.11932373046875, "mobile_score": 2110858.626100013, "mobile_throughput": 23318380.0984141, "mobile_availability": 169499.28521071002, "mobile_accuracy": 117029.86099650874, "soft_acc_blocks": [ 25.00057109090909, 25.000262856115107, 25.000331125984253, 25.00025759602649, 25.00025805035971, 25.000322067567566, 25.00027426056338, 25.000111854014598, 25.00014186092715, 25.000224051851852 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.065258997, "time_to_acc50_sec": 0, "acc_per_sec": 11.713220220836025, "mobile_acc_per_sec": 54831.25717090784 }, "started": "2026-08-17T23:13:19.863674958+10:00", "ended": "2026-08-17T23:13:21.998781866+10:00" }, { "cell": { "id": "fp4|none|tween_chain|cnn|simd", "dtype": 16, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18456, "total_correct": 4539, "total_train": 368, "infer_ms": 834.416931, "train_ms": 1598.942459, "blocked_train": 1598942459, "duration": 2086231518, "avg_accuracy": 24.655116897090338, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 8846.573278546355, "availability": 34.290739560669664, "score": 758.3888507475316, "zero_downtime": 8.572684890167416, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 7466480, "heap_mib": 7.1205902099609375, "mobile_score": 3823213.2094300175, "mobile_throughput": 44597617.41406261, "mobile_availability": 172867.5313729267, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.065517434, "time_to_acc50_sec": 0, "acc_per_sec": 11.9833296469256, "mobile_acc_per_sec": 60410.73013391663 }, "started": "2026-08-17T23:13:23.221527497+10:00", "ended": "2026-08-17T23:13:25.308791356+10:00" }, { "cell": { "id": "int2|none|tween_chain|cnn|simd", "dtype": 17, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25536, "total_correct": 6190, "total_train": 451, "infer_ms": 851.736255, "train_ms": 1583.982143, "blocked_train": 1583982143, "duration": 2194457493, "avg_accuracy": 24.997023856860785, "soft_acc": 25.000274951559152, "adapt_pct": 25.000019934648943, "stability": 99.99945204075738, "consistency": 100, "throughput": 11636.589034627523, "availability": 34.96858486183673, "score": 1017.298816092004, "zero_downtime": 8.742242362128474, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 8591000, "heap_mib": 8.193016052246094, "mobile_score": 10256876.186370088, "mobile_throughput": 117325461.38051528, "mobile_availability": 352569.4119238972, "mobile_accuracy": 252064.31065005856, "soft_acc_blocks": [ 25.000891662650602, 25.000803218934912, 25.000915091463412, 25.00095998159509, 25.000001830128205, 25.00005937237237, 25.000288550632913, 24.999555462328768, 24.999560667673716, 24.999713677811553 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.072833405, "time_to_acc50_sec": 0, "acc_per_sec": 11.392462616070894, "mobile_acc_per_sec": 114864.06615489571 }, "started": "2026-08-17T23:13:26.61447865+10:00", "ended": "2026-08-17T23:13:28.809636089+10:00" }, { "cell": { "id": "uint2|none|tween_chain|cnn|simd", "dtype": 18, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10008, "total_correct": 2323, "total_train": 306, "infer_ms": 865.161456, "train_ms": 1654.275816, "blocked_train": 1654275816, "duration": 2103587577, "avg_accuracy": 23.457724038103876, "soft_acc": 24.999920926561877, "adapt_pct": 24.999892491422077, "stability": 99.99990142909556, "consistency": 100, "throughput": 4757.586567549881, "availability": 34.3394719771376, "score": 408.4312346913989, "zero_downtime": 8.584840840883274, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 8506096, "heap_mib": 8.112045288085938, "mobile_score": 3568926.5862314026, "mobile_throughput": 41572425.77212653, "mobile_availability": 300062.884732492, "mobile_accuracy": 218452.6423790879, "soft_acc_blocks": [ 24.999929899999998, 24.999958701492538, 25.000075568181817, 24.999967246153847, 24.999976317073173, 24.99995629133858, 24.999753516949152, 24.999969590163936, 24.999737772727272, 24.99988436153846 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.869502854, "time_to_acc50_sec": 0, "acc_per_sec": 11.884421261992403, "mobile_acc_per_sec": 103847.65757679121 }, "started": "2026-08-17T23:13:30.025113306+10:00", "ended": "2026-08-17T23:13:32.129431558+10:00" }, { "cell": { "id": "ternary|none|tween_chain|cnn|simd", "dtype": 19, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26080, "total_correct": 5830, "total_train": 448, "infer_ms": 855.570597, "train_ms": 1598.467337, "blocked_train": 1598467337, "duration": 2156484632, "avg_accuracy": 22.49417530015622, "soft_acc": 24.999845739278285, "adapt_pct": 25.00028923795413, "stability": 99.99914058631396, "consistency": 100, "throughput": 12093.756483584344, "availability": 34.86378858070252, "score": 1054.0789188163385, "zero_downtime": 8.715893364043747, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 8497416, "heap_mib": 8.103767395019531, "mobile_score": 10627710.157468855, "mobile_throughput": 121934834.60125901, "mobile_availability": 351512.80744998774, "mobile_accuracy": 252059.98313374488, "soft_acc_blocks": [ 24.999214647058825, 24.998740344537815, 24.998477735507247, 24.999003268072286, 25.00105572443182, 25.000615643750002, 25.000657279778395, 25.000105091690546, 25.000281490358127, 25.000306167597767 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.893455658, "time_to_acc50_sec": 0, "acc_per_sec": 11.592869881058482, "mobile_acc_per_sec": 116884.66469616133 }, "started": "2026-08-17T23:13:33.366869242+10:00", "ended": "2026-08-17T23:13:35.523910748+10:00" }, { "cell": { "id": "binary|none|tween_chain|cnn|simd", "dtype": 20, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24912, "total_correct": 6837, "total_train": 451, "infer_ms": 849.569352, "train_ms": 1627.001992, "blocked_train": 1627001992, "duration": 2150929599, "avg_accuracy": 27.76365306546881, "soft_acc": 25.002610681849486, "adapt_pct": 25.003318846732608, "stability": 99.9982115930723, "consistency": 100, "throughput": 11581.969029382444, "availability": 34.30425511698887, "score": 993.3807760672253, "zero_downtime": 8.576959354209158, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 8841648, "heap_mib": 8.432052612304688, "mobile_score": 20031446.935489748, "mobile_throughput": 233549514.55680242, "mobile_availability": 691742.6656452254, "mobile_accuracy": 504175.72112175013, "soft_acc_blocks": [ 25.000681170731706, 25.000945714285713, 25.001248006349208, 25.000808095930235, 25.005087296666666, 25.00530973, 25.005108273311897, 25.002500178362574, 25.001766687150837, 25.00265166570605 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.065839256, "time_to_acc50_sec": 0, "acc_per_sec": 11.624095318356112, "mobile_acc_per_sec": 234398.98793347267 }, "started": "2026-08-17T23:13:36.727470137+10:00", "ended": "2026-08-17T23:13:38.878895985+10:00" }, { "cell": { "id": "int|none|tween_chain|cnn|simd", "dtype": 21, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8648, "total_correct": 2427, "total_train": 286, "infer_ms": 855.022935, "train_ms": 1660.864303, "blocked_train": 1660864303, "duration": 2153060015, "avg_accuracy": 28.792106074974043, "soft_acc": 24.99968786253296, "adapt_pct": 24.99963244012445, "stability": 99.99967522607042, "consistency": 100, "throughput": 4016.608891415412, "availability": 33.98494662581535, "score": 341.2563361700866, "zero_downtime": 8.496130576702264, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8543160, "heap_mib": 8.147392272949219, "mobile_score": 107521.99638097499, "mobile_throughput": 1265540.7707105791, "mobile_availability": 10707.872413795358, "mobile_accuracy": 7876.824729610385, "soft_acc_blocks": [ 24.99974379310345, 24.999872027777776, 24.999835723577235, 24.999913635514016, 24.99915118421053, 24.99923295121951, 24.99925567924528, 25.000124812499998, 24.999910636363637, 24.99983818181818 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.066153839, "time_to_acc50_sec": 0, "acc_per_sec": 11.611235956436152, "mobile_acc_per_sec": 3658.432498274037 }, "started": "2026-08-17T23:13:40.280733042+10:00", "ended": "2026-08-17T23:13:42.434301597+10:00" }, { "cell": { "id": "uint|none|tween_chain|cnn|simd", "dtype": 22, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9072, "total_correct": 2469, "total_train": 290, "infer_ms": 853.920974, "train_ms": 1665.289811, "blocked_train": 1665289811, "duration": 2177623706, "avg_accuracy": 27.465739934353827, "soft_acc": 25.000034009919162, "adapt_pct": 25.00000541415012, "stability": 99.99988710026693, "consistency": 100, "throughput": 4166.009019374626, "availability": 33.89636862006368, "score": 353.0319237509151, "zero_downtime": 8.474103683143488, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 7749376, "heap_mib": 7.390380859375, "mobile_score": 110700.00074133958, "mobile_throughput": 1306332.8569078255, "mobile_availability": 10628.86322432772, "mobile_accuracy": 7839.245114229962, "soft_acc_blocks": [ 24.999988096774196, 25.000142175438597, 25.000171927927926, 25.00011906451613, 24.999908616, 25.000003418803416, 24.999783233644862, 25.000108650793653, 25.000033157480313, 25.0000817578125 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.067333107, "time_to_acc50_sec": 0, "acc_per_sec": 11.48041966159564, "mobile_acc_per_sec": 3599.908052355655 }, "started": "2026-08-17T23:13:43.703264+10:00", "ended": "2026-08-17T23:13:45.881413538+10:00" }, { "cell": { "id": "uintptr|none|tween_chain|cnn|simd", "dtype": 23, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9400, "total_correct": 2473, "total_train": 283, "infer_ms": 894.12641, "train_ms": 1651.943144, "blocked_train": 1651943144, "duration": 2204402861, "avg_accuracy": 25.619994001524997, "soft_acc": 24.999888577610886, "adapt_pct": 24.99999172485573, "stability": 99.99960658854073, "consistency": 100, "throughput": 4264.193340656348, "availability": 35.11790982282018, "score": 374.3722244652566, "zero_downtime": 8.779438326490913, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8526496, "heap_mib": 8.131500244140625, "mobile_score": 117391.66556246438, "mobile_throughput": 1337120.4534605474, "mobile_availability": 11011.901139465757, "mobile_accuracy": 7839.199511111517, "soft_acc_blocks": [ 24.999500060606064, 24.99963979338843, 24.99953771830986, 24.99966548031496, 24.999797691666668, 24.999602595041324, 24.999725595041323, 25.000549897637796, 25.000517847328243, 25.000349096774194 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 1.555771616, "time_to_acc50_sec": 0, "acc_per_sec": 11.34088919040415, "mobile_acc_per_sec": 3556.1555692934276 }, "started": "2026-08-17T23:13:47.138206756+10:00", "ended": "2026-08-17T23:13:49.343193262+10:00" }, { "cell": { "id": "complex64|none|tween_chain|cnn|simd", "dtype": 24, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9368, "total_correct": 2372, "total_train": 298, "infer_ms": 860.494231, "train_ms": 1689.746324, "blocked_train": 1689746324, "duration": 2198295746, "avg_accuracy": 24.55467112487066, "soft_acc": 24.999929384540884, "adapt_pct": 24.999991255463524, "stability": 99.9996610077673, "consistency": 100, "throughput": 4261.483022494099, "availability": 33.74168877178726, "score": 359.47306925102686, "zero_downtime": 8.435398366098376, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8526064, "heap_mib": 8.131088256835938, "mobile_score": 113261.66858863123, "mobile_throughput": 1342694.958471987, "mobile_availability": 10631.227477633893, "mobile_accuracy": 7876.900827621497, "soft_acc_blocks": [ 24.999751972222224, 24.99964723076923, 24.99978568141593, 24.999600336065576, 24.99967902142857, 24.99970012403101, 24.999821082706767, 25.000513177966102, 25.000359577777775, 25.00043564102564 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.913685459, "time_to_acc50_sec": 0, "acc_per_sec": 11.372414030291667, "mobile_acc_per_sec": 3583.1852206211283 }, "started": "2026-08-17T23:13:50.660379192+10:00", "ended": "2026-08-17T23:13:52.859378426+10:00" }, { "cell": { "id": "complex128|none|tween_chain|cnn|simd", "dtype": 25, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9304, "total_correct": 2595, "total_train": 290, "infer_ms": 892.029846, "train_ms": 1666.912317, "blocked_train": 1666912317, "duration": 2200042987, "avg_accuracy": 27.625287144564954, "soft_acc": 25.000248971449025, "adapt_pct": 25.000474422100943, "stability": 99.99951311718473, "consistency": 100, "throughput": 4229.008276191469, "availability": 34.859320343302336, "score": 368.554555931509, "zero_downtime": 8.714916875580563, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 8522120, "heap_mib": 8.127326965332031, "mobile_score": 58061.51773444081, "mobile_throughput": 666231.4576646253, "mobile_availability": 5491.683697160245, "mobile_accuracy": 3938.500761040585, "soft_acc_blocks": [ 24.999818216216216, 24.999967137096775, 24.99979492436975, 25.000149413793103, 25.000975391304348, 25.001068108333335, 25.00088594, 24.999938748031497, 24.999895045871558, 24.999996789473684 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.062259476, "time_to_acc50_sec": 0, "acc_per_sec": 11.363527494314832, "mobile_acc_per_sec": 1790.1926391043673 }, "started": "2026-08-17T23:13:54.290675054+10:00", "ended": "2026-08-17T23:13:56.491203352+10:00" }, { "cell": { "id": "nf4|none|tween_chain|cnn|simd", "dtype": 26, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7688, "total_correct": 2062, "total_train": 267, "infer_ms": 809.478028, "train_ms": 1755.290337, "blocked_train": 1755290337, "duration": 2221366894, "avg_accuracy": 26.59316403748909, "soft_acc": 24.999844409811967, "adapt_pct": 24.999741465607613, "stability": 99.99980139623905, "consistency": 100, "throughput": 3460.9321048069964, "availability": 31.561447772302046, "score": 273.078370130198, "zero_downtime": 7.890312836559576, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8735328, "heap_mib": 8.330657958984375, "mobile_score": 1376651.0819117427, "mobile_throughput": 17447357.41697164, "mobile_availability": 159108.54163119898, "mobile_accuracy": 126029.98486472594, "soft_acc_blocks": [ 24.99990808695652, 25.00016004854369, 25.000028771739128, 24.999959086206896, 24.999674951923076, 24.999490663265306, 24.99958453398058, 24.999820891089108, 24.99982653398058, 24.999990530434783 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.066251131, "time_to_acc50_sec": 0, "acc_per_sec": 11.2542617238681, "mobile_acc_per_sec": 56735.33048733998 }, "started": "2026-08-17T23:13:57.831111729+10:00", "ended": "2026-08-17T23:14:00.053324976+10:00" }, { "cell": { "id": "fp6|none|tween_chain|cnn|simd", "dtype": 27, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3304, "total_correct": 802, "total_train": 187, "infer_ms": 645.646834, "train_ms": 1860.586527, "blocked_train": 1860586527, "duration": 2228925891, "avg_accuracy": 24.01864229923823, "soft_acc": 25.000356818698037, "adapt_pct": 25.000460072583405, "stability": 99.99981360651891, "consistency": 100, "throughput": 1482.328332826567, "availability": 25.7616407173825, "score": 95.4693874297396, "zero_downtime": 6.440502101696626, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 8529848, "heap_mib": 8.134696960449219, "mobile_score": 320855.47562027763, "mobile_throughput": 4981839.467698559, "mobile_availability": 86580.25056689126, "mobile_accuracy": 84021.71202411254, "soft_acc_blocks": [ 24.99998975, 25.00028062222222, 25.00017640909091, 25.000183238095236, 25.000474933333333, 25.000574906976745, 25.000559175, 25.000465904761903, 25.00033506, 25.0005281875 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.273056643, "time_to_acc50_sec": 0, "acc_per_sec": 11.216324831455799, "mobile_acc_per_sec": 37696.05457201473 }, "started": "2026-08-17T23:14:01.240852498+10:00", "ended": "2026-08-17T23:14:03.470441928+10:00" }, { "cell": { "id": "int6|none|tween_chain|cnn|simd", "dtype": 28, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3376, "total_correct": 731, "total_train": 188, "infer_ms": 648.726719, "train_ms": 1858.769294, "blocked_train": 1858769294, "duration": 2171754532, "avg_accuracy": 21.58375347212494, "soft_acc": 24.9999903317616, "adapt_pct": 24.999953252188227, "stability": 99.99991111705154, "consistency": 100, "throughput": 1554.5034902683008, "availability": 25.871495533261292, "score": 100.54328637921506, "zero_downtime": 6.467871381997457, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11888432, "heap_mib": 11.337692260742188, "mobile_score": 337907.93928965327, "mobile_throughput": 5224407.217344788, "mobile_availability": 86949.45288552882, "mobile_accuracy": 84020.4803272989, "soft_acc_blocks": [ 25.000051923076924, 24.99999324489796, 25.00006931818182, 25.00009871111111, 24.999942976744187, 24.999979068181815, 24.999837186046513, 25.000109585365852, 24.99995794230769, 24.99986336170213 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 2.002111738, "time_to_acc50_sec": 0, "acc_per_sec": 11.511425422807223, "mobile_acc_per_sec": 38687.83469277406 }, "started": "2026-08-17T23:14:04.955885875+10:00", "ended": "2026-08-17T23:14:07.128248478+10:00" }, { "cell": { "id": "uint6|none|tween_chain|cnn|simd", "dtype": 29, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3544, "total_correct": 979, "total_train": 195, "infer_ms": 644.493504, "train_ms": 1853.730604, "blocked_train": 1853730604, "duration": 2159965504, "avg_accuracy": 27.976251167501346, "soft_acc": 25.00034848776904, "adapt_pct": 25.000400403974325, "stability": 99.99980491685962, "consistency": 100, "throughput": 1640.7669443965342, "availability": 25.798065991603984, "score": 105.82300987138326, "zero_downtime": 6.449606401005625, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 8680968, "heap_mib": 8.278816223144531, "mobile_score": 338303.25731370604, "mobile_throughput": 5245331.827705915, "mobile_availability": 82473.2708695492, "mobile_accuracy": 79923.06529241131, "soft_acc_blocks": [ 25.000225909090908, 25.000342239130433, 25.00032569767442, 25.00039593023256, 25.000501659574468, 25.00069669387755, 25.0006122, 25.000157739130437, 25.00014144897959, 25.00008536 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.062810933, "time_to_acc50_sec": 0, "acc_per_sec": 11.574420258782538, "mobile_acc_per_sec": 37002.01005266207 }, "started": "2026-08-17T23:14:08.607164529+10:00", "ended": "2026-08-17T23:14:10.767771125+10:00" }, { "cell": { "id": "int5|none|tween_chain|cnn|simd", "dtype": 30, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4376, "total_correct": 1072, "total_train": 203, "infer_ms": 731.895307, "train_ms": 1814.837959, "blocked_train": 1814837959, "duration": 2168910486, "avg_accuracy": 24.15209336240384, "soft_acc": 25.000281743452053, "adapt_pct": 25.000224370707006, "stability": 99.99965868734922, "consistency": 100, "throughput": 2017.602860167093, "availability": 28.738592956361845, "score": 144.9593019997893, "zero_downtime": 7.184729208194328, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 7483592, "heap_mib": 7.136909484863281, "mobile_score": 584618.6348220425, "mobile_throughput": 8136961.295009883, "mobile_availability": 115902.303260808, "mobile_accuracy": 100825.751651623, "soft_acc_blocks": [ 25.000210071428572, 25.00011673076923, 25.000564066666666, 24.999994153846156, 25.000140066666667, 24.999825907407406, 24.9998684, 25.00077503773585, 25.000520641791045, 25.000802358208954 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.49765961, "time_to_acc50_sec": 0, "acc_per_sec": 11.526654467680991, "mobile_acc_per_sec": 46486.82013501178 }, "started": "2026-08-17T23:14:12.227732175+10:00", "ended": "2026-08-17T23:14:14.397238858+10:00" }, { "cell": { "id": "uint5|none|tween_chain|cnn|simd", "dtype": 31, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3680, "total_correct": 804, "total_train": 209, "infer_ms": 637.841446, "train_ms": 1872.190887, "blocked_train": 1872190887, "duration": 2065899817, "avg_accuracy": 21.229713415047613, "soft_acc": 24.999744862838476, "adapt_pct": 24.99999243188086, "stability": 99.99961788381636, "consistency": 100, "throughput": 1781.3061261334144, "availability": 25.41168245580524, "score": 113.16380918119839, "zero_downtime": 6.352855779305997, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 8532224, "heap_mib": 8.136962890625, "mobile_score": 429930.6317970445, "mobile_throughput": 6767517.5815814175, "mobile_availability": 96543.76935789289, "mobile_accuracy": 94978.7408307816, "soft_acc_blocks": [ 24.99943746153846, 24.999247884615386, 24.999264396226415, 24.999559294117645, 25.000208660377357, 25.000282529411763, 25.000193, 24.999722780000003, 24.99978775925926 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.10114094455069, "mobile_acc_per_sec": 45974.51437345357 }, "started": "2026-08-17T23:14:15.738155685+10:00", "ended": "2026-08-17T23:14:17.804880135+10:00" }, { "cell": { "id": "int3|none|tween_chain|cnn|simd", "dtype": 32, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5560, "total_correct": 1730, "total_train": 246, "infer_ms": 731.124884, "train_ms": 1783.555024, "blocked_train": 1783555024, "duration": 2233694653, "avg_accuracy": 30.900474508084454, "soft_acc": 25.00032612407855, "adapt_pct": 25.000375868579994, "stability": 99.99971387992916, "consistency": 100, "throughput": 2489.149531934703, "availability": 29.07427230297018, "score": 180.9278884025481, "zero_downtime": 7.268662893945188, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 7485696, "heap_mib": 7.138916015625, "mobile_score": 1216132.3173691684, "mobile_throughput": 16731169.612807456, "mobile_availability": 195426.82150230295, "mobile_accuracy": 168043.21773001147, "soft_acc_blocks": [ 25.000459555555555, 24.999897680555556, 25.000148791666664, 25.000276084507043, 25.000830128205127, 25.000798352941178, 25.000251735632183, 25.000120906976743, 25.00038644736842, 25.00009155737705 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.063736035, "time_to_acc50_sec": 0, "acc_per_sec": 11.192365120497314, "mobile_acc_per_sec": 75231.0605678884 }, "started": "2026-08-17T23:14:19.364570936+10:00", "ended": "2026-08-17T23:14:21.598931733+10:00" }, { "cell": { "id": "uint3|none|tween_chain|cnn|simd", "dtype": 33, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5704, "total_correct": 1884, "total_train": 240, "infer_ms": 737.048375, "train_ms": 1798.958217, "blocked_train": 1798958217, "duration": 2218114333, "avg_accuracy": 33.125921224384356, "soft_acc": 25.000328881792875, "adapt_pct": 25.000270578250472, "stability": 99.9998549391245, "consistency": 100, "throughput": 2571.5536458778206, "availability": 29.06334618076576, "score": 186.8473425766188, "zero_downtime": 7.265932129245429, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 8744064, "heap_mib": 8.3389892578125, "mobile_score": 1139090.9249396548, "mobile_throughput": 15677147.882441754, "mobile_availability": 177180.9725862944, "mobile_accuracy": 152411.30731136538, "soft_acc_blocks": [ 25.000596736842105, 25.000388333333333, 25.0004097, 25.000334074626867, 25.00013133802817, 25.000257329411767, 25.000506477272726, 25.00017185897436, 25.000160842857145, 25.00033212658228 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.065741499, "time_to_acc50_sec": 0, "acc_per_sec": 11.270982974074165, "mobile_acc_per_sec": 68712.106064086 }, "started": "2026-08-17T23:14:23.064343977+10:00", "ended": "2026-08-17T23:14:25.282999193+10:00" }, { "cell": { "id": "float64|none|tween_chain|bicameral|simd", "dtype": 0, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9680, "total_correct": 2267, "total_train": 307, "infer_ms": 879.381871, "train_ms": 1657.424888, "blocked_train": 1657424888, "duration": 2153233877, "avg_accuracy": 22.497877810294227, "soft_acc": 24.999995811117515, "adapt_pct": 25.00000635268419, "stability": 99.99998368781283, "consistency": 100, "throughput": 4495.563674433123, "availability": 34.66491359186733, "score": 389.595750523561, "zero_downtime": 8.666226945894339, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7704408, "heap_mib": 7.347496032714844, "mobile_score": 83988.64179707925, "mobile_throughput": 969148.8847620038, "mobile_availability": 7473.025582752031, "mobile_accuracy": 5389.472781175649, "soft_acc_blocks": [ 24.99997018181818, 24.99998030075188, 24.9999756971831, 24.999992758169935, 25.000013881578948, 25.0000191459854, 25.00000834848485, 25.000001863636363, 25.00000012244898 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.989717108, "time_to_acc50_sec": 0, "acc_per_sec": 11.610441428661172, "mobile_acc_per_sec": 2502.9667416734824 }, "started": "2026-08-17T23:14:26.624966391+10:00", "ended": "2026-08-17T23:14:28.779020631+10:00" }, { "cell": { "id": "float32|none|tween_chain|bicameral|simd", "dtype": 1, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17224, "total_correct": 4482, "total_train": 374, "infer_ms": 901.740398, "train_ms": 1563.980652, "blocked_train": 1563980652, "duration": 2054575801, "avg_accuracy": 28.384333990592037, "soft_acc": 25.00000365728007, "adapt_pct": 24.999995976040243, "stability": 99.99998562514648, "consistency": 100, "throughput": 8383.2390080798, "availability": 36.571062975676014, "score": 766.4600163879164, "zero_downtime": 9.142767081425202, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 7690976, "heap_mib": 7.334686279296875, "mobile_score": 330465.28706577956, "mobile_throughput": 3614499.681799459, "mobile_availability": 15767.902520880942, "mobile_accuracy": 10778.948945286229, "soft_acc_blocks": [ 25.000018574074076, 25.00002139330544, 25.00001987654321, 25.000013646551725, 24.99999921923077, 24.999995160869563, 24.99999876068376, 24.99998209433962, 24.99998418992248 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.068781752, "time_to_acc50_sec": 0, "acc_per_sec": 12.167963647343704, "mobile_acc_per_sec": 5246.313589423138 }, "started": "2026-08-17T23:14:30.153176187+10:00", "ended": "2026-08-17T23:14:32.208466361+10:00" }, { "cell": { "id": "float16|none|tween_chain|bicameral|simd", "dtype": 2, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7560, "total_correct": 2033, "total_train": 262, "infer_ms": 798.809013, "train_ms": 1742.733671, "blocked_train": 1742733671, "duration": 2064494686, "avg_accuracy": 26.816214487874912, "soft_acc": 25.000002277344624, "adapt_pct": 25.000001563096706, "stability": 99.99999682947758, "consistency": 100, "throughput": 3661.913034345296, "availability": 31.430084492730085, "score": 287.7356163971796, "zero_downtime": 7.857521838953861, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8790376, "heap_mib": 8.383155822753906, "mobile_score": 248118.9652132311, "mobile_throughput": 3157725.4291954385, "mobile_availability": 27102.658122573142, "mobile_accuracy": 21557.896700632333, "soft_acc_blocks": [ 24.99999732142857, 25.000005444444444, 25.00000835164835, 25.000002333333335, 24.999998927272728, 25.000003323232324, 25.000000056179775, 25.000001444444443, 25.000003294117647 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false ], "time_to_acc25_sec": 0.068952376, "time_to_acc50_sec": 0, "acc_per_sec": 12.109501878051635, "mobile_acc_per_sec": 10442.214672105158 }, "started": "2026-08-17T23:14:33.603020253+10:00", "ended": "2026-08-17T23:14:35.668264832+10:00" }, { "cell": { "id": "bfloat16|none|tween_chain|bicameral|simd", "dtype": 3, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9432, "total_correct": 2284, "total_train": 289, "infer_ms": 788.097557, "train_ms": 1643.169195, "blocked_train": 1643169195, "duration": 2145479952, "avg_accuracy": 24.18102315602782, "soft_acc": 24.99999729301372, "adapt_pct": 25.00000004123796, "stability": 99.99999514016602, "consistency": 100, "throughput": 4396.21912626476, "availability": 32.41510033202643, "score": 356.2596715730085, "zero_downtime": 8.103774205534288, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8574808, "heap_mib": 8.177574157714844, "mobile_score": 307208.3399501143, "mobile_throughput": 3790929.1665643067, "mobile_availability": 27952.052833680053, "mobile_accuracy": 21557.892402565096, "soft_acc_blocks": [ 24.999986, 24.999993503496505, 24.999995, 25.00000197826087, 25.00000128148148, 25.00000194488189, 24.999999155038758, 24.9999985472973, 24.999998226666666 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.76744617, "time_to_acc50_sec": 0, "acc_per_sec": 11.652403122997683, "mobile_acc_per_sec": 10048.05119827337 }, "started": "2026-08-17T23:14:37.057412282+10:00", "ended": "2026-08-17T23:14:39.205294676+10:00" }, { "cell": { "id": "fp8e4m3|none|tween_chain|bicameral|simd", "dtype": 4, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7760, "total_correct": 1755, "total_train": 275, "infer_ms": 780.853056, "train_ms": 1797.300579, "blocked_train": 1797300579, "duration": 2057515806, "avg_accuracy": 22.992157720950516, "soft_acc": 24.999999134189764, "adapt_pct": 24.99999110447382, "stability": 99.9999893947045, "consistency": 100, "throughput": 3771.538462728096, "availability": 30.28729728901513, "score": 285.5742567538775, "zero_downtime": 7.571824060023261, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11931152, "heap_mib": 11.378433227539062, "mobile_score": 492510.3813321609, "mobile_throughput": 6504514.334035487, "mobile_availability": 52234.42934560251, "mobile_accuracy": 43115.787980480534, "soft_acc_blocks": [ 25.000010653846154, 25.000007880733946, 25.000011759259262, 25.000011490909092, 24.999990200000003, 24.999988347457627, 24.999983905263157, 24.999996203883494, 24.99999176635514 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.062472341, "time_to_acc50_sec": 0, "acc_per_sec": 12.150574523552294, "mobile_acc_per_sec": 20955.26452567166 }, "started": "2026-08-17T23:14:40.591344169+10:00", "ended": "2026-08-17T23:14:42.649480389+10:00" }, { "cell": { "id": "fp8e5m2|none|tween_chain|bicameral|simd", "dtype": 5, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7696, "total_correct": 1969, "total_train": 268, "infer_ms": 776.481926, "train_ms": 1760.638537, "blocked_train": 1760638537, "duration": 2151201352, "avg_accuracy": 25.627468182627037, "soft_acc": 24.99999837826768, "adapt_pct": 24.999999847600012, "stability": 99.99998951512094, "consistency": 100, "throughput": 3577.5358698268424, "availability": 30.604850551000425, "score": 273.72485883589536, "zero_downtime": 7.651212141421354, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7522288, "heap_mib": 7.1738128662109375, "mobile_score": 472074.53549129574, "mobile_throughput": 6169931.335920314, "mobile_availability": 52782.0917292201, "mobile_accuracy": 43115.78667679344, "soft_acc_blocks": [ 24.999990444444443, 24.9999971981982, 24.99999683898305, 24.999991844827584, 24.999986309090907, 24.999991435185187, 24.999998010416665, 25.000019613861387, 25.00001370940171 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.068501336, "time_to_acc50_sec": 0, "acc_per_sec": 11.62141254468107, "mobile_acc_per_sec": 20042.65506653207 }, "started": "2026-08-17T23:14:44.060346279+10:00", "ended": "2026-08-17T23:14:46.213057211+10:00" }, { "cell": { "id": "int64|none|tween_chain|bicameral|simd", "dtype": 6, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1526, "total_train": 237, "infer_ms": 773.218523, "train_ms": 1800.617345, "blocked_train": 1800617345, "duration": 2189472822, "avg_accuracy": 26.846728107523717, "soft_acc": 25.00000189998146, "adapt_pct": 25.000007347235982, "stability": 99.99998652259421, "consistency": 100, "throughput": 2579.6164004633624, "availability": 30.041485263814806, "score": 193.73878492604058, "zero_downtime": 7.510371886736351, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8981632, "heap_mib": 8.5655517578125, "mobile_score": 41766.00331879275, "mobile_throughput": 556110.988226207, "mobile_availability": 6476.3117705571285, "mobile_accuracy": 5389.47409380653, "soft_acc_blocks": [ 24.99999538095238, 24.999985185185185, 24.99999607894737, 25.000003393258424, 25.00001864473684, 25.000026499999997, 25.000010975903617, 24.999985593023254, 24.99999534782609 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.508928446, "time_to_acc50_sec": 0, "acc_per_sec": 11.418274595043801, "mobile_acc_per_sec": 2461.5396179631266 }, "started": "2026-08-17T23:14:47.629757881+10:00", "ended": "2026-08-17T23:14:49.820179919+10:00" }, { "cell": { "id": "int32|none|tween_chain|bicameral|simd", "dtype": 7, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6008, "total_correct": 1288, "total_train": 245, "infer_ms": 779.20173, "train_ms": 1818.011272, "blocked_train": 1818011272, "duration": 2150253655, "avg_accuracy": 21.7883703886652, "soft_acc": 24.999990830963227, "adapt_pct": 24.999990529711443, "stability": 99.99999708426705, "consistency": 100, "throughput": 2794.0889606347396, "availability": 30.001456538218886, "score": 209.566769429956, "zero_downtime": 7.500361383710139, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10837512, "heap_mib": 10.335456848144531, "mobile_score": 90356.36711422102, "mobile_throughput": 1204693.5139747255, "mobile_availability": 12935.364840057322, "mobile_accuracy": 10778.943415118461, "soft_acc_blocks": [ 24.999993857142858, 24.9999926626506, 24.999991048192772, 24.9999862, 24.99999194117647, 24.999991139240507, 24.999993797297297, 24.999991635294116, 24.99998519767442 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.274317324, "time_to_acc50_sec": 0, "acc_per_sec": 11.626531024760995, "mobile_acc_per_sec": 5012.8706397285305 }, "started": "2026-08-17T23:14:51.394661129+10:00", "ended": "2026-08-17T23:14:53.545313273+10:00" }, { "cell": { "id": "int16|none|tween_chain|bicameral|simd", "dtype": 8, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1544, "total_train": 231, "infer_ms": 756.853972, "train_ms": 1806.899002, "blocked_train": 1806899002, "duration": 2013465205, "avg_accuracy": 26.51022054272778, "soft_acc": 25.000004739077255, "adapt_pct": 25.00000899699138, "stability": 99.99999228899887, "consistency": 100, "throughput": 2741.5422855544202, "availability": 29.521329850244772, "score": 202.33497363085053, "zero_downtime": 7.380333861599821, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8529832, "heap_mib": 8.134681701660156, "mobile_score": 174476.64252462395, "mobile_throughput": 2364075.2003433486, "mobile_availability": 25456.70885612686, "mobile_accuracy": 21557.89882342325, "soft_acc_blocks": [ 24.999994523809523, 25.000005271604937, 24.999997361445782, 24.999999955555555, 25.00000426829268, 25.000003719512197, 25.000013226190475, 25.000019586206893 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.291317751, "time_to_acc50_sec": 0, "acc_per_sec": 12.416407632471232, "mobile_acc_per_sec": 10706.86435002151 }, "started": "2026-08-17T23:14:54.951076997+10:00", "ended": "2026-08-17T23:14:56.965335168+10:00" }, { "cell": { "id": "int8|none|tween_chain|bicameral|simd", "dtype": 9, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15040, "total_correct": 3679, "total_train": 326, "infer_ms": 913.811394, "train_ms": 1568.333475, "blocked_train": 1568333475, "duration": 2189503929, "avg_accuracy": 23.91599385310554, "soft_acc": 25.000001628080994, "adapt_pct": 25.00001126402893, "stability": 99.99998455818333, "consistency": 100, "throughput": 6869.135880870119, "availability": 36.81539322755783, "score": 632.2248876419309, "zero_downtime": 9.203848906273876, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7490632, "heap_mib": 7.143623352050781, "mobile_score": 1090355.0062237259, "mobile_throughput": 11846728.660229055, "mobile_availability": 63492.98975161131, "mobile_accuracy": 43115.7922815241, "soft_acc_blocks": [ 24.99997991489362, 24.999982272727273, 24.99998734579439, 24.999991468085106, 25.000011739726027, 25.000007455, 25.000013728888888, 25.000018355932205, 25.000022371681414 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.999096269, "time_to_acc50_sec": 0, "acc_per_sec": 11.41811224769033, "mobile_acc_per_sec": 19692.03695433246 }, "started": "2026-08-17T23:14:58.474905194+10:00", "ended": "2026-08-17T23:15:00.665180111+10:00" }, { "cell": { "id": "uint64|none|tween_chain|bicameral|simd", "dtype": 10, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1466, "total_train": 240, "infer_ms": 740.426712, "train_ms": 1816.675761, "blocked_train": 1816675761, "duration": 2238996308, "avg_accuracy": 26.048368553105544, "soft_acc": 25.000004408404276, "adapt_pct": 25.000003563951456, "stability": 99.99999612195376, "consistency": 100, "throughput": 2518.9858419364577, "availability": 28.955691835506663, "score": 182.34747659724107, "zero_downtime": 7.238924235360623, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8544680, "heap_mib": 8.148841857910156, "mobile_score": 39085.27956263872, "mobile_throughput": 539932.1541689213, "mobile_availability": 6206.509305418691, "mobile_accuracy": 5358.627273619567, "soft_acc_blocks": [ 25.00000190909091, 25.00000810588235, 25.00000540449438, 25.00000946341463, 25.000006651685393, 25.000008344444446, 25.000000691489365, 24.99999763013699, 25.000001474999998 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.063750307, "time_to_acc50_sec": 0, "acc_per_sec": 11.165719353389964, "mobile_acc_per_sec": 2393.3167082379873 }, "started": "2026-08-17T23:15:01.963605571+10:00", "ended": "2026-08-17T23:15:04.203401512+10:00" }, { "cell": { "id": "uint32|none|tween_chain|bicameral|simd", "dtype": 11, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5808, "total_correct": 1378, "total_train": 235, "infer_ms": 786.377283, "train_ms": 1809.630941, "blocked_train": 1809630941, "duration": 2053264386, "avg_accuracy": 22.804699892720027, "soft_acc": 24.999992990148208, "adapt_pct": 24.99999580890324, "stability": 99.99999608601306, "consistency": 100, "throughput": 2828.666410230134, "availability": 30.29178704943887, "score": 214.21334126731193, "zero_downtime": 7.57294463895034, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 11896512, "heap_mib": 11.34539794921875, "mobile_score": 91308.52379378572, "mobile_throughput": 1205720.2072249888, "mobile_availability": 12911.886543557892, "mobile_accuracy": 10656.25717464945, "soft_acc_blocks": [ 24.99999095, 24.99998715116279, 24.999987611764706, 24.999993336633665, 24.999996554347828, 24.99999838461538, 24.99999664516129, 24.9999932875 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.80816712, "time_to_acc50_sec": 0, "acc_per_sec": 12.175730101105552, "mobile_acc_per_sec": 5189.909905080022 }, "started": "2026-08-17T23:15:05.601351618+10:00", "ended": "2026-08-17T23:15:07.655335899+10:00" }, { "cell": { "id": "uint16|none|tween_chain|bicameral|simd", "dtype": 12, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6088, "total_correct": 1581, "total_train": 236, "infer_ms": 787.795402, "train_ms": 1781.607628, "blocked_train": 1781607628, "duration": 2043248113, "avg_accuracy": 26.435506656135146, "soft_acc": 24.999988284354757, "adapt_pct": 24.999975657407436, "stability": 99.9999751377471, "consistency": 100, "throughput": 2979.569618229717, "availability": 30.660639564980976, "score": 228.3886682793985, "zero_downtime": 7.665156299153483, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 7492416, "heap_mib": 7.14532470703125, "mobile_score": 192510.35066699242, "mobile_throughput": 2511499.3504862087, "mobile_availability": 25844.060122579976, "mobile_accuracy": 21072.658935092906, "soft_acc_blocks": [ 25.000013142857142, 25.000015843750003, 25.000014404761902, 24.99998120754717, 24.999962569999997, 24.999941784946234, 24.99999106097561, 24.99998626 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.064256816, "time_to_acc50_sec": 0, "acc_per_sec": 12.235414840368314, "mobile_acc_per_sec": 10313.313787503252 }, "started": "2026-08-17T23:15:09.100570107+10:00", "ended": "2026-08-17T23:15:11.144609052+10:00" }, { "cell": { "id": "uint8|none|tween_chain|bicameral|simd", "dtype": 13, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10864, "total_correct": 2464, "total_train": 309, "infer_ms": 843.507558, "train_ms": 1631.339267, "blocked_train": 1631339267, "duration": 2070539715, "avg_accuracy": 21.955086866866647, "soft_acc": 24.999994560318015, "adapt_pct": 24.999998380596438, "stability": 99.99999132646002, "consistency": 100, "throughput": 5246.94113389658, "availability": 34.08322282733599, "score": 447.0815622919983, "zero_downtime": 8.520803852815064, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 10661864, "heap_mib": 10.167945861816406, "mobile_score": 737105.3400344251, "mobile_throughput": 8650654.947196133, "mobile_availability": 56193.15952735324, "mobile_accuracy": 41217.60109446545, "soft_acc_blocks": [ 24.999993027777776, 24.99999256818182, 24.999989934131737, 24.999988559523807, 24.999985208588956, 24.99998906878307, 25.000009331125828, 25.000008784431138 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.5542789369999999, "time_to_acc50_sec": 0, "acc_per_sec": 12.074143943825785, "mobile_acc_per_sec": 19906.69427679413 }, "started": "2026-08-17T23:15:12.799623722+10:00", "ended": "2026-08-17T23:15:14.870881821+10:00" }, { "cell": { "id": "int4|none|tween_chain|bicameral|simd", "dtype": 14, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12504, "total_correct": 3294, "total_train": 297, "infer_ms": 826.896647, "train_ms": 1662.529188, "blocked_train": 1662529188, "duration": 2039541203, "avg_accuracy": 26.12419632162394, "soft_acc": 25.0000081651688, "adapt_pct": 25.000008355525313, "stability": 99.999997869498, "consistency": 100, "throughput": 6130.790582513178, "availability": 33.21635998848707, "score": 509.10653378453736, "zero_downtime": 8.30409270929363, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 7490968, "heap_mib": 7.143943786621094, "mobile_score": 1756042.4104264968, "mobile_throughput": 21146710.08503072, "mobile_availability": 114571.9667476573, "mobile_accuracy": 86231.60711118435, "soft_acc_blocks": [ 25.00000780952381, 25.00000708064516, 25.000006642857144, 25.000011487309646, 25.000011887096775, 25.000006051546393, 25.00000634482759, 25.000008017543863 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.061705729, "time_to_acc50_sec": 0, "acc_per_sec": 12.2576627176719, "mobile_acc_per_sec": 42279.90441396556 }, "started": "2026-08-17T23:15:16.093614565+10:00", "ended": "2026-08-17T23:15:18.133977225+10:00" }, { "cell": { "id": "uint4|none|tween_chain|bicameral|simd", "dtype": 15, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5056, "total_correct": 1104, "total_train": 239, "infer_ms": 712.743506, "train_ms": 1828.532368, "blocked_train": 1828532368, "duration": 2148762911, "avg_accuracy": 22.435340217702834, "soft_acc": 24.999996033188857, "adapt_pct": 24.99999820698966, "stability": 99.99999471519011, "consistency": 100, "throughput": 2352.981789715934, "availability": 28.046679752172395, "score": 164.98329061883427, "zero_downtime": 7.011668825484281, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 7905520, "heap_mib": 7.5392913818359375, "mobile_score": 521076.8642889601, "mobile_throughput": 7431566.9672686, "mobile_availability": 88581.55201148771, "mobile_accuracy": 78959.02361595494, "soft_acc_blocks": [ 24.999999736842106, 24.999990935897436, 24.999991013333336, 24.99998894871795, 25.00000170588235, 24.99999266233766, 25.000002662500002, 25.0000006 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.067068008, "time_to_acc50_sec": 0, "acc_per_sec": 11.634599566666132, "mobile_acc_per_sec": 36746.270708483455 }, "started": "2026-08-17T23:15:19.540641695+10:00", "ended": "2026-08-17T23:15:21.690061792+10:00" }, { "cell": { "id": "fp4|none|tween_chain|bicameral|simd", "dtype": 16, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9272, "total_correct": 2326, "total_train": 278, "infer_ms": 725.114591, "train_ms": 1709.197149, "blocked_train": 1709197149, "duration": 2049762644, "avg_accuracy": 24.96626370194023, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4523.450569821196, "availability": 29.78725276163685, "score": 336.85291369508553, "zero_downtime": 7.4468131904092125, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8541096, "heap_mib": 8.145423889160156, "mobile_score": 1161894.344837954, "mobile_throughput": 15602571.397042206, "mobile_availability": 102744.07352561224, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.296001077, "time_to_acc50_sec": 0, "acc_per_sec": 12.19653410758519, "mobile_acc_per_sec": 42069.05575130016 }, "started": "2026-08-17T23:15:23.040138386+10:00", "ended": "2026-08-17T23:15:25.091128891+10:00" }, { "cell": { "id": "int2|none|tween_chain|bicameral|simd", "dtype": 17, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13128, "total_correct": 3393, "total_train": 304, "infer_ms": 825.367592, "train_ms": 1634.352026, "blocked_train": 1634352026, "duration": 2094024619, "avg_accuracy": 25.49034162494455, "soft_acc": 25.00000835668757, "adapt_pct": 25.00002615394334, "stability": 99.99997208129714, "consistency": 100, "throughput": 6269.267266909817, "availability": 33.55535264914084, "score": 525.9188607797113, "zero_downtime": 8.388840966401194, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 8541640, "heap_mib": 8.145942687988281, "mobile_score": 3628065.101058859, "mobile_throughput": 43248705.22149493, "mobile_availability": 231482.48328569415, "mobile_accuracy": 172463.21554356595, "soft_acc_blocks": [ 24.999965341463415, 24.999979330232556, 24.99998023979592, 25.000022607843135, 25.000044, 25.000042063414632, 25.000014981651375, 25.00001828909953 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.817436533, "time_to_acc50_sec": 0, "acc_per_sec": 11.938736598343485, "mobile_acc_per_sec": 82359.68860095144 }, "started": "2026-08-17T23:15:26.353641125+10:00", "ended": "2026-08-17T23:15:28.448527252+10:00" }, { "cell": { "id": "uint2|none|tween_chain|bicameral|simd", "dtype": 18, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4752, "total_correct": 1016, "total_train": 236, "infer_ms": 704.999932, "train_ms": 1821.173501, "blocked_train": 1821173501, "duration": 2088045523, "avg_accuracy": 20.36376496164474, "soft_acc": 24.999996496355134, "adapt_pct": 24.99999596832292, "stability": 99.99999177021094, "consistency": 100, "throughput": 2275.8124512403174, "availability": 27.90781989828645, "score": 158.78238777604446, "zero_downtime": 6.976953996780713, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 8574704, "heap_mib": 8.177474975585938, "mobile_score": 924974.4502480755, "mobile_throughput": 13257568.427065372, "mobile_availability": 162574.8342092534, "mobile_accuracy": 145635.53514534488, "soft_acc_blocks": [ 25.000001470588234, 25.000000541666665, 25, 24.999993716216217, 24.99998490909091, 24.999982000000003, 25.00000585135135, 25.000003481927713 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.565551838, "time_to_acc50_sec": 0, "acc_per_sec": 11.972917362661894, "mobile_acc_per_sec": 69747.29886928087 }, "started": "2026-08-17T23:15:29.86447754+10:00", "ended": "2026-08-17T23:15:31.953311811+10:00" }, { "cell": { "id": "ternary|none|tween_chain|bicameral|simd", "dtype": 19, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12720, "total_correct": 3082, "total_train": 303, "infer_ms": 816.133988, "train_ms": 1652.921164, "blocked_train": 1652921164, "duration": 2117352433, "avg_accuracy": 24.99166816189174, "soft_acc": 24.999992996348777, "adapt_pct": 25.000010666470214, "stability": 99.99997459169715, "consistency": 100, "throughput": 6007.502483645338, "availability": 33.0545061878796, "score": 496.4374309733684, "zero_downtime": 8.263624231947574, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 7526480, "heap_mib": 7.1778106689453125, "mobile_score": 3424686.6817127024, "mobile_throughput": 41442913.975597985, "mobile_availability": 228027.38079251343, "mobile_accuracy": 172463.10957986457, "soft_acc_blocks": [ 24.999989619047618, 24.999956732057417, 24.9999693880597, 24.999974494949495, 24.99999531904762, 24.99999663063063, 25.00003576719577, 25.000026019801982 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.065121764, "time_to_acc50_sec": 0, "acc_per_sec": 11.807194969864884, "mobile_acc_per_sec": 81452.24521527001 }, "started": "2026-08-17T23:15:33.35007017+10:00", "ended": "2026-08-17T23:15:35.468271194+10:00" }, { "cell": { "id": "binary|none|tween_chain|bicameral|simd", "dtype": 20, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12296, "total_correct": 3056, "total_train": 299, "infer_ms": 823.452243, "train_ms": 1650.128243, "blocked_train": 1650128243, "duration": 2218250203, "avg_accuracy": 24.97007306563433, "soft_acc": 25.000127441026923, "adapt_pct": 25.00031363279781, "stability": 99.99975780669966, "consistency": 100, "throughput": 5543.1077988275065, "availability": 33.289890814573646, "score": 461.3259851532522, "zero_downtime": 8.322515128622127, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 7527040, "heap_mib": 7.1783447265625, "mobile_score": 6364938.897474429, "mobile_throughput": 76478550.04293883, "mobile_availability": 459302.37566818914, "mobile_accuracy": 344928.07410002954, "soft_acc_blocks": [ 24.999904095238094, 24.99978260638298, 24.999809405529955, 25.0001687, 25.000424271084338, 25.000340227722774, 25.00035837572254, 25.000231846534653 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.818425233, "time_to_acc50_sec": 0, "acc_per_sec": 11.270201804655, "mobile_acc_per_sec": 155495.56746734108 }, "started": "2026-08-17T23:15:36.841660343+10:00", "ended": "2026-08-17T23:15:39.060788253+10:00" }, { "cell": { "id": "int|none|tween_chain|bicameral|simd", "dtype": 21, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4176, "total_correct": 1002, "total_train": 224, "infer_ms": 664.063415, "train_ms": 1839.104026, "blocked_train": 1839104026, "duration": 2116710358, "avg_accuracy": 22.689445996698623, "soft_acc": 24.999997317691154, "adapt_pct": 25.0000002140491, "stability": 99.9999940580706, "consistency": 100, "throughput": 1972.8726626281289, "availability": 26.528925078008793, "score": 130.84546359956408, "zero_downtime": 6.632230557914494, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7532240, "heap_mib": 7.1833038330078125, "mobile_score": 28207.527310727077, "mobile_throughput": 425309.8119013061, "mobile_availability": 5719.077743132843, "mobile_accuracy": 5389.473105961209, "soft_acc_blocks": [ 24.999982866666667, 25.000002333333335, 24.99999522413793, 24.99999766666667, 24.99999788405797, 25.000002666666667, 25.000000714285715, 24.999999185714287 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.318833782, "time_to_acc50_sec": 0, "acc_per_sec": 11.810778561745552, "mobile_acc_per_sec": 2546.1552099426203 }, "started": "2026-08-17T23:15:40.285964757+10:00", "ended": "2026-08-17T23:15:42.403370998+10:00" }, { "cell": { "id": "uint|none|tween_chain|bicameral|simd", "dtype": 22, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4400, "total_correct": 1201, "total_train": 220, "infer_ms": 671.710084, "train_ms": 1812.174882, "blocked_train": 1812174882, "duration": 2158763538, "avg_accuracy": 26.760530933856128, "soft_acc": 24.999996790002577, "adapt_pct": 24.99999494878724, "stability": 99.99999635849072, "consistency": 100, "throughput": 2038.203778481643, "availability": 27.042721108043455, "score": 137.79642316404983, "zero_downtime": 6.760679408940213, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8580872, "heap_mib": 8.183357238769531, "mobile_score": 29535.98164670211, "mobile_throughput": 436878.89722509554, "mobile_availability": 5796.473493170028, "mobile_accuracy": 5358.62564065285, "soft_acc_blocks": [ 24.999998466666668, 24.999999402985075, 25.000000866666667, 24.999998512195123, 24.99999001369863, 24.99999142622951, 24.999997631578946, 24.999998 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.597411313, "time_to_acc50_sec": 0, "acc_per_sec": 11.580701799866409, "mobile_acc_per_sec": 2482.266142783467 }, "started": "2026-08-17T23:15:44.100215538+10:00", "ended": "2026-08-17T23:15:46.260278917+10:00" }, { "cell": { "id": "uintptr|none|tween_chain|bicameral|simd", "dtype": 23, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4512, "total_correct": 1146, "total_train": 228, "infer_ms": 679.457571, "train_ms": 1826.943908, "blocked_train": 1826943908, "duration": 2131860276, "avg_accuracy": 26.90904218174535, "soft_acc": 24.999995911592887, "adapt_pct": 24.999991398728927, "stability": 99.99999272310932, "consistency": 100, "throughput": 2116.4614073422513, "availability": 27.10888804897645, "score": 143.4372649218494, "zero_downtime": 6.777220903922405, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 5654712, "heap_mib": 5.392753601074219, "mobile_score": 30745.068173077096, "mobile_throughput": 453653.0328424588, "mobile_availability": 5810.65604964095, "mobile_accuracy": 5358.625452370078, "soft_acc_blocks": [ 25.0000048, 25.000003085714283, 24.999999000000003, 25.000003260273974, 24.999991791666666, 24.99999396153846, 24.99998542253521, 24.999985971014492 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.068076757, "time_to_acc50_sec": 0, "acc_per_sec": 11.726845419016048, "mobile_acc_per_sec": 2513.5913045973366 }, "started": "2026-08-17T23:15:47.552494788+10:00", "ended": "2026-08-17T23:15:49.685188864+10:00" }, { "cell": { "id": "complex64|none|tween_chain|bicameral|simd", "dtype": 24, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5344, "total_correct": 1545, "total_train": 228, "infer_ms": 745.812335, "train_ms": 1758.803349, "blocked_train": 1758803349, "duration": 2057090259, "avg_accuracy": 27.59658838016174, "soft_acc": 25.000013814678205, "adapt_pct": 25.000015772674335, "stability": 99.99999251987377, "consistency": 100, "throughput": 2597.844200865471, "availability": 29.77751595841241, "score": 193.3934747385375, "zero_downtime": 7.444383103271109, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7734168, "heap_mib": 7.375877380371094, "mobile_score": 41691.56171205524, "mobile_throughput": 560040.5182497352, "mobile_availability": 6419.405545560907, "mobile_accuracy": 5389.476662364312, "soft_acc_blocks": [ 25.000006428571428, 25.00001867105263, 25.000010010989012, 25.000013589041096, 25.00000558108108, 25.000007378378378, 25.000027623529412, 25.000021234782608 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.32398549, "time_to_acc50_sec": 0, "acc_per_sec": 12.15309523016812, "mobile_acc_per_sec": 2619.951476987822 }, "started": "2026-08-17T23:15:51.193475966+10:00", "ended": "2026-08-17T23:15:53.251334556+10:00" }, { "cell": { "id": "complex128|none|tween_chain|bicameral|simd", "dtype": 25, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4792, "total_correct": 1502, "total_train": 240, "infer_ms": 676.674444, "train_ms": 1834.676852, "blocked_train": 1834676852, "duration": 2035882920, "avg_accuracy": 30.369961157644624, "soft_acc": 25.0000051651989, "adapt_pct": 25.000005174753685, "stability": 99.99999696053594, "consistency": 100, "throughput": 2353.769930934928, "availability": 26.94463514832773, "score": 158.55371278881725, "zero_downtime": 6.73616017882593, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11738056, "heap_mib": 11.194282531738281, "mobile_score": 17090.421252184093, "mobile_throughput": 253711.62202919647, "mobile_availability": 2904.348041251326, "mobile_accuracy": 2694.737398859334, "soft_acc_blocks": [ 25.0000074375, 25.0000023, 25.000004291666666, 25.00000994202899, 25.000002479452057, 25.00000926190476, 25.000003756097563, 25.000001852941175 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.06213448, "time_to_acc50_sec": 0, "acc_per_sec": 12.27968706825189, "mobile_acc_per_sec": 1323.6210060936774 }, "started": "2026-08-17T23:15:54.814166368+10:00", "ended": "2026-08-17T23:15:56.851296004+10:00" }, { "cell": { "id": "nf4|none|tween_chain|bicameral|simd", "dtype": 26, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4040, "total_correct": 1125, "total_train": 211, "infer_ms": 632.341752, "train_ms": 1844.495803, "blocked_train": 1844495803, "duration": 2081727340, "avg_accuracy": 28.22355497327645, "soft_acc": 25.00000529250217, "adapt_pct": 25.00000054173245, "stability": 99.99998851851616, "consistency": 100, "throughput": 1940.6960375512, "availability": 25.530206885126145, "score": 123.8659545719945, "zero_downtime": 6.382553072468289, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8566888, "heap_mib": 8.170021057128906, "mobile_score": 427246.2736226437, "mobile_throughput": 6693971.342997655, "mobile_availability": 88060.40202229616, "mobile_accuracy": 86231.59720260117, "soft_acc_blocks": [ 25.000001666666666, 25.000014333333336, 25.00001233962264, 25.000009887096773, 25.000009616666667, 25.00001992405063, 24.99998925, 24.999985322580645 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.062804583, "time_to_acc50_sec": 0, "acc_per_sec": 12.00926020047475, "mobile_acc_per_sec": 41423.098763069116 }, "started": "2026-08-17T23:15:58.286485221+10:00", "ended": "2026-08-17T23:16:00.369479016+10:00" }, { "cell": { "id": "fp6|none|tween_chain|bicameral|simd", "dtype": 27, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2280, "total_correct": 579, "total_train": 130, "infer_ms": 645.394427, "train_ms": 1897.832181, "blocked_train": 1897832181, "duration": 2062261403, "avg_accuracy": 25.724316598083043, "soft_acc": 25.000030747878974, "adapt_pct": 25.000045277835426, "stability": 99.99996949208261, "consistency": 100, "throughput": 1105.5824429838297, "availability": 25.376992556221317, "score": 70.14097983207232, "zero_downtime": 6.344255941942288, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 7519720, "heap_mib": 7.171363830566406, "mobile_score": 161289.7983956032, "mobile_throughput": 2542296.5257329214, "mobile_availability": 58354.61698822878, "mobile_accuracy": 57487.790003263035, "soft_acc_blocks": [ 24.999988125, 25.00001044736842, 25.000012972222223, 25.000034085714283, 25.00007171875, 25.000082594594595, 25.00003722857143, 25.00000881081081 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.095138197, "time_to_acc50_sec": 0, "acc_per_sec": 12.122629416188989, "mobile_acc_per_sec": 27876.09268138111 }, "started": "2026-08-17T23:16:01.744308856+10:00", "ended": "2026-08-17T23:16:03.807326767+10:00" }, { "cell": { "id": "int6|none|tween_chain|bicameral|simd", "dtype": 28, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2256, "total_correct": 554, "total_train": 134, "infer_ms": 650.463272, "train_ms": 1902.382637, "blocked_train": 1902382637, "duration": 2095684552, "avg_accuracy": 24.57640285075947, "soft_acc": 24.999997040154305, "adapt_pct": 24.999998257439163, "stability": 99.9999950018843, "consistency": 100, "throughput": 1076.4978907951602, "availability": 25.47992692025816, "score": 68.57271084959514, "zero_downtime": 6.36998097589802, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 7726168, "heap_mib": 7.368247985839844, "mobile_score": 157683.55011365146, "mobile_throughput": 2475416.342847425, "mobile_availability": 58591.315461264516, "mobile_accuracy": 57487.712492054474, "soft_acc_blocks": [ 24.999994375, 25.0000003030303, 24.999994216216216, 24.99999463888889, 24.999995411764708, 24.999989285714285, 25.00000211764706, 25.000005972972975 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.320346439, "time_to_acc50_sec": 0, "acc_per_sec": 11.929274859756807, "mobile_acc_per_sec": 27431.472182772708 }, "started": "2026-08-17T23:16:05.213356115+10:00", "ended": "2026-08-17T23:16:07.309971081+10:00" }, { "cell": { "id": "uint6|none|tween_chain|bicameral|simd", "dtype": 29, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2288, "total_correct": 581, "total_train": 134, "infer_ms": 649.51109, "train_ms": 1887.389089, "blocked_train": 1887389089, "duration": 2068756966, "avg_accuracy": 25.453317883416567, "soft_acc": 25.000005252916147, "adapt_pct": 25.00000179153439, "stability": 99.99999222393869, "consistency": 100, "throughput": 1105.978149006025, "availability": 25.602548156073897, "score": 70.78966192281376, "zero_downtime": 6.400638383898861, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9828928, "heap_mib": 9.37359619140625, "mobile_score": 153364.3399594553, "mobile_throughput": 2396078.8090333506, "mobile_availability": 55467.39160186641, "mobile_accuracy": 54161.99485140868, "soft_acc_blocks": [ 24.999998625, 25.000012315789473, 25.000023, 24.999999, 25.000001971428574, 25.000002083333335, 25.000002666666667, 25.00000236111111 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.322572318, "time_to_acc50_sec": 0, "acc_per_sec": 12.084553992465516, "mobile_acc_per_sec": 26180.936543808926 }, "started": "2026-08-17T23:16:08.775405699+10:00", "ended": "2026-08-17T23:16:10.844970007+10:00" }, { "cell": { "id": "int5|none|tween_chain|bicameral|simd", "dtype": 30, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2520, "total_correct": 622, "total_train": 142, "infer_ms": 660.935435, "train_ms": 1863.414938, "blocked_train": 1863414938, "duration": 2153791028, "avg_accuracy": 24.248436268417866, "soft_acc": 25.000004674579735, "adapt_pct": 25.00000777573007, "stability": 99.99999445568085, "consistency": 100, "throughput": 1170.0299459135829, "availability": 26.182396947319486, "score": 76.58548553059612, "zero_downtime": 6.545600460746893, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 5632144, "heap_mib": 5.3712310791015625, "mobile_score": 211330.7949361325, "mobile_throughput": 3228592.9488586346, "mobile_availability": 72247.98174061178, "mobile_accuracy": 68985.27605697926, "soft_acc_blocks": [ 24.99999911111111, 25.0000017027027, 24.99999723076923, 25.000002333333335, 25.0000124375, 25.000013468085108, 25.000007302325578, 25.00000381081081 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.860646496, "time_to_acc50_sec": 0, "acc_per_sec": 11.607442110015018, "mobile_acc_per_sec": 32029.6979419766 }, "started": "2026-08-17T23:16:12.22499932+10:00", "ended": "2026-08-17T23:16:14.37966519+10:00" }, { "cell": { "id": "uint5|none|tween_chain|bicameral|simd", "dtype": 31, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 456, "total_train": 147, "infer_ms": 660.515594, "train_ms": 1869.825488, "blocked_train": 1869825488, "duration": 2102664597, "avg_accuracy": 18.745642964392964, "soft_acc": 24.99998549163645, "adapt_pct": 24.999979505363054, "stability": 99.99998491045353, "consistency": 100, "throughput": 1251.7450494744787, "availability": 26.10381654468194, "score": 81.68826042394232, "zero_downtime": 6.525950348933881, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 8571016, "heap_mib": 8.173957824707031, "mobile_score": 209942.03275072487, "mobile_throughput": 3217033.865190566, "mobile_availability": 67087.83219891277, "mobile_accuracy": 64250.94310509359, "soft_acc_blocks": [ 25.000018125, 24.999991642857147, 24.999982538461538, 24.999971799999997, 24.999976844444443, 24.99996541025641, 24.999985405405404, 24.99999216666667 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.061962242, "time_to_acc50_sec": 0, "acc_per_sec": 11.889668721918587, "mobile_acc_per_sec": 30556.914876849278 }, "started": "2026-08-17T23:16:15.927015754+10:00", "ended": "2026-08-17T23:16:18.030678682+10:00" }, { "cell": { "id": "int3|none|tween_chain|bicameral|simd", "dtype": 32, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3232, "total_correct": 987, "total_train": 170, "infer_ms": 675.343584, "train_ms": 1861.381047, "blocked_train": 1861381047, "duration": 2156114155, "avg_accuracy": 31.48701023104525, "soft_acc": 25.000026436364312, "adapt_pct": 25.000026668018894, "stability": 99.99998902278877, "consistency": 100, "throughput": 1498.9929881518726, "availability": 26.622660408109546, "score": 99.76805869433998, "zero_downtime": 6.655672140090882, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 7723400, "heap_mib": 7.365608215332031, "mobile_score": 458835.0522520888, "mobile_throughput": 6893895.050633062, "mobile_availability": 122438.08228111349, "mobile_accuracy": 114975.5601777945, "soft_acc_blocks": [ 25.000030666666664, 25.000025479999998, 25.000034571428568, 25.000017508474578, 25.00001206122449, 25.00001134782609, 25.000039235294118, 25.00004062 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.061233285, "time_to_acc50_sec": 0, "acc_per_sec": 11.594945647191075, "mobile_acc_per_sec": 53325.358451530825 }, "started": "2026-08-17T23:16:19.614562804+10:00", "ended": "2026-08-17T23:16:21.771536384+10:00" }, { "cell": { "id": "uint3|none|tween_chain|bicameral|simd", "dtype": 33, "format": 0, "mode": "tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3328, "total_correct": 1036, "total_train": 173, "infer_ms": 666.531991, "train_ms": 1858.579379, "blocked_train": 1858579379, "duration": 2179106445, "avg_accuracy": 31.195433256821016, "soft_acc": 25.000015387718356, "adapt_pct": 25.000015320653127, "stability": 99.99999740241478, "consistency": 100, "throughput": 1527.2314978628774, "availability": 26.396142321437488, "score": 100.7826119709664, "zero_downtime": 6.59903964212341, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 8582144, "heap_mib": 8.1845703125, "mobile_score": 412805.5786330784, "mobile_throughput": 6255540.215246346, "mobile_availability": 108118.59894860795, "mobile_accuracy": 102400.06302809439, "soft_acc_blocks": [ 25.0000146, 25.000013120689655, 25.000016610169492, 25.0000198627451, 25.00001190384615, 25.000013228070173, 25.000015245614033, 25.000018530612245 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.061050317, "time_to_acc50_sec": 0, "acc_per_sec": 11.472599443263249, "mobile_acc_per_sec": 46991.76731960627 }, "started": "2026-08-17T23:16:23.201138393+10:00", "ended": "2026-08-17T23:16:25.380937336+10:00" }, { "cell": { "id": "float64|none|tween_chain|tricameral|simd", "dtype": 0, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9032, "total_correct": 2295, "total_train": 284, "infer_ms": 858.994883, "train_ms": 1667.329079, "blocked_train": 1667329079, "duration": 2200243792, "avg_accuracy": 24.894564980557583, "soft_acc": 24.99999900459562, "adapt_pct": 24.99999734744225, "stability": 99.99999505387203, "consistency": 100, "throughput": 4104.999651784042, "availability": 34.001770791104896, "score": 348.9431292502346, "zero_downtime": 8.500442359321108, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9030120, "heap_mib": 8.611793518066406, "mobile_score": 68060.52654328386, "mobile_throughput": 800670.4082717827, "mobile_availability": 6631.964436207888, "mobile_accuracy": 4876.1902820392215, "soft_acc_blocks": [ 25.000006242424245, 25.000001455696204, 25.000000102189784, 24.99999813669065, 25.000001284768214, 24.99999892, 24.999998275641026, 24.99998761935484 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 1.077027161, "time_to_acc50_sec": 0, "acc_per_sec": 11.362376794560053, "mobile_acc_per_sec": 2216.204540500856 }, "started": "2026-08-17T23:16:26.954503104+10:00", "ended": "2026-08-17T23:16:29.155497154+10:00" }, { "cell": { "id": "float32|none|tween_chain|tricameral|simd", "dtype": 1, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13952, "total_correct": 3662, "total_train": 338, "infer_ms": 871.542404, "train_ms": 1621.849348, "blocked_train": 1621849348, "duration": 2077187175, "avg_accuracy": 26.617804032627607, "soft_acc": 25.000002580498638, "adapt_pct": 25.00000370865762, "stability": 99.99999625092441, "consistency": 100, "throughput": 6716.7755356471425, "availability": 34.95409027887087, "score": 586.9470067244355, "zero_downtime": 8.738523471707541, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 7569200, "heap_mib": 7.2185516357421875, "mobile_score": 228965.23233745596, "mobile_throughput": 2620182.1518105427, "mobile_availability": 13635.42416973858, "mobile_accuracy": 9752.381959021182, "soft_acc_blocks": [ 24.99999634883721, 25.00000149173554, 25.000001651999998, 25.000006508, 25.000008381889767, 25.000003755102043, 24.999999925925927 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.334202762, "time_to_acc50_sec": 0, "acc_per_sec": 12.035507864378488, "mobile_acc_per_sec": 4694.994305951836 }, "started": "2026-08-17T23:16:30.772029172+10:00", "ended": "2026-08-17T23:16:32.849900876+10:00" }, { "cell": { "id": "float16|none|tween_chain|tricameral|simd", "dtype": 2, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5704, "total_correct": 1331, "total_train": 232, "infer_ms": 725.404864, "train_ms": 1809.408991, "blocked_train": 1809408991, "duration": 2087939495, "avg_accuracy": 24.126274150306497, "soft_acc": 25.000014357764993, "adapt_pct": 25.00000584845053, "stability": 99.99999072768715, "consistency": 100, "throughput": 2731.8799293080087, "availability": 28.617677884674492, "score": 195.45026184045244, "zero_downtime": 7.15442358002756, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 7568544, "heap_mib": 7.217926025390625, "mobile_score": 152488.43285685586, "mobile_throughput": 2131386.70294202, "mobile_availability": 22327.23973630985, "mobile_accuracy": 19504.77310655341, "soft_acc_blocks": [ 25.000021045454545, 25.000026329896908, 25.000025393939392, 25.000013160377357, 25.00000721904762, 25.000006071428572, 25.000001284210526 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.069237432, "time_to_acc50_sec": 0, "acc_per_sec": 11.973533915916942, "mobile_acc_per_sec": 9341.637127542057 }, "started": "2026-08-17T23:16:34.121494327+10:00", "ended": "2026-08-17T23:16:36.210190383+10:00" }, { "cell": { "id": "bfloat16|none|tween_chain|tricameral|simd", "dtype": 3, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7648, "total_correct": 1876, "total_train": 275, "infer_ms": 725.966279, "train_ms": 1763.881246, "blocked_train": 1763881246, "duration": 2066227521, "avg_accuracy": 23.028845291271107, "soft_acc": 24.999997571331722, "adapt_pct": 25.000001602179154, "stability": 99.9999926037275, "consistency": 100, "throughput": 3701.4316779105566, "availability": 29.157057679666543, "score": 269.8071161145756, "zero_downtime": 7.289263711788425, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8818952, "heap_mib": 8.410408020019531, "mobile_score": 210500.94240100984, "mobile_throughput": 2887821.7433755505, "mobile_availability": 22748.058715412222, "mobile_accuracy": 19504.760009938043, "soft_acc_blocks": [ 24.99997989285714, 24.999996955555556, 25.000000708955223, 25.00000038888889, 25.000000881944445, 25.000001572580647, 25.000002598540146 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.915096787, "time_to_acc50_sec": 0, "acc_per_sec": 12.099344006042653, "mobile_acc_per_sec": 9439.7929616668 }, "started": "2026-08-17T23:16:37.610567318+10:00", "ended": "2026-08-17T23:16:39.677396609+10:00" }, { "cell": { "id": "fp8e4m3|none|tween_chain|tricameral|simd", "dtype": 4, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6096, "total_correct": 1481, "total_train": 228, "infer_ms": 768.255483, "train_ms": 1784.432081, "blocked_train": 1784432081, "duration": 2162597806, "avg_accuracy": 24.366241051421238, "soft_acc": 25.000006356522203, "adapt_pct": 25.00001016397854, "stability": 99.99998631228974, "consistency": 100, "throughput": 2818.832046849862, "availability": 30.095946477529836, "score": 212.08859995367033, "zero_downtime": 7.523988532437979, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8612368, "heap_mib": 8.213394165039062, "mobile_score": 330939.0115848509, "mobile_throughput": 4398451.833865536, "mobile_availability": 46961.141627414174, "mobile_accuracy": 39009.533728119975, "soft_acc_blocks": [ 24.999999857142857, 24.99998860185185, 25.00000017699115, 25.000025565656568, 25.000025169811323, 25.00001162, 24.99999350420168 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.918051209, "time_to_acc50_sec": 0, "acc_per_sec": 11.560173735107453, "mobile_acc_per_sec": 18038.274902476238 }, "started": "2026-08-17T23:16:41.11732225+10:00", "ended": "2026-08-17T23:16:43.280766564+10:00" }, { "cell": { "id": "fp8e5m2|none|tween_chain|tricameral|simd", "dtype": 5, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6168, "total_correct": 1656, "total_train": 240, "infer_ms": 752.741242, "train_ms": 1788.227224, "blocked_train": 1788227224, "duration": 2045767422, "avg_accuracy": 27.204115899603966, "soft_acc": 24.99999742902881, "adapt_pct": 24.999985797426735, "stability": 99.99998766320094, "consistency": 100, "throughput": 3015.0054857995488, "availability": 29.62418668599093, "score": 223.29269046336617, "zero_downtime": 7.406045909868428, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8833312, "heap_mib": 8.424102783203125, "mobile_score": 348421.6610049325, "mobile_throughput": 4704557.131365696, "mobile_availability": 46225.01663459766, "mobile_accuracy": 39009.519797829336, "soft_acc_blocks": [ 25.00000865217391, 25.000004946902656, 25.00001374074074, 24.999995932038836, 24.99999861016949, 24.9999822815534, 24.99997783962264 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.065071974, "time_to_acc50_sec": 0, "acc_per_sec": 12.220351717492942, "mobile_acc_per_sec": 19068.404051371843 }, "started": "2026-08-17T23:16:44.909507624+10:00", "ended": "2026-08-17T23:16:46.955946868+10:00" }, { "cell": { "id": "int64|none|tween_chain|tricameral|simd", "dtype": 6, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4344, "total_correct": 1112, "total_train": 220, "infer_ms": 688.724277, "train_ms": 1822.330062, "blocked_train": 1822330062, "duration": 2122483277, "avg_accuracy": 25.11404056372906, "soft_acc": 24.999992437976694, "adapt_pct": 24.99998961052819, "stability": 99.99998778893716, "consistency": 100, "throughput": 2046.6592349975908, "availability": 27.427693073112742, "score": 140.33781085738943, "zero_downtime": 6.856921194189644, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8622944, "heap_mib": 8.223480224609375, "mobile_score": 27372.55587008891, "mobile_throughput": 399196.0107881015, "mobile_availability": 5349.706229879514, "mobile_accuracy": 4876.189001235835, "soft_acc_blocks": [ 24.999996117647058, 25.000004103896106, 25.000003756756758, 24.9999765, 24.99997201190476, 24.99999240229885, 25.000002173333332 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.339174784, "time_to_acc50_sec": 0, "acc_per_sec": 11.778652255537509, "mobile_acc_per_sec": 2297.3980780324587 }, "started": "2026-08-17T23:16:48.417767824+10:00", "ended": "2026-08-17T23:16:50.541131307+10:00" }, { "cell": { "id": "int32|none|tween_chain|tricameral|simd", "dtype": 7, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4496, "total_correct": 1033, "total_train": 233, "infer_ms": 680.324227, "train_ms": 1838.467359, "blocked_train": 1838467359, "duration": 2096743188, "avg_accuracy": 25.18536125917859, "soft_acc": 25.000006990090302, "adapt_pct": 24.999987806240778, "stability": 99.99997607565463, "consistency": 100, "throughput": 2144.2778618437083, "availability": 27.00994519679168, "score": 144.79210932211595, "zero_downtime": 6.752488187217479, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 7978072, "heap_mib": 7.608482360839844, "mobile_score": 56482.71236032256, "mobile_throughput": 836472.5830582695, "mobile_availability": 10536.451002481783, "mobile_accuracy": 9752.383679181894, "soft_acc_blocks": [ 25.0000330625, 25.000020240963853, 25.0000127, 25.000023125, 25.00001589189189, 24.999984686746988, 24.99995922352941 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.062930105, "time_to_acc50_sec": 0, "acc_per_sec": 11.923256569125575, "mobile_acc_per_sec": 4651.205610203653 }, "started": "2026-08-17T23:16:51.974134056+10:00", "ended": "2026-08-17T23:16:54.071741408+10:00" }, { "cell": { "id": "int16|none|tween_chain|tricameral|simd", "dtype": 8, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 975, "total_train": 230, "infer_ms": 664.531942, "train_ms": 1842.876895, "blocked_train": 1842876895, "duration": 2104207808, "avg_accuracy": 23.407734222671458, "soft_acc": 25.00000704172518, "adapt_pct": 24.99999299412346, "stability": 99.99998408228379, "consistency": 100, "throughput": 2037.821542006178, "availability": 26.502735899865538, "score": 135.0196533779572, "zero_downtime": 6.625685841216211, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 7569792, "heap_mib": 7.2191162109375, "mobile_score": 105341.04766402148, "mobile_throughput": 1589888.9592490105, "mobile_availability": 20677.182142066522, "mobile_accuracy": 19504.767398648826, "soft_acc_blocks": [ 25.000013733333333, 25.00002018181818, 25.000022273972604, 25.00001519178082, 25.000013049382716, 24.99998469512195, 24.999980166666667 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.357433906, "time_to_acc50_sec": 0, "acc_per_sec": 11.880959165096483, "mobile_acc_per_sec": 9269.411188616228 }, "started": "2026-08-17T23:16:55.413733864+10:00", "ended": "2026-08-17T23:16:57.518868909+10:00" }, { "cell": { "id": "int8|none|tween_chain|tricameral|simd", "dtype": 9, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11344, "total_correct": 2822, "total_train": 313, "infer_ms": 815.387933, "train_ms": 1658.208929, "blocked_train": 1658208929, "duration": 2144376723, "avg_accuracy": 23.343809481215537, "soft_acc": 24.999996068230068, "adapt_pct": 25.000001237001737, "stability": 99.99999420055299, "consistency": 100, "throughput": 5290.115248093933, "availability": 32.96365489163529, "score": 435.95376487505797, "zero_downtime": 8.24091242685375, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8634776, "heap_mib": 8.234764099121094, "mobile_score": 680253.9508298048, "mobile_throughput": 8254595.069025809, "mobile_availability": 51435.85921376691, "mobile_accuracy": 39009.5176744649, "soft_acc_blocks": [ 24.99999161764706, 24.999989275862067, 24.999987865217392, 24.99999890909091, 25.000001106666666, 25.000000889400923, 25.000002813725487 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 1.246659257, "time_to_acc50_sec": 0, "acc_per_sec": 11.658397426201715, "mobile_acc_per_sec": 18191.541279132274 }, "started": "2026-08-17T23:16:58.877545856+10:00", "ended": "2026-08-17T23:17:01.022818618+10:00" }, { "cell": { "id": "uint64|none|tween_chain|tricameral|simd", "dtype": 10, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4560, "total_correct": 1056, "total_train": 229, "infer_ms": 667.340473, "train_ms": 1834.619892, "blocked_train": 1834619892, "duration": 2110567018, "avg_accuracy": 22.256678492000926, "soft_acc": 24.999986870616336, "adapt_pct": 24.999994775961422, "stability": 99.99998859818625, "consistency": 100, "throughput": 2160.556836674684, "availability": 26.672703626142372, "score": 144.0696547682782, "zero_downtime": 6.668172404574001, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 5460744, "heap_mib": 5.207771301269531, "mobile_score": 27934.168328088406, "mobile_throughput": 418917.90783524286, "mobile_availability": 5171.663623795463, "mobile_accuracy": 4847.334732404474, "soft_acc_blocks": [ 24.99998852631579, 24.999977878048778, 24.999978870588237, 24.9999815625, 24.999975420454543, 24.99999628235294, 25.000009554054053 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 1.52161087, "time_to_acc50_sec": 0, "acc_per_sec": 11.84515187501918, "mobile_acc_per_sec": 2296.697849944547 }, "started": "2026-08-17T23:17:02.440706463+10:00", "ended": "2026-08-17T23:17:04.553463318+10:00" }, { "cell": { "id": "uint32|none|tween_chain|tricameral|simd", "dtype": 11, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4616, "total_correct": 1274, "total_train": 231, "infer_ms": 681.848258, "train_ms": 1825.530283, "blocked_train": 1825530283, "duration": 2078744963, "avg_accuracy": 29.90462949781052, "soft_acc": 25.00000629454069, "adapt_pct": 25.000007033866495, "stability": 99.99999689405468, "consistency": 100, "throughput": 2220.570624180028, "availability": 27.193670474983932, "score": 150.96370256082983, "zero_downtime": 6.798419330462637, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 9865600, "heap_mib": 9.4085693359375, "mobile_score": 58197.395358979666, "mobile_throughput": 856043.037801543, "mobile_availability": 10483.319930873806, "mobile_accuracy": 9637.649485405991, "soft_acc_blocks": [ 25.000004529411765, 25.000003352941178, 25.000004736263737, 25.000008176470587, 25.000012506666664, 25.000007562500002, 25.000003197530862 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.06437557, "time_to_acc50_sec": 0, "acc_per_sec": 12.026490377377135, "mobile_acc_per_sec": 4636.282784539929 }, "started": "2026-08-17T23:17:05.870314696+10:00", "ended": "2026-08-17T23:17:07.9498532+10:00" }, { "cell": { "id": "uint16|none|tween_chain|tricameral|simd", "dtype": 12, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4640, "total_correct": 1445, "total_train": 232, "infer_ms": 665.740909, "train_ms": 1824.58293, "blocked_train": 1824582930, "duration": 2162324969, "avg_accuracy": 31.584703459953136, "soft_acc": 25.000008973494623, "adapt_pct": 25.000012470081145, "stability": 99.99999584926803, "consistency": 100, "throughput": 2145.838422309778, "availability": 26.733105894666735, "score": 143.41236591751505, "zero_downtime": 6.683278872560504, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 8594992, "heap_mib": 8.196823120117188, "mobile_score": 109286.89317174727, "mobile_throughput": 1635228.6842382976, "mobile_availability": 20371.870092010224, "mobile_accuracy": 19051.16962891795, "soft_acc_blocks": [ 25.000004277777776, 25.000003956989246, 25.000004470588234, 25.000011670454544, 25.000013727272727, 25.00001277894737, 25.000011932432432 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.066326451, "time_to_acc50_sec": 0, "acc_per_sec": 11.561633580477155, "mobile_acc_per_sec": 8810.502538722683 }, "started": "2026-08-17T23:17:09.407898814+10:00", "ended": "2026-08-17T23:17:11.571052271+10:00" }, { "cell": { "id": "uint8|none|tween_chain|tricameral|simd", "dtype": 13, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9648, "total_correct": 3242, "total_train": 293, "infer_ms": 794.792039, "train_ms": 1690.949572, "blocked_train": 1690949572, "duration": 2095998677, "avg_accuracy": 32.91104251768479, "soft_acc": 25.000026220183088, "adapt_pct": 25.000027028894507, "stability": 99.99997974658464, "consistency": 100, "throughput": 4603.056340574208, "availability": 31.97404088513688, "score": 367.94616497949846, "zero_downtime": 7.9935186049362805, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 6856416, "heap_mib": 6.538787841796875, "mobile_score": 548039.0879112821, "mobile_throughput": 6856043.18945162, "mobile_availability": 47623.880532916606, "mobile_accuracy": 37236.40269013452, "soft_acc_blocks": [ 25.00000766666667, 25.0000134, 25.000025044198896, 25.000050753333333, 25.000061934131736, 25.0000194601227, 25.000005282828283 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.083038284, "time_to_acc50_sec": 0, "acc_per_sec": 11.927500954325788, "mobile_acc_per_sec": 17765.470512333974 }, "started": "2026-08-17T23:17:13.05307137+10:00", "ended": "2026-08-17T23:17:15.149972336+10:00" }, { "cell": { "id": "int4|none|tween_chain|tricameral|simd", "dtype": 14, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10896, "total_correct": 2557, "total_train": 305, "infer_ms": 781.753276, "train_ms": 1660.027574, "blocked_train": 1660027574, "duration": 2069583902, "avg_accuracy": 23.948594011648872, "soft_acc": 24.999995895451498, "adapt_pct": 25.000001109266687, "stability": 99.99999197571431, "consistency": 100, "throughput": 5264.826417266942, "availability": 32.015701818613245, "score": 421.39271256985626, "zero_downtime": 8.003924140553302, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 5658368, "heap_mib": 5.396240234375, "mobile_score": 1315066.3243322906, "mobile_throughput": 16430269.718190778, "mobile_availability": 99913.38258974465, "mobile_accuracy": 78019.03480972901, "soft_acc_blocks": [ 24.999990866666668, 24.999993062801934, 24.99999622222222, 24.999986682051283, 24.999988895287956, 25.000008614130433, 25.000006924999997 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.637004417, "time_to_acc50_sec": 0, "acc_per_sec": 12.079720890412828, "mobile_acc_per_sec": 37697.932774956906 }, "started": "2026-08-17T23:17:16.574072362+10:00", "ended": "2026-08-17T23:17:18.644620064+10:00" }, { "cell": { "id": "uint4|none|tween_chain|tricameral|simd", "dtype": 15, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 1071, "total_train": 225, "infer_ms": 657.820199, "train_ms": 1817.234638, "blocked_train": 1817234638, "duration": 2190767669, "avg_accuracy": 26.760948716908047, "soft_acc": 24.999999797359774, "adapt_pct": 24.999994310920144, "stability": 99.99999143293888, "consistency": 100, "throughput": 1957.3047661221442, "availability": 26.578005027045794, "score": 130.0531387294777, "zero_downtime": 6.644501202903719, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 8685672, "heap_mib": 8.283302307128906, "mobile_score": 370572.2825989152, "mobile_throughput": 5577127.180546993, "mobile_availability": 75731.1364109771, "mobile_accuracy": 71234.78203129435, "soft_acc_blocks": [ 25.000013714285718, 25.000003103896102, 25.000008931506848, 24.999989907894737, 24.999989890243903, 24.999998546511627, 24.999994487179485 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.071149096, "time_to_acc50_sec": 0, "acc_per_sec": 11.41152489655432, "mobile_acc_per_sec": 32515.899809590606 }, "started": "2026-08-17T23:17:20.244884969+10:00", "ended": "2026-08-17T23:17:22.436380813+10:00" }, { "cell": { "id": "fp4|none|tween_chain|tricameral|simd", "dtype": 16, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8352, "total_correct": 2049, "total_train": 263, "infer_ms": 692.859767, "train_ms": 1788.768882, "blocked_train": 1788768882, "duration": 2054853007, "avg_accuracy": 24.77752450081828, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4064.5243097916637, "availability": 27.919558684946498, "score": 283.69931248405004, "zero_downtime": 6.979889671236624, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12558696, "heap_mib": 11.976905822753906, "mobile_score": 885358.0068073669, "mobile_throughput": 12684412.6269765, "mobile_availability": 87130.29514174542, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.061462504, "time_to_acc50_sec": 0, "acc_per_sec": 12.166320371742287, "mobile_acc_per_sec": 37968.18913726202 }, "started": "2026-08-17T23:17:23.933936339+10:00", "ended": "2026-08-17T23:17:25.990176687+10:00" }, { "cell": { "id": "int2|none|tween_chain|tricameral|simd", "dtype": 17, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10848, "total_correct": 3269, "total_train": 305, "infer_ms": 759.87804, "train_ms": 1677.071175, "blocked_train": 1677071175, "duration": 2062822782, "avg_accuracy": 30.07249187453346, "soft_acc": 25.000073789260608, "adapt_pct": 25.000052082443165, "stability": 99.99997456949959, "consistency": 100, "throughput": 5258.81335743363, "availability": 31.181529566671745, "score": 409.94582045645046, "zero_downtime": 7.79540540028805, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 5722672, "heap_mib": 5.4575653076171875, "mobile_score": 2558686.5989937084, "mobile_throughput": 32823008.780263845, "mobile_availability": 194620.25920775233, "mobile_accuracy": 156038.5557955222, "soft_acc_blocks": [ 25.000103439024393, 25.000097465240643, 25.000076835897435, 25.00009052840909, 25.000074546255505, 25.00003098224852, 25.00004272774869 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.065421713, "time_to_acc50_sec": 0, "acc_per_sec": 12.119351214951148, "mobile_acc_per_sec": 75643.2191640989 }, "started": "2026-08-17T23:17:27.450852201+10:00", "ended": "2026-08-17T23:17:29.514473627+10:00" }, { "cell": { "id": "uint2|none|tween_chain|tricameral|simd", "dtype": 18, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4160, "total_correct": 1016, "total_train": 223, "infer_ms": 656.334359, "train_ms": 1843.471302, "blocked_train": 1843471302, "duration": 2159338902, "avg_accuracy": 23.997578851755037, "soft_acc": 25.000010589342928, "adapt_pct": 25.000019805015267, "stability": 99.99998088413095, "consistency": 100, "throughput": 1926.5155627710726, "availability": 26.25541534046474, "score": 126.45371921350839, "zero_downtime": 6.563856615392152, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 8585680, "heap_mib": 8.187942504882812, "mobile_score": 662981.6753901188, "mobile_throughput": 10100489.913741201, "mobile_availability": 137653.99198021577, "mobile_accuracy": 131072.05551865426, "soft_acc_blocks": [ 24.999990999999998, 24.99999661445783, 24.99998184057971, 25.000033285714284, 25.000017935064935, 25.000032319148936, 25.00002113043478 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.947762875, "time_to_acc50_sec": 0, "acc_per_sec": 11.577622468704512, "mobile_acc_per_sec": 60700.08528872151 }, "started": "2026-08-17T23:17:31.054799573+10:00", "ended": "2026-08-17T23:17:33.215012796+10:00" }, { "cell": { "id": "ternary|none|tween_chain|tricameral|simd", "dtype": 19, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11328, "total_correct": 2610, "total_train": 298, "infer_ms": 788.862194, "train_ms": 1645.686417, "blocked_train": 1645686417, "duration": 2103301751, "avg_accuracy": 22.12551399169285, "soft_acc": 24.999935328472457, "adapt_pct": 24.999955617971708, "stability": 99.99996830833568, "consistency": 100, "throughput": 5385.817795575068, "availability": 32.40281136452526, "score": 436.2879665650161, "zero_downtime": 8.10068188573824, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 7597736, "heap_mib": 7.245765686035156, "mobile_score": 2723101.731124276, "mobile_throughput": 33615710.004838824, "mobile_availability": 202242.9186271931, "mobile_accuracy": 156037.6915892163, "soft_acc_blocks": [ 24.999919756756757, 24.99991995287958, 24.99992888235294, 24.99993548717949, 24.99988821962617, 24.999958344262293, 24.99999665625 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 1.7929900669999999, "time_to_acc50_sec": 0, "acc_per_sec": 11.886043130324222, "mobile_acc_per_sec": 74187.02119894554 }, "started": "2026-08-17T23:17:34.748714073+10:00", "ended": "2026-08-17T23:17:36.85283853+10:00" }, { "cell": { "id": "binary|none|tween_chain|tricameral|simd", "dtype": 20, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11224, "total_correct": 3038, "total_train": 300, "infer_ms": 791.200847, "train_ms": 1646.142675, "blocked_train": 1646142675, "duration": 2124020454, "avg_accuracy": 27.852299544357614, "soft_acc": 24.99988872383422, "adapt_pct": 25.0000568872681, "stability": 99.99980736537415, "consistency": 100, "throughput": 5284.31822719161, "availability": 32.461605836782816, "score": 428.84172971501994, "zero_downtime": 8.115365337165379, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 7937056, "heap_mib": 7.569366455078125, "mobile_score": 5353251.733067342, "mobile_throughput": 65964396.06423417, "mobile_availability": 405219.77145131404, "mobile_accuracy": 312074.8014105142, "soft_acc_blocks": [ 24.999823707317073, 24.99970010096154, 24.999677911214953, 24.999752340314135, 24.999945030769233, 25.000108631818183, 25.000213344444447 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.069592329, "time_to_acc50_sec": 0, "acc_per_sec": 11.770079085987097, "mobile_acc_per_sec": 146926.4577103334 }, "started": "2026-08-17T23:17:38.467677787+10:00", "ended": "2026-08-17T23:17:40.592398134+10:00" }, { "cell": { "id": "int|none|tween_chain|tricameral|simd", "dtype": 21, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3936, "total_correct": 865, "total_train": 201, "infer_ms": 698.913965, "train_ms": 1835.505494, "blocked_train": 1835505494, "duration": 2218842776, "avg_accuracy": 21.21554042963831, "soft_acc": 24.999990797829355, "adapt_pct": 24.99999097344759, "stability": 99.9999932470609, "consistency": 100, "throughput": 1773.897656279906, "availability": 27.57688600117397, "score": 122.29638859674559, "zero_downtime": 6.894218962621385, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8652480, "heap_mib": 8.25164794921875, "mobile_score": 23853.619413917615, "mobile_throughput": 345994.51429154736, "mobile_availability": 5378.805955276599, "mobile_accuracy": 4876.188681329002, "soft_acc_blocks": [ 24.999982805555554, 24.999992352112674, 24.999987161764707, 25.000000734177217, 24.999999955882352, 24.99998915277778, 24.99998342253521 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 1.59223744, "time_to_acc50_sec": 0, "acc_per_sec": 11.267130356526604, "mobile_acc_per_sec": 2197.626949539665 }, "started": "2026-08-17T23:17:42.171386648+10:00", "ended": "2026-08-17T23:17:44.390590256+10:00" }, { "cell": { "id": "uint|none|tween_chain|tricameral|simd", "dtype": 22, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3672, "total_correct": 1094, "total_train": 205, "infer_ms": 637.456829, "train_ms": 1854.982164, "blocked_train": 1854982164, "duration": 2261243873, "avg_accuracy": 29.304289484017723, "soft_acc": 24.99999083171274, "adapt_pct": 25.00000414776278, "stability": 99.99997744648735, "consistency": 100, "throughput": 1623.884997034108, "availability": 25.57562414928886, "score": 103.82964278691989, "zero_downtime": 6.393903692475525, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8710440, "heap_mib": 8.306922912597656, "mobile_score": 20131.891922140774, "mobile_throughput": 314860.73125925235, "mobile_availability": 4958.947053987558, "mobile_accuracy": 4847.335500435284, "soft_acc_blocks": [ 24.9999505, 24.99997352112676, 24.99997644827586, 25.000015779411765, 25.00000416438356, 25.000013085714286, 25.000002323076924 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.068163739, "time_to_acc50_sec": 0, "acc_per_sec": 11.055857853379239, "mobile_acc_per_sec": 2143.6588765652714 }, "started": "2026-08-17T23:17:45.92686695+10:00", "ended": "2026-08-17T23:17:48.189007696+10:00" }, { "cell": { "id": "uintptr|none|tween_chain|tricameral|simd", "dtype": 23, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3848, "total_correct": 973, "total_train": 207, "infer_ms": 659.662344, "train_ms": 1822.915888, "blocked_train": 1822915888, "duration": 2210817541, "avg_accuracy": 24.468278292515595, "soft_acc": 24.99999072830646, "adapt_pct": 24.99998981932029, "stability": 99.9999921306171, "consistency": 100, "throughput": 1740.5325987505362, "availability": 26.571663905574763, "score": 115.62207519622585, "zero_downtime": 6.642913512750445, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 7879976, "heap_mib": 7.514930725097656, "mobile_score": 22418.367810827982, "mobile_throughput": 337477.9419873229, "mobile_availability": 5152.07267963239, "mobile_accuracy": 4847.33548038548, "soft_acc_blocks": [ 24.99998993333333, 24.999994026666666, 24.999999926470586, 24.999990144927533, 24.9999733625, 24.99999102857143, 24.999996675675675 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.961307796, "time_to_acc50_sec": 0, "acc_per_sec": 11.308029841756381, "mobile_acc_per_sec": 2192.553383755462 }, "started": "2026-08-17T23:17:49.715667281+10:00", "ended": "2026-08-17T23:17:51.927130602+10:00" }, { "cell": { "id": "complex64|none|tween_chain|tricameral|simd", "dtype": 24, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3928, "total_correct": 861, "total_train": 208, "infer_ms": 684.376844, "train_ms": 1839.64445, "blocked_train": 1839644450, "duration": 2255459570, "avg_accuracy": 23.245662418921913, "soft_acc": 25.000005984271557, "adapt_pct": 25.000003513145952, "stability": 99.99999476084616, "consistency": 100, "throughput": 1741.5519445555833, "availability": 27.11454319449969, "score": 118.0534918238526, "zero_downtime": 6.778637421232818, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7686664, "heap_mib": 7.330574035644531, "mobile_score": 23026.052500500013, "mobile_throughput": 339685.5602333176, "mobile_availability": 5288.627091650987, "mobile_accuracy": 4876.191643408395, "soft_acc_blocks": [ 25.00001525, 25.000007721518987, 25.000010890625, 24.9999995375, 25.000001278481015, 25.000002160493825, 25.00000505128205 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.064840934, "time_to_acc50_sec": 0, "acc_per_sec": 11.084218186305842, "mobile_acc_per_sec": 2161.9503662432726 }, "started": "2026-08-17T23:17:53.43848981+10:00", "ended": "2026-08-17T23:17:55.703076389+10:00" }, { "cell": { "id": "complex128|none|tween_chain|tricameral|simd", "dtype": 25, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3960, "total_correct": 1077, "total_train": 203, "infer_ms": 695.659393, "train_ms": 1824.795678, "blocked_train": 1824795678, "duration": 2370469292, "avg_accuracy": 27.293750289070573, "soft_acc": 25.000007233592978, "adapt_pct": 25.000007422349537, "stability": 99.999996605185, "consistency": 100, "throughput": 1670.5552834472237, "availability": 27.60054725847561, "score": 115.27063347452719, "zero_downtime": 6.900138811130152, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8716112, "heap_mib": 8.312332153320312, "mobile_score": 11241.631302658652, "mobile_throughput": 162918.91526190066, "mobile_availability": 2691.7105135884785, "mobile_accuracy": 2438.0959435427817, "soft_acc_blocks": [ 25.000006833333334, 25.000009819444443, 25.00001064102564, 25.000000250000003, 25.000005732394367, 25.00001055172414, 25.000006807228914 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.062516565, "time_to_acc50_sec": 0, "acc_per_sec": 10.546437921792313, "mobile_acc_per_sec": 1028.528803039555 }, "started": "2026-08-17T23:17:57.058031295+10:00", "ended": "2026-08-17T23:17:59.42920871+10:00" }, { "cell": { "id": "nf4|none|tween_chain|tricameral|simd", "dtype": 26, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3264, "total_correct": 781, "total_train": 182, "infer_ms": 616.561147, "train_ms": 1837.594772, "blocked_train": 1837594772, "duration": 2240817270, "avg_accuracy": 24.786511811963248, "soft_acc": 24.99998886000365, "adapt_pct": 24.99998829007974, "stability": 99.99999600361335, "consistency": 100, "throughput": 1456.6114085688032, "availability": 25.123144875458095, "score": 91.48660784536055, "zero_downtime": 6.280783420147102, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11212008, "heap_mib": 10.692604064941406, "mobile_score": 285507.92055969284, "mobile_throughput": 4545737.393903099, "mobile_availability": 78403.3534551439, "mobile_accuracy": 78019.01285377139, "soft_acc_blocks": [ 24.999991, 24.999990169230767, 24.999983981818183, 24.99999446969697, 24.999989527777778, 24.999990796875, 24.999982074626864 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.067448637, "time_to_acc50_sec": 0, "acc_per_sec": 11.156638782957813, "mobile_acc_per_sec": 34817.213299043964 }, "started": "2026-08-17T23:18:00.861806657+10:00", "ended": "2026-08-17T23:18:03.103901632+10:00" }, { "cell": { "id": "fp6|none|tween_chain|tricameral|simd", "dtype": 27, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2032, "total_correct": 474, "total_train": 117, "infer_ms": 663.74452, "train_ms": 1878.368777, "blocked_train": 1878368777, "duration": 2151523741, "avg_accuracy": 25.091438138408762, "soft_acc": 24.999998701529687, "adapt_pct": 24.999995723092525, "stability": 99.99999054899314, "consistency": 100, "throughput": 944.4469337138493, "availability": 26.109950362294963, "score": 61.64865319576771, "zero_downtime": 6.5274872515437865, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8918272, "heap_mib": 8.505126953125, "mobile_score": 128260.51224882007, "mobile_throughput": 1964929.3412022484, "mobile_availability": 54321.95895058294, "mobile_accuracy": 52012.69571122062, "soft_acc_blocks": [ 25.00000916666667, 24.999991046511628, 24.99999216666667, 25.00000063157895, 25.000011702702704, 24.99998364102564, 25.000002555555554 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.064142447, "time_to_acc50_sec": 0, "acc_per_sec": 11.619671317180082, "mobile_acc_per_sec": 24174.818395006787 }, "started": "2026-08-17T23:18:04.699274963+10:00", "ended": "2026-08-17T23:18:06.85164115+10:00" }, { "cell": { "id": "int6|none|tween_chain|tricameral|simd", "dtype": 28, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2040, "total_correct": 623, "total_train": 118, "infer_ms": 645.939519, "train_ms": 1903.198309, "blocked_train": 1903198309, "duration": 2184400591, "avg_accuracy": 31.76222091400663, "soft_acc": 25.000010375579972, "adapt_pct": 25.000004260861825, "stability": 99.99998598681078, "consistency": 100, "throughput": 933.8946383758783, "availability": 25.339528993094525, "score": 59.16115021729237, "zero_downtime": 6.334884877396727, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8095176, "heap_mib": 7.720161437988281, "mobile_score": 123085.242560015, "mobile_throughput": 1942975.2070032242, "mobile_availability": 52719.09117750612, "mobile_accuracy": 52012.71999917489, "soft_acc_blocks": [ 25.000029333333334, 25.000014175, 25.000022948717948, 25.0000134, 25.000011225, 24.999996444444445, 24.999985102564104 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.063549793, "time_to_acc50_sec": 0, "acc_per_sec": 11.444791984850717, "mobile_acc_per_sec": 23810.980556164337 }, "started": "2026-08-17T23:18:08.390166655+10:00", "ended": "2026-08-17T23:18:10.575474275+10:00" }, { "cell": { "id": "uint6|none|tween_chain|tricameral|simd", "dtype": 29, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1944, "total_correct": 482, "total_train": 115, "infer_ms": 644.531961, "train_ms": 1916.020677, "blocked_train": 1916020677, "duration": 2275021154, "avg_accuracy": 23.86704457135871, "soft_acc": 24.999991307135144, "adapt_pct": 24.999993127411688, "stability": 99.99999477505335, "consistency": 100, "throughput": 854.4975489929004, "availability": 25.171595827978443, "score": 53.77264865057754, "zero_downtime": 6.292896768861803, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 8935112, "heap_mib": 8.521186828613281, "mobile_score": 105195.35229744029, "mobile_throughput": 1671652.279725335, "mobile_availability": 49243.155348728214, "mobile_accuracy": 48907.44568072862, "soft_acc_blocks": [ 24.99999414285714, 24.99998631578947, 24.999982555555555, 24.99999347368421, 24.999991388888887, 25.000000073170735, 24.9999912 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.642341815, "time_to_acc50_sec": 0, "acc_per_sec": 10.98890498806111, "mobile_acc_per_sec": 21497.57842679322 }, "started": "2026-08-17T23:18:12.354075079+10:00", "ended": "2026-08-17T23:18:14.630131074+10:00" }, { "cell": { "id": "int5|none|tween_chain|tricameral|simd", "dtype": 30, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2144, "total_correct": 664, "total_train": 125, "infer_ms": 647.363932, "train_ms": 1860.700404, "blocked_train": 1860700404, "duration": 2312395806, "avg_accuracy": 32.541130542584035, "soft_acc": 25.000003221228518, "adapt_pct": 24.999995568725463, "stability": 99.99998530097393, "consistency": 100, "throughput": 927.1769108199118, "availability": 25.811296891707805, "score": 59.829103999700735, "zero_downtime": 6.452825054367808, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 9149256, "heap_mib": 8.725410461425781, "mobile_score": 149369.91084664332, "mobile_throughput": 2314798.7058092854, "mobile_availability": 64440.72964171287, "mobile_accuracy": 62415.24613738789, "soft_acc_blocks": [ 25.00001625, 25.000021923076922, 25.000017113636364, 24.999994888888885, 25.00000355555556, 24.99998105, 24.99998776744186 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.058398555, "time_to_acc50_sec": 0, "acc_per_sec": 10.811299327027285, "mobile_acc_per_sec": 26991.592864611815 }, "started": "2026-08-17T23:18:16.307548483+10:00", "ended": "2026-08-17T23:18:18.620405641+10:00" }, { "cell": { "id": "uint5|none|tween_chain|tricameral|simd", "dtype": 31, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2136, "total_correct": 377, "total_train": 127, "infer_ms": 638.328118, "train_ms": 1880.617285, "blocked_train": 1880617285, "duration": 2297258658, "avg_accuracy": 16.6536063363667, "soft_acc": 24.99998508009052, "adapt_pct": 24.999988529731212, "stability": 99.99999144790132, "consistency": 100, "throughput": 929.8038740920919, "availability": 25.34108588617155, "score": 58.905564422008304, "zero_downtime": 6.335267690675812, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 7886848, "heap_mib": 7.521484375, "mobile_score": 136652.56884816766, "mobile_throughput": 2157013.334247764, "mobile_availability": 58787.73113756243, "mobile_accuracy": 57996.42556491371, "soft_acc_blocks": [ 24.999974875, 24.999974833333333, 24.999980782608695, 24.99998576744186, 24.999997325000002, 24.999985326086957, 24.99999665116279 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.882529484884206, "mobile_acc_per_sec": 25245.927515800755 }, "started": "2026-08-17T23:18:20.19500872+10:00", "ended": "2026-08-17T23:18:22.49305847+10:00" }, { "cell": { "id": "int3|none|tween_chain|tricameral|simd", "dtype": 32, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2712, "total_correct": 842, "total_train": 153, "infer_ms": 637.77444, "train_ms": 1874.847248, "blocked_train": 1874847248, "duration": 2285376294, "avg_accuracy": 31.684210188506643, "soft_acc": 25.000020550256416, "adapt_pct": 25.000017599482046, "stability": 99.99998569596463, "consistency": 100, "throughput": 1186.6754753342166, "availability": 25.382827946042944, "score": 75.30301044528892, "zero_downtime": 6.345712202746964, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 8944608, "heap_mib": 8.530242919921875, "mobile_score": 313337.0217487273, "mobile_throughput": 4937775.4889843315, "mobile_availability": 105618.34998551558, "mobile_accuracy": 104025.48233533997, "soft_acc_blocks": [ 25.00004022222222, 25.000016561403505, 25.000012171875, 25.00000572727273, 25.000001166666667, 25.00003496153846, 25.000033040816323 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.0653526, "time_to_acc50_sec": 0, "acc_per_sec": 10.939126574425043, "mobile_acc_per_sec": 45517.87931311235 }, "started": "2026-08-17T23:18:23.899621285+10:00", "ended": "2026-08-17T23:18:26.18595565+10:00" }, { "cell": { "id": "uint3|none|tween_chain|tricameral|simd", "dtype": 33, "format": 0, "mode": "tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2760, "total_correct": 856, "total_train": 157, "infer_ms": 630.555138, "train_ms": 1883.792074, "blocked_train": 1883792074, "duration": 2219715051, "avg_accuracy": 30.551658481601688, "soft_acc": 25.000008603479824, "adapt_pct": 25.000013400106813, "stability": 99.99999245586183, "consistency": 100, "throughput": 1243.402840718946, "availability": 25.078284136359766, "score": 77.95605116648983, "zero_downtime": 6.269573191695057, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 7928400, "heap_mib": 7.5611114501953125, "mobile_score": 287826.9165773001, "mobile_throughput": 4590853.440527146, "mobile_availability": 92593.26361467456, "mobile_accuracy": 92304.2571176143, "soft_acc_blocks": [ 24.999998777777776, 24.999999499999998, 25.00000186792453, 25.000014999999998, 25.00001735416667, 25.000014500000002, 25.000013224489795 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.064283749, "time_to_acc50_sec": 0, "acc_per_sec": 11.262710766509022, "mobile_acc_per_sec": 41583.83170670058 }, "started": "2026-08-17T23:18:27.735671607+10:00", "ended": "2026-08-17T23:18:29.956285406+10:00" }, { "cell": { "id": "float64|none|step_tween|cnn|simd", "dtype": 0, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17752, "total_correct": 4419, "total_train": 339, "infer_ms": 827.856284, "train_ms": 1576.846461, "blocked_train": 1576846461, "duration": 2287270203, "avg_accuracy": 26.656649813338838, "soft_acc": 25.00014364396399, "adapt_pct": 24.999921810096765, "stability": 99.9995116275591, "consistency": 100, "throughput": 7761.21683250031, "availability": 34.42655379012344, "score": 667.9837099532753, "zero_downtime": 8.60668789919739, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7413296, "heap_mib": 7.0698699951171875, "mobile_score": 210466.25199758582, "mobile_throughput": 2445380.3189170207, "mobile_availability": 10847.012640334278, "mobile_accuracy": 7876.96833582127, "soft_acc_blocks": [ 25.000730551020407, 25.00068936728395, 25.000613806853583, 24.99951163276836, 24.99957152463054, 24.99994527113703, 24.999943354054054 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.070461859, "time_to_acc50_sec": 0, "acc_per_sec": 10.930122558836128, "mobile_acc_per_sec": 3443.8293846917522 }, "started": "2026-08-17T23:18:31.518030086+10:00", "ended": "2026-08-17T23:18:33.806135078+10:00" }, { "cell": { "id": "float32|none|step_tween|cnn|simd", "dtype": 1, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 31792, "total_correct": 7561, "total_train": 443, "infer_ms": 845.613514, "train_ms": 1578.918603, "blocked_train": 1578918603, "duration": 2273947374, "avg_accuracy": 23.6253339650279, "soft_acc": 25.000130532824837, "adapt_pct": 25.000298110305735, "stability": 99.9997738372437, "consistency": 100, "throughput": 13980.974389955252, "availability": 34.87738966503449, "score": 1219.0560942785341, "zero_downtime": 8.719392942700582, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8978032, "heap_mib": 8.562118530273438, "mobile_score": 768192.886486904, "mobile_throughput": 8810164.784808725, "mobile_availability": 21978.12124122789, "mobile_accuracy": 15753.928409607774, "soft_acc_blocks": [ 24.999993241758244, 25.00005070978441, 25.000038677333336, 24.999946617391306, 24.99992692257002, 25.000421534090908, 25.000536026845637 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 1.595889704, "time_to_acc50_sec": 0, "acc_per_sec": 10.994155281987998, "mobile_acc_per_sec": 6928.009236157361 }, "started": "2026-08-17T23:18:35.339695714+10:00", "ended": "2026-08-17T23:18:37.614278294+10:00" }, { "cell": { "id": "float16|none|step_tween|cnn|simd", "dtype": 2, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11808, "total_correct": 3296, "total_train": 285, "infer_ms": 725.873899, "train_ms": 1707.971728, "blocked_train": 1707971728, "duration": 2323804390, "avg_accuracy": 28.292370651069458, "soft_acc": 25.00006554950252, "adapt_pct": 25.000168829083282, "stability": 99.99973369711931, "consistency": 100, "throughput": 5081.322701176238, "availability": 29.82415527704297, "score": 378.8663865091305, "zero_downtime": 7.456058368846157, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8977280, "heap_mib": 8.5614013671875, "mobile_score": 477488.2212742765, "mobile_throughput": 6404030.087390115, "mobile_availability": 37587.612312236306, "mobile_accuracy": 31507.77492023456, "soft_acc_blocks": [ 24.999971170212763, 24.99993286440678, 24.999955801886795, 24.99977874137931, 24.99986898156682, 25.000458162601625, 25.000493124463517 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.060680425, "time_to_acc50_sec": 0, "acc_per_sec": 10.758248696441495, "mobile_acc_per_sec": 13558.70358788442 }, "started": "2026-08-17T23:18:39.165273004+10:00", "ended": "2026-08-17T23:18:41.489628175+10:00" }, { "cell": { "id": "bfloat16|none|step_tween|cnn|simd", "dtype": 3, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14736, "total_correct": 3299, "total_train": 329, "infer_ms": 735.573016, "train_ms": 1681.154219, "blocked_train": 1681154219, "duration": 2080574673, "avg_accuracy": 21.11271507726932, "soft_acc": 24.999709058944976, "adapt_pct": 24.999767748021373, "stability": 99.99989475171019, "consistency": 100, "throughput": 7082.658551616426, "availability": 30.436741281644885, "score": 538.9263428995055, "zero_downtime": 7.609096767435021, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8977448, "heap_mib": 8.561561584472656, "mobile_score": 679213.0155434998, "mobile_throughput": 8926329.054591041, "mobile_availability": 38359.65916603614, "mobile_accuracy": 31507.325632442655, "soft_acc_blocks": [ 24.999547365384615, 24.99970574528302, 24.99978538819876, 24.999610609677422, 24.999742287197233, 24.9998629579288 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.396027069, "time_to_acc50_sec": 0, "acc_per_sec": 12.015771115245608, "mobile_acc_per_sec": 15143.568765552618 }, "started": "2026-08-17T23:18:42.957743089+10:00", "ended": "2026-08-17T23:18:45.03882599+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween|cnn|simd", "dtype": 4, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10792, "total_correct": 2182, "total_train": 277, "infer_ms": 701.221943, "train_ms": 1704.908608, "blocked_train": 1704908608, "duration": 2092382304, "avg_accuracy": 20.476568239913075, "soft_acc": 25.00003148144539, "adapt_pct": 25.00002284111029, "stability": 99.99975998768174, "consistency": 100, "throughput": 5157.757250847023, "availability": 29.143137836330975, "score": 375.7835494272015, "zero_downtime": 7.285793633763767, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9117144, "heap_mib": 8.694786071777344, "mobile_score": 947205.7959715798, "mobile_throughput": 13000722.276596557, "mobile_availability": 73458.64158622257, "mobile_accuracy": 63015.46396800019, "soft_acc_blocks": [ 24.999855617647057, 25.00000728215768, 25.000063066666666, 25.00045186440678, 25.0001343019802, 24.99967675581395 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.948118388142031, "mobile_acc_per_sec": 30116.611026356775 }, "started": "2026-08-17T23:18:46.492037192+10:00", "ended": "2026-08-17T23:18:48.584916838+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween|cnn|simd", "dtype": 5, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10800, "total_correct": 2430, "total_train": 291, "infer_ms": 690.950002, "train_ms": 1748.974811, "blocked_train": 1748974811, "duration": 2090138405, "avg_accuracy": 22.517563745147076, "soft_acc": 24.99986670897344, "adapt_pct": 24.999792541375797, "stability": 99.99983838400532, "consistency": 100, "throughput": 5167.121935161993, "availability": 28.318495648660797, "score": 365.8108497099155, "zero_downtime": 7.079586166151643, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8976928, "heap_mib": 8.561065673828125, "mobile_score": 922068.4556380393, "mobile_throughput": 13024327.043952938, "mobile_availability": 71380.03580117822, "mobile_accuracy": 63015.04863997243, "soft_acc_blocks": [ 24.999894, 25.00007414102564, 25.00004250212766, 24.999666475247523, 24.999661970085473, 24.99986116535433 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.960866634079881, "mobile_acc_per_sec": 30148.74445119458 }, "started": "2026-08-17T23:18:50.102670958+10:00", "ended": "2026-08-17T23:18:52.193496133+10:00" }, { "cell": { "id": "int64|none|step_tween|cnn|simd", "dtype": 6, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8296, "total_correct": 2198, "total_train": 267, "infer_ms": 657.019929, "train_ms": 1751.021008, "blocked_train": 1751021008, "duration": 2028314131, "avg_accuracy": 25.863189611878155, "soft_acc": 24.99968017476782, "adapt_pct": 24.99971420306167, "stability": 99.99973174812733, "consistency": 100, "throughput": 4090.0962396341947, "availability": 27.284416926006777, "score": 278.9861585560026, "zero_downtime": 6.821016969051913, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8371840, "heap_mib": 7.9840087890625, "mobile_score": 87902.1004188759, "mobile_throughput": 1288694.9382724355, "mobile_availability": 8596.690132994136, "mobile_accuracy": 7876.822307373, "soft_acc_blocks": [ 24.99974252173913, 24.999789734177217, 24.99958379054054, 24.999228576470585, 24.999611389534884, 25.000125036144578 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.065846663, "time_to_acc50_sec": 0, "acc_per_sec": 12.325349309893369, "mobile_acc_per_sec": 3883.43313640948 }, "started": "2026-08-17T23:18:53.921083546+10:00", "ended": "2026-08-17T23:18:55.950201322+10:00" }, { "cell": { "id": "int32|none|step_tween|cnn|simd", "dtype": 7, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8040, "total_correct": 2126, "total_train": 269, "infer_ms": 634.889027, "train_ms": 1812.922679, "blocked_train": 1812922679, "duration": 2338043538, "avg_accuracy": 25.31448183914213, "soft_acc": 25.000169309990497, "adapt_pct": 25.000119004544, "stability": 99.99987728400974, "consistency": 100, "throughput": 3438.7725760135095, "availability": 25.937004281978872, "score": 222.98015767254284, "zero_downtime": 6.484294984434204, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 6037856, "heap_mib": 5.758148193359375, "mobile_score": 140511.80397334392, "mobile_throughput": 2166955.764823282, "mobile_availability": 16344.303005997763, "mobile_accuracy": 15753.952845187858, "soft_acc_blocks": [ 25.000323962962963, 25.00028672368421, 25.000257597560974, 24.99995413207547, 25.00007372972973, 25.000184818791944, 25.000104205128203 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 1.738518276, "time_to_acc50_sec": 0, "acc_per_sec": 10.692773211304715, "mobile_acc_per_sec": 6738.092165154479 }, "started": "2026-08-17T23:18:57.557100958+10:00", "ended": "2026-08-17T23:18:59.895936525+10:00" }, { "cell": { "id": "int16|none|step_tween|cnn|simd", "dtype": 8, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8208, "total_correct": 2119, "total_train": 268, "infer_ms": 644.947083, "train_ms": 1800.048907, "blocked_train": 1800048907, "duration": 2325446384, "avg_accuracy": 26.954180882164053, "soft_acc": 25.00003689008721, "adapt_pct": 25.0001287637823, "stability": 99.99983814572911, "consistency": 100, "throughput": 3529.644913111873, "availability": 26.378247066163894, "score": 232.76495740301021, "zero_downtime": 6.59457149749932, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 6023360, "heap_mib": 5.74432373046875, "mobile_score": 293355.4663146861, "mobile_throughput": 4448438.63510961, "mobile_availability": 33244.70768707917, "mobile_accuracy": 31507.738800552987, "soft_acc_blocks": [ 24.999872566666667, 24.99984443125, 24.999853962962963, 25.000121767741934, 25.000108096774195, 25.00023135, 25.00022605521472 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.06285292, "time_to_acc50_sec": 0, "acc_per_sec": 10.750639989852033, "mobile_acc_per_sec": 13549.114276441209 }, "started": "2026-08-17T23:19:01.571164539+10:00", "ended": "2026-08-17T23:19:03.897234724+10:00" }, { "cell": { "id": "int8|none|step_tween|cnn|simd", "dtype": 9, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25656, "total_correct": 7350, "total_train": 446, "infer_ms": 763.341633, "train_ms": 1655.965034, "blocked_train": 1655965034, "duration": 2097772825, "avg_accuracy": 29.058096194123294, "soft_acc": 25.00002254798986, "adapt_pct": 25.000063313119284, "stability": 99.99993211355742, "consistency": 100, "throughput": 12230.11362062048, "availability": 31.552082396671214, "score": 964.7147517905237, "zero_downtime": 7.8880277135281425, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10754032, "heap_mib": 10.255844116210938, "mobile_score": 2431674.845128606, "mobile_throughput": 30827412.547730144, "mobile_availability": 79530.66430570172, "mobile_accuracy": 63015.441450194754, "soft_acc_blocks": [ 24.999973995475113, 24.999952749140892, 24.99995804024145, 25.00007916768916, 25.000035234800837, 25.000136100591718 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.061427247, "time_to_acc50_sec": 0, "acc_per_sec": 11.917411766448001, "mobile_acc_per_sec": 30039.21144330524 }, "started": "2026-08-17T23:19:05.552169144+10:00", "ended": "2026-08-17T23:19:07.650453062+10:00" }, { "cell": { "id": "uint64|none|step_tween|cnn|simd", "dtype": 10, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7832, "total_correct": 1910, "total_train": 259, "infer_ms": 621.979282, "train_ms": 1778.525309, "blocked_train": 1778525309, "duration": 2140847046, "avg_accuracy": 25.275348030144098, "soft_acc": 25.000132253262425, "adapt_pct": 25.00007866511464, "stability": 99.99977864150816, "consistency": 100, "throughput": 3658.36504510374, "availability": 25.91035586151062, "score": 236.97510409746656, "zero_downtime": 6.477623232668588, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8971496, "heap_mib": 8.555885314941406, "mobile_score": 74308.13599106013, "mobile_throughput": 1147151.2516551134, "mobile_availability": 8124.694171004593, "mobile_accuracy": 7839.275920334001, "soft_acc_blocks": [ 25.000356166666666, 25.000298337423313, 25.000075029411764, 24.999731010869567, 25.000008908536586, 25.000324066666668 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.071547951, "time_to_acc50_sec": 0, "acc_per_sec": 11.6776825789461, "mobile_acc_per_sec": 3661.7636626498165 }, "started": "2026-08-17T23:19:09.333939602+10:00", "ended": "2026-08-17T23:19:11.475521646+10:00" }, { "cell": { "id": "uint32|none|step_tween|cnn|simd", "dtype": 11, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7920, "total_correct": 1953, "total_train": 268, "infer_ms": 610.397479, "train_ms": 1790.454567, "blocked_train": 1790454567, "duration": 2146243702, "avg_accuracy": 25.494148878163056, "soft_acc": 25.000127772993313, "adapt_pct": 25.00001675675207, "stability": 99.99976706837538, "consistency": 100, "throughput": 3690.1680795240836, "availability": 25.42420221258399, "score": 234.55014739145733, "zero_downtime": 6.3560830384101905, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 9168216, "heap_mib": 8.743492126464844, "mobile_score": 146395.03294710998, "mobile_throughput": 2303227.192949432, "mobile_availability": 15868.576344799088, "mobile_accuracy": 15603.889273627521, "soft_acc_blocks": [ 25.00018488888889, 25.000447116666667, 25.000371895348835, 24.999796828947368, 24.999914999999998, 25.000050908108108 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.065341508, "time_to_acc50_sec": 0, "acc_per_sec": 11.648317360091344, "mobile_acc_per_sec": 7270.325014389965 }, "started": "2026-08-17T23:19:13.036728641+10:00", "ended": "2026-08-17T23:19:15.183505051+10:00" }, { "cell": { "id": "uint16|none|step_tween|cnn|simd", "dtype": 12, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8024, "total_correct": 2070, "total_train": 263, "infer_ms": 635.869547, "train_ms": 1801.627561, "blocked_train": 1801627561, "duration": 2133909100, "avg_accuracy": 23.66948504144599, "soft_acc": 24.99975558028152, "adapt_pct": 24.999854767079274, "stability": 99.99976246183074, "consistency": 100, "throughput": 3760.2351477858174, "availability": 26.086986725565378, "score": 245.23061337189242, "zero_downtime": 6.5216829196518304, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 9128872, "heap_mib": 8.705970764160156, "mobile_score": 303234.59392340266, "mobile_throughput": 4649637.181986629, "mobile_availability": 32257.297397106653, "mobile_accuracy": 30912.90531527037, "soft_acc_blocks": [ 24.999525000000002, 24.99953179651163, 24.99965925308642, 25.000165514792897, 24.99998098830409, 24.99967092899408 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.073495159, "time_to_acc50_sec": 0, "acc_per_sec": 11.7154735317833, "mobile_acc_per_sec": 14486.514592055666 }, "started": "2026-08-17T23:19:16.651973471+10:00", "ended": "2026-08-17T23:19:18.786610537+10:00" }, { "cell": { "id": "uint8|none|step_tween|cnn|simd", "dtype": 13, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17816, "total_correct": 4235, "total_train": 365, "infer_ms": 747.781465, "train_ms": 1648.970061, "blocked_train": 1648970061, "duration": 2116187999, "avg_accuracy": 25.312218936280335, "soft_acc": 24.99995643319446, "adapt_pct": 24.99981742641705, "stability": 99.99979909953998, "consistency": 100, "throughput": 8418.911745279205, "availability": 31.19979092067135, "score": 656.6695712189241, "zero_downtime": 7.799934137415598, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 9971856, "heap_mib": 9.509902954101562, "mobile_score": 1593907.2970149412, "mobile_throughput": 20434881.486615483, "mobile_availability": 75729.9813991525, "mobile_accuracy": 60681.375733549336, "soft_acc_blocks": [ 25.000129396825397, 25.000209829015542, 25.00011271022727, 24.999781477922077, 24.99982297108434, 24.99968221409214 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.064961353, "time_to_acc50_sec": 0, "acc_per_sec": 11.81367460972661, "mobile_acc_per_sec": 28674.851082334928 }, "started": "2026-08-17T23:19:20.136715079+10:00", "ended": "2026-08-17T23:19:22.25344865+10:00" }, { "cell": { "id": "int4|none|step_tween|cnn|simd", "dtype": 14, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24256, "total_correct": 6401, "total_train": 395, "infer_ms": 749.908835, "train_ms": 1608.203075, "blocked_train": 1608203075, "duration": 2090236867, "avg_accuracy": 25.832255494107155, "soft_acc": 25.000215377933305, "adapt_pct": 25.000427886691863, "stability": 99.99968895889052, "consistency": 100, "throughput": 11604.426456611725, "availability": 31.80124029821808, "score": 922.5958338771565, "zero_downtime": 7.95037856740864, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9971432, "heap_mib": 9.509498596191406, "mobile_score": 4651018.50530564, "mobile_throughput": 58500591.71234662, "mobile_availability": 160317.39109107846, "mobile_accuracy": 126031.85500063362, "soft_acc_blocks": [ 24.999893296875, 24.999831117307693, 25.00000644347826, 25.00056194320487, 25.000542217922607, 25.00045724881141 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.123271291, "time_to_acc50_sec": 0, "acc_per_sec": 11.960470017838082, "mobile_acc_per_sec": 60295.48946838743 }, "started": "2026-08-17T23:19:23.79423695+10:00", "ended": "2026-08-17T23:19:25.88504819+10:00" }, { "cell": { "id": "uint4|none|step_tween|cnn|simd", "dtype": 15, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8064, "total_correct": 1671, "total_train": 248, "infer_ms": 643.173563, "train_ms": 1756.188192, "blocked_train": 1756188192, "duration": 2065609585, "avg_accuracy": 20.857507046653737, "soft_acc": 24.999798358710503, "adapt_pct": 24.9998206116248, "stability": 99.99995033754519, "consistency": 100, "throughput": 3903.9323106161905, "availability": 26.80602713032741, "score": 261.6201784291232, "zero_downtime": 6.701452730563085, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 9354000, "heap_mib": 8.920669555664062, "mobile_score": 1224681.4295379298, "mobile_throughput": 18274864.85061019, "mobile_availability": 125482.84242950981, "mobile_accuracy": 117027.62751688939, "soft_acc_blocks": [ 24.99971512, 24.99979303289474, 24.99977145398773, 24.999868875, 24.999844650246303, 24.999797020134228 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.102867134357583, "mobile_acc_per_sec": 56655.250036947036 }, "started": "2026-08-17T23:19:27.538994083+10:00", "ended": "2026-08-17T23:19:29.605268354+10:00" }, { "cell": { "id": "fp4|none|step_tween|cnn|simd", "dtype": 16, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15616, "total_correct": 3900, "total_train": 317, "infer_ms": 735.15583, "train_ms": 1683.835303, "blocked_train": 1683835303, "duration": 2197859112, "avg_accuracy": 25.05027857991892, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 7105.096006718013, "availability": 30.39100970528444, "score": 539.8276042428621, "zero_downtime": 7.597752426321111, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9160808, "heap_mib": 8.736427307128906, "mobile_score": 2721395.528589247, "mobile_throughput": 35818428.60740551, "mobile_availability": 153208.09323427084, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.405256155, "time_to_acc50_sec": 0, "acc_per_sec": 11.374705441082885, "mobile_acc_per_sec": 57342.515060523685 }, "started": "2026-08-17T23:19:31.188506398+10:00", "ended": "2026-08-17T23:19:33.387254362+10:00" }, { "cell": { "id": "int2|none|step_tween|cnn|simd", "dtype": 17, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24152, "total_correct": 5275, "total_train": 394, "infer_ms": 730.884586, "train_ms": 1608.303656, "blocked_train": 1608303656, "duration": 2133265312, "avg_accuracy": 21.257176005243014, "soft_acc": 25.000338770074517, "adapt_pct": 25.000500333271805, "stability": 99.99948531496527, "consistency": 100, "throughput": 11321.610989566403, "availability": 31.24522314523501, "score": 884.3776381961128, "zero_downtime": 7.811411635774484, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 5372264, "heap_mib": 5.123390197753906, "mobile_score": 8916703.522587761, "mobile_throughput": 114149707.35572673, "mobile_availability": 315028.76062248024, "mobile_accuracy": 252064.95409778517, "soft_acc_blocks": [ 24.999946863013697, 24.999971032388665, 25.000059998284733, 25.001167452173913, 25.00095066784452, 24.99993660674157 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.039102801, "time_to_acc50_sec": 0, "acc_per_sec": 11.719282467793917, "mobile_acc_per_sec": 118159.21473989879 }, "started": "2026-08-17T23:19:34.738057241+10:00", "ended": "2026-08-17T23:19:36.873763954+10:00" }, { "cell": { "id": "uint2|none|step_tween|cnn|simd", "dtype": 18, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7264, "total_correct": 1883, "total_train": 253, "infer_ms": 613.473846, "train_ms": 1804.066834, "blocked_train": 1804066834, "duration": 2142487115, "avg_accuracy": 25.270084222670253, "soft_acc": 24.99992004607203, "adapt_pct": 25.000007897386663, "stability": 99.99955924161121, "consistency": 100, "throughput": 3390.452128810119, "availability": 25.375947179511368, "score": 215.0891474472806, "zero_downtime": 6.343966505811312, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 7160400, "heap_mib": 6.8286895751953125, "mobile_score": 1879477.648947331, "mobile_throughput": 29626222.76182666, "mobile_availability": 221738.40991419426, "mobile_accuracy": 218452.6346852502, "soft_acc_blocks": [ 24.999676714285712, 25.0001253803681, 24.999988000000002, 24.99942087662338, 24.99956288957055, 25.000746415584416 ], "phase_blocks": [ "A", "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, true, false ], "time_to_acc25_sec": 0.367125936, "time_to_acc50_sec": 0, "acc_per_sec": 11.668644292440487, "mobile_acc_per_sec": 101962.16964658396 }, "started": "2026-08-17T23:19:38.309509129+10:00", "ended": "2026-08-17T23:19:40.452530722+10:00" }, { "cell": { "id": "ternary|none|step_tween|cnn|simd", "dtype": 19, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24480, "total_correct": 5719, "total_train": 375, "infer_ms": 765.743433, "train_ms": 1584.690612, "blocked_train": 1584690612, "duration": 2174652716, "avg_accuracy": 22.70074911699705, "soft_acc": 25.000570369310225, "adapt_pct": 24.99304288598241, "stability": 99.97154867453595, "consistency": 100, "throughput": 11256.969823222109, "availability": 32.57880963003154, "score": 916.8676098530239, "zero_downtime": 8.144888227039651, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 7148608, "heap_mib": 6.81744384765625, "mobile_score": 9244282.412204273, "mobile_throughput": 113497965.28225909, "mobile_availability": 328474.5950636534, "mobile_accuracy": 252067.28918817153, "soft_acc_blocks": [ 24.999303707317075, 24.999321653027824, 24.999475405405406, 25.051860989733058, 24.953437821092276, 25.000022639285714 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.062246601, "time_to_acc50_sec": 0, "acc_per_sec": 11.496350743899756, "mobile_acc_per_sec": 115911.51420803298 }, "started": "2026-08-17T23:19:42.01591106+10:00", "ended": "2026-08-17T23:19:44.191085494+10:00" }, { "cell": { "id": "binary|none|step_tween|cnn|simd", "dtype": 20, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 20672, "total_correct": 5449, "total_train": 382, "infer_ms": 696.426857, "train_ms": 1639.790817, "blocked_train": 1639790817, "duration": 2242372816, "avg_accuracy": 26.132518414093322, "soft_acc": 25.001445593826887, "adapt_pct": 25.002676736813942, "stability": 99.99838210901738, "consistency": 100, "throughput": 9218.80601321025, "availability": 29.810015768248142, "score": 687.0716083074193, "zero_downtime": 7.452934873809776, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 7672496, "heap_mib": 7.3170623779296875, "mobile_score": 13854746.129856933, "mobile_throughput": 185896514.11746058, "mobile_availability": 601116.6748885878, "mobile_accuracy": 504152.22721139656, "soft_acc_blocks": [ 24.999444375, 24.999660324786326, 25.000556353965184, 25.002520951501154, 25.003039755646817, 25.003451802061853 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.78068447, "time_to_acc50_sec": 0, "acc_per_sec": 11.149549002482594, "mobile_acc_per_sec": 224829.79797744594 }, "started": "2026-08-17T23:19:45.603541928+10:00", "ended": "2026-08-17T23:19:47.846640836+10:00" }, { "cell": { "id": "int|none|step_tween|cnn|simd", "dtype": 21, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6320, "total_correct": 1477, "total_train": 219, "infer_ms": 622.146565, "train_ms": 1835.38291, "blocked_train": 1835382910, "duration": 2268809734, "avg_accuracy": 22.071449657055023, "soft_acc": 24.99972580305527, "adapt_pct": 25.000065915708216, "stability": 99.9994782869861, "consistency": 100, "throughput": 2785.601588925482, "availability": 25.315935020474164, "score": 176.2983384055797, "zero_downtime": 6.328914339598185, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 6950600, "heap_mib": 6.628608703613281, "mobile_score": 55547.53800840419, "mobile_throughput": 877678.7775568287, "mobile_availability": 7976.466911066322, "mobile_accuracy": 7876.8366837934145, "soft_acc_blocks": [ 24.99906190476191, 24.999116179104476, 24.999533671232875, 25.000424303448277, 25.00008087820513, 25.000137881578947 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.908207427, "time_to_acc50_sec": 0, "acc_per_sec": 11.018872772103185, "mobile_acc_per_sec": 3471.7925288103575 }, "started": "2026-08-17T23:19:49.171237326+10:00", "ended": "2026-08-17T23:19:51.440561017+10:00" }, { "cell": { "id": "uint|none|step_tween|cnn|simd", "dtype": 22, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6152, "total_correct": 965, "total_train": 227, "infer_ms": 587.467992, "train_ms": 1861.803467, "blocked_train": 1861803467, "duration": 2251072279, "avg_accuracy": 16.490491453216094, "soft_acc": 24.99939159229551, "adapt_pct": 24.999365063315462, "stability": 99.99994412391963, "consistency": 100, "throughput": 2732.919798884876, "availability": 23.98541777969577, "score": 163.8715697105611, "zero_downtime": 5.996208515794217, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 7701280, "heap_mib": 7.344512939453125, "mobile_score": 51385.10618445613, "mobile_throughput": 856959.9614340633, "mobile_availability": 7521.092534019818, "mobile_accuracy": 7839.043671735304, "soft_acc_blocks": [ 24.999491136363634, 24.99941769503546, 24.999385510638298, 24.999305554216868, 24.99938322142857, 24.999366436090224 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.105548153878496, "mobile_acc_per_sec": 3482.359826854455 }, "started": "2026-08-17T23:19:52.770715048+10:00", "ended": "2026-08-17T23:19:55.022577899+10:00" }, { "cell": { "id": "uintptr|none|step_tween|cnn|simd", "dtype": 23, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6232, "total_correct": 1517, "total_train": 224, "infer_ms": 593.783163, "train_ms": 1844.414354, "blocked_train": 1844414354, "duration": 2277920498, "avg_accuracy": 24.895130227182193, "soft_acc": 24.99988551408452, "adapt_pct": 24.99985686350165, "stability": 99.99983871990763, "consistency": 100, "throughput": 2735.828579387058, "availability": 24.353365913135736, "score": 166.56582339244412, "zero_downtime": 6.088313597110019, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9060008, "heap_mib": 8.640296936035156, "mobile_score": 52229.94163563262, "mobile_throughput": 857872.0659268433, "mobile_availability": 7636.469801355328, "mobile_accuracy": 7839.19855048346, "soft_acc_blocks": [ 25.00007023809524, 24.999969902439023, 24.999802985507245, 24.999601721428572, 24.999827466666666, 25.000040770370372 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.067730722, "time_to_acc50_sec": 0, "acc_per_sec": 10.974871834216456, "mobile_acc_per_sec": 3441.3837345799507 }, "started": "2026-08-17T23:19:56.282212986+10:00", "ended": "2026-08-17T23:19:58.560741556+10:00" }, { "cell": { "id": "complex64|none|step_tween|cnn|simd", "dtype": 24, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6648, "total_correct": 1867, "total_train": 230, "infer_ms": 627.914629, "train_ms": 1820.928584, "blocked_train": 1820928584, "duration": 2400728277, "avg_accuracy": 27.46291973404976, "soft_acc": 25.000220408660855, "adapt_pct": 25.000382451095575, "stability": 99.99970139424019, "consistency": 100, "throughput": 2769.159701949893, "availability": 25.6412752628112, "score": 177.51353041793683, "zero_downtime": 6.410375331294233, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7895360, "heap_mib": 7.52960205078125, "mobile_score": 55930.41696860533, "mobile_throughput": 872498.3183989817, "mobile_availability": 8078.974113574975, "mobile_accuracy": 7876.9925226057585, "soft_acc_blocks": [ 24.999882760000002, 25.000253509933778, 25.00020504458599, 24.999872612903225, 25.000359614285713, 25.00074891025641 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.418403419, "time_to_acc50_sec": 0, "acc_per_sec": 10.413598510157781, "mobile_acc_per_sec": 3281.084576738944 }, "started": "2026-08-17T23:19:59.613217301+10:00", "ended": "2026-08-17T23:20:02.014532713+10:00" }, { "cell": { "id": "complex128|none|step_tween|cnn|simd", "dtype": 25, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6392, "total_correct": 1725, "total_train": 229, "infer_ms": 612.979253, "train_ms": 1858.683447, "blocked_train": 1858683447, "duration": 2348525177, "avg_accuracy": 28.574620097216073, "soft_acc": 25.00015625978053, "adapt_pct": 24.99992168373709, "stability": 99.99968004448985, "consistency": 100, "throughput": 2721.7081011518576, "availability": 24.800279301864286, "score": 168.7488574565666, "zero_downtime": 6.200108578328079, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 7003984, "heap_mib": 6.6795196533203125, "mobile_score": 26584.43539008065, "mobile_throughput": 428773.7070122311, "mobile_availability": 3906.9978469398507, "mobile_accuracy": 3938.486155386963, "soft_acc_blocks": [ 25.000600652173915, 25.00052166442953, 25.000252685185185, 24.999847696551722, 24.999865066225166, 24.999849794117647 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.061470998, "time_to_acc50_sec": 0, "acc_per_sec": 10.645045028521118, "mobile_acc_per_sec": 1677.0040168008652 }, "started": "2026-08-17T23:20:03.382904833+10:00", "ended": "2026-08-17T23:20:05.73201204+10:00" }, { "cell": { "id": "nf4|none|step_tween|cnn|simd", "dtype": 26, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6152, "total_correct": 1606, "total_train": 206, "infer_ms": 593.311492, "train_ms": 1821.758475, "blocked_train": 1821758475, "duration": 2214985553, "avg_accuracy": 27.131576638575677, "soft_acc": 25.000027096339412, "adapt_pct": 24.999944665272213, "stability": 99.99986739145086, "consistency": 100, "throughput": 2777.444752029044, "availability": 24.56705189113057, "score": 170.58425825777255, "zero_downtime": 6.141769629554407, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 7194744, "heap_mib": 6.861442565917969, "mobile_score": 859954.6114754908, "mobile_throughput": 14001739.94376734, "mobile_availability": 123848.17790285639, "mobile_accuracy": 126030.90582966921, "soft_acc_blocks": [ 25.0002791, 25.0000648, 24.999982020689657, 24.99998734375, 25.000014051851853, 24.999835261744966 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.062992661, "time_to_acc50_sec": 0, "acc_per_sec": 11.28676756490764, "mobile_acc_per_sec": 56899.19993336824 }, "started": "2026-08-17T23:20:07.179512356+10:00", "ended": "2026-08-17T23:20:09.395497751+10:00" }, { "cell": { "id": "fp6|none|step_tween|cnn|simd", "dtype": 27, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2552, "total_correct": 564, "total_train": 131, "infer_ms": 483.934102, "train_ms": 1896.299867, "blocked_train": 1896299867, "duration": 2165088124, "avg_accuracy": 21.362425844853153, "soft_acc": 24.99981678799904, "adapt_pct": 25.000059998211437, "stability": 99.99963108141229, "consistency": 100, "throughput": 1178.704908918525, "availability": 20.33136692874414, "score": 59.91126594810195, "zero_downtime": 5.082804482681862, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 7618880, "heap_mib": 7.26593017578125, "mobile_score": 201351.0115474261, "mobile_throughput": 3961415.636455613, "mobile_availability": 68330.07502780389, "mobile_accuracy": 84019.89707786181, "soft_acc_blocks": [ 24.9996721, 24.99948824528302, 24.99955618, 24.999564596153846, 25.00012260655738, 25.000497 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.7867892429999999, "time_to_acc50_sec": 0, "acc_per_sec": 11.546789486707766, "mobile_acc_per_sec": 38806.6869641477 }, "started": "2026-08-17T23:20:10.887176296+10:00", "ended": "2026-08-17T23:20:13.052919679+10:00" }, { "cell": { "id": "int6|none|step_tween|cnn|simd", "dtype": 28, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2408, "total_correct": 546, "total_train": 128, "infer_ms": 476.962284, "train_ms": 1894.617106, "blocked_train": 1894617106, "duration": 2273234325, "avg_accuracy": 22.09150170285228, "soft_acc": 24.999737749031507, "adapt_pct": 24.999810573414223, "stability": 99.99983263989326, "consistency": 100, "throughput": 1059.2836706352305, "availability": 20.111588336918377, "score": 53.259134093348344, "zero_downtime": 5.027844341394402, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 7744176, "heap_mib": 7.3854217529296875, "mobile_score": 178994.39035598343, "mobile_throughput": 3560062.2891666903, "mobile_availability": 67591.43862811706, "mobile_accuracy": 84019.6314420784, "soft_acc_blocks": [ 24.9994035, 24.999861916666667, 24.999781603448277, 24.999677111111108, 24.9999204, 24.999781962962963 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.997431049714379, "mobile_acc_per_sec": 36960.39186020931 }, "started": "2026-08-17T23:20:14.664392+10:00", "ended": "2026-08-17T23:20:16.939077779+10:00" }, { "cell": { "id": "uint6|none|step_tween|cnn|simd", "dtype": 29, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2816, "total_correct": 666, "total_train": 133, "infer_ms": 517.427143, "train_ms": 1872.47811, "blocked_train": 1872478110, "duration": 2199899087, "avg_accuracy": 24.182102878464818, "soft_acc": 25.00020752849079, "adapt_pct": 25.00015086099995, "stability": 99.99971802707749, "consistency": 100, "throughput": 1280.0587157114448, "availability": 21.65052954925657, "score": 69.28544776663713, "zero_downtime": 5.412677318331365, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 9294504, "heap_mib": 8.863929748535156, "mobile_score": 221497.12706508933, "mobile_throughput": 4092191.609408061, "mobile_availability": 69214.10266049164, "mobile_accuracy": 79922.6146627889, "soft_acc_blocks": [ 24.999876, 25.000517000000002, 25.000384892307693, 25.000414283582092, 25.000283030769232, 24.999769964285715 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.432321877, "time_to_acc50_sec": 0, "acc_per_sec": 11.364251967840737, "mobile_acc_per_sec": 36330.12765680051 }, "started": "2026-08-17T23:20:18.443117652+10:00", "ended": "2026-08-17T23:20:20.643615487+10:00" }, { "cell": { "id": "int5|none|step_tween|cnn|simd", "dtype": 30, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3136, "total_correct": 809, "total_train": 143, "infer_ms": 521.67672, "train_ms": 1838.965376, "blocked_train": 1838965376, "duration": 2278511817, "avg_accuracy": 27.027868897418646, "soft_acc": 24.999952239558624, "adapt_pct": 24.9999469204525, "stability": 99.99983939618404, "consistency": 100, "throughput": 1376.3369479158598, "availability": 22.098933204824117, "score": 76.03880043216586, "zero_downtime": 5.524722746657991, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 7196192, "heap_mib": 6.862823486328125, "mobile_score": 306663.31231522595, "mobile_throughput": 5550745.7365300795, "mobile_availability": 89124.6576314679, "mobile_accuracy": 100824.42276749009, "soft_acc_blocks": [ 25.000241636363636, 24.999762734939758, 24.999790552238807, 24.999946057142857, 24.999928750000002, 25.000043706666666 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.065600155, "time_to_acc50_sec": 0, "acc_per_sec": 10.972052922014152, "mobile_acc_per_sec": 44250.12063366889 }, "started": "2026-08-17T23:20:22.252515162+10:00", "ended": "2026-08-17T23:20:24.53184031+10:00" }, { "cell": { "id": "uint5|none|step_tween|cnn|simd", "dtype": 31, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 823, "total_train": 141, "infer_ms": 492.805532, "train_ms": 1875.328517, "blocked_train": 1875328517, "duration": 2302130096, "avg_accuracy": 29.581495643438505, "soft_acc": 25.000060314508463, "adapt_pct": 25.000125891838582, "stability": 99.99986284290686, "consistency": 100, "throughput": 1237.115141732633, "availability": 20.809866409720293, "score": 64.3606573571276, "zero_downtime": 5.202479153798709, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 9551216, "heap_mib": 9.108749389648438, "mobile_score": 244518.26322067907, "mobile_throughput": 4700033.503106657, "mobile_availability": 79060.60318999589, "mobile_accuracy": 94979.93929110879, "soft_acc_blocks": [ 24.999954066666664, 25.000037523076923, 24.999968661764708, 25.00001658181818, 25.000025506849315, 25.000359546875 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.058242881, "time_to_acc50_sec": 0, "acc_per_sec": 10.85953411492539, "mobile_acc_per_sec": 41257.416101782626 }, "started": "2026-08-17T23:20:26.020995587+10:00", "ended": "2026-08-17T23:20:28.323571306+10:00" }, { "cell": { "id": "int3|none|step_tween|cnn|simd", "dtype": 32, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3800, "total_correct": 901, "total_train": 170, "infer_ms": 533.454871, "train_ms": 1837.809595, "blocked_train": 1837809595, "duration": 2323246454, "avg_accuracy": 23.84940989392295, "soft_acc": 25.00010031746594, "adapt_pct": 24.999966842771425, "stability": 99.99978920267837, "consistency": 100, "throughput": 1635.6422253254411, "availability": 22.496641713687286, "score": 91.99151192004487, "zero_downtime": 5.624182996482711, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 7981120, "heap_mib": 7.61138916015625, "mobile_score": 618333.920532519, "mobile_throughput": 10994199.885018269, "mobile_availability": 151214.34988186767, "mobile_accuracy": 168041.6999390203, "soft_acc_blocks": [ 25.00011508333333, 25.000387529411764, 25.000299000000002, 25.000098527472527, 24.999950858695655, 24.99975090588235 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.434193697, "time_to_acc50_sec": 0, "acc_per_sec": 10.760847293847172, "mobile_acc_per_sec": 72330.55264098136 }, "started": "2026-08-17T23:20:29.770846842+10:00", "ended": "2026-08-17T23:20:32.094902096+10:00" }, { "cell": { "id": "uint3|none|step_tween|cnn|simd", "dtype": 33, "format": 0, "mode": "step_tween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3888, "total_correct": 814, "total_train": 170, "infer_ms": 536.021112, "train_ms": 1840.797414, "blocked_train": 1840797414, "duration": 2332832475, "avg_accuracy": 21.203484197302654, "soft_acc": 24.999883307580557, "adapt_pct": 24.99982856099834, "stability": 99.99959842989922, "consistency": 100, "throughput": 1666.64346525783, "availability": 22.552041989595295, "score": 93.96509492282992, "zero_downtime": 5.637984180875393, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 7440392, "heap_mib": 7.095710754394531, "mobile_score": 572846.1824058215, "mobile_throughput": 10160478.71061741, "mobile_availability": 137485.63942605743, "mobile_accuracy": 152408.59092517203, "soft_acc_blocks": [ 24.999854214285712, 24.99968011764706, 24.99990815, 25.000651511111112, 24.99990078313253, 24.999305069306928 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.198609676, "time_to_acc50_sec": 0, "acc_per_sec": 10.716536045984423, "mobile_acc_per_sec": 65331.99128461722 }, "started": "2026-08-17T23:20:33.592834073+10:00", "ended": "2026-08-17T23:20:35.926276755+10:00" }, { "cell": { "id": "float64|none|step_tween|bicameral|simd", "dtype": 0, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7304, "total_correct": 1672, "total_train": 243, "infer_ms": 649.558618, "train_ms": 1790.086282, "blocked_train": 1790086282, "duration": 2020484008, "avg_accuracy": 21.303202722821954, "soft_acc": 24.999996368630217, "adapt_pct": 24.999996882205902, "stability": 99.9999980003232, "consistency": 100, "throughput": 3614.97540741733, "availability": 26.625129665386954, "score": 240.62293744753896, "zero_downtime": 6.656281449489825, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7199376, "heap_mib": 6.8658599853515625, "mobile_score": 51873.23956763787, "mobile_throughput": 779312.593093757, "mobile_availability": 5739.81742681184, "mobile_accuracy": 5389.472901363651, "soft_acc_blocks": [ 24.99999825, 24.999994274853798, 24.99999363687151, 24.999997470899473, 24.999998210526318 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.620879706, "time_to_acc50_sec": 0, "acc_per_sec": 12.373271092294742, "mobile_acc_per_sec": 2667.416757581014 }, "started": "2026-08-17T23:20:37.525076878+10:00", "ended": "2026-08-17T23:20:39.546229634+10:00" }, { "cell": { "id": "float32|none|step_tween|bicameral|simd", "dtype": 1, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13848, "total_correct": 2850, "total_train": 325, "infer_ms": 733.011759, "train_ms": 1709.833353, "blocked_train": 1709833353, "duration": 2297941366, "avg_accuracy": 20.19936522278876, "soft_acc": 24.999985897505763, "adapt_pct": 24.999985114358548, "stability": 99.99999681385562, "consistency": 100, "throughput": 6026.263422075496, "availability": 30.006477095057022, "score": 452.06708334713943, "zero_downtime": 7.501615042102552, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 7243088, "heap_mib": 6.9075469970703125, "mobile_score": 194912.29193577718, "mobile_throughput": 2598271.050191709, "mobile_availability": 12937.52949277406, "mobile_accuracy": 10778.941288019327, "soft_acc_blocks": [ 24.999990902439023, 24.999983692307694, 24.99998827793696, 24.999982616487454, 24.999982421875, 24.99998747398844 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.879296690247127, "mobile_acc_per_sec": 4690.6946571844455 }, "started": "2026-08-17T23:20:41.028466497+10:00", "ended": "2026-08-17T23:20:43.327132913+10:00" }, { "cell": { "id": "float16|none|step_tween|bicameral|simd", "dtype": 2, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5600, "total_correct": 1566, "total_train": 205, "infer_ms": 582.262411, "train_ms": 1837.218094, "blocked_train": 1837218094, "duration": 2357744506, "avg_accuracy": 27.08354981586748, "soft_acc": 25.000000595353516, "adapt_pct": 24.99999853274501, "stability": 99.99999170124464, "consistency": 100, "throughput": 2375.1513303282404, "availability": 24.065596304525712, "score": 142.89858609759855, "zero_downtime": 6.016399219406802, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8940536, "heap_mib": 8.526359558105469, "mobile_score": 123223.70708542393, "mobile_throughput": 2048130.494531468, "mobile_availability": 20752.143676492065, "mobile_accuracy": 21557.895250224843, "soft_acc_blocks": [ 25.000008833333332, 25.000008045801525, 24.99999702919708, 24.999985160305343, 24.99999816535433, 25.000006338129495 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.22687081, "time_to_acc50_sec": 0, "acc_per_sec": 10.60335440576084, "mobile_acc_per_sec": 9143.439925472927 }, "started": "2026-08-17T23:20:44.743455091+10:00", "ended": "2026-08-17T23:20:47.101757043+10:00" }, { "cell": { "id": "bfloat16|none|step_tween|bicameral|simd", "dtype": 3, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7408, "total_correct": 1993, "total_train": 244, "infer_ms": 628.645889, "train_ms": 1786.570192, "blocked_train": 1786570192, "duration": 2358152945, "avg_accuracy": 26.693949896349448, "soft_acc": 25.000000097684786, "adapt_pct": 24.99999566909615, "stability": 99.99999395115681, "consistency": 100, "throughput": 3141.4417015262766, "availability": 26.028556779885072, "score": 204.41798504592975, "zero_downtime": 6.5071392203972085, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 7974456, "heap_mib": 7.605033874511719, "mobile_score": 176272.85615750068, "mobile_throughput": 2708914.780937185, "mobile_availability": 22444.83548850721, "mobile_accuracy": 21557.89482107724, "soft_acc_blocks": [ 25.000008037037038, 25.00000388757396, 25.00000306451613, 25.000000243902438, 24.999996079787234, 24.999989273291927 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.066676247, "time_to_acc50_sec": 0, "acc_per_sec": 10.601517662665763, "mobile_acc_per_sec": 9141.856072900835 }, "started": "2026-08-17T23:20:48.60141069+10:00", "ended": "2026-08-17T23:20:50.960410248+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween|bicameral|simd", "dtype": 4, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6176, "total_correct": 1677, "total_train": 208, "infer_ms": 639.149394, "train_ms": 1786.586054, "blocked_train": 1786586054, "duration": 2316550080, "avg_accuracy": 25.90689374039052, "soft_acc": 25.000009706716025, "adapt_pct": 25.000005965058765, "stability": 99.99999350608287, "consistency": 100, "throughput": 2666.0334491883727, "availability": 26.348685077219514, "score": 175.61625758125356, "zero_downtime": 6.587173826896914, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 8817152, "heap_mib": 8.40869140625, "mobile_score": 302873.3436011851, "mobile_throughput": 4597925.477000242, "mobile_availability": 45441.774347912055, "mobile_accuracy": 43115.806214193195, "soft_acc_blocks": [ 25.00001385, 25.00002006849315, 25.000012141843975, 25.000000711409395, 25.00000798, 25.00000348854962 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.840172051, "time_to_acc50_sec": 0, "acc_per_sec": 10.791914201447364, "mobile_acc_per_sec": 18612.076029106694 }, "started": "2026-08-17T23:20:52.393993533+10:00", "ended": "2026-08-17T23:20:54.711430382+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween|bicameral|simd", "dtype": 5, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5800, "total_correct": 1437, "total_train": 203, "infer_ms": 626.888276, "train_ms": 1815.495288, "blocked_train": 1815495288, "duration": 2058583508, "avg_accuracy": 27.727071246228824, "soft_acc": 25.000000631889247, "adapt_pct": 24.999991883467548, "stability": 99.99998934861364, "consistency": 100, "throughput": 2817.471323101652, "availability": 25.667069056643882, "score": 180.79058210749466, "zero_downtime": 6.41676742634842, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 7235144, "heap_mib": 6.899971008300781, "mobile_score": 311797.14707886236, "mobile_throughput": 4859100.016599733, "mobile_availability": 44266.23783411088, "mobile_accuracy": 43115.79056346036, "soft_acc_blocks": [ 25.00001495, 25.000007714285715, 25.000003686666666, 24.999989769784175, 24.99998703870968 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.067036101, "time_to_acc50_sec": 0, "acc_per_sec": 12.144273251357092, "mobile_acc_per_sec": 20944.39715265627 }, "started": "2026-08-17T23:20:56.193260276+10:00", "ended": "2026-08-17T23:20:58.252638679+10:00" }, { "cell": { "id": "int64|none|step_tween|bicameral|simd", "dtype": 6, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4448, "total_correct": 1323, "total_train": 184, "infer_ms": 570.606275, "train_ms": 1864.000977, "blocked_train": 1864000977, "duration": 2359949168, "avg_accuracy": 29.525929505188355, "soft_acc": 25.00000960956763, "adapt_pct": 25.000007751617556, "stability": 99.9999948042355, "consistency": 100, "throughput": 1884.7863590933075, "availability": 23.437302855779055, "score": 110.43581424087817, "zero_downtime": 5.859327966168232, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7773888, "heap_mib": 7.41375732421875, "mobile_score": 23807.636585823, "mobile_throughput": 406320.2593076941, "mobile_availability": 5052.589078803738, "mobile_accuracy": 5389.475755831001, "soft_acc_blocks": [ 25.00001346153846, 25.000007824074075, 25.00000742857143, 25.000018805309736, 25.000007657142856, 25.000002480769233 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.06684886, "time_to_acc50_sec": 0, "acc_per_sec": 10.593452583029377, "mobile_acc_per_sec": 2283.725356846754 }, "started": "2026-08-17T23:20:59.718066383+10:00", "ended": "2026-08-17T23:21:02.078892738+10:00" }, { "cell": { "id": "int32|none|step_tween|bicameral|simd", "dtype": 7, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4168, "total_correct": 1202, "total_train": 177, "infer_ms": 575.461905, "train_ms": 1866.389123, "blocked_train": 1866389123, "duration": 2077956789, "avg_accuracy": 29.22387309292649, "soft_acc": 25.000013191969487, "adapt_pct": 25.00001070285868, "stability": 99.99999579776258, "consistency": 100, "throughput": 2005.816493424686, "availability": 23.566626235644378, "score": 118.17588135344796, "zero_downtime": 5.8916596678132365, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 5866192, "heap_mib": 5.5944366455078125, "mobile_score": 50952.46421302346, "mobile_throughput": 864823.6165334225, "mobile_availability": 10160.93695381046, "mobile_accuracy": 10778.953056242844, "soft_acc_blocks": [ 25.000018555555556, 25.000012392857144, 25.000017444444442, 25.000009766990292, 25.0000078 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.066018496, "time_to_acc50_sec": 0, "acc_per_sec": 12.031055373389426, "mobile_acc_per_sec": 5187.284506252957 }, "started": "2026-08-17T23:21:03.588739094+10:00", "ended": "2026-08-17T23:21:05.667514788+10:00" }, { "cell": { "id": "int16|none|step_tween|bicameral|simd", "dtype": 8, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 965, "total_train": 179, "infer_ms": 571.322605, "train_ms": 1847.840832, "blocked_train": 1847840832, "duration": 2111941643, "avg_accuracy": 22.359561928219563, "soft_acc": 24.999998387386814, "adapt_pct": 24.999992593962588, "stability": 99.99999310186854, "consistency": 100, "throughput": 2030.3591314715127, "availability": 23.616536041421657, "score": 119.87511628107815, "zero_downtime": 5.904133629512041, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 7973304, "heap_mib": 7.603935241699219, "mobile_score": 103370.2055341676, "mobile_throughput": 1750810.7373699613, "mobile_availability": 20364.911921192233, "mobile_accuracy": 21557.89334626029, "soft_acc_blocks": [ 25.000004166666663, 25.00000435632184, 25.000002602040816, 24.99999385, 24.99998696190476 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.83744753092442, "mobile_acc_per_sec": 10207.617912982405 }, "started": "2026-08-17T23:21:07.032507534+10:00", "ended": "2026-08-17T23:21:09.14548053+10:00" }, { "cell": { "id": "int8|none|step_tween|bicameral|simd", "dtype": 9, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11112, "total_correct": 2859, "total_train": 288, "infer_ms": 681.887902, "train_ms": 1758.920103, "blocked_train": 1758920103, "duration": 2061996920, "avg_accuracy": 25.939314229427623, "soft_acc": 25.00001138372463, "adapt_pct": 25.00001248783886, "stability": 99.99999815083106, "consistency": 100, "throughput": 5388.9508234570985, "availability": 27.936974174255056, "score": 376.37762133621857, "zero_downtime": 6.984246723831974, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 5859704, "heap_mib": 5.588249206542969, "mobile_score": 649112.7313655374, "mobile_throughput": 9293954.767528538, "mobile_availability": 48180.98788115735, "mobile_accuracy": 43115.809106415196, "soft_acc_blocks": [ 25.000008435897435, 25.00001028668942, 25.00001362, 25.00001282071713, 25.00001175531915 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.065219746, "time_to_acc50_sec": 0, "acc_per_sec": 12.124174939953175, "mobile_acc_per_sec": 20909.73497012556 }, "started": "2026-08-17T23:21:10.554737659+10:00", "ended": "2026-08-17T23:21:12.617373589+10:00" }, { "cell": { "id": "uint64|none|step_tween|bicameral|simd", "dtype": 10, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4568, "total_correct": 1216, "total_train": 178, "infer_ms": 592.255212, "train_ms": 1821.429889, "blocked_train": 1821429889, "duration": 2145922361, "avg_accuracy": 26.139873639873645, "soft_acc": 25.000003742123262, "adapt_pct": 24.99999681707251, "stability": 99.99998825829275, "consistency": 100, "throughput": 2128.6883826828252, "availability": 24.53738525189662, "score": 130.58113686383854, "zero_downtime": 6.134347231193357, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7453296, "heap_mib": 7.1080169677734375, "mobile_score": 27989.420721205308, "mobile_throughput": 456273.8245216734, "mobile_availability": 5259.467145930652, "mobile_accuracy": 5358.6271308055275, "soft_acc_blocks": [ 25.00002185714286, 25.000008540540538, 25.000003366666665, 24.99998599090909, 24.999998955357142 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.06694891, "time_to_acc50_sec": 0, "acc_per_sec": 11.650003838197229, "mobile_acc_per_sec": 2497.1206918727507 }, "started": "2026-08-17T23:21:14.110095959+10:00", "ended": "2026-08-17T23:21:16.256816028+10:00" }, { "cell": { "id": "uint32|none|step_tween|bicameral|simd", "dtype": 11, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4544, "total_correct": 960, "total_train": 181, "infer_ms": 588.874782, "train_ms": 1846.621936, "blocked_train": 1846621936, "duration": 2128458240, "avg_accuracy": 19.319181221355137, "soft_acc": 24.999990526167473, "adapt_pct": 24.999995702118174, "stability": 99.99999266555295, "consistency": 100, "throughput": 2134.8786246330114, "availability": 24.178837017016257, "score": 129.04715688741888, "zero_downtime": 6.044706963591539, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 7973912, "heap_mib": 7.604515075683594, "mobile_score": 55006.403081456156, "mobile_throughput": 909992.8815866604, "mobile_availability": 10306.239107298714, "mobile_accuracy": 10656.25612437666, "soft_acc_blocks": [ 24.99998, 24.999985768518517, 24.999990095652173, 25.000000820512824, 24.999995946153845 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.304186863, "time_to_acc50_sec": 0, "acc_per_sec": 11.745586573578946, "mobile_acc_per_sec": 5006.561051616714 }, "started": "2026-08-17T23:21:17.877663916+10:00", "ended": "2026-08-17T23:21:20.007150748+10:00" }, { "cell": { "id": "uint16|none|step_tween|bicameral|simd", "dtype": 12, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4344, "total_correct": 1070, "total_train": 181, "infer_ms": 583.352284, "train_ms": 1864.882946, "blocked_train": 1864882946, "duration": 2124551869, "avg_accuracy": 24.030280830280827, "soft_acc": 25.000000203175716, "adapt_pct": 25.000000095926296, "stability": 99.99999752718885, "consistency": 100, "throughput": 2044.6664839699426, "availability": 23.827460566360692, "score": 121.79802603523896, "zero_downtime": 5.956865190001787, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 7757312, "heap_mib": 7.39794921875, "mobile_score": 102664.3785755038, "mobile_throughput": 1723463.1857678993, "mobile_availability": 20084.32740420597, "mobile_accuracy": 21072.668981547573, "soft_acc_blocks": [ 25.000001142857144, 25.000002249999998, 24.99999609090909, 24.999998771428572, 25.000002760683763 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.2903298300000001, "time_to_acc50_sec": 0, "acc_per_sec": 11.767187503378256, "mobile_acc_per_sec": 9918.641803490642 }, "started": "2026-08-17T23:21:21.355398405+10:00", "ended": "2026-08-17T23:21:23.480821732+10:00" }, { "cell": { "id": "uint8|none|step_tween|bicameral|simd", "dtype": 13, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8192, "total_correct": 2078, "total_train": 263, "infer_ms": 628.392339, "train_ms": 1770.756913, "blocked_train": 1770756913, "duration": 2098131194, "avg_accuracy": 26.317960251152016, "soft_acc": 24.999999565112233, "adapt_pct": 24.999999398666247, "stability": 99.99999456633604, "consistency": 100, "throughput": 3904.4269602523245, "availability": 26.192298727399056, "score": 255.66478880817917, "zero_downtime": 6.548074567942661, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 7261096, "heap_mib": 6.924720764160156, "mobile_score": 421515.6628762976, "mobile_throughput": 6437245.918669091, "mobile_availability": 43183.3582238698, "mobile_accuracy": 41217.60934589171, "soft_acc_blocks": [ 24.999996689655173, 24.999997436893207, 25.000000120192308, 25.00000968316832, 24.999993895652175 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.063106567, "time_to_acc50_sec": 0, "acc_per_sec": 11.91536527201179, "mobile_acc_per_sec": 19644.915181548797 }, "started": "2026-08-17T23:21:24.871658981+10:00", "ended": "2026-08-17T23:21:26.970569133+10:00" }, { "cell": { "id": "int4|none|step_tween|bicameral|simd", "dtype": 14, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9720, "total_correct": 2512, "total_train": 269, "infer_ms": 615.13876, "train_ms": 1794.217025, "blocked_train": 1794217025, "duration": 2116995744, "avg_accuracy": 24.76100713152977, "soft_acc": 24.999998620184726, "adapt_pct": 24.999998617109263, "stability": 99.99999794608553, "consistency": 100, "throughput": 4591.412159211219, "availability": 25.53125461294211, "score": 293.0612659996325, "zero_downtime": 6.382813300951377, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9058936, "heap_mib": 8.639274597167969, "mobile_score": 1010845.4278185219, "mobile_throughput": 15836988.803477181, "mobile_availability": 88064.01591125126, "mobile_accuracy": 86231.57418802244, "soft_acc_blocks": [ 25.000000189189187, 24.99999867906977, 24.99999931764706, 24.999994679245283, 25.000000235772355 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.694239138, "time_to_acc50_sec": 0, "acc_per_sec": 11.80918700051233, "mobile_acc_per_sec": 40732.993645556635 }, "started": "2026-08-17T23:21:28.485278933+10:00", "ended": "2026-08-17T23:21:30.60314577+10:00" }, { "cell": { "id": "uint4|none|step_tween|bicameral|simd", "dtype": 15, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3720, "total_correct": 995, "total_train": 175, "infer_ms": 525.511252, "train_ms": 1868.208732, "blocked_train": 1868208732, "duration": 2141272792, "avg_accuracy": 25.694740601786442, "soft_acc": 24.99999838849073, "adapt_pct": 25.00000902665221, "stability": 99.99998250964543, "consistency": 100, "throughput": 1737.2844851427972, "availability": 21.953747953503317, "score": 95.3497581296107, "zero_downtime": 5.488436634589147, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 8856072, "heap_mib": 8.445808410644531, "mobile_score": 301148.9999413093, "mobile_throughput": 5486972.33823221, "mobile_availability": 69337.87112678522, "mobile_accuracy": 78959.03105484956, "soft_acc_blocks": [ 24.999983307692307, 24.99997706451613, 25.00000025263158, 25.00002678125, 25.000004536363637 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.871337721, "time_to_acc50_sec": 0, "acc_per_sec": 11.675298206698892, "mobile_acc_per_sec": 36874.81172405873 }, "started": "2026-08-17T23:21:31.890476824+10:00", "ended": "2026-08-17T23:21:34.032545657+10:00" }, { "cell": { "id": "fp4|none|step_tween|bicameral|simd", "dtype": 16, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6520, "total_correct": 1588, "total_train": 238, "infer_ms": 524.938139, "train_ms": 1828.621182, "blocked_train": 1828621182, "duration": 2183045189, "avg_accuracy": 23.98797229132982, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2986.6537041254073, "availability": 22.30401138888481, "score": 166.5358955786702, "zero_downtime": 5.576002847221202, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 7457848, "heap_mib": 7.112358093261719, "mobile_score": 574426.1290865121, "mobile_throughput": 10301754.587029615, "mobile_availability": 76932.40475694499, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.741665479, "time_to_acc50_sec": 0, "acc_per_sec": 11.451893037290672, "mobile_acc_per_sec": 39500.592741677974 }, "started": "2026-08-17T23:21:35.428162814+10:00", "ended": "2026-08-17T23:21:37.613051803+10:00" }, { "cell": { "id": "int2|none|step_tween|bicameral|simd", "dtype": 17, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9816, "total_correct": 2378, "total_train": 264, "infer_ms": 643.117064, "train_ms": 1770.493253, "blocked_train": 1770493253, "duration": 2167487371, "avg_accuracy": 23.939180239126678, "soft_acc": 24.99997369012206, "adapt_pct": 24.99999860664525, "stability": 99.99997172079152, "consistency": 100, "throughput": 4528.746110050576, "availability": 26.645438970420177, "score": 301.6757527372776, "zero_downtime": 6.661352732222575, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 7584256, "heap_mib": 7.23291015625, "mobile_score": 2081118.119093708, "mobile_throughput": 31241674.21771311, "mobile_availability": 183814.26193320597, "mobile_accuracy": 172462.97639535152, "soft_acc_blocks": [ 24.99992928125, 24.99995632733813, 24.999984231441047, 24.999987026022303, 25.000011584558823 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.896065969, "time_to_acc50_sec": 0, "acc_per_sec": 11.534080440149454, "mobile_acc_per_sec": 79568.15744480364 }, "started": "2026-08-17T23:21:38.808634781+10:00", "ended": "2026-08-17T23:21:40.976747777+10:00" }, { "cell": { "id": "uint2|none|step_tween|bicameral|simd", "dtype": 18, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3400, "total_correct": 707, "total_train": 172, "infer_ms": 510.273975, "train_ms": 1856.480873, "blocked_train": 1856480873, "duration": 2153566947, "avg_accuracy": 18.727575509139353, "soft_acc": 24.99998530706256, "adapt_pct": 24.99999300487207, "stability": 99.99999013402703, "consistency": 100, "throughput": 1578.7760880785845, "availability": 21.560068861006087, "score": 85.096252925124, "zero_downtime": 5.390014047444092, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 7455480, "heap_mib": 7.110099792480469, "mobile_score": 495721.60281786014, "mobile_throughput": 9197037.307406055, "mobile_availability": 125596.50425554621, "mobile_accuracy": 145635.46996299128, "soft_acc_blocks": [ 24.99997227272727, 24.99998494897959, 24.99998502439024, 24.999981583333334, 25.000002705882356 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.70360647, "time_to_acc50_sec": 0, "acc_per_sec": 11.608640883854799, "mobile_acc_per_sec": 67625.23457460516 }, "started": "2026-08-17T23:21:42.384907401+10:00", "ended": "2026-08-17T23:21:44.539161587+10:00" }, { "cell": { "id": "ternary|none|step_tween|bicameral|simd", "dtype": 19, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10000, "total_correct": 2242, "total_train": 258, "infer_ms": 644.793919, "train_ms": 1761.737914, "blocked_train": 1761737914, "duration": 2144962145, "avg_accuracy": 25.304397233303625, "soft_acc": 25.000033004173552, "adapt_pct": 24.999937926599838, "stability": 99.99989539663883, "consistency": 100, "throughput": 4662.086938601893, "availability": 26.793492201438912, "score": 312.2843873466305, "zero_downtime": 6.698381893330395, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 7434160, "heap_mib": 7.0897674560546875, "mobile_score": 2154302.064120924, "mobile_throughput": 32161529.432443544, "mobile_availability": 184835.61104352638, "mobile_accuracy": 172463.38557489662, "soft_acc_blocks": [ 25.000157475, 25.00012997752809, 25.000037881756757, 24.999965548523207, 24.9998741380597 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.068592966, "time_to_acc50_sec": 0, "acc_per_sec": 11.655232733337376, "mobile_acc_per_sec": 80403.92972757877 }, "started": "2026-08-17T23:21:45.786201379+10:00", "ended": "2026-08-17T23:21:47.932080815+10:00" }, { "cell": { "id": "binary|none|step_tween|bicameral|simd", "dtype": 20, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10384, "total_correct": 1996, "total_train": 282, "infer_ms": 638.731518, "train_ms": 1771.493121, "blocked_train": 1771493121, "duration": 2038688462, "avg_accuracy": 17.932005042161975, "soft_acc": 24.99991346110742, "adapt_pct": 24.99999753628402, "stability": 99.9999079933247, "consistency": 100, "throughput": 5093.470725690505, "availability": 26.50091230770129, "score": 337.4528844924189, "zero_downtime": 6.625205143329287, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 9003240, "heap_mib": 8.586158752441406, "mobile_score": 4655855.208020034, "mobile_throughput": 70274883.6797585, "mobile_availability": 365634.481894213, "mobile_accuracy": 344925.12180781807, "soft_acc_blocks": [ 24.999811690476193, 24.999821434210524, 24.999908471544714, 24.99996974501992, 25.000055964285718 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.262743389729067, "mobile_acc_per_sec": 169189.71595563876 }, "started": "2026-08-17T23:21:49.457484697+10:00", "ended": "2026-08-17T23:21:51.496804877+10:00" }, { "cell": { "id": "int|none|step_tween|bicameral|simd", "dtype": 21, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3384, "total_correct": 763, "total_train": 165, "infer_ms": 537.077635, "train_ms": 1827.338085, "blocked_train": 1827338085, "duration": 2069882586, "avg_accuracy": 20.018078186181633, "soft_acc": 24.999981812814198, "adapt_pct": 24.999988299892635, "stability": 99.99999055126544, "consistency": 100, "throughput": 1634.8753416682932, "availability": 22.71502555396646, "score": 92.84052036850142, "zero_downtime": 5.678752257267712, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7227680, "heap_mib": 6.892852783203125, "mobile_score": 20014.46165417799, "mobile_throughput": 352444.70523543836, "mobile_availability": 4896.881298370875, "mobile_accuracy": 5389.4697634361555, "soft_acc_blocks": [ 24.999971916666667, 24.99998271794872, 24.999981595238097, 24.999974064102563, 24.999998770114946 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.756009509, "time_to_acc50_sec": 0, "acc_per_sec": 12.077970983429589, "mobile_acc_per_sec": 2603.756270954084 }, "started": "2026-08-17T23:21:52.971098215+10:00", "ended": "2026-08-17T23:21:55.041766009+10:00" }, { "cell": { "id": "uint|none|step_tween|bicameral|simd", "dtype": 22, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3312, "total_correct": 877, "total_train": 161, "infer_ms": 512.689003, "train_ms": 1865.788778, "blocked_train": 1865788778, "duration": 2185923203, "avg_accuracy": 26.245464996563225, "soft_acc": 25.00000444823494, "adapt_pct": 25.000006114373363, "stability": 99.99998809518425, "consistency": 100, "throughput": 1515.1492950230602, "availability": 21.55534128153371, "score": 81.64891489448283, "zero_downtime": 5.38883627921565, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7229216, "heap_mib": 6.894317626953125, "mobile_score": 17501.041002534184, "mobile_throughput": 324764.75616886764, "mobile_availability": 4620.280772613551, "mobile_accuracy": 5358.627282157073, "soft_acc_blocks": [ 25.000008, 25.000010235294116, 24.99999830769231, 24.999985246575346, 25.000020451612905 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.066570988, "time_to_acc50_sec": 0, "acc_per_sec": 11.436817365735669, "mobile_acc_per_sec": 2451.425226102544 }, "started": "2026-08-17T23:21:56.696006479+10:00", "ended": "2026-08-17T23:21:58.882645045+10:00" }, { "cell": { "id": "uintptr|none|step_tween|bicameral|simd", "dtype": 23, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3744, "total_correct": 1123, "total_train": 167, "infer_ms": 523.167121, "train_ms": 1817.255517, "blocked_train": 1817255517, "duration": 2119381208, "avg_accuracy": 28.754239961748226, "soft_acc": 25.00000677319921, "adapt_pct": 24.999999403513087, "stability": 99.99999088701101, "consistency": 100, "throughput": 1766.5533627775753, "availability": 22.353531900848072, "score": 98.72179411998529, "zero_downtime": 5.588384489261264, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 7229760, "heap_mib": 6.89483642578125, "mobile_score": 21160.52820751384, "mobile_throughput": 378651.97443333175, "mobile_availability": 4791.368983332721, "mobile_accuracy": 5358.6277805016625, "soft_acc_blocks": [ 25.00001623076923, 25.000016891304348, 25.000008204301075, 24.999995669491526, 24.99999687012987 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.062533125, "time_to_acc50_sec": 0, "acc_per_sec": 11.795899047718276, "mobile_acc_per_sec": 2528.392608311578 }, "started": "2026-08-17T23:22:00.362081062+10:00", "ended": "2026-08-17T23:22:02.483119039+10:00" }, { "cell": { "id": "complex64|none|step_tween|bicameral|simd", "dtype": 24, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3752, "total_correct": 755, "total_train": 171, "infer_ms": 546.354122, "train_ms": 1849.206101, "blocked_train": 1849206101, "duration": 2160961988, "avg_accuracy": 20.821992264560514, "soft_acc": 24.999990274684396, "adapt_pct": 24.99998763562138, "stability": 99.99999585490242, "consistency": 100, "throughput": 1736.263766246313, "availability": 22.80694581394375, "score": 98.99714557757952, "zero_downtime": 5.701734235438478, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7420416, "heap_mib": 7.07666015625, "mobile_score": 21341.70043609293, "mobile_throughput": 374301.91508131044, "mobile_availability": 4916.6973712586105, "mobile_accuracy": 5389.471587637226, "soft_acc_blocks": [ 24.999991846153844, 24.9999913, 24.99999143023256, 24.99999448181818, 24.99998231521739 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.568917182954353, "mobile_acc_per_sec": 2494.014988493738 }, "started": "2026-08-17T23:22:04.002800791+10:00", "ended": "2026-08-17T23:22:06.16435679+10:00" }, { "cell": { "id": "complex128|none|step_tween|bicameral|simd", "dtype": 25, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3432, "total_correct": 874, "total_train": 163, "infer_ms": 543.101104, "train_ms": 1838.997454, "blocked_train": 1838997454, "duration": 2255301942, "avg_accuracy": 25.38175292458782, "soft_acc": 24.999988311498683, "adapt_pct": 24.999982899321356, "stability": 99.99997995583465, "consistency": 100, "throughput": 1521.7474592144877, "availability": 22.799270927563356, "score": 86.73679096196291, "zero_downtime": 5.699815066997757, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 7233472, "heap_mib": 6.89837646484375, "mobile_score": 9349.31304684737, "mobile_throughput": 164028.35770901424, "mobile_availability": 2457.5214136657764, "mobile_accuracy": 2694.735582207858, "soft_acc_blocks": [ 24.999990666666665, 25.000000749999998, 24.99998578504673, 24.999952454545454, 25.00001190123457 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.068554577, "time_to_acc50_sec": 0, "acc_per_sec": 11.08498505052885, "mobile_acc_per_sec": 1194.8447043938465 }, "started": "2026-08-17T23:22:07.662471776+10:00", "ended": "2026-08-17T23:22:09.918534031+10:00" }, { "cell": { "id": "nf4|none|step_tween|bicameral|simd", "dtype": 26, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3192, "total_correct": 773, "total_train": 147, "infer_ms": 501.830199, "train_ms": 1840.16692, "blocked_train": 1840166920, "duration": 2127332763, "avg_accuracy": 24.517074670243684, "soft_acc": 24.999999339125246, "adapt_pct": 24.999990597815284, "stability": 99.99998855638658, "consistency": 100, "throughput": 1500.4704743505142, "availability": 21.427447323858132, "score": 80.37812800058009, "zero_downtime": 5.356861689355943, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 7798528, "heap_mib": 7.437255859375, "mobile_score": 277245.31561294827, "mobile_throughput": 5175517.526686069, "mobile_availability": 73908.90462191403, "mobile_accuracy": 86231.57666783748, "soft_acc_blocks": [ 25.000017222222223, 24.999998225, 25.000000950617284, 24.999999154929576, 24.99998114285714 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.066930204, "time_to_acc50_sec": 0, "acc_per_sec": 11.751804782938533, "mobile_acc_per_sec": 40535.067276561036 }, "started": "2026-08-17T23:22:11.45348616+10:00", "ended": "2026-08-17T23:22:13.582085016+10:00" }, { "cell": { "id": "fp6|none|step_tween|bicameral|simd", "dtype": 27, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1384, "total_correct": 384, "total_train": 89, "infer_ms": 415.251257, "train_ms": 1945.23092, "blocked_train": 1945230920, "duration": 2254569456, "avg_accuracy": 27.590682788051208, "soft_acc": 24.999997715444014, "adapt_pct": 25.00000427596017, "stability": 99.9999881527223, "consistency": 100, "throughput": 613.8644326599979, "availability": 17.591798025255756, "score": 26.99744531852, "zero_downtime": 4.397949104419464, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 7284360, "heap_mib": 6.946907043457031, "mobile_score": 62080.86232963252, "mobile_throughput": 1411586.6476773901, "mobile_availability": 40452.49387309337, "mobile_accuracy": 57487.714044889086, "soft_acc_blocks": [ 24.99999642857143, 24.999976432432433, 25.000010052631577, 25.00000744736842, 24.999998216216216 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.056572555, "time_to_acc50_sec": 0, "acc_per_sec": 11.088590617118701, "mobile_acc_per_sec": 25498.3113924032 }, "started": "2026-08-17T23:22:15.324436694+10:00", "ended": "2026-08-17T23:22:17.600835246+10:00" }, { "cell": { "id": "int6|none|step_tween|bicameral|simd", "dtype": 28, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1456, "total_correct": 335, "total_train": 88, "infer_ms": 447.184769, "train_ms": 1915.371241, "blocked_train": 1915371241, "duration": 2231642947, "avg_accuracy": 24.322802197802197, "soft_acc": 25.000004846410256, "adapt_pct": 25.00000049948718, "stability": 99.99998805851588, "consistency": 100, "throughput": 652.4341189782632, "availability": 18.928007086697598, "score": 30.87320005402625, "zero_downtime": 4.732002689003276, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9381272, "heap_mib": 8.946678161621094, "mobile_score": 70993.1943417777, "mobile_throughput": 1500277.979696823, "mobile_availability": 43525.11833101101, "mobile_accuracy": 57487.73044260851, "soft_acc_blocks": [ 25.000018833333332, 25.00000995, 24.9999884, 24.9999931, 25.00001394871795 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.062779737, "time_to_acc50_sec": 0, "acc_per_sec": 11.202511082706033, "mobile_acc_per_sec": 25760.2725023236 }, "started": "2026-08-17T23:22:19.110111487+10:00", "ended": "2026-08-17T23:22:21.342555579+10:00" }, { "cell": { "id": "uint6|none|step_tween|bicameral|simd", "dtype": 29, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1528, "total_correct": 426, "total_train": 89, "infer_ms": 462.157498, "train_ms": 1892.201717, "blocked_train": 1892201717, "duration": 2221360959, "avg_accuracy": 28.569449457708107, "soft_acc": 25.00000397399302, "adapt_pct": 24.999998474164904, "stability": 99.99999155423025, "consistency": 100, "throughput": 687.8665953901822, "availability": 19.629863406379133, "score": 33.756823639275254, "zero_downtime": 4.907466631684185, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 7274992, "heap_mib": 6.9379730224609375, "mobile_score": 73133.46095945597, "mobile_throughput": 1490248.7667930902, "mobile_availability": 42527.69349423018, "mobile_accuracy": 54161.99208064815, "soft_acc_blocks": [ 25.00001383333333, 25.00001195121951, 24.9999958, 24.999992727272726, 25.000005558139534 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.071163792, "time_to_acc50_sec": 0, "acc_per_sec": 11.254363624562567, "mobile_acc_per_sec": 24382.34626444074 }, "started": "2026-08-17T23:22:22.865661326+10:00", "ended": "2026-08-17T23:22:25.088005826+10:00" }, { "cell": { "id": "int5|none|step_tween|bicameral|simd", "dtype": 30, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1696, "total_correct": 389, "total_train": 98, "infer_ms": 452.058558, "train_ms": 1918.195799, "blocked_train": 1918195799, "duration": 2240777746, "avg_accuracy": 24.421386833450786, "soft_acc": 25.00000289963061, "adapt_pct": 24.999999070877376, "stability": 99.99999064183966, "consistency": 100, "throughput": 756.8800623031535, "availability": 19.072153866733718, "score": 36.0883367029852, "zero_downtime": 4.768039019705441, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 7912368, "heap_mib": 7.5458221435546875, "mobile_score": 99582.53617544581, "mobile_throughput": 2088542.8110778723, "mobile_availability": 52627.90213937941, "mobile_accuracy": 68985.27115916596, "soft_acc_blocks": [ 25.000016833333333, 24.999998044444446, 25.000003886363633, 25.00000704651163, 24.999988687499997 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.072876914, "time_to_acc50_sec": 0, "acc_per_sec": 11.156841835053912, "mobile_acc_per_sec": 30786.306800088136 }, "started": "2026-08-17T23:22:26.524904033+10:00", "ended": "2026-08-17T23:22:28.766478497+10:00" }, { "cell": { "id": "uint5|none|step_tween|bicameral|simd", "dtype": 31, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1624, "total_correct": 370, "total_train": 97, "infer_ms": 458.650633, "train_ms": 1917.499848, "blocked_train": 1917499848, "duration": 2254911415, "avg_accuracy": 22.651762732119874, "soft_acc": 24.99998984568349, "adapt_pct": 24.999989765686706, "stability": 99.99998914391578, "consistency": 100, "throughput": 720.2056760176541, "availability": 19.302255335570223, "score": 34.753970515430915, "zero_downtime": 4.8255618738804555, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 7832128, "heap_mib": 7.46929931640625, "mobile_score": 89319.06712546198, "mobile_throughput": 1850956.830725215, "mobile_availability": 49607.5531636051, "mobile_accuracy": 64250.954295165226, "soft_acc_blocks": [ 24.999992714285714, 24.999989395833335, 24.99998540816327, 24.999974135135137, 25.000007575 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.808193379, "time_to_acc50_sec": 0, "acc_per_sec": 11.086905534017836, "mobile_acc_per_sec": 28493.782003035016 }, "started": "2026-08-17T23:22:29.929473865+10:00", "ended": "2026-08-17T23:22:32.185360279+10:00" }, { "cell": { "id": "int3|none|step_tween|bicameral|simd", "dtype": 32, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2104, "total_correct": 543, "total_train": 118, "infer_ms": 469.676651, "train_ms": 1891.1686, "blocked_train": 1891168600, "duration": 2284867255, "avg_accuracy": 23.64451192082771, "soft_acc": 24.999978436435747, "adapt_pct": 24.999981250199433, "stability": 99.99997386836775, "consistency": 100, "throughput": 920.8412416063969, "availability": 19.894427675895137, "score": 45.79898420169224, "zero_downtime": 4.9736026290260895, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 7840904, "heap_mib": 7.477668762207031, "mobile_score": 210630.33183453354, "mobile_throughput": 4234965.025257321, "mobile_availability": 91494.82190648868, "mobile_accuracy": 114975.33942528092, "soft_acc_blocks": [ 24.99996525, 24.999985210526315, 24.999977192307693, 24.999942492307692, 25.000022037037038 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.501155953, "time_to_acc50_sec": 0, "acc_per_sec": 10.941545239325402, "mobile_acc_per_sec": 50320.35851259155 }, "started": "2026-08-17T23:22:33.648992815+10:00", "ended": "2026-08-17T23:22:35.934734132+10:00" }, { "cell": { "id": "uint3|none|step_tween|bicameral|simd", "dtype": 33, "format": 0, "mode": "step_tween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2288, "total_correct": 685, "total_train": 119, "infer_ms": 495.781932, "train_ms": 1870.783342, "blocked_train": 1870783342, "duration": 2146282157, "avg_accuracy": 29.10643219639, "soft_acc": 25.000007669289875, "adapt_pct": 24.999998061160397, "stability": 99.99998762473967, "consistency": 100, "throughput": 1066.0294558838846, "availability": 20.949429852911802, "score": 55.831790395545084, "zero_downtime": 5.237359069900453, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 7312376, "heap_mib": 6.973625183105469, "mobile_score": 228687.01346015267, "mobile_throughput": 4366456.651300391, "mobile_availability": 85808.86467752674, "mobile_accuracy": 102400.03141341133, "soft_acc_blocks": [ 25.000023, 25.0000225, 24.999995387096774, 24.99999891549296, 24.99999854385965 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.062966557, "time_to_acc50_sec": 0, "acc_per_sec": 11.648052697895992, "mobile_acc_per_sec": 47710.42385058198 }, "started": "2026-08-17T23:22:37.184364924+10:00", "ended": "2026-08-17T23:22:39.33150484+10:00" }, { "cell": { "id": "float64|none|step_tween|tricameral|simd", "dtype": 0, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6248, "total_correct": 1666, "total_train": 221, "infer_ms": 631.971351, "train_ms": 1806.369534, "blocked_train": 1806369534, "duration": 2356070854, "avg_accuracy": 26.8349514768958, "soft_acc": 25.00001011894144, "adapt_pct": 25.000004749547564, "stability": 99.99999142418972, "consistency": 100, "throughput": 2651.8727097669876, "availability": 25.91808860228335, "score": 171.82874918326897, "zero_downtime": 6.479524773207046, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8055608, "heap_mib": 7.682426452636719, "mobile_score": 33514.78841212713, "mobile_throughput": 517241.4580574086, "mobile_availability": 5055.261472140601, "mobile_accuracy": 4876.192449865911, "soft_acc_blocks": [ 25.000008391304345, 25.000023297619048, 25.000014063829788, 25.000007758620686, 24.99999708333333 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.067059314, "time_to_acc50_sec": 0, "acc_per_sec": 10.610890617528703, "mobile_acc_per_sec": 2069.6289509236935 }, "started": "2026-08-17T23:22:40.752566351+10:00", "ended": "2026-08-17T23:22:43.109510485+10:00" }, { "cell": { "id": "float32|none|step_tween|tricameral|simd", "dtype": 1, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12272, "total_correct": 2917, "total_train": 287, "infer_ms": 734.849835, "train_ms": 1686.937978, "blocked_train": 1686937978, "duration": 2202966497, "avg_accuracy": 22.776981608678543, "soft_acc": 24.99999276878009, "adapt_pct": 24.999994841774516, "stability": 99.99999411970582, "consistency": 100, "throughput": 5570.670283325694, "availability": 30.343279087266595, "score": 422.5808855441871, "zero_downtime": 7.5858175776274095, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8052968, "heap_mib": 7.679908752441406, "mobile_score": 164846.79116085623, "mobile_throughput": 2173091.950524004, "mobile_availability": 11836.76868013752, "mobile_accuracy": 9752.3781315165, "soft_acc_blocks": [ 24.999985173913043, 24.999990442622952, 25.000002245856354, 24.99999614375, 24.99998983775811 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.8046499919999999, "time_to_acc50_sec": 0, "acc_per_sec": 11.3483308996415, "mobile_acc_per_sec": 4426.929844279199 }, "started": "2026-08-17T23:22:44.620844244+10:00", "ended": "2026-08-17T23:22:46.824433918+10:00" }, { "cell": { "id": "float16|none|step_tween|tricameral|simd", "dtype": 2, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4784, "total_correct": 1200, "total_train": 187, "infer_ms": 553.30874, "train_ms": 1864.802839, "blocked_train": 1864802839, "duration": 2198593046, "avg_accuracy": 26.5033761705243, "soft_acc": 25.00000320410428, "adapt_pct": 25.000001014913604, "stability": 99.99999191462575, "consistency": 100, "throughput": 2175.9370196789023, "availability": 22.881853128912212, "score": 124.47369420820482, "zero_downtime": 5.720464015386488, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10236968, "heap_mib": 9.762733459472656, "mobile_score": 97113.19075748704, "mobile_throughput": 1697645.3395437684, "mobile_availability": 17852.203888766555, "mobile_accuracy": 19504.76440457355, "soft_acc_blocks": [ 25.00001514285714, 24.999992809160304, 25.000004016129033, 25.00000806122449, 24.999995991150442 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.072880505, "time_to_acc50_sec": 0, "acc_per_sec": 11.370909795966071, "mobile_acc_per_sec": 8871.475528433719 }, "started": "2026-08-17T23:22:48.489313355+10:00", "ended": "2026-08-17T23:22:50.688680567+10:00" }, { "cell": { "id": "bfloat16|none|step_tween|tricameral|simd", "dtype": 3, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6616, "total_correct": 1613, "total_train": 222, "infer_ms": 579.638518, "train_ms": 1812.350891, "blocked_train": 1812350891, "duration": 2203784326, "avg_accuracy": 25.82117325160554, "soft_acc": 25.000021891925126, "adapt_pct": 24.999998226825014, "stability": 99.99997078165376, "consistency": 100, "throughput": 3002.1086555273014, "availability": 24.23248680864038, "score": 181.87155524352545, "zero_downtime": 6.058127007117963, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8053560, "heap_mib": 7.680473327636719, "mobile_score": 141894.45529094862, "mobile_throughput": 2342216.5815313957, "mobile_availability": 18905.955422512572, "mobile_accuracy": 19504.778984633394, "soft_acc_blocks": [ 25.00006875, 25.000041029069767, 25.000012927184468, 24.999993526627218, 24.999993226744188 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.063997075, "time_to_acc50_sec": 0, "acc_per_sec": 11.344132725229812, "mobile_acc_per_sec": 8850.584312865012 }, "started": "2026-08-17T23:22:52.206266224+10:00", "ended": "2026-08-17T23:22:54.41092956+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween|tricameral|simd", "dtype": 4, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4968, "total_correct": 1004, "total_train": 187, "infer_ms": 581.374961, "train_ms": 1851.436303, "blocked_train": 1851436303, "duration": 2304228326, "avg_accuracy": 20.64928978941004, "soft_acc": 24.999994321827142, "adapt_pct": 24.999993010494926, "stability": 99.9999976920724, "consistency": 100, "throughput": 2156.036337173298, "availability": 23.89724881674997, "score": 128.80831276262003, "zero_downtime": 5.974310847260395, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8893112, "heap_mib": 8.481132507324219, "mobile_score": 200990.03774312063, "mobile_throughput": 3364238.033166411, "mobile_availability": 37288.811867964905, "mobile_accuracy": 39009.51494941104, "soft_acc_blocks": [ 24.999997652173914, 24.99999320491803, 24.999996451612905, 24.99999174637681, 24.999992554054053 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.849616784819935, "mobile_acc_per_sec": 16929.535371665697 }, "started": "2026-08-17T23:22:56.384499459+10:00", "ended": "2026-08-17T23:22:58.689218045+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween|tricameral|simd", "dtype": 5, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4856, "total_correct": 1409, "total_train": 185, "infer_ms": 584.15268, "train_ms": 1862.331031, "blocked_train": 1862331031, "duration": 2350854617, "avg_accuracy": 28.046075301510086, "soft_acc": 25.000001451520216, "adapt_pct": 25.000005246518697, "stability": 99.99999539205437, "consistency": 100, "throughput": 2065.631777007502, "availability": 23.877235616714067, "score": 123.30394875157629, "zero_downtime": 5.969309250761419, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8042120, "heap_mib": 7.669563293457031, "mobile_score": 192401.13298531674, "mobile_throughput": 3223172.479475325, "mobile_availability": 37257.58365183269, "mobile_accuracy": 39009.52607444831, "soft_acc_blocks": [ 24.999993772727272, 24.999998810606062, 25.00000311594203, 25.00000576811594, 25.00000579020979 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.955467521, "time_to_acc50_sec": 0, "acc_per_sec": 10.634431100389998, "mobile_acc_per_sec": 16593.763728456164 }, "started": "2026-08-17T23:23:00.27422882+10:00", "ended": "2026-08-17T23:23:02.62600578+10:00" }, { "cell": { "id": "int64|none|step_tween|tricameral|simd", "dtype": 6, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3304, "total_correct": 985, "total_train": 165, "infer_ms": 507.246446, "train_ms": 1844.077478, "blocked_train": 1844077478, "duration": 2303762716, "avg_accuracy": 30.077539343671162, "soft_acc": 25.00001169518936, "adapt_pct": 24.99999928500706, "stability": 99.99998412253981, "consistency": 100, "throughput": 1434.1754804230454, "availability": 21.572801638367544, "score": 77.34799406840264, "zero_downtime": 5.393202932571889, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8055208, "heap_mib": 7.682044982910156, "mobile_score": 15086.542081151296, "mobile_throughput": 279732.5127529902, "mobile_availability": 4207.723595750164, "mobile_accuracy": 4876.192757309315, "soft_acc_blocks": [ 25.00002742857143, 25.000031395833332, 25.00000287804878, 24.999988567307692, 25.000008206185566 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.06543978, "time_to_acc50_sec": 0, "acc_per_sec": 10.851817125765725, "mobile_acc_per_sec": 2116.6210927207817 }, "started": "2026-08-17T23:23:04.224496478+10:00", "ended": "2026-08-17T23:23:06.528973308+10:00" }, { "cell": { "id": "int32|none|step_tween|tricameral|simd", "dtype": 7, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3320, "total_correct": 937, "total_train": 166, "infer_ms": 521.867774, "train_ms": 1847.445595, "blocked_train": 1847445595, "duration": 2353233015, "avg_accuracy": 26.97538882741972, "soft_acc": 24.999994971150404, "adapt_pct": 25.0000028897849, "stability": 99.9999868867104, "consistency": 100, "throughput": 1410.8250134336995, "availability": 22.02611865648913, "score": 77.68748224643414, "zero_downtime": 5.5065285564619035, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8886456, "heap_mib": 8.474784851074219, "mobile_score": 30305.51688394231, "mobile_throughput": 550356.1195261364, "mobile_availability": 8592.284001617092, "mobile_accuracy": 9752.378990650672, "soft_acc_blocks": [ 24.999974, 24.99999186813187, 25.00000352631579, 25.000013141304347, 24.99999232 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.528959849, "time_to_acc50_sec": 0, "acc_per_sec": 10.623680193077014, "mobile_acc_per_sec": 4144.247054366043 }, "started": "2026-08-17T23:23:08.052866983+10:00", "ended": "2026-08-17T23:23:10.406954319+10:00" }, { "cell": { "id": "int16|none|step_tween|tricameral|simd", "dtype": 8, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3536, "total_correct": 828, "total_train": 171, "infer_ms": 508.873807, "train_ms": 1873.019411, "blocked_train": 1873019411, "duration": 2275368646, "avg_accuracy": 22.177949105680177, "soft_acc": 24.99999336913097, "adapt_pct": 25.000008676786027, "stability": 99.99998243388556, "consistency": 100, "throughput": 1554.033895217874, "availability": 21.364257774212277, "score": 83.00192980324177, "zero_downtime": 5.341063026917117, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8901512, "heap_mib": 8.489143371582031, "mobile_score": 64757.31513791967, "mobile_throughput": 1212442.4447261738, "mobile_availability": 16668.19044631876, "mobile_accuracy": 19504.75673142104, "soft_acc_blocks": [ 24.999979999999997, 24.999974197916668, 24.999986182926826, 25.000004405405406, 25.00002205940594 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.8027111439999999, "time_to_acc50_sec": 0, "acc_per_sec": 10.987227679822292, "mobile_acc_per_sec": 8572.130395533735 }, "started": "2026-08-17T23:23:11.984246628+10:00", "ended": "2026-08-17T23:23:14.260264908+10:00" }, { "cell": { "id": "int8|none|step_tween|tricameral|simd", "dtype": 9, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8960, "total_correct": 1984, "total_train": 283, "infer_ms": 600.640424, "train_ms": 1785.617491, "blocked_train": 1785617491, "duration": 2270889049, "avg_accuracy": 22.358569059942692, "soft_acc": 24.99999336646129, "adapt_pct": 24.999987636634806, "stability": 99.99998671131816, "consistency": 100, "throughput": 3945.591266973431, "availability": 25.17080908247087, "score": 248.2842453659879, "zero_downtime": 6.292700600902354, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11794816, "heap_mib": 11.2484130859375, "mobile_score": 387418.0072453663, "mobile_throughput": 6156625.458865971, "mobile_availability": 39276.051048305024, "mobile_accuracy": 39009.51345867636, "soft_acc_blocks": [ 25.000005676470586, 25.000007155963303, 24.99998588530466, 24.999971567901234, 24.999996546666665 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.076212477, "time_to_acc50_sec": 0, "acc_per_sec": 11.008901283605287, "mobile_acc_per_sec": 17178.079869579906 }, "started": "2026-08-17T23:23:15.958090991+10:00", "ended": "2026-08-17T23:23:18.229745925+10:00" }, { "cell": { "id": "uint64|none|step_tween|tricameral|simd", "dtype": 10, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3416, "total_correct": 826, "total_train": 176, "infer_ms": 501.756589, "train_ms": 1869.279127, "blocked_train": 1869279127, "duration": 2355274259, "avg_accuracy": 23.80570563395826, "soft_acc": 24.99999755490908, "adapt_pct": 24.999995556884343, "stability": 99.99999689026973, "consistency": 100, "throughput": 1450.361879066416, "availability": 21.16191610333381, "score": 76.73108350611291, "zero_downtime": 5.2904785084053625, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9158600, "heap_mib": 8.734321594238281, "mobile_score": 14877.657658747383, "mobile_throughput": 281215.72812572966, "mobile_availability": 4103.157792154097, "mobile_accuracy": 4847.3368040192945, "soft_acc_blocks": [ 24.999999000000003, 25.000002852631578, 24.999994059405942, 24.999995336734692, 24.999996525773195 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.442966527, "time_to_acc50_sec": 0, "acc_per_sec": 10.614474072129314, "mobile_acc_per_sec": 2058.0774342930968 }, "started": "2026-08-17T23:23:19.993961877+10:00", "ended": "2026-08-17T23:23:22.350140614+10:00" }, { "cell": { "id": "uint32|none|step_tween|tricameral|simd", "dtype": 11, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3472, "total_correct": 891, "total_train": 169, "infer_ms": 516.660142, "train_ms": 1840.388307, "blocked_train": 1840388307, "duration": 2445193734, "avg_accuracy": 26.786163110298748, "soft_acc": 25.000013027576024, "adapt_pct": 25.000019064309846, "stability": 99.99998694814788, "consistency": 100, "throughput": 1419.9283891997736, "availability": 21.919793045374096, "score": 77.81138162400255, "zero_downtime": 5.479951116961228, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 8882376, "heap_mib": 8.470893859863281, "mobile_score": 29996.745330062535, "mobile_throughput": 547390.7465564492, "mobile_availability": 8450.209158950804, "mobile_accuracy": 9637.65208103072, "soft_acc_blocks": [ 25.000006266666666, 24.999996351063828, 25.00002971875, 25.000027044642856, 25.000005756756757 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.068055505, "time_to_acc50_sec": 0, "acc_per_sec": 10.22414407494798, "mobile_acc_per_sec": 3941.4676829164164 }, "started": "2026-08-17T23:23:23.989052354+10:00", "ended": "2026-08-17T23:23:26.435377232+10:00" }, { "cell": { "id": "uint16|none|step_tween|tricameral|simd", "dtype": 12, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3280, "total_correct": 868, "total_train": 175, "infer_ms": 472.231342, "train_ms": 1873.189396, "blocked_train": 1873189396, "duration": 2395265901, "avg_accuracy": 29.870671369525958, "soft_acc": 25.000011314527605, "adapt_pct": 24.9999974281717, "stability": 99.99998209249377, "consistency": 100, "throughput": 1369.3678011408388, "availability": 20.134184641118324, "score": 68.92779156983151, "zero_downtime": 5.03354843836746, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 8927304, "heap_mib": 8.513740539550781, "mobile_score": 52526.18312000556, "mobile_throughput": 1043521.9559949536, "mobile_availability": 15343.1851702364, "mobile_accuracy": 19051.171412893967, "soft_acc_blocks": [ 25.00003911111111, 25.000016846153848, 25.00001408988764, 25.000001650485434, 24.999984875 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.071081751, "time_to_acc50_sec": 0, "acc_per_sec": 10.437259305570352, "mobile_acc_per_sec": 7953.677044765797 }, "started": "2026-08-17T23:23:27.954868039+10:00", "ended": "2026-08-17T23:23:30.350965136+10:00" }, { "cell": { "id": "uint8|none|step_tween|tricameral|simd", "dtype": 13, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7488, "total_correct": 1905, "total_train": 247, "infer_ms": 624.060301, "train_ms": 1789.994825, "blocked_train": 1789994825, "duration": 2331345635, "avg_accuracy": 24.540562697677405, "soft_acc": 25.000003817676422, "adapt_pct": 25.000012316750016, "stability": 99.99998779000425, "consistency": 100, "throughput": 3211.8789627690708, "availability": 25.85112055970506, "score": 207.57670742273245, "zero_downtime": 6.462781126838399, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 10182584, "heap_mib": 9.710868835449219, "mobile_score": 309176.07040127716, "mobile_throughput": 4783947.720546223, "mobile_availability": 38504.06902274615, "mobile_accuracy": 37236.36932261914, "soft_acc_blocks": [ 24.999989615384614, 24.99999050510204, 25.000016352040817, 25.000018278301887, 25.000004337552742 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.530100709, "time_to_acc50_sec": 0, "acc_per_sec": 10.723422319863962, "mobile_acc_per_sec": 15972.050117150106 }, "started": "2026-08-17T23:23:32.114105787+10:00", "ended": "2026-08-17T23:23:34.446176993+10:00" }, { "cell": { "id": "int4|none|step_tween|tricameral|simd", "dtype": 14, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9024, "total_correct": 2321, "total_train": 252, "infer_ms": 651.608707, "train_ms": 1746.293931, "blocked_train": 1746293931, "duration": 2302341325, "avg_accuracy": 25.55538480258682, "soft_acc": 25.00000549860065, "adapt_pct": 25.00000885691029, "stability": 99.99999502456114, "consistency": 100, "throughput": 3919.4883495391373, "availability": 27.174110269276078, "score": 266.27158008862904, "zero_downtime": 6.793529061514823, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8923944, "heap_mib": 8.510536193847656, "mobile_score": 830970.203461352, "mobile_throughput": 12231789.927399853, "mobile_availability": 84803.92812415605, "mobile_accuracy": 78019.06477887106, "soft_acc_blocks": [ 24.999996966666668, 25.000003013274338, 25.000010741573032, 25.000007818181817, 25.000008953307393 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.535236168, "time_to_acc50_sec": 0, "acc_per_sec": 10.858513994922387, "mobile_acc_per_sec": 33886.83681767779 }, "started": "2026-08-17T23:23:36.046974307+10:00", "ended": "2026-08-17T23:23:38.349968287+10:00" }, { "cell": { "id": "uint4|none|step_tween|tricameral|simd", "dtype": 15, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3208, "total_correct": 637, "total_train": 159, "infer_ms": 492.803611, "train_ms": 1816.017066, "blocked_train": 1816017066, "duration": 2453990264, "avg_accuracy": 19.80946336946279, "soft_acc": 24.999991585834007, "adapt_pct": 24.999998495178076, "stability": 99.99999022227746, "consistency": 100, "throughput": 1307.258650150863, "availability": 21.344386591354144, "score": 69.75656153154009, "zero_downtime": 5.3360948518864175, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 9642416, "heap_mib": 9.195724487304688, "mobile_score": 198763.7398491744, "mobile_throughput": 3724891.430273346, "mobile_availability": 60818.509550042836, "mobile_accuracy": 71234.75863344423, "soft_acc_blocks": [ 24.999983230769228, 24.999978343434343, 25.000000234042556, 25.000004152173915, 24.99999196875 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.18748605183301, "mobile_acc_per_sec": 29028.134169257748 }, "started": "2026-08-17T23:23:40.014459169+10:00", "ended": "2026-08-17T23:23:42.469337973+10:00" }, { "cell": { "id": "fp4|none|step_tween|tricameral|simd", "dtype": 16, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6360, "total_correct": 1608, "total_train": 212, "infer_ms": 558.145693, "train_ms": 1840.036619, "blocked_train": 1840036619, "duration": 2457541596, "avg_accuracy": 25.229948131317116, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2587.952126772466, "availability": 23.273697341822444, "score": 150.5780363340702, "zero_downtime": 5.818424335455611, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8858136, "heap_mib": 8.447776794433594, "mobile_score": 469918.1994852202, "mobile_throughput": 8076382.408579063, "mobile_availability": 72631.66804731789, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.057597648, "time_to_acc50_sec": 0, "acc_per_sec": 10.172767793916925, "mobile_acc_per_sec": 31746.786197244743 }, "started": "2026-08-17T23:23:44.062818344+10:00", "ended": "2026-08-17T23:23:46.521328948+10:00" }, { "cell": { "id": "int2|none|step_tween|tricameral|simd", "dtype": 17, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 2083, "total_train": 252, "infer_ms": 553.918381, "train_ms": 1822.740215, "blocked_train": 1822740215, "duration": 2018857196, "avg_accuracy": 27.93731196285657, "soft_acc": 25.000026134190982, "adapt_pct": 25.00003081835587, "stability": 99.99999266685755, "consistency": 100, "throughput": 3653.552125734405, "availability": 23.306602889126104, "score": 212.87994386060745, "zero_downtime": 5.826656813273637, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10260464, "heap_mib": 9.785140991210938, "mobile_score": 1328695.2381760734, "mobile_throughput": 22803732.582107615, "mobile_availability": 145468.71685159698, "mobile_accuracy": 156038.2583552705, "soft_acc_blocks": [ 25.000025423076924, 25.00002427272727, 25.000017226851853, 25.000037614107885 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.07316034, "time_to_acc50_sec": 0, "acc_per_sec": 12.383256321310892, "mobile_acc_per_sec": 77290.38916889815 }, "started": "2026-08-17T23:23:48.27647247+10:00", "ended": "2026-08-17T23:23:50.296140811+10:00" }, { "cell": { "id": "uint2|none|step_tween|tricameral|simd", "dtype": 18, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3264, "total_correct": 767, "total_train": 160, "infer_ms": 517.487682, "train_ms": 1869.159575, "blocked_train": 1869159575, "duration": 2303103599, "avg_accuracy": 24.006898322273578, "soft_acc": 24.99999877341392, "adapt_pct": 25.000001809955723, "stability": 99.99999581026208, "consistency": 100, "throughput": 1417.218053680789, "availability": 21.68262111136099, "score": 76.8225014561759, "zero_downtime": 5.420655011884236, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 8867776, "heap_mib": 8.45697021484375, "mobile_score": 402771.1564345555, "mobile_throughput": 7430304.189281935, "mobile_availability": 113679.38057233232, "mobile_accuracy": 131071.99356915637, "soft_acc_blocks": [ 24.9999955, 24.99999227835052, 25.000003127659575, 25.000000689320387, 25.000002271739127 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.062083841, "time_to_acc50_sec": 0, "acc_per_sec": 10.854917157990132, "mobile_acc_per_sec": 56911.028069283304 }, "started": "2026-08-17T23:23:51.940112719+10:00", "ended": "2026-08-17T23:23:54.243873713+10:00" }, { "cell": { "id": "ternary|none|step_tween|tricameral|simd", "dtype": 19, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7936, "total_correct": 1827, "total_train": 254, "infer_ms": 595.734616, "train_ms": 1783.694404, "blocked_train": 1783694404, "duration": 2022961331, "avg_accuracy": 19.67705873949264, "soft_acc": 24.999983893208423, "adapt_pct": 24.999987691549364, "stability": 99.99999137459015, "consistency": 100, "throughput": 3922.961787943341, "availability": 25.036872753615484, "score": 245.54657955627818, "zero_downtime": 6.259214155766959, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 8867744, "heap_mib": 8.456939697265625, "mobile_score": 1532584.8226476426, "mobile_throughput": 24485259.403300457, "mobile_availability": 156268.23740770898, "mobile_accuracy": 156037.99470717213, "soft_acc_blocks": [ 24.999974277777778, 24.999980843049325, 24.999997829365082, 24.999982622641507 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.505819227, "time_to_acc50_sec": 0, "acc_per_sec": 12.358112589749954, "mobile_acc_per_sec": 77133.45396970029 }, "started": "2026-08-17T23:23:55.723332815+10:00", "ended": "2026-08-17T23:23:57.747136124+10:00" }, { "cell": { "id": "binary|none|step_tween|tricameral|simd", "dtype": 20, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8000, "total_correct": 2101, "total_train": 258, "infer_ms": 579.369268, "train_ms": 1800.155825, "blocked_train": 1800155825, "duration": 2455045435, "avg_accuracy": 24.854223239941117, "soft_acc": 25.000100222351392, "adapt_pct": 25.00032765390784, "stability": 99.99973219099674, "consistency": 100, "throughput": 3258.5954972356753, "availability": 24.348104993906865, "score": 198.35235841881874, "zero_downtime": 6.087050650720061, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 8868392, "heap_mib": 8.457557678222656, "mobile_score": 2476041.935492515, "mobile_throughput": 40677202.76320709, "mobile_availability": 303938.55407251057, "mobile_accuracy": 312077.4415565754, "soft_acc_blocks": [ 24.999835925, 24.99973835426009, 25.000215395454543, 25.00043934051724, 25.000272096525094 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.021109998, "time_to_acc50_sec": 0, "acc_per_sec": 10.183151751874355, "mobile_acc_per_sec": 127116.76823063576 }, "started": "2026-08-17T23:23:59.345578162+10:00", "ended": "2026-08-17T23:24:01.80139443+10:00" }, { "cell": { "id": "int|none|step_tween|tricameral|simd", "dtype": 21, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3032, "total_correct": 808, "total_train": 149, "infer_ms": 509.232679, "train_ms": 1859.915587, "blocked_train": 1859915587, "duration": 2429367268, "avg_accuracy": 29.20718759802059, "soft_acc": 25.000008296662216, "adapt_pct": 24.999999209233525, "stability": 99.9999875494999, "consistency": 100, "throughput": 1248.0616002108743, "availability": 21.494335593431362, "score": 67.06565944735627, "zero_downtime": 5.373585681670261, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 7825744, "heap_mib": 7.4632110595703125, "mobile_score": 13080.997195065298, "mobile_throughput": 243431.44354589243, "mobile_availability": 4192.418980509279, "mobile_accuracy": 4876.1920944346875, "soft_acc_blocks": [ 25.00002927272727, 25.0000111875, 25.000006, 24.999990847826087, 25.00000417525773 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.068852166, "time_to_acc50_sec": 0, "acc_per_sec": 10.290748799478028, "mobile_acc_per_sec": 2007.1860515553333 }, "started": "2026-08-17T23:24:03.443472139+10:00", "ended": "2026-08-17T23:24:05.873686385+10:00" }, { "cell": { "id": "uint|none|step_tween|tricameral|simd", "dtype": 22, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 645, "total_train": 154, "infer_ms": 496.319089, "train_ms": 1877.270403, "blocked_train": 1877270403, "duration": 2428250740, "avg_accuracy": 21.698019019520036, "soft_acc": 25.00001130997026, "adapt_pct": 25.000008799764277, "stability": 99.99998704491318, "consistency": 100, "throughput": 1225.5735995369241, "availability": 20.9100643002004, "score": 64.06708591122319, "zero_downtime": 5.227518439972154, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8236440, "heap_mib": 7.854881286621094, "mobile_score": 12422.190953484978, "mobile_throughput": 237630.7438439404, "mobile_availability": 4054.3253667986196, "mobile_accuracy": 4847.339471036127, "soft_acc_blocks": [ 25.000027363636363, 25.000010306122448, 24.999993761363637, 25.000000954022987, 25.000024164705884 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.295481804309162, "mobile_acc_per_sec": 1996.2269098438026 }, "started": "2026-08-17T23:24:07.637520303+10:00", "ended": "2026-08-17T23:24:10.066687032+10:00" }, { "cell": { "id": "uintptr|none|step_tween|tricameral|simd", "dtype": 23, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3032, "total_correct": 551, "total_train": 146, "infer_ms": 548.19215, "train_ms": 1844.592724, "blocked_train": 1844592724, "duration": 2022761064, "avg_accuracy": 15.938428401663696, "soft_acc": 24.999987062587834, "adapt_pct": 24.99998145853462, "stability": 99.99999270185458, "consistency": 100, "throughput": 1498.9412511254468, "availability": 22.91021461881742, "score": 85.85261998225452, "zero_downtime": 5.727550690715462, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8039816, "heap_mib": 7.667366027832031, "mobile_score": 16646.264210523765, "mobile_throughput": 290634.9521708795, "mobile_availability": 4442.141494848575, "mobile_accuracy": 4847.334769626498, "soft_acc_blocks": [ 24.99999436363636, 24.9999934, 24.999976597826087, 24.999983888888888 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.359337693177899, "mobile_acc_per_sec": 2396.3951333139253 }, "started": "2026-08-17T23:24:11.741036192+10:00", "ended": "2026-08-17T23:24:13.764732359+10:00" }, { "cell": { "id": "complex64|none|step_tween|tricameral|simd", "dtype": 24, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2960, "total_correct": 847, "total_train": 150, "infer_ms": 500.514766, "train_ms": 1864.790865, "blocked_train": 1864790865, "duration": 2025836360, "avg_accuracy": 31.300328124090566, "soft_acc": 25.000002436296633, "adapt_pct": 25.00000087166443, "stability": 99.99999833030186, "consistency": 100, "throughput": 1461.1249252136042, "availability": 21.160680439778652, "score": 77.2960015952402, "zero_downtime": 5.290170625481608, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8875232, "heap_mib": 8.464080810546875, "mobile_score": 15076.401073052564, "mobile_throughput": 284988.937794044, "mobile_availability": 4127.34033720635, "mobile_accuracy": 4876.190951384334, "soft_acc_blocks": [ 25.0000042, 25.00000264130435, 25.000003192771086, 24.99999971111111 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.062661858, "time_to_acc50_sec": 0, "acc_per_sec": 12.340583341241162, "mobile_acc_per_sec": 2407.0013983678 }, "started": "2026-08-17T23:24:15.396594211+10:00", "ended": "2026-08-17T23:24:17.423177757+10:00" }, { "cell": { "id": "complex128|none|step_tween|tricameral|simd", "dtype": 25, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 580, "total_train": 147, "infer_ms": 502.806421, "train_ms": 1841.033161, "blocked_train": 1841033161, "duration": 2069848069, "avg_accuracy": 21.59645380095024, "soft_acc": 24.9999949577957, "adapt_pct": 24.999985431899642, "stability": 99.99999130374862, "consistency": 100, "throughput": 1375.946400440853, "availability": 21.452254022050216, "score": 73.79286437430609, "zero_downtime": 5.363062423846079, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8865016, "heap_mib": 8.454338073730469, "mobile_score": 7196.561249456137, "mobile_throughput": 134187.5346715651, "mobile_availability": 2092.105535102802, "mobile_accuracy": 2438.0947463602665, "soft_acc_blocks": [ 25.0000011, 25.00000383333333, 24.9999935, 24.999981397849464 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.078178747618843, "mobile_acc_per_sec": 1177.9100035773042 }, "started": "2026-08-17T23:24:19.101610901+10:00", "ended": "2026-08-17T23:24:21.172079125+10:00" }, { "cell": { "id": "nf4|none|step_tween|tricameral|simd", "dtype": 26, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2728, "total_correct": 696, "total_train": 132, "infer_ms": 500.200896, "train_ms": 1859.114752, "blocked_train": 1859114752, "duration": 2427433072, "avg_accuracy": 24.99667405764967, "soft_acc": 24.999999258406014, "adapt_pct": 24.999994545858584, "stability": 99.9999900736223, "consistency": 100, "throughput": 1123.8208918989303, "availability": 21.2011011084516, "score": 59.56559912540904, "zero_downtime": 5.300275119886809, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9064248, "heap_mib": 8.644340515136719, "mobile_score": 185890.05258489554, "mobile_throughput": 3507177.4272137284, "mobile_availability": 66163.58867826115, "mobile_accuracy": 78019.04530470936, "soft_acc_blocks": [ 25.000015625, 25.000000768292683, 24.999987068181817, 24.999991041666664, 25.000001788888888 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 2.002511776, "time_to_acc50_sec": 0, "acc_per_sec": 10.298944818201774, "mobile_acc_per_sec": 32140.554647889116 }, "started": "2026-08-17T23:24:22.880185194+10:00", "ended": "2026-08-17T23:24:25.308967378+10:00" }, { "cell": { "id": "fp6|none|step_tween|tricameral|simd", "dtype": 27, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1304, "total_correct": 327, "total_train": 83, "infer_ms": 421.568638, "train_ms": 1923.892165, "blocked_train": 1923892165, "duration": 2438288407, "avg_accuracy": 24.860074924278656, "soft_acc": 25.0000055629619, "adapt_pct": 25.00001049296987, "stability": 99.99999032967396, "consistency": 100, "throughput": 534.8013779897367, "availability": 17.973808705768423, "score": 24.031049506273515, "zero_downtime": 4.493453176318236, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 5718888, "heap_mib": 5.453956604003906, "mobile_score": 49996.78922041718, "mobile_throughput": 1112658.511363028, "mobile_availability": 37394.651661626645, "mobile_accuracy": 52012.70998648479, "soft_acc_blocks": [ 24.9999956, 24.999998055555555, 25.000015853658535, 24.999999658536588, 25.000018647058823 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.063211724, "time_to_acc50_sec": 0, "acc_per_sec": 10.253096184680297, "mobile_acc_per_sec": 21331.647986006603 }, "started": "2026-08-17T23:24:26.999719392+10:00", "ended": "2026-08-17T23:24:29.440383525+10:00" }, { "cell": { "id": "int6|none|step_tween|tricameral|simd", "dtype": 28, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1288, "total_correct": 281, "total_train": 81, "infer_ms": 441.840342, "train_ms": 1914.256533, "blocked_train": 1914256533, "duration": 2083527698, "avg_accuracy": 19.38953488372093, "soft_acc": 24.999985905605246, "adapt_pct": 24.999981891870405, "stability": 99.99999500776991, "consistency": 100, "throughput": 618.1823266551073, "availability": 18.753063453725773, "score": 28.98201465497023, "zero_downtime": 4.688263220300652, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10993296, "heap_mib": 10.484024047851562, "mobile_score": 60297.311505654885, "mobile_throughput": 1286133.2368148924, "mobile_availability": 39015.8973493134, "mobile_accuracy": 52012.669089198265, "soft_acc_blocks": [ 24.9999934, 24.999984128205128, 24.999986512820513, 24.999979581395348 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.998873799279458, "mobile_acc_per_sec": 24963.75216855805 }, "started": "2026-08-17T23:24:31.11686674+10:00", "ended": "2026-08-17T23:24:33.201395999+10:00" }, { "cell": { "id": "uint6|none|step_tween|tricameral|simd", "dtype": 29, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1496, "total_correct": 308, "total_train": 82, "infer_ms": 478.685604, "train_ms": 1918.071422, "blocked_train": 1918071422, "duration": 2444968679, "avg_accuracy": 19.62203282828283, "soft_acc": 25.000000016515152, "adapt_pct": 25.00000599, "stability": 99.99998979238276, "consistency": 100, "throughput": 611.8687788719931, "availability": 19.97222074691855, "score": 30.550945819629483, "zero_downtime": 4.9930551900280795, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 8912480, "heap_mib": 8.499603271484375, "mobile_score": 59766.76970851456, "mobile_throughput": 1196997.9788702966, "mobile_availability": 39071.62563791206, "mobile_accuracy": 48907.46271887573, "soft_acc_blocks": [ 24.999982600000003, 24.99999734090909, 25.000010333333332, 25.000010208333332, 24.999999600000002 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.427412181, "time_to_acc50_sec": 0, "acc_per_sec": 10.225079867583512, "mobile_acc_per_sec": 20003.30848364039 }, "started": "2026-08-17T23:24:34.870819576+10:00", "ended": "2026-08-17T23:24:37.316801744+10:00" }, { "cell": { "id": "int5|none|step_tween|tricameral|simd", "dtype": 30, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1488, "total_correct": 337, "total_train": 89, "infer_ms": 462.211294, "train_ms": 1911.674376, "blocked_train": 1911674376, "duration": 2133762561, "avg_accuracy": 21.635016025641026, "soft_acc": 24.99999626625, "adapt_pct": 25.00001088, "stability": 99.99998658411232, "consistency": 100, "throughput": 697.3596909033029, "availability": 19.47066363983738, "score": 33.94513487419129, "zero_downtime": 4.867665182973441, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 8919864, "heap_mib": 8.506645202636719, "mobile_score": 84747.74701390478, "mobile_throughput": 1741034.8458300517, "mobile_availability": 48610.64427810981, "mobile_accuracy": 62415.228773522285, "soft_acc_blocks": [ 24.999983, 24.999983675, 25.00000414, 25.00001425 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.716390906462248, "mobile_acc_per_sec": 29251.25312174895 }, "started": "2026-08-17T23:24:38.903746393+10:00", "ended": "2026-08-17T23:24:41.038458119+10:00" }, { "cell": { "id": "uint5|none|step_tween|tricameral|simd", "dtype": 31, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1448, "total_correct": 319, "total_train": 92, "infer_ms": 431.671743, "train_ms": 1934.831578, "blocked_train": 1934831578, "duration": 2050310403, "avg_accuracy": 20.94832251082251, "soft_acc": 24.99999289529221, "adapt_pct": 24.99999436796537, "stability": 99.99999397723755, "consistency": 100, "throughput": 706.2345281384206, "availability": 18.24091008744458, "score": 32.20589216851373, "zero_downtime": 4.560226225897784, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 9351576, "heap_mib": 8.918357849121094, "mobile_score": 74713.1097046271, "mobile_throughput": 1638364.1074718419, "mobile_availability": 42316.32861914223, "mobile_accuracy": 57996.44369507505, "soft_acc_blocks": [ 24.9999945, 24.99999388636364, 24.999983285714286, 24.99999990909091 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.19327222781116, "mobile_acc_per_sec": 28286.665087498484 }, "started": "2026-08-17T23:24:42.849263074+10:00", "ended": "2026-08-17T23:24:44.900430924+10:00" }, { "cell": { "id": "int3|none|step_tween|tricameral|simd", "dtype": 32, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1720, "total_correct": 446, "total_train": 108, "infer_ms": 450.770679, "train_ms": 1920.073984, "blocked_train": 1920073984, "duration": 2083508320, "avg_accuracy": 27.81576236263736, "soft_acc": 25.000004896909342, "adapt_pct": 25.000009009615383, "stability": 99.999995675462, "consistency": 100, "throughput": 825.5306607078968, "availability": 19.013083650516666, "score": 39.23971645639569, "zero_downtime": 4.753271843682636, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 9108400, "heap_mib": 8.686447143554688, "mobile_score": 163277.08302770465, "mobile_throughput": 3435046.1828668397, "mobile_availability": 79113.74286477843, "mobile_accuracy": 104025.41720151433, "soft_acc_blocks": [ 24.99999928571429, 25.000002100000003, 25.000009374999998, 25.00000882692308 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.068237004, "time_to_acc50_sec": 0, "acc_per_sec": 11.99899451177106, "mobile_acc_per_sec": 49928.00662370973 }, "started": "2026-08-17T23:24:46.62145295+10:00", "ended": "2026-08-17T23:24:48.705812468+10:00" }, { "cell": { "id": "uint3|none|step_tween|tricameral|simd", "dtype": 33, "format": 0, "mode": "step_tween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1984, "total_correct": 426, "total_train": 107, "infer_ms": 479.87449, "train_ms": 1892.404937, "blocked_train": 1892404937, "duration": 2080821020, "avg_accuracy": 22.600985933465438, "soft_acc": 24.99999929177025, "adapt_pct": 24.999994245787548, "stability": 99.99999515010936, "consistency": 100, "throughput": 953.4697991468771, "availability": 20.22841342121541, "score": 48.21795183849007, "zero_downtime": 5.057103212040211, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 8881848, "heap_mib": 8.470390319824219, "mobile_score": 178028.82770069214, "mobile_throughput": 3520371.6482754783, "mobile_availability": 74686.72123790272, "mobile_accuracy": 92304.22273720874, "soft_acc_blocks": [ 25.000004166666667, 25.000001524590164, 25.000000214285713, 24.99999126153846 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.014488056147304, "mobile_acc_per_sec": 44359.52052099547 }, "started": "2026-08-17T23:24:50.183091329+10:00", "ended": "2026-08-17T23:24:52.264981045+10:00" }, { "cell": { "id": "float64|none|step_tween_chain|cnn|simd", "dtype": 0, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18416, "total_correct": 3980, "total_train": 360, "infer_ms": 876.710885, "train_ms": 1542.529302, "blocked_train": 1542529302, "duration": 2166965541, "avg_accuracy": 21.356930839698105, "soft_acc": 24.999895463873603, "adapt_pct": 24.999972175665715, "stability": 99.99989682554582, "consistency": 100, "throughput": 8498.5200048458, "availability": 36.23910059493402, "score": 769.9435839189108, "zero_downtime": 9.059737265781502, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8892488, "heap_mib": 8.480537414550781, "mobile_score": 242591.45536398914, "mobile_throughput": 2677687.533834492, "mobile_availability": 11418.104310526904, "mobile_accuracy": 7876.890140002021, "soft_acc_blocks": [ 24.999872358490563, 24.99974128779599, 25.000019891418564, 24.99994831778929 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.536821878734989, "mobile_acc_per_sec": 3634.986339638347 }, "started": "2026-08-17T23:24:54.026688315+10:00", "ended": "2026-08-17T23:24:56.207171914+10:00" }, { "cell": { "id": "float32|none|step_tween_chain|cnn|simd", "dtype": 1, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 31800, "total_correct": 8074, "total_train": 471, "infer_ms": 860.365675, "train_ms": 1545.694701, "blocked_train": 1545694701, "duration": 2046505825, "avg_accuracy": 23.25193369260531, "soft_acc": 24.99986056982391, "adapt_pct": 24.99969812393792, "stability": 99.99978519668629, "consistency": 100, "throughput": 15538.68042374128, "availability": 35.75827454630756, "score": 1389.0832544505695, "zero_downtime": 8.939518778751722, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8900584, "heap_mib": 8.488258361816406, "mobile_score": 875336.1554199281, "mobile_throughput": 9791759.233176043, "mobile_availability": 22533.214237180888, "mobile_accuracy": 15753.75829138442, "soft_acc_blocks": [ 25.00005075229358, 25.000069705821208, 24.999549270547945, 24.999772550632912 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.514814419, "time_to_acc50_sec": 0, "acc_per_sec": 12.21587559850894, "mobile_acc_per_sec": 7697.880992537326 }, "started": "2026-08-17T23:24:57.996097266+10:00", "ended": "2026-08-17T23:25:00.043267205+10:00" }, { "cell": { "id": "float16|none|step_tween_chain|cnn|simd", "dtype": 2, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10728, "total_correct": 2213, "total_train": 300, "infer_ms": 714.646382, "train_ms": 1701.593863, "blocked_train": 1701593863, "duration": 2132951648, "avg_accuracy": 19.884600614218634, "soft_acc": 24.999903517877925, "adapt_pct": 24.99975374915569, "stability": 99.99983605698526, "consistency": 100, "throughput": 5029.649879808246, "availability": 29.57679326295635, "score": 371.9008514234814, "zero_downtime": 7.394169779421305, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8899864, "heap_mib": 8.487571716308594, "mobile_score": 468709.5038247938, "mobile_throughput": 6338906.433136792, "mobile_availability": 37275.86006309822, "mobile_accuracy": 31507.570710531687, "soft_acc_blocks": [ 25.000011974358973, 25.0001127752809, 24.999717396276594, 24.999771925595237 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.72080180125955, "mobile_acc_per_sec": 14771.816670141267 }, "started": "2026-08-17T23:25:01.798682585+10:00", "ended": "2026-08-17T23:25:03.932129806+10:00" }, { "cell": { "id": "bfloat16|none|step_tween_chain|cnn|simd", "dtype": 3, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17816, "total_correct": 4514, "total_train": 353, "infer_ms": 802.876447, "train_ms": 1580.953541, "blocked_train": 1580953541, "duration": 2087635907, "avg_accuracy": 26.154067341534514, "soft_acc": 25.000085229807222, "adapt_pct": 25.00006820379329, "stability": 99.99997012485129, "consistency": 100, "throughput": 8534.05516750388, "availability": 33.680105168640914, "score": 718.5721386335277, "zero_downtime": 8.420054997648936, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8900768, "heap_mib": 8.488433837890625, "mobile_score": 905621.9937978245, "mobile_throughput": 10755535.374183353, "mobile_availability": 42447.29562177021, "mobile_accuracy": 31507.799723473963, "soft_acc_blocks": [ 25.00006633974359, 25.000116129870133, 25.00011228785047, 25.000046161764704 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.511372414, "time_to_acc50_sec": 0, "acc_per_sec": 11.975309078551513, "mobile_acc_per_sec": 15092.574149460615 }, "started": "2026-08-17T23:25:05.788536722+10:00", "ended": "2026-08-17T23:25:07.876584816+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween_chain|cnn|simd", "dtype": 4, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11936, "total_correct": 2869, "total_train": 294, "infer_ms": 769.566899, "train_ms": 1670.4152, "blocked_train": 1670415200, "duration": 2126492098, "avg_accuracy": 23.370089063927633, "soft_acc": 24.999749578765762, "adapt_pct": 25.000099947371268, "stability": 99.99966510017944, "consistency": 100, "throughput": 5612.999931307528, "availability": 31.5398583995923, "score": 442.5786242880806, "zero_downtime": 7.884885617395394, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 5962896, "heap_mib": 5.6866607666015625, "mobile_score": 1115570.489282448, "mobile_throughput": 14148213.980698852, "mobile_availability": 79499.85231060312, "mobile_accuracy": 63014.75339976896, "soft_acc_blocks": [ 24.999308600000003, 24.999568338422392, 24.999942911167512, 25.000178465473144 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.576168272, "time_to_acc50_sec": 0, "acc_per_sec": 11.756333165911329, "mobile_acc_per_sec": 29633.194244660186 }, "started": "2026-08-17T23:25:09.467611933+10:00", "ended": "2026-08-17T23:25:11.594803614+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween_chain|cnn|simd", "dtype": 5, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11904, "total_correct": 3216, "total_train": 297, "infer_ms": 745.234789, "train_ms": 1669.240756, "blocked_train": 1669240756, "duration": 2184244880, "avg_accuracy": 25.781465155503284, "soft_acc": 25.000271024505096, "adapt_pct": 25.000377741487643, "stability": 99.99976386166745, "consistency": 100, "throughput": 5449.9383787041315, "availability": 30.865286274829515, "score": 420.53932960633125, "zero_downtime": 7.716405221196752, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 7851904, "heap_mib": 7.4881591796875, "mobile_score": 1060017.9040415587, "mobile_throughput": 13737198.52256746, "mobile_availability": 77799.51543489334, "mobile_accuracy": 63016.06776392177, "soft_acc_blocks": [ 24.999999023255818, 25.000194299019608, 25.000648327027026, 25.000242448717948 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.106928517, "time_to_acc50_sec": 0, "acc_per_sec": 11.445727195434742, "mobile_acc_per_sec": 28850.27605692351 }, "started": "2026-08-17T23:25:13.300591105+10:00", "ended": "2026-08-17T23:25:15.485399474+10:00" }, { "cell": { "id": "int64|none|step_tween_chain|cnn|simd", "dtype": 6, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8192, "total_correct": 2143, "total_train": 277, "infer_ms": 672.63175, "train_ms": 1749.865544, "blocked_train": 1749865544, "duration": 2176584460, "avg_accuracy": 24.622435100979956, "soft_acc": 24.999787238153733, "adapt_pct": 24.999753405831267, "stability": 99.99970811268541, "consistency": 100, "throughput": 3763.694977405104, "availability": 27.766047527316665, "score": 261.2551106286731, "zero_downtime": 6.941452806273812, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8893912, "heap_mib": 8.481895446777344, "mobile_score": 82315.45639500346, "mobile_throughput": 1185853.4328808696, "mobile_availability": 8748.440820914544, "mobile_accuracy": 7876.856040575207, "soft_acc_blocks": [ 25.00005092592593, 24.99981612371134, 24.999303588461537, 24.99997831451613 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.660466905, "time_to_acc50_sec": 0, "acc_per_sec": 11.485787800834402, "mobile_acc_per_sec": 3618.9066794013625 }, "started": "2026-08-17T23:25:17.14869211+10:00", "ended": "2026-08-17T23:25:19.325817872+10:00" }, { "cell": { "id": "int32|none|step_tween_chain|cnn|simd", "dtype": 7, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8672, "total_correct": 2161, "total_train": 271, "infer_ms": 725.32905, "train_ms": 1701.269771, "blocked_train": 1701269771, "duration": 2159216864, "avg_accuracy": 23.051117566659226, "soft_acc": 24.99989378984808, "adapt_pct": 24.999901663308027, "stability": 99.9998674365667, "consistency": 100, "throughput": 4016.2709659162792, "availability": 29.890769076574937, "score": 300.1222949310917, "zero_downtime": 7.472660522112489, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12052048, "heap_mib": 11.493728637695312, "mobile_score": 189123.2184673464, "mobile_throughput": 2530868.596368166, "mobile_availability": 18835.783098100146, "mobile_accuracy": 15753.779225110422, "soft_acc_blocks": [ 24.999894333333334, 24.999989539033457, 24.99967758412698, 25.00001370289855 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.596042456, "time_to_acc50_sec": 0, "acc_per_sec": 11.578222737448979, "mobile_acc_per_sec": 7296.0615896293875 }, "started": "2026-08-17T23:25:21.027051858+10:00", "ended": "2026-08-17T23:25:23.186781846+10:00" }, { "cell": { "id": "int16|none|step_tween_chain|cnn|simd", "dtype": 8, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9224, "total_correct": 2381, "total_train": 275, "infer_ms": 724.26668, "train_ms": 1707.109223, "blocked_train": 1707109223, "duration": 2095438178, "avg_accuracy": 28.187108563989852, "soft_acc": 24.99995603838405, "adapt_pct": 24.99956767282357, "stability": 99.99962871020553, "consistency": 100, "throughput": 4401.943276992254, "availability": 29.788346553338357, "score": 327.81595315418286, "zero_downtime": 7.447073542896079, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8958064, "heap_mib": 8.543075561523438, "mobile_score": 413148.9674213948, "mobile_throughput": 5547802.973095468, "mobile_availability": 37542.482302299664, "mobile_accuracy": 31507.636902529557, "soft_acc_blocks": [ 25.00035677419355, 25.00029141747573, 24.999648905263157, 24.999527056603775 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.062291643, "time_to_acc50_sec": 0, "acc_per_sec": 11.93065789335067, "mobile_acc_per_sec": 15036.299917281336 }, "started": "2026-08-17T23:25:25.012981035+10:00", "ended": "2026-08-17T23:25:27.108959213+10:00" }, { "cell": { "id": "int8|none|step_tween_chain|cnn|simd", "dtype": 9, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27928, "total_correct": 7249, "total_train": 444, "infer_ms": 840.407006, "train_ms": 1598.917628, "blocked_train": 1598917628, "duration": 2174244007, "avg_accuracy": 24.712559254412113, "soft_acc": 25.000053844006903, "adapt_pct": 25.000076018060508, "stability": 99.99997329662536, "consistency": 100, "throughput": 12844.92444734148, "availability": 34.45244615194584, "score": 1106.350052427275, "zero_downtime": 8.613130088563945, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 7909664, "heap_mib": 7.543243408203125, "mobile_score": 2788682.9629182266, "mobile_throughput": 32377114.176191203, "mobile_availability": 86841.3658082278, "mobile_accuracy": 63015.52033541678, "soft_acc_blocks": [ 25.00001134782609, 25.00006109144893, 25.000057819323672, 25.000085117428924 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.580426895, "time_to_acc50_sec": 0, "acc_per_sec": 11.498274233949356, "mobile_acc_per_sec": 28982.726930619425 }, "started": "2026-08-17T23:25:28.850502921+10:00", "ended": "2026-08-17T23:25:31.025415729+10:00" }, { "cell": { "id": "uint64|none|step_tween_chain|cnn|simd", "dtype": 10, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9200, "total_correct": 1955, "total_train": 276, "infer_ms": 726.315176, "train_ms": 1714.430221, "blocked_train": 1714430221, "duration": 2176802116, "avg_accuracy": 20.24208550898385, "soft_acc": 24.999943956224016, "adapt_pct": 25.00005742713974, "stability": 99.99986645991294, "consistency": 100, "throughput": 4226.383249252593, "availability": 29.757924644362234, "score": 314.42028077006233, "zero_downtime": 7.439464483625933, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9369848, "heap_mib": 8.935783386230469, "mobile_score": 98592.571868645, "mobile_throughput": 1325264.3666173106, "mobile_availability": 9331.173921018772, "mobile_accuracy": 7839.21687614879, "soft_acc_blocks": [ 24.999750103448275, 24.99997710034602, 24.999924960784313, 25.00012366031746 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.484711344438997, "mobile_acc_per_sec": 3601.2537926753785 }, "started": "2026-08-17T23:25:32.790297731+10:00", "ended": "2026-08-17T23:25:34.967725315+10:00" }, { "cell": { "id": "uint32|none|step_tween_chain|cnn|simd", "dtype": 11, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9096, "total_correct": 1784, "total_train": 272, "infer_ms": 729.382658, "train_ms": 1704.942226, "blocked_train": 1704942226, "duration": 2195486351, "avg_accuracy": 19.156189824668083, "soft_acc": 24.999454008293245, "adapt_pct": 24.999864525342314, "stability": 99.99962153493527, "consistency": 100, "throughput": 4143.045569769521, "availability": 29.962420496704745, "score": 310.33240604128594, "zero_downtime": 7.490441531845131, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 8946952, "heap_mib": 8.532478332519531, "mobile_score": 193694.71011734966, "mobile_throughput": 2585891.75676586, "mobile_availability": 18701.116092114687, "mobile_accuracy": 15603.468741785773, "soft_acc_blocks": [ 24.999191466666666, 24.999013143812707, 24.999629269360266, 24.999982153333335 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.38674990937953, "mobile_acc_per_sec": 7107.067067248541 }, "started": "2026-08-17T23:25:36.648676161+10:00", "ended": "2026-08-17T23:25:38.844719282+10:00" }, { "cell": { "id": "uint16|none|step_tween_chain|cnn|simd", "dtype": 12, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8728, "total_correct": 2003, "total_train": 286, "infer_ms": 675.976001, "train_ms": 1763.970377, "blocked_train": 1763970377, "duration": 2211469027, "avg_accuracy": 21.75771643992369, "soft_acc": 24.999688475827398, "adapt_pct": 24.99966517853457, "stability": 99.99993693036997, "consistency": 100, "throughput": 3946.6978254902774, "availability": 27.704543308615282, "score": 273.3502458299712, "zero_downtime": 6.926049520804505, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 8110952, "heap_mib": 7.735206604003906, "mobile_score": 338005.3152964715, "mobile_throughput": 4880203.560213789, "mobile_availability": 34257.451891951154, "mobile_accuracy": 30912.822338713668, "soft_acc_blocks": [ 24.99969374074074, 24.99967110064935, 24.999782588235295, 24.99960647368421 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.117756635, "time_to_acc50_sec": 0, "acc_per_sec": 11.304561886512642, "mobile_acc_per_sec": 13978.410713103633 }, "started": "2026-08-17T23:25:40.552282585+10:00", "ended": "2026-08-17T23:25:42.764459423+10:00" }, { "cell": { "id": "uint8|none|step_tween_chain|cnn|simd", "dtype": 13, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17504, "total_correct": 3645, "total_train": 399, "infer_ms": 761.23102, "train_ms": 1643.361909, "blocked_train": 1643361909, "duration": 2224781654, "avg_accuracy": 18.66060416660037, "soft_acc": 24.999950146358472, "adapt_pct": 25.000133100828023, "stability": 99.99979875196975, "consistency": 100, "throughput": 7867.7383771702025, "availability": 31.657375800259622, "score": 622.6786345461312, "zero_downtime": 7.9143281677102575, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 9155968, "heap_mib": 8.7318115234375, "mobile_score": 1511402.4812450095, "mobile_throughput": 19097040.825415794, "mobile_availability": 76840.65853503018, "mobile_accuracy": 60681.36047376847, "soft_acc_blocks": [ 24.999671796875, 24.9998469688958, 25.000164336842108, 25.00011748282098 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.237035374419925, "mobile_acc_per_sec": 27275.1981591846 }, "started": "2026-08-17T23:25:44.429365477+10:00", "ended": "2026-08-17T23:25:46.65465437+10:00" }, { "cell": { "id": "int4|none|step_tween_chain|cnn|simd", "dtype": 14, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24144, "total_correct": 5186, "total_train": 426, "infer_ms": 749.39899, "train_ms": 1646.259702, "blocked_train": 1646259702, "duration": 2226211326, "avg_accuracy": 23.918471271633923, "soft_acc": 25.000184548540663, "adapt_pct": 25.000124024324325, "stability": 99.99994509795089, "consistency": 100, "throughput": 10845.331581068418, "availability": 31.281542420985236, "score": 848.1530107769045, "zero_downtime": 7.820443334876344, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9172152, "heap_mib": 8.747245788574219, "mobile_score": 4275735.054944247, "mobile_throughput": 54673819.2689923, "mobile_availability": 157697.47416166833, "mobile_accuracy": 126031.69958255083, "soft_acc_blocks": [ 25.000230108433737, 25.000234799242424, 25.0001745, 25.000098786486486 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.068603612, "time_to_acc50_sec": 0, "acc_per_sec": 11.229924246886462, "mobile_acc_per_sec": 56612.63964953471 }, "started": "2026-08-17T23:25:48.276765051+10:00", "ended": "2026-08-17T23:25:50.503795699+10:00" }, { "cell": { "id": "uint4|none|step_tween_chain|cnn|simd", "dtype": 15, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7888, "total_correct": 1797, "total_train": 274, "infer_ms": 660.025987, "train_ms": 1786.097024, "blocked_train": 1786097024, "duration": 2171437893, "avg_accuracy": 23.751297032547036, "soft_acc": 24.99998375434288, "adapt_pct": 24.999936450734452, "stability": 99.99993817528564, "consistency": 100, "throughput": 3632.615984748314, "availability": 26.982534567228274, "score": 245.04280670948322, "zero_downtime": 6.74562925831702, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 9146600, "heap_mib": 8.722877502441406, "mobile_score": 1147080.3843223352, "mobile_throughput": 17004794.369747538, "mobile_availability": 126309.09895699087, "mobile_accuracy": 117028.49538032964, "soft_acc_blocks": [ 25.00001616666667, 24.999991428571427, 25.000045492063492, 24.99988193006993 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.592634672, "time_to_acc50_sec": 0, "acc_per_sec": 11.513100989411019, "mobile_acc_per_sec": 53894.47046014575 }, "started": "2026-08-17T23:25:52.332118196+10:00", "ended": "2026-08-17T23:25:54.508396135+10:00" }, { "cell": { "id": "fp4|none|step_tween_chain|cnn|simd", "dtype": 16, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17576, "total_correct": 4323, "total_train": 337, "infer_ms": 735.58756, "train_ms": 1644.999278, "blocked_train": 1644999278, "duration": 2117140814, "avg_accuracy": 24.027884630904914, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 8301.762397557748, "availability": 30.89942144761199, "score": 641.2991377001865, "zero_downtime": 7.724855361902997, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9347376, "heap_mib": 8.914352416992188, "mobile_score": 3232936.94525534, "mobile_throughput": 41851100.03741112, "mobile_availability": 155771.1141531307, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.80837846716794, "mobile_acc_per_sec": 59528.76086340908 }, "started": "2026-08-17T23:25:56.183177252+10:00", "ended": "2026-08-17T23:25:58.301147128+10:00" }, { "cell": { "id": "int2|none|step_tween_chain|cnn|simd", "dtype": 17, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24672, "total_correct": 5794, "total_train": 424, "infer_ms": 755.244923, "train_ms": 1641.350515, "blocked_train": 1641350515, "duration": 2225772851, "avg_accuracy": 21.46624682617815, "soft_acc": 24.999224773211292, "adapt_pct": 24.999770654930263, "stability": 99.99948514877043, "consistency": 100, "throughput": 11084.68907279344, "availability": 31.513242119423573, "score": 873.2591466285938, "zero_downtime": 7.878066230760993, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 8507536, "heap_mib": 8.113418579101562, "mobile_score": 8804601.758992542, "mobile_throughput": 111760951.24224475, "mobile_availability": 317731.0516213144, "mobile_accuracy": 252053.72226725772, "soft_acc_blocks": [ 24.9985641375, 24.998969983695652, 24.999417978508216, 24.99994699314129 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.075800666, "time_to_acc50_sec": 0, "acc_per_sec": 11.231705320684268, "mobile_acc_per_sec": 113243.23690713296 }, "started": "2026-08-17T23:26:00.231181454+10:00", "ended": "2026-08-17T23:26:02.457523731+10:00" }, { "cell": { "id": "uint2|none|step_tween_chain|cnn|simd", "dtype": 18, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7912, "total_correct": 2002, "total_train": 260, "infer_ms": 695.967185, "train_ms": 1766.592854, "blocked_train": 1766592854, "duration": 2244071461, "avg_accuracy": 23.73812049325292, "soft_acc": 25.000538972299736, "adapt_pct": 25.000774510562845, "stability": 99.99977458385709, "consistency": 100, "throughput": 3525.734424016188, "availability": 28.26193773868837, "score": 249.1155874769999, "zero_downtime": 7.065636758687873, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 11456696, "heap_mib": 10.925956726074219, "mobile_score": 2176805.2187856887, "mobile_throughput": 30808337.49497665, "mobile_availability": 246956.58021902415, "mobile_accuracy": 218458.0429451514, "soft_acc_blocks": [ 25.000428444444445, 25.00023839846743, 25.00065456088561, 25.00083448540146 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.660203404, "time_to_acc50_sec": 0, "acc_per_sec": 11.140705368250186, "mobile_acc_per_sec": 97348.96893515256 }, "started": "2026-08-17T23:26:04.140949402+10:00", "ended": "2026-08-17T23:26:06.385585133+10:00" }, { "cell": { "id": "ternary|none|step_tween_chain|cnn|simd", "dtype": 19, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21048, "total_correct": 5406, "total_train": 431, "infer_ms": 708.87805, "train_ms": 1695.41835, "blocked_train": 1695418350, "duration": 2283743897, "avg_accuracy": 24.734532482419308, "soft_acc": 25.00002212747867, "adapt_pct": 25.000398143450493, "stability": 99.99964242453126, "consistency": 100, "throughput": 9216.444990898208, "availability": 29.483804492657395, "score": 679.3402568553854, "zero_downtime": 7.370957647186899, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9357680, "heap_mib": 8.924179077148438, "mobile_score": 6849422.011273006, "mobile_throughput": 92924452.14207768, "mobile_availability": 297269.3248047377, "mobile_accuracy": 252061.7615609911, "soft_acc_blocks": [ 24.999631067567567, 24.99970656865285, 25.000307317037038, 25.00044355665722 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.601950948, "time_to_acc50_sec": 0, "acc_per_sec": 10.946946441901611, "mobile_acc_per_sec": 110372.16646407139 }, "started": "2026-08-17T23:26:08.208169261+10:00", "ended": "2026-08-17T23:26:10.492424877+10:00" }, { "cell": { "id": "binary|none|step_tween_chain|cnn|simd", "dtype": 20, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21560, "total_correct": 6246, "total_train": 412, "infer_ms": 759.197759, "train_ms": 1674.67728, "blocked_train": 1674677280, "duration": 2272250514, "avg_accuracy": 29.14001613465492, "soft_acc": 25.002469827183884, "adapt_pct": 25.001480131358118, "stability": 99.99830119957005, "consistency": 100, "throughput": 9488.390416093003, "availability": 31.192963764973314, "score": 740.0006458194706, "zero_downtime": 7.799011353541855, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 8090256, "heap_mib": 7.7154693603515625, "mobile_score": 14922056.099823024, "mobile_throughput": 191332662.86432955, "mobile_availability": 629003.7148619357, "mobile_accuracy": 504172.88079825323, "soft_acc_blocks": [ 25.0033232, 25.00442182592122, 24.999828171554253, 25.00230611126005 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.062180598, "time_to_acc50_sec": 0, "acc_per_sec": 11.003394948372266, "mobile_acc_per_sec": 221882.61271893073 }, "started": "2026-08-17T23:26:12.292095066+10:00", "ended": "2026-08-17T23:26:14.565010995+10:00" }, { "cell": { "id": "int|none|step_tween_chain|cnn|simd", "dtype": 21, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6936, "total_correct": 1442, "total_train": 248, "infer_ms": 655.485785, "train_ms": 1799.73189, "blocked_train": 1799731890, "duration": 2201455280, "avg_accuracy": 23.250001009186622, "soft_acc": 24.999864933211743, "adapt_pct": 24.99976449735509, "stability": 99.9998251436906, "consistency": 100, "throughput": 3150.6431509251465, "availability": 26.697664800739105, "score": 210.28590076357276, "zero_downtime": 6.67438014050639, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8327976, "heap_mib": 7.942176818847656, "mobile_score": 66256.23457904569, "mobile_throughput": 992694.9497068769, "mobile_availability": 8411.818078755952, "mobile_accuracy": 7876.880520495023, "soft_acc_blocks": [ 24.999810874999998, 24.999964666666667, 25.00007489029536, 24.999609300884956 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.06845262, "time_to_acc50_sec": 0, "acc_per_sec": 11.356063037179545, "mobile_acc_per_sec": 3578.033400022109 }, "started": "2026-08-17T23:26:16.395695197+10:00", "ended": "2026-08-17T23:26:18.597911101+10:00" }, { "cell": { "id": "uint|none|step_tween_chain|cnn|simd", "dtype": 22, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 1809, "total_train": 258, "infer_ms": 667.200325, "train_ms": 1794.164075, "blocked_train": 1794164075, "duration": 2195161057, "avg_accuracy": 24.791680669634314, "soft_acc": 25.000413772278677, "adapt_pct": 25.000445452674896, "stability": 99.9999544926341, "consistency": 100, "throughput": 3360.117917762423, "availability": 27.10693000191276, "score": 227.7099717279763, "zero_downtime": 6.776844661440139, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8336512, "heap_mib": 7.9503173828125, "mobile_score": 71402.87419696007, "mobile_throughput": 1053630.085447264, "mobile_availability": 8499.903179929926, "mobile_accuracy": 7839.36419607682, "soft_acc_blocks": [ 25.00043519047619, 25.000336219626167, 25.000431, 25.000452679012344 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067991162, "time_to_acc50_sec": 0, "acc_per_sec": 11.388874493995123, "mobile_acc_per_sec": 3571.202291093131 }, "started": "2026-08-17T23:26:20.367601465+10:00", "ended": "2026-08-17T23:26:22.563364917+10:00" }, { "cell": { "id": "uintptr|none|step_tween_chain|cnn|simd", "dtype": 23, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7296, "total_correct": 1489, "total_train": 258, "infer_ms": 672.91558, "train_ms": 1798.883432, "blocked_train": 1798883432, "duration": 2305355589, "avg_accuracy": 20.481287660924984, "soft_acc": 24.999946039848318, "adapt_pct": 24.999784406387004, "stability": 99.99976133966219, "consistency": 100, "throughput": 3164.804611840729, "availability": 27.22371749212432, "score": 215.3939017678025, "zero_downtime": 6.805914683071827, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8305192, "heap_mib": 7.920448303222656, "mobile_score": 67540.93180026175, "mobile_throughput": 992385.8135961436, "mobile_availability": 8536.524160592628, "mobile_accuracy": 7839.217529509567, "soft_acc_blocks": [ 25.000165655172417, 25.000151729957807, 24.999580329365077, 24.99988644489796 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.844290641814874, "mobile_acc_per_sec": 3400.4374713013376 }, "started": "2026-08-17T23:26:24.382759634+10:00", "ended": "2026-08-17T23:26:26.688520118+10:00" }, { "cell": { "id": "complex64|none|step_tween_chain|cnn|simd", "dtype": 24, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 1580, "total_train": 250, "infer_ms": 672.015887, "train_ms": 1765.142631, "blocked_train": 1765142631, "duration": 2364888207, "avg_accuracy": 23.139411994599822, "soft_acc": 24.99989333687814, "adapt_pct": 24.99971368089736, "stability": 99.9998332053677, "consistency": 100, "throughput": 3118.9635003325975, "availability": 27.57374549241364, "score": 215.00284707683772, "zero_downtime": 6.893406962085654, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9309552, "heap_mib": 8.878280639648438, "mobile_score": 67742.43550974826, "mobile_throughput": 982713.4228740246, "mobile_availability": 8687.850887455867, "mobile_accuracy": 7876.889469834836, "soft_acc_blocks": [ 25.00002136, 25.0000849757085, 24.99979298091603, 24.99967403088803 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.069793451, "time_to_acc50_sec": 0, "acc_per_sec": 10.571279125532948, "mobile_acc_per_sec": 3330.7660998602273 }, "started": "2026-08-17T23:26:28.482632461+10:00", "ended": "2026-08-17T23:26:30.848234937+10:00" }, { "cell": { "id": "complex128|none|step_tween_chain|cnn|simd", "dtype": 25, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7176, "total_correct": 1554, "total_train": 258, "infer_ms": 664.664221, "train_ms": 1817.541877, "blocked_train": 1817541877, "duration": 2267320457, "avg_accuracy": 20.978768558679363, "soft_acc": 24.99983238580905, "adapt_pct": 24.999956854603113, "stability": 99.9998366411687, "consistency": 100, "throughput": 3164.969458924615, "availability": 26.777156882159908, "score": 211.87078881061493, "zero_downtime": 6.69424433822511, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 12326808, "heap_mib": 11.755760192871094, "mobile_score": 33377.798114164565, "mobile_throughput": 498604.4193752009, "mobile_availability": 4218.4320995895, "mobile_accuracy": 3938.435132779764, "soft_acc_blocks": [ 24.999628827586207, 24.99989391928251, 24.999743028925618, 25.00006376744186 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.026157466460441, "mobile_acc_per_sec": 1737.0438839469987 }, "started": "2026-08-17T23:26:32.656182617+10:00", "ended": "2026-08-17T23:26:34.924025521+10:00" }, { "cell": { "id": "nf4|none|step_tween_chain|cnn|simd", "dtype": 26, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6728, "total_correct": 1496, "total_train": 229, "infer_ms": 644.856685, "train_ms": 1820.820567, "blocked_train": 1820820567, "duration": 2216611292, "avg_accuracy": 21.373202075512665, "soft_acc": 25.000035764951157, "adapt_pct": 24.999900118881698, "stability": 99.99982707368228, "consistency": 100, "throughput": 3035.263794009401, "availability": 26.153329048922906, "score": 198.4559157977643, "zero_downtime": 6.538341615956086, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9159872, "heap_mib": 8.73553466796875, "mobile_score": 1000462.0690555602, "mobile_throughput": 15301465.231092315, "mobile_availability": 131844.96711924704, "mobile_accuracy": 126030.94953014146, "soft_acc_blocks": [ 25.000160476190477, 25.000234513888888, 24.99979578280543, 24.999952286919832 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.278493371922766, "mobile_acc_per_sec": 56857.48781710234 }, "started": "2026-08-17T23:26:36.817247454+10:00", "ended": "2026-08-17T23:26:39.034872703+10:00" }, { "cell": { "id": "fp6|none|step_tween_chain|cnn|simd", "dtype": 27, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2992, "total_correct": 801, "total_train": 145, "infer_ms": 560.627427, "train_ms": 1835.78809, "blocked_train": 1835788090, "duration": 2241982862, "avg_accuracy": 25.732978967687078, "soft_acc": 24.99976545365665, "adapt_pct": 24.999989505769673, "stability": 99.99977933152476, "consistency": 100, "throughput": 1334.5329488071707, "availability": 23.394416495092326, "score": 78.05081680882954, "zero_downtime": 5.848549253024644, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 9193472, "heap_mib": 8.767578125, "mobile_score": 262314.78617351037, "mobile_throughput": 4485125.709385986, "mobile_availability": 78624.43484217285, "mobile_accuracy": 84019.72455235089, "soft_acc_blocks": [ 24.999467499999998, 24.99964502061856, 24.999930070707073, 25.00001922330097 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.587907555, "time_to_acc50_sec": 0, "acc_per_sec": 11.150738873782101, "mobile_acc_per_sec": 37475.63194011199 }, "started": "2026-08-17T23:26:40.852174153+10:00", "ended": "2026-08-17T23:26:43.094912013+10:00" }, { "cell": { "id": "int6|none|step_tween_chain|cnn|simd", "dtype": 28, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2704, "total_correct": 674, "total_train": 141, "infer_ms": 552.086966, "train_ms": 1854.674256, "blocked_train": 1854674256, "duration": 2317988685, "avg_accuracy": 27.124942769875318, "soft_acc": 24.999878543142422, "adapt_pct": 24.999735702928508, "stability": 99.99982415246096, "consistency": 100, "throughput": 1166.5285587880253, "availability": 22.939000385805617, "score": 66.89717264383567, "zero_downtime": 5.734722235462376, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 9193720, "heap_mib": 8.767814636230469, "mobile_score": 224829.3900710982, "mobile_throughput": 3920493.109165745, "mobile_availability": 77093.86304021317, "mobile_accuracy": 84020.10462581445, "soft_acc_blocks": [ 25.0000155, 24.999881912621362, 25.000026411111108, 24.99959034883721 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067295796, "time_to_acc50_sec": 0, "acc_per_sec": 10.785159869381513, "mobile_acc_per_sec": 36246.98652306599 }, "started": "2026-08-17T23:26:44.986470803+10:00", "ended": "2026-08-17T23:26:47.305223601+10:00" }, { "cell": { "id": "uint6|none|step_tween_chain|cnn|simd", "dtype": 29, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2960, "total_correct": 669, "total_train": 141, "infer_ms": 572.470397, "train_ms": 1860.012719, "blocked_train": 1860012719, "duration": 2324871111, "avg_accuracy": 19.69307590860046, "soft_acc": 24.999980432431805, "adapt_pct": 25.00018067115506, "stability": 99.9997681580403, "consistency": 100, "throughput": 1273.1888602318306, "availability": 23.534403722455274, "score": 74.90929299731759, "zero_downtime": 5.883596325503321, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 8144592, "heap_mib": 7.7672882080078125, "mobile_score": 239475.87443279053, "mobile_throughput": 4070229.519226988, "mobile_availability": 75236.61865145506, "mobile_accuracy": 79921.88866438296, "soft_acc_blocks": [ 24.99964688888889, 24.999886174311925, 25.000235319587627, 25.000153346938774 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.7574103079999999, "time_to_acc50_sec": 0, "acc_per_sec": 10.753275875873621, "mobile_acc_per_sec": 34376.911600061154 }, "started": "2026-08-17T23:26:49.156607538+10:00", "ended": "2026-08-17T23:26:51.482285419+10:00" }, { "cell": { "id": "int5|none|step_tween_chain|cnn|simd", "dtype": 30, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2920, "total_correct": 715, "total_train": 161, "infer_ms": 506.580469, "train_ms": 1889.19808, "blocked_train": 1889198080, "duration": 2380735659, "avg_accuracy": 22.495806257606638, "soft_acc": 25.00021847946442, "adapt_pct": 25.00020879865531, "stability": 99.99979646385555, "consistency": 100, "throughput": 1226.5116410389348, "availability": 21.14471177694813, "score": 64.83615446188023, "zero_downtime": 5.286224141090076, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 9194312, "heap_mib": 8.768379211425781, "mobile_score": 261483.21346546354, "mobile_throughput": 4946502.578900162, "mobile_availability": 85276.2972931737, "mobile_accuracy": 100825.49650893416, "soft_acc_blocks": [ 25.000472636363636, 24.99992612264151, 25.00032392173913, 25.000151237113403 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.804818047, "time_to_acc50_sec": 0, "acc_per_sec": 10.50104760054103, "mobile_acc_per_sec": 42350.5634184035 }, "started": "2026-08-17T23:26:53.357606084+10:00", "ended": "2026-08-17T23:26:55.739158877+10:00" }, { "cell": { "id": "uint5|none|step_tween_chain|cnn|simd", "dtype": 31, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3272, "total_correct": 923, "total_train": 162, "infer_ms": 527.385754, "train_ms": 1830.659203, "blocked_train": 1830659203, "duration": 2247252441, "avg_accuracy": 30.86882480264833, "soft_acc": 25.000384254398238, "adapt_pct": 25.000598374206348, "stability": 99.99971841852555, "consistency": 100, "throughput": 1456.0001984218559, "availability": 22.365381645266062, "score": 81.41125156924657, "zero_downtime": 5.59143135127917, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 11177408, "heap_mib": 10.65960693359375, "mobile_score": 309296.68306331267, "mobile_throughput": 5531619.072682594, "mobile_availability": 84970.29863792213, "mobile_accuracy": 94981.1699997822, "soft_acc_blocks": [ 25.000223363636362, 25.000030450980393, 25.000771283333332, 25.000511919642857 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.087517799, "time_to_acc50_sec": 0, "acc_per_sec": 11.12486688112056, "mobile_acc_per_sec": 42265.46527078939 }, "started": "2026-08-17T23:26:57.539406144+10:00", "ended": "2026-08-17T23:26:59.787988114+10:00" }, { "cell": { "id": "int3|none|step_tween_chain|cnn|simd", "dtype": 32, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4552, "total_correct": 1054, "total_train": 194, "infer_ms": 599.695444, "train_ms": 1823.440664, "blocked_train": 1823440664, "duration": 2250321227, "avg_accuracy": 24.253675896402694, "soft_acc": 24.999818411252054, "adapt_pct": 25.0000161498171, "stability": 99.9997227745753, "consistency": 100, "throughput": 2022.8223177134878, "availability": 24.748731283401767, "score": 125.1548058631147, "zero_downtime": 6.187137879939172, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 8144616, "heap_mib": 7.767311096191406, "mobile_score": 841245.6776456498, "mobile_throughput": 13596685.478325244, "mobile_availability": 166352.08752707878, "mobile_accuracy": 168039.80506664765, "soft_acc_blocks": [ 24.999354, 24.999864937888198, 25.00006096478873, 24.999993742331288 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.090208317, "time_to_acc50_sec": 0, "acc_per_sec": 11.109444336789368, "mobile_acc_per_sec": 74673.69682623877 }, "started": "2026-08-17T23:27:01.654078564+10:00", "ended": "2026-08-17T23:27:03.905201977+10:00" }, { "cell": { "id": "uint3|none|step_tween_chain|cnn|simd", "dtype": 33, "format": 0, "mode": "step_tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3936, "total_correct": 1036, "total_train": 195, "infer_ms": 534.79588, "train_ms": 1875.084701, "blocked_train": 1875084701, "duration": 2315125190, "avg_accuracy": 27.689106086182925, "soft_acc": 25.000155027908438, "adapt_pct": 25.000033225014107, "stability": 99.9998869514249, "consistency": 100, "throughput": 1700.124043831945, "availability": 22.191800050859037, "score": 94.32261700783535, "zero_downtime": 5.547984416198222, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 6248992, "heap_mib": 5.959503173828125, "mobile_score": 575025.7700674881, "mobile_throughput": 10364588.775494916, "mobile_availability": 135289.4705240091, "mobile_accuracy": 152410.24743339603, "soft_acc_blocks": [ 25.0002655, 25.000265468965516, 25.000078610294118, 25.0000105323741 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.070666571, "time_to_acc50_sec": 0, "acc_per_sec": 10.798619070750313, "mobile_acc_per_sec": 65832.39994611093 }, "started": "2026-08-17T23:27:05.633843697+10:00", "ended": "2026-08-17T23:27:07.949850813+10:00" }, { "cell": { "id": "float64|none|step_tween_chain|bicameral|simd", "dtype": 0, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7704, "total_correct": 1789, "total_train": 254, "infer_ms": 684.903249, "train_ms": 1738.786794, "blocked_train": 1738786794, "duration": 2425597788, "avg_accuracy": 22.81513047138047, "soft_acc": 25.00000677176828, "adapt_pct": 25.000004815135483, "stability": 99.99999604447223, "consistency": 100, "throughput": 3176.1242684642484, "availability": 28.25869797081144, "score": 224.3829018294833, "zero_downtime": 7.064676406316405, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 9200840, "heap_mib": 8.774604797363281, "mobile_score": 48372.22978387177, "mobile_throughput": 684705.5265068191, "mobile_availability": 6091.980362549666, "mobile_accuracy": 5389.475144061204, "soft_acc_blocks": [ 25.00000836666667, 25.000005489285716, 25.00001201683502, 25.000001214285714 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.237546856, "time_to_acc50_sec": 0, "acc_per_sec": 10.306740423102777, "mobile_acc_per_sec": 2221.9162512120515 }, "started": "2026-08-17T23:27:09.844825422+10:00", "ended": "2026-08-17T23:27:12.271159511+10:00" }, { "cell": { "id": "float32|none|step_tween_chain|bicameral|simd", "dtype": 1, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13936, "total_correct": 3028, "total_train": 328, "infer_ms": 750.818184, "train_ms": 1658.420788, "blocked_train": 1658420788, "duration": 2355896568, "avg_accuracy": 22.011073237462593, "soft_acc": 24.999994588410296, "adapt_pct": 24.999990082412726, "stability": 99.9999939395104, "consistency": 100, "throughput": 5915.370050320477, "availability": 31.164122477095642, "score": 460.8681921026228, "zero_downtime": 7.791028932799467, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9198696, "heap_mib": 8.772560119628906, "mobile_score": 198706.95945814135, "mobile_throughput": 2550458.4974855445, "mobile_availability": 13436.657438545657, "mobile_accuracy": 10778.945035171428, "soft_acc_blocks": [ 24.99999958139535, 25.000000776859505, 24.99998574353448, 24.999992251851854 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.658413579, "time_to_acc50_sec": 0, "acc_per_sec": 10.61166900448165, "mobile_acc_per_sec": 4575.304867616509 }, "started": "2026-08-17T23:27:13.920114498+10:00", "ended": "2026-08-17T23:27:16.276704607+10:00" }, { "cell": { "id": "float16|none|step_tween_chain|bicameral|simd", "dtype": 2, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6496, "total_correct": 1477, "total_train": 209, "infer_ms": 661.315762, "train_ms": 1803.720903, "blocked_train": 1803720903, "duration": 2357356449, "avg_accuracy": 24.129356201909218, "soft_acc": 24.999999628314413, "adapt_pct": 24.999994527245494, "stability": 99.99999477612359, "consistency": 100, "throughput": 2755.6290873005773, "availability": 26.82782659543119, "score": 184.81884554078545, "zero_downtime": 6.706956549142633, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 9197152, "heap_mib": 8.771087646484375, "mobile_score": 159372.2087021173, "mobile_throughput": 2376222.4719122453, "mobile_availability": 23134.05847050235, "mobile_accuracy": 21557.894416331754, "soft_acc_blocks": [ 25.0000064, 25.00000024513619, 25.000000154506438, 24.999991713615024 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.063008663, "time_to_acc50_sec": 0, "acc_per_sec": 10.60509947017962, "mobile_acc_per_sec": 9144.94472207489 }, "started": "2026-08-17T23:27:18.353125719+10:00", "ended": "2026-08-17T23:27:20.711048157+10:00" }, { "cell": { "id": "bfloat16|none|step_tween_chain|bicameral|simd", "dtype": 3, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7680, "total_correct": 2295, "total_train": 258, "infer_ms": 648.171981, "train_ms": 1782.727241, "blocked_train": 1782727241, "duration": 2438735492, "avg_accuracy": 30.571926886524388, "soft_acc": 25.000002268502897, "adapt_pct": 25.000001125158963, "stability": 99.99999780508439, "consistency": 100, "throughput": 3149.1730141269454, "availability": 26.6638771008665, "score": 209.92292459354428, "zero_downtime": 6.665969880087449, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10076008, "heap_mib": 9.609230041503906, "mobile_score": 181019.8524495068, "mobile_throughput": 2715581.6138660987, "mobile_availability": 22992.682232662988, "mobile_accuracy": 21557.896693007973, "soft_acc_blocks": [ 25.000000434210527, 25.000005905349795, 25.000002093425607, 25.000000641025643 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.064589286, "time_to_acc50_sec": 0, "acc_per_sec": 10.251215168890852, "mobile_acc_per_sec": 8839.784701426723 }, "started": "2026-08-17T23:27:22.508269017+10:00", "ended": "2026-08-17T23:27:24.947892633+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween_chain|bicameral|simd", "dtype": 4, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1572, "total_train": 213, "infer_ms": 600.280896, "train_ms": 1830.468503, "blocked_train": 1830468503, "duration": 2420120088, "avg_accuracy": 28.845767747202473, "soft_acc": 24.999984866079597, "adapt_pct": 24.999982509243818, "stability": 99.99998415493882, "consistency": 100, "throughput": 2330.4628675103995, "availability": 24.695301631955683, "score": 143.87862154014726, "zero_downtime": 6.173821670621628, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9187448, "heap_mib": 8.761833190917969, "mobile_score": 248137.61424355503, "mobile_throughput": 4019189.8548726724, "mobile_availability": 42590.29704610125, "mobile_accuracy": 43115.76337324717, "soft_acc_blocks": [ 25.000009157894738, 24.99997155392157, 24.99996997727273, 24.999988775229358 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067231574, "time_to_acc50_sec": 0, "acc_per_sec": 10.330059648709298, "mobile_acc_per_sec": 17815.547082574016 }, "started": "2026-08-17T23:27:26.801545281+10:00", "ended": "2026-08-17T23:27:29.222449587+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween_chain|bicameral|simd", "dtype": 5, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6384, "total_correct": 1399, "total_train": 222, "infer_ms": 629.939083, "train_ms": 1822.709406, "blocked_train": 1822709406, "duration": 2389514962, "avg_accuracy": 24.810755380029953, "soft_acc": 25.000013500986903, "adapt_pct": 25.000002723161238, "stability": 99.99998130148178, "consistency": 100, "throughput": 2671.6719089537137, "availability": 25.684034456027586, "score": 171.54837605476555, "zero_downtime": 6.421012081605024, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9196816, "heap_mib": 8.770767211914062, "mobile_score": 295857.74666118727, "mobile_throughput": 4607649.742768173, "mobile_availability": 44295.49689763747, "mobile_accuracy": 43115.81275791257, "soft_acc_blocks": [ 25.00003805, 25.000025228448273, 24.99999578680203, 24.99999493869732 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.06800902, "time_to_acc50_sec": 0, "acc_per_sec": 10.462379980271036, "mobile_acc_per_sec": 18043.750904922174 }, "started": "2026-08-17T23:27:30.969375394+10:00", "ended": "2026-08-17T23:27:33.359738428+10:00" }, { "cell": { "id": "int64|none|step_tween_chain|bicameral|simd", "dtype": 6, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4368, "total_correct": 1050, "total_train": 193, "infer_ms": 589.369088, "train_ms": 1849.407061, "blocked_train": 1849407061, "duration": 2486354919, "avg_accuracy": 24.085963525909854, "soft_acc": 25.000010670378845, "adapt_pct": 25.000008849569156, "stability": 99.99998483468995, "consistency": 100, "throughput": 1756.7886091486844, "availability": 24.166592257418372, "score": 106.13903030116067, "zero_downtime": 6.041650643021541, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8152016, "heap_mib": 7.7743682861328125, "mobile_score": 22881.340427029165, "mobile_throughput": 378726.63910910586, "mobile_availability": 5209.808520336087, "mobile_accuracy": 5389.475984519566, "soft_acc_blocks": [ 25.000005176470587, 25.00000629166667, 25.00003587804878, 24.99999533532934 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.070253809, "time_to_acc50_sec": 0, "acc_per_sec": 10.054884151629377, "mobile_acc_per_sec": 2167.6213413196806 }, "started": "2026-08-17T23:27:35.256554955+10:00", "ended": "2026-08-17T23:27:37.743684873+10:00" }, { "cell": { "id": "int32|none|step_tween_chain|bicameral|simd", "dtype": 7, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4672, "total_correct": 1349, "total_train": 188, "infer_ms": 628.573297, "train_ms": 1834.248837, "blocked_train": 1834248837, "duration": 2471720968, "avg_accuracy": 30.178754612555334, "soft_acc": 25.000000989171628, "adapt_pct": 24.999996416895886, "stability": 99.99998427434842, "consistency": 100, "throughput": 1890.1809955435067, "availability": 25.522480422859477, "score": 120.60527340802285, "zero_downtime": 6.380620358176004, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 8361792, "heap_mib": 7.97442626953125, "mobile_score": 51999.91577676438, "mobile_throughput": 814966.4587101267, "mobile_availability": 11004.21892758236, "mobile_accuracy": 10778.94779491021, "soft_acc_blocks": [ 25.00001422222222, 25.000008041916168, 24.999974134408603, 25.000007558139533 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.068317821, "time_to_acc50_sec": 0, "acc_per_sec": 10.114410693129512, "mobile_acc_per_sec": 4360.908020953524 }, "started": "2026-08-17T23:27:39.737643077+10:00", "ended": "2026-08-17T23:27:42.21019795+10:00" }, { "cell": { "id": "int16|none|step_tween_chain|bicameral|simd", "dtype": 8, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4384, "total_correct": 1206, "total_train": 182, "infer_ms": 616.407727, "train_ms": 1874.408209, "blocked_train": 1874408209, "duration": 2318243880, "avg_accuracy": 25.59053483496681, "soft_acc": 25.00000967885404, "adapt_pct": 25.000017512660857, "stability": 99.99997488522034, "consistency": 100, "throughput": 1891.0866271757397, "availability": 24.747221104980117, "score": 116.99789252467627, "zero_downtime": 6.1868076714924385, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 9197888, "heap_mib": 8.77178955078125, "mobile_score": 100889.13005917348, "mobile_throughput": 1630713.8578761749, "mobile_availability": 21339.919504420748, "mobile_accuracy": 21557.903083070767, "soft_acc_blocks": [ 24.9999893125, 24.999983202702705, 25.00004555248619, 25.000020647727272 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.258994327, "time_to_acc50_sec": 0, "acc_per_sec": 10.784029193189994, "mobile_acc_per_sec": 9299.238647432887 }, "started": "2026-08-17T23:27:44.062089052+10:00", "ended": "2026-08-17T23:27:46.381060222+10:00" }, { "cell": { "id": "int8|none|step_tween_chain|bicameral|simd", "dtype": 9, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11872, "total_correct": 2944, "total_train": 294, "infer_ms": 741.875988, "train_ms": 1705.958221, "blocked_train": 1705958221, "duration": 2456451486, "avg_accuracy": 26.238135613543754, "soft_acc": 24.999996818458314, "adapt_pct": 24.999999410686772, "stability": 99.99999639642147, "consistency": 100, "throughput": 4832.987774300379, "availability": 30.307444240803974, "score": 366.1887221134468, "zero_downtime": 7.576860095957021, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9229440, "heap_mib": 8.8018798828125, "mobile_score": 631540.6340112329, "mobile_throughput": 8335123.336224991, "mobile_availability": 52269.175414877085, "mobile_accuracy": 43115.78398669695, "soft_acc_blocks": [ 24.999993583333335, 24.999993478359908, 25.000002192219682, 24.99999801992032 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.068474539, "time_to_acc50_sec": 0, "acc_per_sec": 10.177280911485632, "mobile_acc_per_sec": 17552.06004776638 }, "started": "2026-08-17T23:27:48.135787701+10:00", "ended": "2026-08-17T23:27:50.592982884+10:00" }, { "cell": { "id": "uint64|none|step_tween_chain|bicameral|simd", "dtype": 10, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4792, "total_correct": 1542, "total_train": 201, "infer_ms": 582.310428, "train_ms": 1850.029726, "blocked_train": 1850029726, "duration": 2415638510, "avg_accuracy": 29.497595411357995, "soft_acc": 25.000000234469837, "adapt_pct": 25.000015358268247, "stability": 99.99997850035798, "consistency": 100, "throughput": 1983.740522500612, "availability": 23.94033692378044, "score": 118.72854230858273, "zero_downtime": 5.985084287077979, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 9235264, "heap_mib": 8.80743408203125, "mobile_score": 25448.875711317345, "mobile_throughput": 425204.9677272285, "mobile_availability": 5131.492790308666, "mobile_accuracy": 5358.626378957368, "soft_acc_blocks": [ 24.999984863636367, 24.999976917159763, 25.0000322393617, 25.000006917721517 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.151024154, "time_to_acc50_sec": 1.151024154, "acc_per_sec": 10.349230702763485, "mobile_acc_per_sec": 2218.306405024719 }, "started": "2026-08-17T23:27:52.439904339+10:00", "ended": "2026-08-17T23:27:54.856219933+10:00" }, { "cell": { "id": "uint32|none|step_tween_chain|bicameral|simd", "dtype": 11, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4488, "total_correct": 1040, "total_train": 195, "infer_ms": 585.195933, "train_ms": 1867.296516, "blocked_train": 1867296516, "duration": 2466118375, "avg_accuracy": 22.905819694587386, "soft_acc": 25.000006018485408, "adapt_pct": 25.000004304366573, "stability": 99.99999405734015, "consistency": 100, "throughput": 1819.8639795626195, "availability": 23.861273588777514, "score": 108.5607069115976, "zero_downtime": 5.965319833281647, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 9254136, "heap_mib": 8.825431823730469, "mobile_score": 46274.045451437145, "mobile_throughput": 775717.7610706721, "mobile_availability": 10170.877566921126, "mobile_accuracy": 10656.262727983478, "soft_acc_blocks": [ 25.000010833333334, 25.00000028977273, 25.000012988571427, 24.999999962264148 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.137390918424753, "mobile_acc_per_sec": 4321.066999869168 }, "started": "2026-08-17T23:27:56.801573583+10:00", "ended": "2026-08-17T23:27:59.268319353+10:00" }, { "cell": { "id": "uint16|none|step_tween_chain|bicameral|simd", "dtype": 12, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4960, "total_correct": 1194, "total_train": 201, "infer_ms": 610.912151, "train_ms": 1852.708603, "blocked_train": 1852708603, "duration": 2388182068, "avg_accuracy": 22.550233491186532, "soft_acc": 24.999989674614575, "adapt_pct": 24.999998134406738, "stability": 99.9999896743827, "consistency": 100, "throughput": 2076.893577948095, "availability": 24.797329297056248, "score": 128.75348174110573, "zero_downtime": 6.199329763844236, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 9443512, "heap_mib": 9.006034851074219, "mobile_score": 108527.17915607852, "mobile_throughput": 1750627.620892686, "mobile_availability": 20901.8363062621, "mobile_accuracy": 21072.660106952295, "soft_acc_blocks": [ 24.999976666666665, 24.99999237714286, 24.999984906077348, 25.00000474857143 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.265693511, "time_to_acc50_sec": 0, "acc_per_sec": 10.468209274995099, "mobile_acc_per_sec": 8823.724283550853 }, "started": "2026-08-17T23:28:01.101534715+10:00", "ended": "2026-08-17T23:28:03.490516782+10:00" }, { "cell": { "id": "uint8|none|step_tween_chain|bicameral|simd", "dtype": 13, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9264, "total_correct": 2435, "total_train": 281, "infer_ms": 692.195881, "train_ms": 1751.547972, "blocked_train": 1751547972, "duration": 2514684219, "avg_accuracy": 26.88714693155412, "soft_acc": 24.999989899795594, "adapt_pct": 24.999992921626877, "stability": 99.99998727875962, "consistency": 100, "throughput": 3683.961560662261, "availability": 28.32522238982794, "score": 260.8724708086866, "zero_downtime": 7.081302736551624, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 9230000, "heap_mib": 8.802413940429688, "mobile_score": 430101.5911174361, "mobile_throughput": 6073763.643762564, "mobile_availability": 46699.91885634626, "mobile_accuracy": 41217.59341064161, "soft_acc_blocks": [ 24.999993571428572, 24.99999010216718, 24.999970266832918, 25.000005658753707 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.064662824, "time_to_acc50_sec": 0, "acc_per_sec": 9.941602094968884, "mobile_acc_per_sec": 16390.763142034735 }, "started": "2026-08-17T23:28:05.411211958+10:00", "ended": "2026-08-17T23:28:07.926581489+10:00" }, { "cell": { "id": "int4|none|step_tween_chain|bicameral|simd", "dtype": 14, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10168, "total_correct": 2683, "total_train": 270, "infer_ms": 695.000504, "train_ms": 1760.276137, "blocked_train": 1760276137, "duration": 2548000982, "avg_accuracy": 25.62738475839148, "soft_acc": 24.99999742817748, "adapt_pct": 25.000009844652308, "stability": 99.99998678704634, "consistency": 100, "throughput": 3990.579309753186, "availability": 28.306403131703153, "score": 282.3973376262322, "zero_downtime": 7.076600054935337, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8171672, "heap_mib": 7.793113708496094, "mobile_score": 974062.7325617238, "mobile_throughput": 13764558.191788673, "mobile_availability": 97636.23345469989, "mobile_accuracy": 86231.57007647575, "soft_acc_blocks": [ 24.9999839047619, 24.99999544300518, 24.999991195928754, 25.000019169014084 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.300463136, "time_to_acc50_sec": 0, "acc_per_sec": 9.81161216372619, "mobile_acc_per_sec": 33842.83235589261 }, "started": "2026-08-17T23:28:09.881360253+10:00", "ended": "2026-08-17T23:28:12.430231858+10:00" }, { "cell": { "id": "uint4|none|step_tween_chain|bicameral|simd", "dtype": 15, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4072, "total_correct": 770, "total_train": 182, "infer_ms": 614.981888, "train_ms": 1857.075565, "blocked_train": 1857075565, "duration": 2255855504, "avg_accuracy": 17.54279635859885, "soft_acc": 24.9999879845297, "adapt_pct": 24.999990136011608, "stability": 99.99999328206998, "consistency": 100, "throughput": 1805.0801537508407, "availability": 24.877329904031157, "score": 112.2638822640377, "zero_downtime": 6.219329486879603, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 8373840, "heap_mib": 7.9859161376953125, "mobile_score": 354569.9174966735, "mobile_throughput": 5701095.564154944, "mobile_availability": 78571.5996429198, "mobile_accuracy": 78958.99819538016, "soft_acc_blocks": [ 24.999982285714285, 24.999984729032256, 24.99999943870968, 24.999985484662577 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.082264772810422, "mobile_acc_per_sec": 35001.797790405006 }, "started": "2026-08-17T23:28:14.217687936+10:00", "ended": "2026-08-17T23:28:16.474160784+10:00" }, { "cell": { "id": "fp4|none|step_tween_chain|bicameral|simd", "dtype": 16, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7664, "total_correct": 1906, "total_train": 250, "infer_ms": 570.884731, "train_ms": 1803.411408, "blocked_train": 1803411408, "duration": 2416994740, "avg_accuracy": 25.73294072411435, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3170.8798836690894, "availability": 24.044377684093092, "score": 190.60458378458188, "zero_downtime": 6.011094421023273, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9875344, "heap_mib": 9.417861938476562, "mobile_score": 657445.3685740188, "mobile_throughput": 10937199.160849338, "mobile_availability": 82935.38610024868, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067802715, "time_to_acc50_sec": 0, "acc_per_sec": 10.343423420110547, "mobile_acc_per_sec": 35677.18932949288 }, "started": "2026-08-17T23:28:18.524990537+10:00", "ended": "2026-08-17T23:28:20.943500848+10:00" }, { "cell": { "id": "int2|none|step_tween_chain|bicameral|simd", "dtype": 17, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10904, "total_correct": 2783, "total_train": 287, "infer_ms": 672.051419, "train_ms": 1731.059053, "blocked_train": 1731059053, "duration": 2450224837, "avg_accuracy": 25.88452774512685, "soft_acc": 24.999969766744783, "adapt_pct": 24.999927215903615, "stability": 99.9999190239595, "consistency": 100, "throughput": 4450.203848782552, "availability": 27.96589781578714, "score": 311.1344889713972, "zero_downtime": 6.991465998945525, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11015032, "heap_mib": 10.504753112792969, "mobile_score": 2146369.4599188934, "mobile_throughput": 30699848.361454036, "mobile_availability": 192923.48202688695, "mobile_accuracy": 172462.94932983012, "soft_acc_blocks": [ 25.00002805, 25.000041729268293, 24.99983692771084, 24.99997236 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.068342193, "time_to_acc50_sec": 0, "acc_per_sec": 10.203132948955894, "mobile_acc_per_sec": 70386.5811518709 }, "started": "2026-08-17T23:28:22.852527827+10:00", "ended": "2026-08-17T23:28:25.30355433+10:00" }, { "cell": { "id": "uint2|none|step_tween_chain|bicameral|simd", "dtype": 18, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3840, "total_correct": 1078, "total_train": 181, "infer_ms": 565.527874, "train_ms": 1818.690065, "blocked_train": 1818690065, "duration": 2413001390, "avg_accuracy": 28.577588278879226, "soft_acc": 25.00000917962445, "adapt_pct": 25.000014769931102, "stability": 99.99998602019453, "consistency": 100, "throughput": 1591.3791081570826, "availability": 23.719638408441654, "score": 94.3673771908565, "zero_downtime": 5.92991177948414, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 9221344, "heap_mib": 8.794158935546875, "mobile_score": 549729.8161404419, "mobile_throughput": 9270455.22063845, "mobile_availability": 138176.90868761175, "mobile_accuracy": 145635.6090307438, "soft_acc_blocks": [ 25.000009307692306, 25.000001047619048, 24.999994694267517, 25.00003166891892 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.067125111, "time_to_acc50_sec": 0, "acc_per_sec": 10.360544872966049, "mobile_acc_per_sec": 60354.54833730693 }, "started": "2026-08-17T23:28:27.248457185+10:00", "ended": "2026-08-17T23:28:29.662237689+10:00" }, { "cell": { "id": "ternary|none|step_tween_chain|bicameral|simd", "dtype": 19, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10760, "total_correct": 2780, "total_train": 285, "infer_ms": 651.229869, "train_ms": 1743.160226, "blocked_train": 1743160226, "duration": 2500310939, "avg_accuracy": 24.85648597742918, "soft_acc": 25.000007744906686, "adapt_pct": 25.000012528650526, "stability": 99.99999200713194, "consistency": 100, "throughput": 4303.464753989143, "availability": 27.198152479828067, "score": 292.61581707766607, "zero_downtime": 6.7995402264285465, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 9439888, "heap_mib": 9.002578735351562, "mobile_score": 2018617.9145265182, "mobile_throughput": 29687564.854466576, "mobile_availability": 187627.17062294864, "mobile_accuracy": 172463.21132317942, "soft_acc_blocks": [ 25.000002057142858, 25.000001389189187, 25.00000634117647, 25.00002119211823 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.280235947, "time_to_acc50_sec": 0, "acc_per_sec": 9.998759496251072, "mobile_acc_per_sec": 68976.70551013792 }, "started": "2026-08-17T23:28:31.597467112+10:00", "ended": "2026-08-17T23:28:34.098589508+10:00" }, { "cell": { "id": "binary|none|step_tween_chain|bicameral|simd", "dtype": 20, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10880, "total_correct": 2991, "total_train": 284, "infer_ms": 691.047297, "train_ms": 1705.940532, "blocked_train": 1705940532, "duration": 2482430901, "avg_accuracy": 27.58147243245636, "soft_acc": 25.000041002548823, "adapt_pct": 24.99986165061674, "stability": 99.9998342750934, "consistency": 100, "throughput": 4382.800744067921, "availability": 28.829820854296877, "score": 315.888918818076, "zero_downtime": 7.20746703453559, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 9394768, "heap_mib": 8.959548950195312, "mobile_score": 4358336.038665564, "mobile_throughput": 60469732.53962848, "mobile_availability": 397766.55568572634, "mobile_accuracy": 344926.88150379783, "soft_acc_blocks": [ 25.000150088235294, 25.000237314769976, 24.999968262529833, 24.999808344660195 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.069111618, "time_to_acc50_sec": 0, "acc_per_sec": 10.070790285634148, "mobile_acc_per_sec": 138947.22361248833 }, "started": "2026-08-17T23:28:35.970785629+10:00", "ended": "2026-08-17T23:28:38.454105383+10:00" }, { "cell": { "id": "int|none|step_tween_chain|bicameral|simd", "dtype": 21, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3344, "total_correct": 879, "total_train": 169, "infer_ms": 562.392818, "train_ms": 1843.093028, "blocked_train": 1843093028, "duration": 2589351515, "avg_accuracy": 28.558608103674544, "soft_acc": 24.999996303388023, "adapt_pct": 24.99999873767028, "stability": 99.99998477470803, "consistency": 100, "throughput": 1291.4430430277057, "availability": 23.379593728858715, "score": 75.48352301353844, "zero_downtime": 5.844897567961818, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8336976, "heap_mib": 7.9507598876953125, "mobile_score": 16272.658434918603, "mobile_throughput": 278407.9318021833, "mobile_availability": 5040.1482059687, "mobile_accuracy": 5389.472887298808, "soft_acc_blocks": [ 25.000005538461537, 24.9999886875, 24.999975712, 25.000015275590552 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.070010419, "time_to_acc50_sec": 0, "acc_per_sec": 9.654925628507423, "mobile_acc_per_sec": 2081.398703914021 }, "started": "2026-08-17T23:28:40.329906333+10:00", "ended": "2026-08-17T23:28:42.920583575+10:00" }, { "cell": { "id": "uint|none|step_tween_chain|bicameral|simd", "dtype": 22, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3456, "total_correct": 858, "total_train": 185, "infer_ms": 500.454832, "train_ms": 1883.326238, "blocked_train": 1883326238, "duration": 2510657608, "avg_accuracy": 23.86941038400264, "soft_acc": 25.00000338637807, "adapt_pct": 25.00000280049931, "stability": 99.99999896357252, "consistency": 100, "throughput": 1376.5317855321036, "availability": 20.994160843806014, "score": 72.24783406651909, "zero_downtime": 5.248540921893163, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11293096, "heap_mib": 10.769935607910156, "mobile_score": 15485.965832815684, "mobile_throughput": 295052.7787297856, "mobile_availability": 4499.994521863192, "mobile_accuracy": 5358.627054553305, "soft_acc_blocks": [ 25.0000039375, 25.000003936507937, 25.000004077519378, 25.000001593984962 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.313083485, "time_to_acc50_sec": 0, "acc_per_sec": 9.957551880717489, "mobile_acc_per_sec": 2134.351987096325 }, "started": "2026-08-17T23:28:44.719199474+10:00", "ended": "2026-08-17T23:28:47.230603955+10:00" }, { "cell": { "id": "uintptr|none|step_tween_chain|bicameral|simd", "dtype": 23, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3944, "total_correct": 952, "total_train": 181, "infer_ms": 564.96912, "train_ms": 1836.219217, "blocked_train": 1836219217, "duration": 2461714387, "avg_accuracy": 24.717947586879074, "soft_acc": 24.99999646609249, "adapt_pct": 25.000001563558964, "stability": 99.99999411307772, "consistency": 100, "throughput": 1602.135495826714, "availability": 23.52872997483662, "score": 94.24052033952616, "zero_downtime": 5.8821816622256, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12544576, "heap_mib": 11.96343994140625, "mobile_score": 20199.9893408706, "mobile_throughput": 343409.81800326915, "mobile_availability": 5043.266876961219, "mobile_accuracy": 5358.6255712243255, "soft_acc_blocks": [ 24.999988636363636, 24.999993144736845, 25.00000347586207, 25.000000607407408 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067153859, "time_to_acc50_sec": 0, "acc_per_sec": 10.15552275199523, "mobile_acc_per_sec": 2176.7860640221074 }, "started": "2026-08-17T23:28:49.15158076+10:00", "ended": "2026-08-17T23:28:51.614835144+10:00" }, { "cell": { "id": "complex64|none|step_tween_chain|bicameral|simd", "dtype": 24, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3616, "total_correct": 857, "total_train": 179, "infer_ms": 556.443357, "train_ms": 1893.84116, "blocked_train": 1893841160, "duration": 2632355477, "avg_accuracy": 23.21729279318565, "soft_acc": 25.000001480725626, "adapt_pct": 25.000000346371884, "stability": 99.99998974964089, "consistency": 100, "throughput": 1373.6746543521638, "availability": 22.709336533754048, "score": 77.98810465308803, "zero_downtime": 5.677334469701477, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10573560, "heap_mib": 10.083732604980469, "mobile_score": 16812.593508370977, "mobile_throughput": 296135.3360119191, "mobile_availability": 4895.654865381925, "mobile_accuracy": 5389.474003423798, "soft_acc_blocks": [ 24.999994, 25.000007371428573, 25.00001508888889, 24.999989462585035 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.33577271, "time_to_acc50_sec": 0, "acc_per_sec": 9.49719811748876, "mobile_acc_per_sec": 2047.3959731175767 }, "started": "2026-08-17T23:28:53.56122758+10:00", "ended": "2026-08-17T23:28:56.194294046+10:00" }, { "cell": { "id": "complex128|none|step_tween_chain|bicameral|simd", "dtype": 25, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 834, "total_train": 185, "infer_ms": 549.947052, "train_ms": 1841.123721, "blocked_train": 1841123721, "duration": 2544029867, "avg_accuracy": 22.852918950297045, "soft_acc": 24.999996168333197, "adapt_pct": 24.999996514147355, "stability": 99.9999905814166, "consistency": 100, "throughput": 1496.8377727776103, "availability": 23.00003237921724, "score": 86.06827990940029, "zero_downtime": 5.750007213519705, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 9219008, "heap_mib": 8.79193115234375, "mobile_score": 9277.254592339568, "mobile_throughput": 161343.35571834454, "mobile_availability": 2479.161384875627, "mobile_accuracy": 2694.7364290919154, "soft_acc_blocks": [ 24.999998421052634, 24.999989933823528, 24.99998585135135, 25.000010467105266 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.067449691, "time_to_acc50_sec": 0, "acc_per_sec": 9.826927149174542, "mobile_acc_per_sec": 1059.2393053426033 }, "started": "2026-08-17T23:28:57.912098998+10:00", "ended": "2026-08-17T23:29:00.456947459+10:00" }, { "cell": { "id": "nf4|none|step_tween_chain|bicameral|simd", "dtype": 26, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3208, "total_correct": 874, "total_train": 163, "infer_ms": 508.484288, "train_ms": 1852.207976, "blocked_train": 1852207976, "duration": 2508677773, "avg_accuracy": 26.99517940554036, "soft_acc": 25.00001532926342, "adapt_pct": 25.000009370564715, "stability": 99.99998799054835, "consistency": 100, "throughput": 1278.761279956539, "availability": 21.539626140783593, "score": 68.8601419569187, "zero_downtime": 5.384909837061929, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9209824, "heap_mib": 8.783172607421875, "mobile_score": 237516.75069940125, "mobile_throughput": 4410784.170696408, "mobile_availability": 74295.83888223124, "mobile_accuracy": 86231.63182203197, "soft_acc_blocks": [ 25.000008, 25.000024782945736, 25.00002895652174, 24.999999577586205 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.067390941, "time_to_acc50_sec": 0, "acc_per_sec": 9.96541508771259, "mobile_acc_per_sec": 34373.33911517538 }, "started": "2026-08-17T23:29:02.448008091+10:00", "ended": "2026-08-17T23:29:04.957952686+10:00" }, { "cell": { "id": "fp6|none|step_tween_chain|bicameral|simd", "dtype": 27, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1568, "total_correct": 435, "total_train": 96, "infer_ms": 472.71019, "train_ms": 1922.709106, "blocked_train": 1922709106, "duration": 2454392479, "avg_accuracy": 26.015847578347575, "soft_acc": 25.000003232122506, "adapt_pct": 25.000001191096864, "stability": 99.99999156643979, "consistency": 100, "throughput": 638.8546303885573, "availability": 19.733922607593456, "score": 31.517773658747977, "zero_downtime": 4.933481289722917, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9210024, "heap_mib": 8.783363342285156, "mobile_score": 72475.39699998974, "mobile_throughput": 1469051.8265664733, "mobile_availability": 45378.32814074543, "mobile_accuracy": 57487.72673053967, "soft_acc_blocks": [ 25.00000633333333, 25.000015333333334, 24.99999309259259, 24.999998169230768 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.688581941, "time_to_acc50_sec": 0, "acc_per_sec": 10.185821316690282, "mobile_acc_per_sec": 23422.385467039097 }, "started": "2026-08-17T23:29:06.997198914+10:00", "ended": "2026-08-17T23:29:09.452483579+10:00" }, { "cell": { "id": "int6|none|step_tween_chain|bicameral|simd", "dtype": 28, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1680, "total_correct": 419, "total_train": 102, "infer_ms": 478.744696, "train_ms": 1909.248809, "blocked_train": 1909248809, "duration": 2518379143, "avg_accuracy": 25.30383664604976, "soft_acc": 25.00000663137873, "adapt_pct": 25.000004773686424, "stability": 99.99999059075144, "consistency": 100, "throughput": 667.0957407941017, "availability": 20.047989870893723, "score": 33.434830504649845, "zero_downtime": 5.011998797181567, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 8362648, "heap_mib": 7.975242614746094, "mobile_score": 76883.6860334292, "mobile_throughput": 1533992.5076730615, "mobile_availability": 46100.52856768038, "mobile_accuracy": 57487.734547159176, "soft_acc_blocks": [ 25.000017, 25.00000862295082, 24.999991333333334, 25.00000956923077 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.065066309, "time_to_acc50_sec": 0, "acc_per_sec": 9.92702258548634, "mobile_acc_per_sec": 22827.275514471323 }, "started": "2026-08-17T23:29:11.368862691+10:00", "ended": "2026-08-17T23:29:13.888048447+10:00" }, { "cell": { "id": "uint6|none|step_tween_chain|bicameral|simd", "dtype": 29, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1824, "total_correct": 464, "total_train": 103, "infer_ms": 518.327096, "train_ms": 1918.2379, "blocked_train": 1918237900, "duration": 2563193284, "avg_accuracy": 28.489082839228516, "soft_acc": 25.000000915695495, "adapt_pct": 24.999995878007223, "stability": 99.99999530728142, "consistency": 100, "throughput": 711.6123514312392, "availability": 21.27286146074143, "score": 37.84507880055567, "zero_downtime": 5.3182155599799925, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9209832, "heap_mib": 8.783180236816406, "mobile_score": 81990.58129828815, "mobile_throughput": 1541693.4566412459, "mobile_availability": 46087.214832765305, "mobile_accuracy": 54161.98545490975, "soft_acc_blocks": [ 25.000004666666666, 25.00000623880597, 24.999997880597014, 24.99999487671233 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.063359385, "time_to_acc50_sec": 0, "acc_per_sec": 9.753459121382239, "mobile_acc_per_sec": 21130.667668724178 }, "started": "2026-08-17T23:29:15.824601947+10:00", "ended": "2026-08-17T23:29:18.388775854+10:00" }, { "cell": { "id": "int5|none|step_tween_chain|bicameral|simd", "dtype": 30, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1816, "total_correct": 484, "total_train": 106, "infer_ms": 493.75066, "train_ms": 1905.777186, "blocked_train": 1905777186, "duration": 2539033621, "avg_accuracy": 26.31283243012695, "soft_acc": 25.000004024232275, "adapt_pct": 24.999998464485923, "stability": 99.99998981849296, "consistency": 100, "throughput": 715.2327503582908, "availability": 20.576992295508454, "score": 36.793352906643655, "zero_downtime": 5.144248901943079, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 8362160, "heap_mib": 7.9747772216796875, "mobile_score": 101527.96530904416, "mobile_throughput": 1973620.780104461, "mobile_availability": 56780.369140144925, "mobile_accuracy": 68985.27426240363, "soft_acc_blocks": [ 25.0000155, 25.00000887142857, 24.99998791780822, 25.00000380769231 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.069049271, "time_to_acc50_sec": 0, "acc_per_sec": 9.846267421376647, "mobile_acc_per_sec": 27169.893967466942 }, "started": "2026-08-17T23:29:20.337195005+10:00", "ended": "2026-08-17T23:29:22.876995344+10:00" }, { "cell": { "id": "uint5|none|step_tween_chain|bicameral|simd", "dtype": 31, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1992, "total_correct": 620, "total_train": 113, "infer_ms": 519.880105, "train_ms": 1892.706155, "blocked_train": 1892706155, "duration": 2539303506, "avg_accuracy": 32.19845223269881, "soft_acc": 24.999999844689558, "adapt_pct": 25.000003971312932, "stability": 99.99999345939092, "consistency": 100, "throughput": 784.4670774065398, "availability": 21.548663922176193, "score": 42.26054326007311, "zero_downtime": 5.387165947076723, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 9607424, "heap_mib": 9.162353515625, "mobile_score": 108611.25345459417, "mobile_throughput": 2016111.1523496076, "mobile_availability": 55380.91132563682, "mobile_accuracy": 64250.97999300293, "soft_acc_blocks": [ 24.999991571428573, 24.99999568831169, 25.00000404109589, 25.00000807792208 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.066195265, "time_to_acc50_sec": 0, "acc_per_sec": 9.84521928379898, "mobile_acc_per_sec": 25302.599646394112 }, "started": "2026-08-17T23:29:24.761087291+10:00", "ended": "2026-08-17T23:29:27.301399962+10:00" }, { "cell": { "id": "int3|none|step_tween_chain|bicameral|simd", "dtype": 32, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2248, "total_correct": 570, "total_train": 126, "infer_ms": 514.974331, "train_ms": 1895.982025, "blocked_train": 1895982025, "duration": 2122803137, "avg_accuracy": 26.6123439667129, "soft_acc": 24.99999592172908, "adapt_pct": 24.999999995839108, "stability": 99.99999433983257, "consistency": 100, "throughput": 1058.9771424480423, "availability": 21.359753349263862, "score": 56.54871718815506, "zero_downtime": 5.339937466207356, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 8367168, "heap_mib": 7.97955322265625, "mobile_score": 260068.5424310828, "mobile_throughput": 4870254.456664905, "mobile_availability": 98233.8803857794, "mobile_accuracy": 114975.41984045172, "soft_acc_blocks": [ 24.999991700000002, 24.999992142857142, 25.000003922330094 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.058546943, "time_to_acc50_sec": 0, "acc_per_sec": 11.77687911139029, "mobile_acc_per_sec": 54162.07364519818 }, "started": "2026-08-17T23:29:29.351935608+10:00", "ended": "2026-08-17T23:29:31.475269265+10:00" }, { "cell": { "id": "uint3|none|step_tween_chain|bicameral|simd", "dtype": 33, "format": 0, "mode": "step_tween_chain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2272, "total_correct": 630, "total_train": 130, "infer_ms": 495.845862, "train_ms": 1893.22322, "blocked_train": 1893223220, "duration": 2033148629, "avg_accuracy": 28.701144738431804, "soft_acc": 25.000003118707465, "adapt_pct": 25.000011451572632, "stability": 99.99998920189265, "consistency": 100, "throughput": 1117.4785589174949, "availability": 20.754772883541087, "score": 57.98254146462098, "zero_downtime": 5.188693868165923, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 8162624, "heap_mib": 7.78448486328125, "mobile_score": 237496.48983908753, "mobile_throughput": 4577192.177326059, "mobile_availability": 85011.54973098429, "mobile_accuracy": 102400.01277422578, "soft_acc_blocks": [ 24.999988125, 25.000008107526885, 25.000013123595505 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.063911309, "time_to_acc50_sec": 0, "acc_per_sec": 12.2962004656805, "mobile_acc_per_sec": 50365.237107427325 }, "started": "2026-08-17T23:29:33.396238901+10:00", "ended": "2026-08-17T23:29:35.448229273+10:00" }, { "cell": { "id": "float64|none|step_tween_chain|tricameral|simd", "dtype": 0, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6664, "total_correct": 1767, "total_train": 228, "infer_ms": 694.00556, "train_ms": 1773.546512, "blocked_train": 1773546512, "duration": 2050971512, "avg_accuracy": 22.778751896968952, "soft_acc": 25.000005624051514, "adapt_pct": 24.99999956379968, "stability": 99.99998543358193, "consistency": 100, "throughput": 3249.1918883366725, "availability": 28.12526502986803, "score": 228.46100887596347, "zero_downtime": 7.031317839246401, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8167984, "heap_mib": 7.7895965576171875, "mobile_score": 44560.77582647364, "mobile_throughput": 633747.1416489052, "mobile_availability": 5485.765979159021, "mobile_accuracy": 4876.191573148333, "soft_acc_blocks": [ 25.000005851851853, 25.00002334920635, 24.999987671096346 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.739584864, "time_to_acc50_sec": 0, "acc_per_sec": 12.189348061530518, "mobile_acc_per_sec": 2377.5033171442383 }, "started": "2026-08-17T23:29:37.327118029+10:00", "ended": "2026-08-17T23:29:39.378884904+10:00" }, { "cell": { "id": "float32|none|step_tween_chain|tricameral|simd", "dtype": 1, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12496, "total_correct": 3753, "total_train": 296, "infer_ms": 757.191435, "train_ms": 1678.46769, "blocked_train": 1678467690, "duration": 2641681330, "avg_accuracy": 30.95140714045023, "soft_acc": 25.000010699732748, "adapt_pct": 25.00000047029703, "stability": 99.99998012850027, "consistency": 100, "throughput": 4730.320746143896, "availability": 31.087742419621215, "score": 367.63763964069204, "zero_downtime": 7.77193893121066, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9738536, "heap_mib": 9.287391662597656, "mobile_score": 143413.6925684071, "mobile_throughput": 1845275.5977338473, "mobile_availability": 12127.18028102557, "mobile_accuracy": 9752.385126295747, "soft_acc_blocks": [ 25.000033956521737, 25.000015333333334, 24.99997903138075, 25.000014477695167 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.065241202, "time_to_acc50_sec": 0, "acc_per_sec": 9.463673916994654, "mobile_acc_per_sec": 3691.7341299057243 }, "started": "2026-08-17T23:29:41.383093983+10:00", "ended": "2026-08-17T23:29:44.025503332+10:00" }, { "cell": { "id": "float16|none|step_tween_chain|tricameral|simd", "dtype": 2, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5152, "total_correct": 1220, "total_train": 192, "infer_ms": 613.66219, "train_ms": 1825.843343, "blocked_train": 1825843343, "duration": 2689877391, "avg_accuracy": 23.629579446152313, "soft_acc": 25.000003317044143, "adapt_pct": 25.000001048674267, "stability": 99.99999749680946, "consistency": 100, "throughput": 1915.3289355261918, "availability": 25.155187463147268, "score": 120.4511620485499, "zero_downtime": 6.288797700195489, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9211752, "heap_mib": 8.785011291503906, "mobile_score": 93974.84947635436, "mobile_throughput": 1494321.3942695775, "mobile_availability": 19625.837685533563, "mobile_accuracy": 19504.764492688155, "soft_acc_blocks": [ 25.000007111111113, 25.00000403, 25.00000110810811, 25.000001018957345 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.266588322, "time_to_acc50_sec": 0, "acc_per_sec": 9.294105151666425, "mobile_acc_per_sec": 7251.1723240429865 }, "started": "2026-08-17T23:29:46.007504624+10:00", "ended": "2026-08-17T23:29:48.698162066+10:00" }, { "cell": { "id": "bfloat16|none|step_tween_chain|tricameral|simd", "dtype": 3, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6096, "total_correct": 1539, "total_train": 233, "infer_ms": 588.397059, "train_ms": 1825.776777, "blocked_train": 1825776777, "duration": 2066426775, "avg_accuracy": 23.798766494549625, "soft_acc": 24.999996358194682, "adapt_pct": 24.999996224325873, "stability": 99.999999355138, "consistency": 100, "throughput": 2950.019847666753, "availability": 24.37260524597948, "score": 179.74914685300593, "zero_downtime": 6.093150423892036, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11203600, "heap_mib": 10.684585571289062, "mobile_score": 140238.57247807854, "mobile_throughput": 2301577.38972248, "mobile_availability": 19015.274492863227, "mobile_accuracy": 19504.75906346008, "soft_acc_blocks": [ 24.999997, 24.999995476190474, 24.999996598393572 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.717129836, "time_to_acc50_sec": 0, "acc_per_sec": 12.098176746763592, "mobile_acc_per_sec": 9438.882277094033 }, "started": "2026-08-17T23:29:50.531892691+10:00", "ended": "2026-08-17T23:29:52.598895663+10:00" }, { "cell": { "id": "fp8e4m3|none|step_tween_chain|tricameral|simd", "dtype": 4, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4936, "total_correct": 1203, "total_train": 186, "infer_ms": 611.167025, "train_ms": 1828.715565, "blocked_train": 1828715565, "duration": 2078186385, "avg_accuracy": 25.244179571688715, "soft_acc": 25.00000103850437, "adapt_pct": 24.999989936912126, "stability": 99.99998616661786, "consistency": 100, "throughput": 2375.147886458702, "availability": 25.049034224224698, "score": 148.7379079173459, "zero_downtime": 6.26225881619149, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9212288, "heap_mib": 8.7855224609375, "mobile_score": 232087.7984112186, "mobile_throughput": 3706135.5211180355, "mobile_availability": 39086.035879018804, "mobile_accuracy": 39009.52542998624, "soft_acc_blocks": [ 25.00001588888889, 25.000004642512074, 24.99998258411215 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.064667713, "time_to_acc50_sec": 0, "acc_per_sec": 12.029720346043153, "mobile_acc_per_sec": 18770.946490435334 }, "started": "2026-08-17T23:29:54.255068325+10:00", "ended": "2026-08-17T23:29:56.333891585+10:00" }, { "cell": { "id": "fp8e5m2|none|step_tween_chain|tricameral|simd", "dtype": 5, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5680, "total_correct": 1725, "total_train": 200, "infer_ms": 634.155472, "train_ms": 1824.536656, "blocked_train": 1824536656, "duration": 2669516247, "avg_accuracy": 30.315427359814972, "soft_acc": 24.99999516708934, "adapt_pct": 24.999999944009616, "stability": 99.99999208511612, "consistency": 100, "throughput": 2127.726327338588, "availability": 25.79239038422626, "score": 137.19784364118016, "zero_downtime": 6.448096349533381, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9211808, "heap_mib": 8.785064697265625, "mobile_score": 214080.90192543768, "mobile_throughput": 3320063.633058612, "mobile_availability": 40245.95467192029, "mobile_accuracy": 39009.51626834207, "soft_acc_blocks": [ 24.999985000000002, 24.999991616666666, 24.999997524663677, 25.00000652702703 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.062023499, "time_to_acc50_sec": 0, "acc_per_sec": 9.364990827527016, "mobile_acc_per_sec": 14612.953306495489 }, "started": "2026-08-17T23:29:58.219223836+10:00", "ended": "2026-08-17T23:30:00.889437894+10:00" }, { "cell": { "id": "int64|none|step_tween_chain|tricameral|simd", "dtype": 6, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3880, "total_correct": 865, "total_train": 184, "infer_ms": 561.818626, "train_ms": 1827.132486, "blocked_train": 1827132486, "duration": 2088694269, "avg_accuracy": 19.563769563769565, "soft_acc": 24.99999415667666, "adapt_pct": 24.999997531302032, "stability": 99.99999361246526, "consistency": 100, "throughput": 1857.619881275214, "availability": 23.51737644097926, "score": 109.21583955314648, "zero_downtime": 5.879342736048468, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9216880, "heap_mib": 8.789901733398438, "mobile_score": 21302.289467128, "mobile_throughput": 362324.3349382513, "mobile_availability": 4587.008281059573, "mobile_accuracy": 4876.189336464171, "soft_acc_blocks": [ 24.99999253846154, 24.99998726923077, 25.000002662337664 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.379175263, "time_to_acc50_sec": 0, "acc_per_sec": 11.969197468352254, "mobile_acc_per_sec": 2334.5634681128968 }, "started": "2026-08-17T23:30:03.02591376+10:00", "ended": "2026-08-17T23:30:05.11513131+10:00" }, { "cell": { "id": "int32|none|step_tween_chain|tricameral|simd", "dtype": 7, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3672, "total_correct": 886, "total_train": 172, "infer_ms": 597.125897, "train_ms": 1844.068133, "blocked_train": 1844068133, "duration": 2149585782, "avg_accuracy": 21.372679497679496, "soft_acc": 24.999997495058693, "adapt_pct": 25.000009363240512, "stability": 99.99998536181782, "consistency": 100, "throughput": 1708.2360847137386, "availability": 24.46040296927975, "score": 104.46034703022428, "zero_downtime": 6.1151001296012, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9204600, "heap_mib": 8.778190612792969, "mobile_score": 40749.48394626654, "mobile_throughput": 666374.7621892832, "mobile_availability": 9541.886720206654, "mobile_accuracy": 9752.379975215277, "soft_acc_blocks": [ 24.99998091666667, 24.999995047297297, 25.00001652121212 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.413740152, "time_to_acc50_sec": 0, "acc_per_sec": 11.630146470264798, "mobile_acc_per_sec": 4536.86475640044 }, "started": "2026-08-17T23:30:07.214667486+10:00", "ended": "2026-08-17T23:30:09.365081756+10:00" }, { "cell": { "id": "int16|none|step_tween_chain|tricameral|simd", "dtype": 8, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3936, "total_correct": 871, "total_train": 176, "infer_ms": 609.513271, "train_ms": 1827.843469, "blocked_train": 1827843469, "duration": 2678861305, "avg_accuracy": 21.496094765471664, "soft_acc": 25.000001171315468, "adapt_pct": 25.000002039417446, "stability": 99.9999974936282, "consistency": 100, "throughput": 1469.280993627253, "availability": 25.007142409526804, "score": 91.8563019218275, "zero_downtime": 6.251785895294228, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10823160, "heap_mib": 10.321769714355469, "mobile_score": 71665.41193748674, "mobile_throughput": 1146319.0380756627, "mobile_availability": 19510.33434465177, "mobile_accuracy": 19504.762818611078, "soft_acc_blocks": [ 25.000000636363634, 24.999997900709218, 25.00000493197279, 25.000001216216216 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.332323821563232, "mobile_acc_per_sec": 7280.990166309142 }, "started": "2026-08-17T23:30:11.310587694+10:00", "ended": "2026-08-17T23:30:13.990267487+10:00" }, { "cell": { "id": "int8|none|step_tween_chain|tricameral|simd", "dtype": 9, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9664, "total_correct": 2144, "total_train": 288, "infer_ms": 665.132686, "train_ms": 1732.029909, "blocked_train": 1732029909, "duration": 2656056694, "avg_accuracy": 22.874051731134962, "soft_acc": 24.999997099117326, "adapt_pct": 25.00000231163591, "stability": 99.99999378984351, "consistency": 100, "throughput": 3638.4765512840368, "availability": 27.7466654697238, "score": 252.38894993374865, "zero_downtime": 6.936665562532739, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9245264, "heap_mib": 8.816970825195312, "mobile_score": 393822.91006805125, "mobile_throughput": 5677409.506308349, "mobile_availability": 43295.36829104331, "mobile_accuracy": 39009.51928304174, "soft_acc_blocks": [ 24.999993181818184, 24.999995839237055, 24.999991815920396, 25.00000755949367 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.073260563, "time_to_acc50_sec": 0, "acc_per_sec": 9.412448595540907, "mobile_acc_per_sec": 14687.005503746877 }, "started": "2026-08-17T23:30:16.081130691+10:00", "ended": "2026-08-17T23:30:18.738002332+10:00" }, { "cell": { "id": "uint64|none|step_tween_chain|tricameral|simd", "dtype": 10, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3688, "total_correct": 1078, "total_train": 179, "infer_ms": 550.271338, "train_ms": 1820.063779, "blocked_train": 1820063779, "duration": 2176041912, "avg_accuracy": 28.104406013613175, "soft_acc": 25.000002387765733, "adapt_pct": 25.000009974722257, "stability": 99.99999055244245, "consistency": 100, "throughput": 1694.8202971928786, "availability": 23.214917336095816, "score": 98.36279214186632, "zero_downtime": 5.803729888341795, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8201592, "heap_mib": 7.821647644042969, "mobile_score": 19071.905165116423, "mobile_throughput": 328614.6242509837, "mobile_availability": 4501.221368456732, "mobile_accuracy": 4847.3377410787425, "soft_acc_blocks": [ 24.999992214285715, 24.99999997385621, 25.000014975155278 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.449045705, "time_to_acc50_sec": 0, "acc_per_sec": 11.488750400394737, "mobile_acc_per_sec": 2227.5939237877797 }, "started": "2026-08-17T23:30:20.71509534+10:00", "ended": "2026-08-17T23:30:22.891970117+10:00" }, { "cell": { "id": "uint32|none|step_tween_chain|tricameral|simd", "dtype": 11, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3688, "total_correct": 945, "total_train": 185, "infer_ms": 544.532899, "train_ms": 1847.635644, "blocked_train": 1847635644, "duration": 2096137603, "avg_accuracy": 29.202139100509275, "soft_acc": 25.000010631160038, "adapt_pct": 24.999999987524806, "stability": 99.99998628016266, "consistency": 100, "throughput": 1759.426477880899, "availability": 22.76314938566601, "score": 100.12526195063701, "zero_downtime": 5.690789766403344, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 8410528, "heap_mib": 8.020904541015625, "mobile_score": 38598.87745409969, "mobile_throughput": 678269.2567906035, "mobile_availability": 8775.327989052987, "mobile_accuracy": 9637.651157198261, "soft_acc_blocks": [ 25.000023571428574, 25.000016681528663, 24.999991640522875 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.06672677, "time_to_acc50_sec": 0, "acc_per_sec": 11.926702996683009, "mobile_acc_per_sec": 4597.814162297751 }, "started": "2026-08-17T23:30:24.76982093+10:00", "ended": "2026-08-17T23:30:26.866811084+10:00" }, { "cell": { "id": "uint16|none|step_tween_chain|tricameral|simd", "dtype": 12, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3664, "total_correct": 940, "total_train": 184, "infer_ms": 531.793892, "train_ms": 1842.634815, "blocked_train": 1842634815, "duration": 2128076765, "avg_accuracy": 26.744616944921205, "soft_acc": 24.999995111145783, "adapt_pct": 25.00000878444895, "stability": 99.99998319238249, "consistency": 100, "throughput": 1721.7424015246932, "availability": 22.396709171862284, "score": 96.4033907374421, "zero_downtime": 5.599176198023111, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 9453584, "heap_mib": 9.015640258789062, "mobile_score": 73463.86762056983, "mobile_throughput": 1312047.7910037476, "mobile_availability": 17067.334096362403, "mobile_accuracy": 19051.15906516337, "soft_acc_blocks": [ 24.999975615384617, 24.99999308275862, 25.000016635294116 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.073696604, "time_to_acc50_sec": 0, "acc_per_sec": 11.747694219642394, "mobile_acc_per_sec": 8952.289399749814 }, "started": "2026-08-17T23:30:28.912625377+10:00", "ended": "2026-08-17T23:30:31.04149787+10:00" }, { "cell": { "id": "uint8|none|step_tween_chain|tricameral|simd", "dtype": 13, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7584, "total_correct": 2270, "total_train": 259, "infer_ms": 646.278102, "train_ms": 1789.752606, "blocked_train": 1789752606, "duration": 2035091799, "avg_accuracy": 28.760591302543105, "soft_acc": 25.000004062730895, "adapt_pct": 24.999996747603834, "stability": 99.99999466238458, "consistency": 100, "throughput": 3726.6132189843297, "availability": 26.529965319304175, "score": 247.1673388122557, "zero_downtime": 6.632492407667141, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 9245976, "heap_mib": 8.817649841308594, "mobile_score": 368144.516281818, "mobile_throughput": 5550620.998167206, "mobile_availability": 39515.17743558905, "mobile_accuracy": 37236.369687616636, "soft_acc_blocks": [ 25.000009333333335, 25.00000610725552, 24.999996747603834 ], "phase_blocks": [ "A", "A", "B" ], "switch_blocks": [ false, false, true ], "time_to_acc25_sec": 0.071530408, "time_to_acc50_sec": 0, "acc_per_sec": 12.284460128538356, "mobile_acc_per_sec": 18297.144976906584 }, "started": "2026-08-17T23:30:33.068565935+10:00", "ended": "2026-08-17T23:30:35.104375181+10:00" }, { "cell": { "id": "int4|none|step_tween_chain|tricameral|simd", "dtype": 14, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8008, "total_correct": 1852, "total_train": 256, "infer_ms": 609.966909, "train_ms": 1760.106239, "blocked_train": 1760106239, "duration": 2195213571, "avg_accuracy": 19.350697396493366, "soft_acc": 24.999992625407618, "adapt_pct": 24.99999161486656, "stability": 99.999997007019, "consistency": 100, "throughput": 3647.9366316745495, "availability": 25.736206054008257, "score": 234.71005282619345, "zero_downtime": 6.434049615561773, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9236112, "heap_mib": 8.808242797851562, "mobile_score": 732474.1915246388, "mobile_throughput": 11384341.671115395, "mobile_availability": 80316.57142645167, "mobile_accuracy": 78019.02460470065, "soft_acc_blocks": [ 24.999992214285715, 24.99999647927461, 24.99998918266254 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.388410201026229, "mobile_acc_per_sec": 35540.51671116452 }, "started": "2026-08-17T23:30:37.164764802+10:00", "ended": "2026-08-17T23:30:39.360920819+10:00" }, { "cell": { "id": "uint4|none|step_tween_chain|tricameral|simd", "dtype": 15, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3352, "total_correct": 872, "total_train": 173, "infer_ms": 526.300109, "train_ms": 1852.286449, "blocked_train": 1852286449, "duration": 2164191373, "avg_accuracy": 27.175412707553505, "soft_acc": 25.00001158942797, "adapt_pct": 25.00000756532937, "stability": 99.99998396300104, "consistency": 100, "throughput": 1548.8463921531397, "availability": 22.126590568246204, "score": 85.67676464846386, "zero_downtime": 5.531650206406828, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 9236208, "heap_mib": 8.808334350585938, "mobile_score": 244126.62817398814, "mobile_throughput": 4413269.441571659, "mobile_availability": 63047.31476002536, "mobile_accuracy": 71234.81563151094, "soft_acc_blocks": [ 25.000028416666666, 24.999990007246378, 25.000016344370863 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.066638333, "time_to_acc50_sec": 0, "acc_per_sec": 11.5516640077781, "mobile_acc_per_sec": 32915.21097451068 }, "started": "2026-08-17T23:30:41.372841551+10:00", "ended": "2026-08-17T23:30:43.53788261+10:00" }, { "cell": { "id": "fp4|none|step_tween_chain|tricameral|simd", "dtype": 16, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6488, "total_correct": 1619, "total_train": 220, "infer_ms": 572.554983, "train_ms": 1810.00458, "blocked_train": 1810004580, "duration": 2170515210, "avg_accuracy": 26.444214021952746, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2989.152054824808, "availability": 24.03108790611167, "score": 179.5814394855732, "zero_downtime": 6.007771976527917, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9245648, "heap_mib": 8.817337036132812, "mobile_score": 560430.9151488822, "mobile_throughput": 9328431.86023803, "mobile_availability": 74995.30366737783, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.068902599, "time_to_acc50_sec": 0, "acc_per_sec": 11.518002677345901, "mobile_acc_per_sec": 35944.94397440671 }, "started": "2026-08-17T23:30:45.266406699+10:00", "ended": "2026-08-17T23:30:47.438231803+10:00" }, { "cell": { "id": "int2|none|step_tween_chain|tricameral|simd", "dtype": 17, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8824, "total_correct": 2218, "total_train": 264, "infer_ms": 641.060443, "train_ms": 1759.502166, "blocked_train": 1759502166, "duration": 2072409265, "avg_accuracy": 28.301188607311058, "soft_acc": 25.00005239450051, "adapt_pct": 25.000000564585978, "stability": 99.99993576579203, "consistency": 100, "throughput": 4257.846241582017, "availability": 26.704591690155745, "score": 284.26070914894626, "zero_downtime": 6.676161914276365, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 8187576, "heap_mib": 7.808280944824219, "mobile_score": 1774219.9842652706, "mobile_throughput": 26575448.694125623, "mobile_availability": 166677.34485771874, "mobile_accuracy": 156038.42225961766, "soft_acc_blocks": [ 25.00012319230769, 25.000066288629736, 24.999967702564103 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.064662553, "time_to_acc50_sec": 0, "acc_per_sec": 12.063279592846497, "mobile_acc_per_sec": 75293.2467996941 }, "started": "2026-08-17T23:30:49.211611805+10:00", "ended": "2026-08-17T23:30:51.28471409+10:00" }, { "cell": { "id": "uint2|none|step_tween_chain|tricameral|simd", "dtype": 18, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3616, "total_correct": 784, "total_train": 175, "infer_ms": 543.103616, "train_ms": 1834.385523, "blocked_train": 1834385523, "duration": 2079598673, "avg_accuracy": 24.032337089661933, "soft_acc": 24.999988017193, "adapt_pct": 24.999998092661055, "stability": 99.99998334042557, "consistency": 100, "throughput": 1738.797031825188, "availability": 22.843579265663262, "score": 99.30082196237053, "zero_downtime": 5.710892079113801, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 9245728, "heap_mib": 8.817413330078125, "mobile_score": 520622.2934500732, "mobile_throughput": 9116304.182215642, "mobile_availability": 119766.1448603606, "mobile_accuracy": 131071.93717558084, "soft_acc_blocks": [ 24.99998081818182, 24.99997218881119, 25.000011044585985 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.363427312, "time_to_acc50_sec": 0, "acc_per_sec": 12.021544513263402, "mobile_acc_per_sec": 63027.515297698425 }, "started": "2026-08-17T23:30:53.358788141+10:00", "ended": "2026-08-17T23:30:55.439221344+10:00" }, { "cell": { "id": "ternary|none|step_tween_chain|tricameral|simd", "dtype": 19, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8816, "total_correct": 1977, "total_train": 266, "infer_ms": 635.286828, "train_ms": 1778.984105, "blocked_train": 1778984105, "duration": 2163280043, "avg_accuracy": 20.384596814768255, "soft_acc": 24.999994330457103, "adapt_pct": 25.000024205039676, "stability": 99.99995858602557, "consistency": 100, "throughput": 4075.292992475501, "availability": 26.31381670202961, "score": 268.09122122946417, "zero_downtime": 6.578452683634277, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10491448, "heap_mib": 10.005424499511719, "mobile_score": 1673297.7404280156, "mobile_throughput": 25436038.243321374, "mobile_availability": 164238.31346516308, "mobile_accuracy": 156038.05985150827, "soft_acc_blocks": [ 24.999963236842106, 24.999966893939394, 25.00005286058981 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.414989881, "time_to_acc50_sec": 0, "acc_per_sec": 11.556522425911874, "mobile_acc_per_sec": 72130.30987662481 }, "started": "2026-08-17T23:30:57.704136594+10:00", "ended": "2026-08-17T23:30:59.868204449+10:00" }, { "cell": { "id": "binary|none|step_tween_chain|tricameral|simd", "dtype": 20, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8080, "total_correct": 1908, "total_train": 258, "infer_ms": 617.021566, "train_ms": 1784.761736, "blocked_train": 1784761736, "duration": 2199009302, "avg_accuracy": 20.385887260887262, "soft_acc": 24.999893861111115, "adapt_pct": 24.999989454761902, "stability": 99.99986442637218, "consistency": 100, "throughput": 3674.3819103681085, "availability": 25.690143048550517, "score": 235.9874903286534, "zero_downtime": 6.422508494905245, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 11551648, "heap_mib": 11.016510009765625, "mobile_score": 2945843.07927212, "mobile_throughput": 45867484.35769226, "mobile_availability": 320691.27901520126, "mobile_accuracy": 312074.8655393863, "soft_acc_blocks": [ 24.999702133333336, 24.999990535714286, 24.999988914285716 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.765122893, "time_to_acc50_sec": 0, "acc_per_sec": 11.3687076441076, "mobile_acc_per_sec": 141916.11888842584 }, "started": "2026-08-17T23:31:01.866891418+10:00", "ended": "2026-08-17T23:31:04.066619886+10:00" }, { "cell": { "id": "int|none|step_tween_chain|tricameral|simd", "dtype": 21, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 802, "total_train": 163, "infer_ms": 506.873302, "train_ms": 1881.657251, "blocked_train": 1881657251, "duration": 2061119151, "avg_accuracy": 31.743566014454434, "soft_acc": 25.00001386213403, "adapt_pct": 25.000006011413717, "stability": 99.99998829060472, "consistency": 100, "throughput": 1443.8757694120322, "availability": 21.22113536975133, "score": 76.60175037401716, "zero_downtime": 5.30528678414006, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9454472, "heap_mib": 9.016487121582031, "mobile_score": 14940.989025332108, "mobile_throughput": 281624.5310243659, "mobile_availability": 4139.131927357212, "mobile_accuracy": 4876.193179966714, "soft_acc_blocks": [ 25.000030363636366, 25.000004411290323, 25.00000681147541 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.061691256, "time_to_acc50_sec": 0, "acc_per_sec": 12.1293394658939, "mobile_acc_per_sec": 2365.7987834429246 }, "started": "2026-08-17T23:31:06.163355389+10:00", "ended": "2026-08-17T23:31:08.225111674+10:00" }, { "cell": { "id": "uint|none|step_tween_chain|tricameral|simd", "dtype": 22, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2864, "total_correct": 651, "total_train": 159, "infer_ms": 497.874786, "train_ms": 1871.956319, "blocked_train": 1871956319, "duration": 2231917516, "avg_accuracy": 26.060295578738202, "soft_acc": 24.999997131685713, "adapt_pct": 25.00000139178672, "stability": 99.99998850642241, "consistency": 100, "throughput": 1283.2015428297752, "availability": 21.008872106942828, "score": 67.39653501927751, "zero_downtime": 5.252217424135227, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8412792, "heap_mib": 8.023063659667969, "mobile_score": 13067.749464566186, "mobile_throughput": 248804.42695530222, "mobile_availability": 4073.48355739824, "mobile_accuracy": 4847.336721959038, "soft_acc_blocks": [ 24.9999835, 25.000011614754097, 24.999996280303034 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.064205939, "time_to_acc50_sec": 0, "acc_per_sec": 11.201129500739897, "mobile_acc_per_sec": 2171.8261034334023 }, "started": "2026-08-17T23:31:10.258553574+10:00", "ended": "2026-08-17T23:31:12.491303693+10:00" }, { "cell": { "id": "uintptr|none|step_tween_chain|tricameral|simd", "dtype": 23, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3120, "total_correct": 698, "total_train": 159, "infer_ms": 528.851388, "train_ms": 1866.444243, "blocked_train": 1866444243, "duration": 2222488462, "avg_accuracy": 21.487135990952783, "soft_acc": 24.999997127208797, "adapt_pct": 25.0000063354361, "stability": 99.999987037738, "consistency": 100, "throughput": 1403.8318098589077, "availability": 22.07875224901623, "score": 77.48712791873261, "zero_downtime": 5.519687427977605, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9663264, "heap_mib": 9.215606689453125, "mobile_score": 15024.24974935521, "mobile_throughput": 272193.85056483245, "mobile_availability": 4280.926353229372, "mobile_accuracy": 4847.336721090993, "soft_acc_blocks": [ 24.999987833333336, 24.99998809027778, 25.000015458015266 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.487473966, "time_to_acc50_sec": 0, "acc_per_sec": 11.248651029986224, "mobile_acc_per_sec": 2181.040218642536 }, "started": "2026-08-17T23:31:14.533860416+10:00", "ended": "2026-08-17T23:31:16.758001114+10:00" }, { "cell": { "id": "complex64|none|step_tween_chain|tricameral|simd", "dtype": 24, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3240, "total_correct": 892, "total_train": 160, "infer_ms": 552.352651, "train_ms": 1860.163512, "blocked_train": 1860163512, "duration": 2266043071, "avg_accuracy": 30.013842964362567, "soft_acc": 25.000006798315223, "adapt_pct": 25.000002375940795, "stability": 99.99999421755794, "consistency": 100, "throughput": 1429.8051265946128, "availability": 22.895293282227847, "score": 81.83954152937542, "zero_downtime": 5.72382487705117, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9284488, "heap_mib": 8.854377746582031, "mobile_score": 15962.607719253416, "mobile_throughput": 278880.08564435877, "mobile_availability": 4465.672442095489, "mobile_accuracy": 4876.191802185674, "soft_acc_blocks": [ 25.000011999999998, 25.000009662068965, 24.999998732876712 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.064269063, "time_to_acc50_sec": 0, "acc_per_sec": 11.032449964546691, "mobile_acc_per_sec": 2151.853097846821 }, "started": "2026-08-17T23:31:18.82354722+10:00", "ended": "2026-08-17T23:31:21.090220446+10:00" }, { "cell": { "id": "complex128|none|step_tween_chain|tricameral|simd", "dtype": 25, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3200, "total_correct": 864, "total_train": 167, "infer_ms": 538.460863, "train_ms": 1866.53939, "blocked_train": 1866539390, "duration": 2135645202, "avg_accuracy": 26.291670496675554, "soft_acc": 24.999991123265005, "adapt_pct": 24.99998745747668, "stability": 99.99999512170149, "consistency": 100, "throughput": 1498.3762270077668, "availability": 22.3892227174747, "score": 83.86866787340766, "zero_downtime": 5.597303691936706, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 11071672, "heap_mib": 10.558769226074219, "mobile_score": 8179.191990701852, "mobile_throughput": 146127.35775770983, "mobile_availability": 2183.4822916851517, "mobile_accuracy": 2438.0943724022254, "soft_acc_blocks": [ 24.999995272727276, 24.999993821705424, 24.999984275362316 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.781049314, "time_to_acc50_sec": 0, "acc_per_sec": 11.706060117032962, "mobile_acc_per_sec": 1141.619577127786 }, "started": "2026-08-17T23:31:22.987843586+10:00", "ended": "2026-08-17T23:31:25.124397068+10:00" }, { "cell": { "id": "nf4|none|step_tween_chain|tricameral|simd", "dtype": 26, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 683, "total_train": 147, "infer_ms": 498.694707, "train_ms": 1832.176154, "blocked_train": 1832176154, "duration": 2189425576, "avg_accuracy": 20.551278896739195, "soft_acc": 24.999971625929444, "adapt_pct": 24.999982123758304, "stability": 99.99998698371851, "consistency": 100, "throughput": 1300.797812549167, "availability": 21.395209633623715, "score": 69.57702575869433, "zero_downtime": 5.3487963377140515, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10656000, "heap_mib": 10.162353515625, "mobile_score": 217133.33143437104, "mobile_throughput": 4059480.2592010577, "mobile_availability": 66769.3551690078, "mobile_accuracy": 78018.95907032915, "soft_acc_blocks": [ 24.999954444444445, 24.999974495412847, 24.999985937931033 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.433584975, "time_to_acc50_sec": 0, "acc_per_sec": 11.418507164606833, "mobile_acc_per_sec": 35634.44216855588 }, "started": "2026-08-17T23:31:27.214456975+10:00", "ended": "2026-08-17T23:31:29.405484111+10:00" }, { "cell": { "id": "fp6|none|step_tween_chain|tricameral|simd", "dtype": 27, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1432, "total_correct": 346, "total_train": 88, "infer_ms": 476.922876, "train_ms": 1953.074182, "blocked_train": 1953074182, "duration": 2213499333, "avg_accuracy": 24.157388944278278, "soft_acc": 25.000001298770353, "adapt_pct": 24.999999043868396, "stability": 99.99999622594393, "consistency": 100, "throughput": 646.939431447301, "availability": 19.626479564239865, "score": 31.742860475570883, "zero_downtime": 4.906620145962864, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9481248, "heap_mib": 9.042022705078125, "mobile_score": 66041.27314688932, "mobile_throughput": 1345962.6215660418, "mobile_availability": 40833.046499111864, "mobile_accuracy": 52012.70111480044, "soft_acc_blocks": [ 25.000006499999998, 24.99999766101695, 24.999999735294118 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.726655334, "time_to_acc50_sec": 0, "acc_per_sec": 11.29433423631863, "mobile_acc_per_sec": 23497.952016234212 }, "started": "2026-08-17T23:31:31.399652187+10:00", "ended": "2026-08-17T23:31:33.614125008+10:00" }, { "cell": { "id": "int6|none|step_tween_chain|tricameral|simd", "dtype": 28, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1328, "total_correct": 302, "total_train": 88, "infer_ms": 445.112511, "train_ms": 1934.457166, "blocked_train": 1934457166, "duration": 2229389456, "avg_accuracy": 21.599638219843396, "soft_acc": 24.999987386460504, "adapt_pct": 24.999991953711966, "stability": 99.9999854934482, "consistency": 100, "throughput": 595.6787839046818, "availability": 18.705588464262483, "score": 27.856291416868928, "zero_downtime": 4.676394756628832, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8439736, "heap_mib": 8.048759460449219, "mobile_score": 57955.23537447371, "mobile_throughput": 1239314.4375230866, "mobile_availability": 38917.1252569494, "mobile_accuracy": 52012.672170129386, "soft_acc_blocks": [ 24.99999, 24.99996845762712, 25.000003701754387 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.213826870481308, "mobile_acc_per_sec": 23330.455802662316 }, "started": "2026-08-17T23:31:35.680512076+10:00", "ended": "2026-08-17T23:31:37.910886426+10:00" }, { "cell": { "id": "uint6|none|step_tween_chain|tricameral|simd", "dtype": 29, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1544, "total_correct": 359, "total_train": 90, "infer_ms": 473.77959, "train_ms": 1928.625408, "blocked_train": 1928625408, "duration": 2138044442, "avg_accuracy": 22.47850529100529, "soft_acc": 25.000017554563495, "adapt_pct": 25.000003061507936, "stability": 99.99998214389151, "consistency": 100, "throughput": 722.1552413361854, "availability": 19.721054126778, "score": 35.604181506435395, "zero_downtime": 4.930266993639469, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 9274016, "heap_mib": 8.844390869140625, "mobile_score": 69652.40714047015, "mobile_throughput": 1412751.2207823358, "mobile_availability": 38580.26875380666, "mobile_accuracy": 48907.49702853353, "soft_acc_blocks": [ 25.000040666666667, 25.00001480952381, 24.9999971875 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.474827655, "time_to_acc50_sec": 0, "acc_per_sec": 11.69293634101339, "mobile_acc_per_sec": 22874.8739117807 }, "started": "2026-08-17T23:31:39.917218532+10:00", "ended": "2026-08-17T23:31:42.05629417+10:00" }, { "cell": { "id": "int5|none|step_tween_chain|tricameral|simd", "dtype": 30, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1752, "total_correct": 426, "total_train": 101, "infer_ms": 500.857978, "train_ms": 1913.364487, "blocked_train": 1913364487, "duration": 2121112275, "avg_accuracy": 21.935199518403852, "soft_acc": 25.00000769874441, "adapt_pct": 25.000004384416926, "stability": 99.99999413192128, "consistency": 100, "throughput": 825.9817363981828, "availability": 20.746140227802083, "score": 42.83984551481718, "zero_downtime": 5.186536654142832, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 10847848, "heap_mib": 10.345314025878906, "mobile_score": 106954.36631082128, "mobile_throughput": 2062153.8695844307, "mobile_availability": 51795.011275018565, "mobile_accuracy": 62415.257315996714, "soft_acc_blocks": [ 25.000015666666666, 25.00000170588235, 25.00000572368421 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.786272699187698, "mobile_acc_per_sec": 29425.720671008192 }, "started": "2026-08-17T23:31:44.245935451+10:00", "ended": "2026-08-17T23:31:46.368013765+10:00" }, { "cell": { "id": "uint5|none|step_tween_chain|tricameral|simd", "dtype": 31, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1816, "total_correct": 418, "total_train": 100, "infer_ms": 538.560575, "train_ms": 1905.171731, "blocked_train": 1905171731, "duration": 2184582633, "avg_accuracy": 22.261466011466013, "soft_acc": 24.999980823914825, "adapt_pct": 25.00000252702703, "stability": 99.99998344380347, "consistency": 100, "throughput": 831.2800681318976, "availability": 22.038443968584176, "score": 45.80026287849752, "zero_downtime": 5.509606766035257, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 8442856, "heap_mib": 8.051734924316406, "mobile_score": 106250.1248851403, "mobile_throughput": 1928452.0546935236, "mobile_availability": 51126.06951947372, "mobile_accuracy": 57996.41569118874, "soft_acc_blocks": [ 24.999962363636367, 24.99997758108108, 25.00000252702703 ], "phase_blocks": [ "A", "A", "A2" ], "switch_blocks": [ false, false, true ], "time_to_acc25_sec": 0.67136453, "time_to_acc50_sec": 0, "acc_per_sec": 11.443824759140997, "mobile_acc_per_sec": 26548.053076639448 }, "started": "2026-08-17T23:31:48.633245906+10:00", "ended": "2026-08-17T23:31:50.818714058+10:00" }, { "cell": { "id": "int3|none|step_tween_chain|tricameral|simd", "dtype": 32, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2016, "total_correct": 532, "total_train": 116, "infer_ms": 506.757915, "train_ms": 1878.479059, "blocked_train": 1878479059, "duration": 2260444533, "avg_accuracy": 26.463355010485145, "soft_acc": 25.000000307438565, "adapt_pct": 25.00000766914069, "stability": 99.99999018910344, "consistency": 100, "throughput": 891.859972925069, "availability": 21.245600354340308, "score": 47.37025197453464, "zero_downtime": 5.3114001539022455, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 9330672, "heap_mib": 8.898422241210938, "mobile_score": 197108.37037480014, "mobile_throughput": 3711043.503848719, "mobile_availability": 88403.28030616167, "mobile_accuracy": 104025.39810465358, "soft_acc_blocks": [ 24.999992, 24.999994837209304, 25.000014085106383 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.498961091, "time_to_acc50_sec": 0, "acc_per_sec": 11.059771625654204, "mobile_acc_per_sec": 46019.885286277706 }, "started": "2026-08-17T23:31:52.931083993+10:00", "ended": "2026-08-17T23:31:55.192390817+10:00" }, { "cell": { "id": "uint3|none|step_tween_chain|tricameral|simd", "dtype": 33, "format": 0, "mode": "step_tween_chain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2232, "total_correct": 519, "total_train": 122, "infer_ms": 511.43733, "train_ms": 1882.026501, "blocked_train": 1882026501, "duration": 2136365823, "avg_accuracy": 23.878865198824922, "soft_acc": 24.999961076975882, "adapt_pct": 24.99999299611335, "stability": 99.99995867036283, "consistency": 100, "throughput": 1044.764888096602, "availability": 21.368082666464158, "score": 55.81146934548643, "zero_downtime": 5.3420123495120695, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 12680984, "heap_mib": 12.093528747558594, "mobile_score": 206065.3777479323, "mobile_throughput": 3857448.546833741, "mobile_availability": 78894.57271151521, "mobile_accuracy": 92304.08164172909, "soft_acc_blocks": [ 24.999903714285715, 24.99998004494382, 24.999999471698114 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.774860189, "time_to_acc50_sec": 0, "acc_per_sec": 11.702097462816358, "mobile_acc_per_sec": 43206.12165200748 }, "started": "2026-08-17T23:31:57.192156971+10:00", "ended": "2026-08-17T23:31:59.329251023+10:00" }, { "cell": { "id": "float64|none|MeshBP|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18000, "total_correct": 5132, "total_train": 449, "infer_ms": 922.173246, "train_ms": 1631.801686, "blocked_train": 1631801686, "duration": 2318046352, "avg_accuracy": 27.175183381316014, "soft_acc": 25.000090976875168, "adapt_pct": 24.999948368867194, "stability": 99.99980836830233, "consistency": 100, "throughput": 7765.159650267425, "availability": 36.10737264667874, "score": 700.9513336880954, "zero_downtime": 9.026876011029024, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9332584, "heap_mib": 8.900245666503906, "mobile_score": 220853.58944511067, "mobile_throughput": 2446622.6098073362, "mobile_availability": 11376.599873907395, "mobile_accuracy": 7876.951741636976, "soft_acc_blocks": [ 25.000249134328357, 25.00020248599269, 24.999821310304448 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.068613377, "time_to_acc50_sec": 0, "acc_per_sec": 10.784983205924766, "mobile_acc_per_sec": 3398.099323959065 }, "started": "2026-08-17T23:32:01.431365232+10:00", "ended": "2026-08-17T23:32:03.749897209+10:00" }, { "cell": { "id": "float32|none|MeshBP|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 35640, "total_correct": 7789, "total_train": 468, "infer_ms": 997.698921, "train_ms": 1437.245703, "blocked_train": 1437245703, "duration": 2314194684, "avg_accuracy": 23.630263244153582, "soft_acc": 24.999799807305493, "adapt_pct": 24.999918948984668, "stability": 99.99985009360931, "consistency": 100, "throughput": 15400.605768568088, "availability": 40.974193464861315, "score": 1577.555867885864, "zero_downtime": 10.243466338873379, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9330776, "heap_mib": 8.898521423339844, "mobile_score": 994102.897670846, "mobile_throughput": 9704750.958162291, "mobile_availability": 25820.045604934145, "mobile_accuracy": 15753.720001649739, "soft_acc_blocks": [ 24.9996453828125, 24.99975123125394, 25.00000280785003 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.069824573, "time_to_acc50_sec": 0, "acc_per_sec": 10.802807551218752, "mobile_acc_per_sec": 6807.430727660309 }, "started": "2026-08-17T23:32:05.924833948+10:00", "ended": "2026-08-17T23:32:08.239630507+10:00" }, { "cell": { "id": "float16|none|MeshBP|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13504, "total_correct": 3349, "total_train": 339, "infer_ms": 896.813759, "train_ms": 1554.149845, "blocked_train": 1554149845, "duration": 2338414741, "avg_accuracy": 25.484216370261354, "soft_acc": 25.000028363504324, "adapt_pct": 25.000130185920465, "stability": 99.9998750461658, "consistency": 100, "throughput": 5774.852408869586, "availability": 36.59025199461917, "score": 528.2588615108994, "zero_downtime": 9.147573376932499, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 9330048, "heap_mib": 8.8978271484375, "mobile_score": 665768.7066918904, "mobile_throughput": 7278090.912839945, "mobile_availability": 46114.976052295424, "mobile_accuracy": 31507.72805443499, "soft_acc_blocks": [ 24.99987007317073, 25.000039476923074, 25.00017554041916 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.063365677, "time_to_acc50_sec": 0, "acc_per_sec": 10.69101555219127, "mobile_acc_per_sec": 13473.96913900783 }, "started": "2026-08-17T23:32:10.327803997+10:00", "ended": "2026-08-17T23:32:12.669637275+10:00" }, { "cell": { "id": "bfloat16|none|MeshBP|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18608, "total_correct": 4929, "total_train": 435, "infer_ms": 837.021941, "train_ms": 1655.035662, "blocked_train": 1655035662, "duration": 2217250716, "avg_accuracy": 23.345277465053005, "soft_acc": 25.00004278435172, "adapt_pct": 25.000072944649432, "stability": 99.99993355687762, "consistency": 100, "throughput": 8392.375235566278, "availability": 33.58758401059319, "score": 704.7002266861408, "zero_downtime": 8.396910372878375, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 9735896, "heap_mib": 9.284873962402344, "mobile_score": 888139.1164635178, "mobile_throughput": 10576975.066116761, "mobile_availability": 42330.690494581446, "mobile_accuracy": 31507.74622913989, "soft_acc_blocks": [ 24.99995849122807, 25.00012088970588, 25.00004897212121 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.816561257, "time_to_acc50_sec": 0, "acc_per_sec": 11.275243978476505, "mobile_acc_per_sec": 14210.276718719928 }, "started": "2026-08-17T23:32:14.876232282+10:00", "ended": "2026-08-17T23:32:17.09416159+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshBP|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14984, "total_correct": 3713, "total_train": 335, "infer_ms": 944.105539, "train_ms": 1530.701778, "blocked_train": 1530701778, "duration": 2174293228, "avg_accuracy": 27.77129843742381, "soft_acc": 25.00016998433209, "adapt_pct": 24.999965557652043, "stability": 99.9996608562847, "consistency": 100, "throughput": 6891.43479225333, "availability": 38.14864828121081, "score": 657.2517739761954, "zero_downtime": 9.537226917027684, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9541688, "heap_mib": 9.099662780761719, "mobile_score": 1656678.9330501517, "mobile_throughput": 17370656.55942747, "mobile_availability": 96158.06975990122, "mobile_accuracy": 63015.81308050722, "soft_acc_blocks": [ 25.000314863636365, 25.00049350576369, 24.999701583596217 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.064211509, "time_to_acc50_sec": 0, "acc_per_sec": 11.49806735466321, "mobile_acc_per_sec": 28982.205467508003 }, "started": "2026-08-17T23:32:19.227100358+10:00", "ended": "2026-08-17T23:32:21.402184418+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshBP|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14664, "total_correct": 3580, "total_train": 335, "infer_ms": 915.378638, "train_ms": 1563.211889, "blocked_train": 1563211889, "duration": 2367269621, "avg_accuracy": 22.785873218291197, "soft_acc": 24.99993499931161, "adapt_pct": 25.000151359133074, "stability": 99.99973491594889, "consistency": 100, "throughput": 6194.478174313545, "availability": 36.93141840205218, "score": 571.9256760685123, "zero_downtime": 9.232830594836852, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9564128, "heap_mib": 9.121063232421875, "mobile_score": 1441604.657954847, "mobile_throughput": 15613896.985838942, "mobile_availability": 93089.90139988044, "mobile_accuracy": 63015.220773649446, "soft_acc_blocks": [ 24.99961556818182, 24.999924782106785, 25.00026464764622 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.5542762799999998, "time_to_acc50_sec": 0, "acc_per_sec": 10.560662282630462, "mobile_acc_per_sec": 26619.367821325766 }, "started": "2026-08-17T23:32:23.635332702+10:00", "ended": "2026-08-17T23:32:26.003115446+10:00" }, { "cell": { "id": "int64|none|MeshBP|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10752, "total_correct": 3030, "total_train": 310, "infer_ms": 914.443844, "train_ms": 1614.48389, "blocked_train": 1614483890, "duration": 2215435126, "avg_accuracy": 31.726337125163578, "soft_acc": 25.000369570489937, "adapt_pct": 25.00056209070379, "stability": 99.99975929193202, "consistency": 100, "throughput": 4853.222680193254, "availability": 36.15935053049642, "score": 438.729935808776, "zero_downtime": 9.039971266913017, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8316368, "heap_mib": 7.9311065673828125, "mobile_score": 138233.67823636511, "mobile_throughput": 1529138.4690824284, "mobile_availability": 11392.976905608717, "mobile_accuracy": 7877.039520055906, "soft_acc_blocks": [ 25.00011502702703, 25.00030109677419, 25.000692587668592 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065464891, "time_to_acc50_sec": 0, "acc_per_sec": 11.284631753414718, "mobile_acc_per_sec": 3555.5270509220527 }, "started": "2026-08-17T23:32:27.786583115+10:00", "ended": "2026-08-17T23:32:30.002706677+10:00" }, { "cell": { "id": "int32|none|MeshBP|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11208, "total_correct": 3224, "total_train": 323, "infer_ms": 916.692621, "train_ms": 1608.749249, "blocked_train": 1608749249, "duration": 2335435128, "avg_accuracy": 26.983176087373526, "soft_acc": 24.999952749286976, "adapt_pct": 24.999971727348697, "stability": 99.99993982980497, "consistency": 100, "throughput": 4799.10568511411, "availability": 36.29830612573158, "score": 435.4976951154066, "zero_downtime": 9.074559380224434, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12522720, "heap_mib": 11.942596435546875, "mobile_score": 274430.54756810854, "mobile_throughput": 3024174.9055734454, "mobile_availability": 22873.51721399947, "mobile_accuracy": 15753.816378627609, "soft_acc_blocks": [ 24.99996352631579, 24.999874261044177, 25.000020460500963 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.066240671, "time_to_acc50_sec": 0, "acc_per_sec": 10.70462306983291, "mobile_acc_per_sec": 6745.5593990824 }, "started": "2026-08-17T23:32:32.079622915+10:00", "ended": "2026-08-17T23:32:34.415754814+10:00" }, { "cell": { "id": "int16|none|MeshBP|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10752, "total_correct": 2096, "total_train": 313, "infer_ms": 881.453607, "train_ms": 1605.7193, "blocked_train": 1605719300, "duration": 2330354297, "avg_accuracy": 19.805615110492695, "soft_acc": 24.999921404152968, "adapt_pct": 25.00001379242129, "stability": 99.99987220333436, "consistency": 100, "throughput": 4613.890692004075, "availability": 35.439981053154824, "score": 408.7892115954655, "zero_downtime": 8.85996740893541, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11467520, "heap_mib": 10.936279296875, "mobile_score": 515200.187906162, "mobile_throughput": 5814921.930599598, "mobile_availability": 44665.280736529894, "mobile_accuracy": 31507.59325274171, "soft_acc_blocks": [ 24.999740818181817, 25.00000541129032, 25.00001798298677 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.727948722791558, "mobile_acc_per_sec": 13520.516298016682 }, "started": "2026-08-17T23:32:36.534774674+10:00", "ended": "2026-08-17T23:32:38.866252198+10:00" }, { "cell": { "id": "int8|none|MeshBP|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27968, "total_correct": 6746, "total_train": 462, "infer_ms": 914.485367, "train_ms": 1528.474792, "blocked_train": 1528474792, "duration": 2343202081, "avg_accuracy": 25.61602339113769, "soft_acc": 24.999486397111195, "adapt_pct": 24.999461595465704, "stability": 99.99990136973457, "consistency": 100, "throughput": 11935.803670874258, "availability": 37.433494919308664, "score": 1116.9741674610375, "zero_downtime": 9.358181470315879, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9569904, "heap_mib": 9.126571655273438, "mobile_score": 2815462.270720252, "mobile_throughput": 30085570.360554438, "mobile_availability": 94355.44319353126, "mobile_accuracy": 63014.09002004151, "soft_acc_blocks": [ 24.999457247311828, 24.999619101646385, 24.999382842375365 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.069483165, "time_to_acc50_sec": 0, "acc_per_sec": 10.668941701537861, "mobile_acc_per_sec": 26892.29859046097 }, "started": "2026-08-17T23:32:40.96026751+10:00", "ended": "2026-08-17T23:32:43.304197871+10:00" }, { "cell": { "id": "uint64|none|MeshBP|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11728, "total_correct": 3287, "total_train": 320, "infer_ms": 881.668566, "train_ms": 1603.624932, "blocked_train": 1603624932, "duration": 2293264762, "avg_accuracy": 32.56239679158759, "soft_acc": 25.000503026013277, "adapt_pct": 25.000449563415298, "stability": 99.99993438988061, "consistency": 100, "throughput": 5114.106401640161, "availability": 35.475430435459984, "score": 453.5719408830937, "zero_downtime": 8.869036059508408, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9583160, "heap_mib": 9.139213562011719, "mobile_score": 142226.27137662406, "mobile_throughput": 1603627.1633391846, "mobile_availability": 11124.008655589978, "mobile_accuracy": 7839.3921833148615, "soft_acc_blocks": [ 25.000586162162165, 25.000497141509435, 25.00042577436823 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065305464, "time_to_acc50_sec": 0, "acc_per_sec": 10.901708097677243, "mobile_acc_per_sec": 3418.441827221894 }, "started": "2026-08-17T23:32:45.406469049+10:00", "ended": "2026-08-17T23:32:47.700543133+10:00" }, { "cell": { "id": "uint32|none|MeshBP|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11888, "total_correct": 3084, "total_train": 328, "infer_ms": 884.349365, "train_ms": 1592.999824, "blocked_train": 1592999824, "duration": 2310541393, "avg_accuracy": 24.409982766291634, "soft_acc": 25.00010220187181, "adapt_pct": 25.00030937459603, "stability": 99.99974038807285, "consistency": 100, "throughput": 5145.114489623861, "availability": 35.69740466651672, "score": 459.1699620926645, "zero_downtime": 8.924387650044936, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 8317312, "heap_mib": 7.9320068359375, "mobile_score": 286592.02510195103, "mobile_throughput": 3211335.458971327, "mobile_availability": 22280.620116427042, "mobile_accuracy": 15603.873313351152, "soft_acc_blocks": [ 24.999830285714285, 25.000024516014236, 25.000451803886925 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.500173792, "time_to_acc50_sec": 0, "acc_per_sec": 10.82001918581158, "mobile_acc_per_sec": 6753.3407367747395 }, "started": "2026-08-17T23:32:49.785862458+10:00", "ended": "2026-08-17T23:32:52.097189058+10:00" }, { "cell": { "id": "uint16|none|MeshBP|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11264, "total_correct": 2507, "total_train": 315, "infer_ms": 893.988107, "train_ms": 1570.679747, "blocked_train": 1570679747, "duration": 2384393399, "avg_accuracy": 23.740424676291905, "soft_acc": 24.999991581954664, "adapt_pct": 24.999939504114213, "stability": 99.99989401767894, "consistency": 100, "throughput": 4724.052668793687, "availability": 36.27215348912487, "score": 428.3787644884635, "zero_downtime": 9.068035318874891, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 8316576, "heap_mib": 7.931304931640625, "mobile_score": 529702.466217282, "mobile_throughput": 5841424.824567228, "mobile_availability": 44851.54435968467, "mobile_accuracy": 30913.197138018506, "soft_acc_blocks": [ 25.000009848484847, 25.00011128241563, 24.999853614963506 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.819257169, "time_to_acc50_sec": 0, "acc_per_sec": 10.484843479452472, "mobile_acc_per_sec": 12964.805703196174 }, "started": "2026-08-17T23:32:54.153419207+10:00", "ended": "2026-08-17T23:32:56.538507396+10:00" }, { "cell": { "id": "uint8|none|MeshBP|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22472, "total_correct": 6357, "total_train": 451, "infer_ms": 903.172654, "train_ms": 1580.780317, "blocked_train": 1580780317, "duration": 2286466160, "avg_accuracy": 25.667151341536638, "soft_acc": 24.999759664138157, "adapt_pct": 25.00004712534901, "stability": 99.99964739981223, "consistency": 100, "throughput": 9828.267040698298, "availability": 36.3602960500656, "score": 893.3881595361331, "zero_downtime": 9.089986625685519, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 8337576, "heap_mib": 7.951332092285156, "mobile_score": 2168484.6823466676, "mobile_throughput": 23855752.17700754, "mobile_availability": 88255.8652569296, "mobile_accuracy": 60680.89812403549, "soft_acc_blocks": [ 24.99934218309859, 24.999732242584745, 25.000204566731142 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.5986529919999999, "time_to_acc50_sec": 0, "acc_per_sec": 10.933798234800099, "mobile_acc_per_sec": 26539.163004291084 }, "started": "2026-08-17T23:32:58.584559692+10:00", "ended": "2026-08-17T23:33:00.871625018+10:00" }, { "cell": { "id": "int4|none|MeshBP|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24888, "total_correct": 5962, "total_train": 467, "infer_ms": 797.170971, "train_ms": 1619.852892, "blocked_train": 1619852892, "duration": 2330291861, "avg_accuracy": 24.134941521399437, "soft_acc": 25.0001609815809, "adapt_pct": 24.99976680397084, "stability": 99.9995171624818, "consistency": 100, "throughput": 10680.207237783421, "availability": 32.981510162276784, "score": 880.6290794363814, "zero_downtime": 8.24543063472566, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9386400, "heap_mib": 8.951568603515625, "mobile_score": 4439454.411534053, "mobile_throughput": 53841389.34887494, "mobile_availability": 166267.40384576702, "mobile_accuracy": 126031.58077606815, "soft_acc_blocks": [ 25.00074641333333, 25.000172650906226, 24.999563880503143 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.072825294, "time_to_acc50_sec": 0, "acc_per_sec": 10.728338969030498, "mobile_acc_per_sec": 54084.03251341405 }, "started": "2026-08-17T23:33:03.027285457+10:00", "ended": "2026-08-17T23:33:05.358315859+10:00" }, { "cell": { "id": "uint4|none|MeshBP|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10112, "total_correct": 2222, "total_train": 307, "infer_ms": 870.573223, "train_ms": 1627.42429, "blocked_train": 1627424290, "duration": 2417301395, "avg_accuracy": 19.11006328103109, "soft_acc": 24.999874216707457, "adapt_pct": 24.999806907908077, "stability": 99.99991755940198, "consistency": 100, "throughput": 4183.17716645342, "availability": 34.8508442650319, "score": 364.4663061426574, "zero_downtime": 8.71266722971858, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 10102616, "heap_mib": 9.634605407714844, "mobile_score": 1706118.8456689424, "mobile_throughput": 19582049.912906524, "mobile_availability": 163141.7806966522, "mobile_accuracy": 117027.98261901, "soft_acc_blocks": [ 24.99997457142857, 24.99987543366337, 24.99977264503043 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.342059235318258, "mobile_acc_per_sec": 48412.656717558384 }, "started": "2026-08-17T23:33:07.775725279+10:00", "ended": "2026-08-17T23:33:10.193827297+10:00" }, { "cell": { "id": "fp4|none|MeshBP|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19120, "total_correct": 4792, "total_train": 362, "infer_ms": 849.141392, "train_ms": 1540.088075, "blocked_train": 1540088075, "duration": 2439666975, "avg_accuracy": 24.884331643424883, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 7837.135230311505, "availability": 35.54038671162932, "score": 696.3370419915125, "zero_downtime": 8.88509667790733, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8524864, "heap_mib": 8.12994384765625, "mobile_score": 3510395.721842751, "mobile_throughput": 39508807.26566883, "mobile_availability": 179167.29104102607, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.860215319, "time_to_acc50_sec": 0, "acc_per_sec": 10.247300248838265, "mobile_acc_per_sec": 51659.005315989576 }, "started": "2026-08-17T23:33:12.409630227+10:00", "ended": "2026-08-17T23:33:14.850219388+10:00" }, { "cell": { "id": "int2|none|MeshBP|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26496, "total_correct": 8082, "total_train": 458, "infer_ms": 846.710948, "train_ms": 1577.636713, "blocked_train": 1577636713, "duration": 2277933961, "avg_accuracy": 32.772122641619696, "soft_acc": 25.000708667913894, "adapt_pct": 25.00061764269907, "stability": 99.99982935960472, "consistency": 100, "throughput": 11631.59268601817, "availability": 34.92531049159619, "score": 1015.6212538891563, "zero_downtime": 8.73157512736833, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9353168, "heap_mib": 8.919876098632812, "mobile_score": 10239962.229981499, "mobile_throughput": 117275085.88782874, "mobile_availability": 352133.09975034586, "mobile_accuracy": 252068.68357852384, "soft_acc_blocks": [ 25.00075385542169, 25.00089136854279, 25.000480779777206 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.072034357, "time_to_acc50_sec": 0, "acc_per_sec": 10.975168330577382, "mobile_acc_per_sec": 110656.71257118759 }, "started": "2026-08-17T23:33:17.069264285+10:00", "ended": "2026-08-17T23:33:19.347709443+10:00" }, { "cell": { "id": "uint2|none|MeshBP|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9928, "total_correct": 3023, "total_train": 299, "infer_ms": 875.13523, "train_ms": 1640.660032, "blocked_train": 1640660032, "duration": 2381734456, "avg_accuracy": 29.936451249235233, "soft_acc": 25.00012617604844, "adapt_pct": 25.000432804635007, "stability": 99.9995981661056, "consistency": 100, "throughput": 4168.390802337202, "availability": 34.785629944476774, "score": 362.50207933911946, "zero_downtime": 8.696451377252481, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 8528888, "heap_mib": 8.133781433105469, "mobile_score": 3167591.5028758044, "mobile_throughput": 36423954.616262786, "mobile_availability": 303961.47253883065, "mobile_accuracy": 218454.43587646808, "soft_acc_blocks": [ 24.999767324324324, 24.999923993736953, 25.000687210084035 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.069504778, "time_to_acc50_sec": 0, "acc_per_sec": 10.496605158089226, "mobile_acc_per_sec": 91720.73541873807 }, "started": "2026-08-17T23:33:21.438787519+10:00", "ended": "2026-08-17T23:33:23.821208797+10:00" }, { "cell": { "id": "ternary|none|MeshBP|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24440, "total_correct": 5359, "total_train": 446, "infer_ms": 840.38364, "train_ms": 1576.577528, "blocked_train": 1576577528, "duration": 2301863284, "avg_accuracy": 20.496431983802406, "soft_acc": 25.000007192999757, "adapt_pct": 25.000161313699323, "stability": 99.99981048880345, "consistency": 100, "throughput": 10617.485482252472, "availability": 34.77025825348304, "score": 922.9320460972365, "zero_downtime": 8.692567064395353, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 6158496, "heap_mib": 5.873199462890625, "mobile_score": 9305426.857389, "mobile_throughput": 107050389.00998431, "mobile_availability": 350569.79152311763, "mobile_accuracy": 252061.61098468184, "soft_acc_blocks": [ 24.99978794318182, 24.999983330536914, 25.00025030528053 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.860769780191584, "mobile_acc_per_sec": 109503.29358686702 }, "started": "2026-08-17T23:33:25.705590656+10:00", "ended": "2026-08-17T23:33:28.012368879+10:00" }, { "cell": { "id": "binary|none|MeshBP|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27624, "total_correct": 6375, "total_train": 435, "infer_ms": 894.442163, "train_ms": 1573.80234, "blocked_train": 1573802340, "duration": 2383889700, "avg_accuracy": 26.577024777151323, "soft_acc": 24.9986458090119, "adapt_pct": 24.996205264854495, "stability": 99.99688144711158, "consistency": 100, "throughput": 11587.784451604452, "availability": 36.237988656020924, "score": 1049.7381388468064, "zero_downtime": 9.059006432428584, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 8258104, "heap_mib": 7.875541687011719, "mobile_score": 21167888.820758246, "mobile_throughput": 233666782.09856904, "mobile_availability": 730736.253711073, "mobile_accuracy": 504095.7697659704, "soft_acc_blocks": [ 25.001677741935485, 24.999903575636942, 24.994356109463276 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.072681855, "time_to_acc50_sec": 0, "acc_per_sec": 10.486494324385855, "mobile_acc_per_sec": 211459.3513978312 }, "started": "2026-08-17T23:33:30.108597716+10:00", "ended": "2026-08-17T23:33:32.492998405+10:00" }, { "cell": { "id": "int|none|MeshBP|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 1889, "total_train": 286, "infer_ms": 837.386356, "train_ms": 1698.277331, "blocked_train": 1698277331, "duration": 2397480139, "avg_accuracy": 21.38867444387259, "soft_acc": 24.999774536787736, "adapt_pct": 24.999825623240937, "stability": 99.99991756277124, "consistency": 100, "throughput": 3517.0260069462042, "availability": 33.02434626063247, "score": 290.3660929541038, "zero_downtime": 8.256012107406209, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10901384, "heap_mib": 10.396369934082031, "mobile_score": 91487.65513384686, "mobile_throughput": 1108133.732650127, "mobile_availability": 10405.20940642697, "mobile_accuracy": 7876.85203866789, "soft_acc_blocks": [ 24.999735862068967, 24.999698626865673, 24.99988912142857 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.427521016801942, "mobile_acc_per_sec": 3285.471237293904 }, "started": "2026-08-17T23:33:34.568227377+10:00", "ended": "2026-08-17T23:33:36.966321787+10:00" }, { "cell": { "id": "uint|none|MeshBP|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8624, "total_correct": 2033, "total_train": 292, "infer_ms": 852.462558, "train_ms": 1710.761263, "blocked_train": 1710761263, "duration": 2428574924, "avg_accuracy": 22.815803581319532, "soft_acc": 24.999732945593774, "adapt_pct": 24.999791151808466, "stability": 99.99988157930309, "consistency": 100, "throughput": 3551.053712518692, "availability": 33.257437412056575, "score": 295.2442125929481, "zero_downtime": 8.314270537562138, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9333704, "heap_mib": 8.901313781738281, "mobile_score": 92579.5440980452, "mobile_throughput": 1113501.7038450956, "mobile_availability": 10428.513962854257, "mobile_accuracy": 7839.150709676715, "soft_acc_blocks": [ 24.999712499999998, 24.999599218137256, 24.999887118644068 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.639174447, "time_to_acc50_sec": 0, "acc_per_sec": 10.293992867396408, "mobile_acc_per_sec": 3227.880940467421 }, "started": "2026-08-17T23:33:38.962150108+10:00", "ended": "2026-08-17T23:33:41.391472062+10:00" }, { "cell": { "id": "uintptr|none|MeshBP|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8992, "total_correct": 2288, "total_train": 281, "infer_ms": 881.538628, "train_ms": 1682.719423, "blocked_train": 1682719423, "duration": 2456432475, "avg_accuracy": 25.324926802018087, "soft_acc": 24.9998474117352, "adapt_pct": 24.999938292033317, "stability": 99.99987525049245, "consistency": 100, "throughput": 3660.593194201277, "availability": 34.377921818602495, "score": 314.6070463744476, "zero_downtime": 8.594427997976247, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10401352, "heap_mib": 9.919502258300781, "mobile_score": 98651.1358430421, "mobile_throughput": 1147849.930981698, "mobile_availability": 10779.863561262839, "mobile_accuracy": 7839.186602753483, "soft_acc_blocks": [ 24.999750925925927, 24.999767742459394, 25.000023566820275 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.071136233, "time_to_acc50_sec": 0, "acc_per_sec": 10.177298853588555, "mobile_acc_per_sec": 3191.2892711424856 }, "started": "2026-08-17T23:33:43.34023952+10:00", "ended": "2026-08-17T23:33:45.797200015+10:00" }, { "cell": { "id": "complex64|none|MeshBP|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9784, "total_correct": 2519, "total_train": 306, "infer_ms": 867.381966, "train_ms": 1668.192139, "blocked_train": 1668192139, "duration": 2364557625, "avg_accuracy": 28.362351911293903, "soft_acc": 25.000769951117338, "adapt_pct": 25.000408845415453, "stability": 99.99954261383584, "consistency": 100, "throughput": 4137.7718591231205, "availability": 34.20850387648205, "score": 353.87836013293025, "zero_downtime": 8.552389357878333, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9332920, "heap_mib": 8.900566101074219, "mobile_score": 111498.90485419094, "mobile_throughput": 1303716.4257667924, "mobile_availability": 10778.31014446696, "mobile_accuracy": 7877.165670752047, "soft_acc_blocks": [ 25.001229129032257, 25.000934912393163, 25.000145811926604 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065723065, "time_to_acc50_sec": 0, "acc_per_sec": 10.573127796417031, "mobile_acc_per_sec": 3331.348573394166 }, "started": "2026-08-17T23:33:47.885091501+10:00", "ended": "2026-08-17T23:33:50.2502685+10:00" }, { "cell": { "id": "complex128|none|MeshBP|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8904, "total_correct": 2521, "total_train": 294, "infer_ms": 845.497983, "train_ms": 1696.890071, "blocked_train": 1696890071, "duration": 2458135896, "avg_accuracy": 29.142980316561104, "soft_acc": 24.99996878627718, "adapt_pct": 25.000025073147384, "stability": 99.9999183425146, "consistency": 100, "throughput": 3622.2570178032174, "availability": 33.2560555289645, "score": 301.15457530392587, "zero_downtime": 8.31400350178813, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 8567200, "heap_mib": 8.170318603515625, "mobile_score": 47443.42847864924, "mobile_throughput": 570644.7978816145, "mobile_availability": 5239.107824870715, "mobile_accuracy": 3938.4566210996663, "soft_acc_blocks": [ 24.999853407407407, 25.000030683406116, 25.000022268018018 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.072104512, "time_to_acc50_sec": 0, "acc_per_sec": 10.170295640268856, "mobile_acc_per_sec": 1602.2127285592783 }, "started": "2026-08-17T23:33:52.569656877+10:00", "ended": "2026-08-17T23:33:55.02830871+10:00" }, { "cell": { "id": "nf4|none|MeshBP|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8096, "total_correct": 1877, "total_train": 273, "infer_ms": 803.200977, "train_ms": 1734.391548, "blocked_train": 1734391548, "duration": 2425949018, "avg_accuracy": 23.463647772213548, "soft_acc": 24.99951681189268, "adapt_pct": 24.999564575630913, "stability": 99.99991907808503, "consistency": 100, "throughput": 3337.2506758919862, "availability": 31.652086341167006, "score": 264.0722623769147, "zero_downtime": 7.912868646174831, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8494016, "heap_mib": 8.10052490234375, "mobile_score": 1331249.2143948833, "mobile_throughput": 16823850.79194286, "mobile_availability": 159565.47157344007, "mobile_accuracy": 126028.33336801527, "soft_acc_blocks": [ 24.99940562962963, 24.999595885204084, 24.99954892084433 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.578833388, "time_to_acc50_sec": 0, "acc_per_sec": 10.305046242275434, "mobile_acc_per_sec": 51950.11619490483 }, "started": "2026-08-17T23:33:57.12508866+10:00", "ended": "2026-08-17T23:33:59.551907259+10:00" }, { "cell": { "id": "fp6|none|MeshBP|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3632, "total_correct": 840, "total_train": 185, "infer_ms": 676.651124, "train_ms": 1845.775684, "blocked_train": 1845775684, "duration": 2340989366, "avg_accuracy": 20.69803496357169, "soft_acc": 24.999888453194853, "adapt_pct": 24.99987854634861, "stability": 99.99991739440287, "consistency": 100, "throughput": 1551.480776781965, "availability": 26.825401706561625, "score": 104.0472734452523, "zero_downtime": 6.706320503761834, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 9550592, "heap_mib": 9.108154296875, "mobile_score": 349684.21089784894, "mobile_throughput": 5214248.419855531, "mobile_availability": 90155.3603200627, "mobile_accuracy": 84020.13793172194, "soft_acc_blocks": [ 24.999961090909093, 24.999772898305082, 24.999931370370373 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.520119266, "time_to_acc50_sec": 0, "acc_per_sec": 10.679197785469501, "mobile_acc_per_sec": 35890.866977873295 }, "started": "2026-08-17T23:34:01.719689842+10:00", "ended": "2026-08-17T23:34:04.06143327+10:00" }, { "cell": { "id": "int6|none|MeshBP|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3376, "total_correct": 798, "total_train": 180, "infer_ms": 678.186593, "train_ms": 1856.360927, "blocked_train": 1856360927, "duration": 2491278894, "avg_accuracy": 20.77922153731204, "soft_acc": 24.99998399341085, "adapt_pct": 24.999893286821703, "stability": 99.99988527458933, "consistency": 100, "throughput": 1355.1272834730642, "availability": 26.75769886531857, "score": 90.65016139834086, "zero_downtime": 6.689420433334719, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 8493928, "heap_mib": 8.100440979003906, "mobile_score": 304658.92191803415, "mobile_throughput": 4554339.571779012, "mobile_availability": 89927.82322243681, "mobile_accuracy": 84020.45902523967, "soft_acc_blocks": [ 25.0000998, 25.0000245, 24.999827680232556 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.035000117257386, "mobile_acc_per_sec": 33725.83424023487 }, "started": "2026-08-17T23:34:06.132350336+10:00", "ended": "2026-08-17T23:34:08.624274437+10:00" }, { "cell": { "id": "uint6|none|MeshBP|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3432, "total_correct": 850, "total_train": 183, "infer_ms": 654.169702, "train_ms": 1840.4848, "blocked_train": 1840484800, "duration": 2398206027, "avg_accuracy": 26.21462660482624, "soft_acc": 25.000208654406133, "adapt_pct": 24.999976375478926, "stability": 99.9997154517626, "consistency": 100, "throughput": 1431.0697085075751, "availability": 26.22285777351304, "score": 93.81762658735353, "zero_downtime": 6.555769158526419, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 11612464, "heap_mib": 11.074508666992188, "mobile_score": 299923.5110257952, "mobile_throughput": 4574955.337402558, "mobile_availability": 83831.27839243662, "mobile_accuracy": 79922.61826220294, "soft_acc_blocks": [ 25.000561400000002, 25.0002, 24.99986456321839 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.07791747, "time_to_acc50_sec": 0, "acc_per_sec": 10.424545836739377, "mobile_acc_per_sec": 33326.00175397813 }, "started": "2026-08-17T23:34:10.352751151+10:00", "ended": "2026-08-17T23:34:12.751720666+10:00" }, { "cell": { "id": "int5|none|MeshBP|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3984, "total_correct": 995, "total_train": 209, "infer_ms": 664.847192, "train_ms": 1844.004098, "blocked_train": 1844004098, "duration": 2428710604, "avg_accuracy": 23.27705593586741, "soft_acc": 24.999932082538933, "adapt_pct": 24.999950899739034, "stability": 99.99986159669601, "consistency": 100, "throughput": 1640.3765823060573, "availability": 26.50006378018523, "score": 108.67491489880781, "zero_downtime": 6.624997946875807, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 8478720, "heap_mib": 8.0859375, "mobile_score": 438284.25986512424, "mobile_throughput": 6615613.519877524, "mobile_availability": 106874.3495321981, "mobile_accuracy": 100824.34147453979, "soft_acc_blocks": [ 24.999807357142856, 25.00012508173077, 24.999863808743168 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.794992431, "time_to_acc50_sec": 0, "acc_per_sec": 10.293499786003707, "mobile_acc_per_sec": 41513.52627541778 }, "started": "2026-08-17T23:34:14.935572528+10:00", "ended": "2026-08-17T23:34:17.365031985+10:00" }, { "cell": { "id": "uint5|none|MeshBP|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3800, "total_correct": 993, "total_train": 207, "infer_ms": 658.425275, "train_ms": 1836.957254, "blocked_train": 1836957254, "duration": 2500103964, "avg_accuracy": 25.07727206338774, "soft_acc": 24.99993361051776, "adapt_pct": 24.999882627898273, "stability": 99.99993589913747, "consistency": 100, "throughput": 1519.936792516521, "availability": 26.38574516524557, "score": 100.26139593376051, "zero_downtime": 6.596418773951792, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 10379672, "heap_mib": 9.898826599121094, "mobile_score": 380911.9329805756, "mobile_throughput": 5774526.239673202, "mobile_availability": 100244.4171101179, "mobile_accuracy": 94979.45791877634, "soft_acc_blocks": [ 25.000020333333335, 24.999913112745098, 24.99986738547486 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.6606407779999999, "time_to_acc50_sec": 0, "acc_per_sec": 9.999557606604299, "mobile_acc_per_sec": 37990.203322111265 }, "started": "2026-08-17T23:34:19.706279351+10:00", "ended": "2026-08-17T23:34:22.207270762+10:00" }, { "cell": { "id": "int3|none|MeshBP|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4864, "total_correct": 1338, "total_train": 244, "infer_ms": 676.389658, "train_ms": 1834.35027, "blocked_train": 1834350270, "duration": 2505000355, "avg_accuracy": 25.502202956888823, "soft_acc": 24.999842329230955, "adapt_pct": 24.9998976221997, "stability": 99.99992720153845, "consistency": 100, "throughput": 1941.7162916929008, "availability": 26.939853485294957, "score": 130.77305625180682, "zero_downtime": 6.73492089504957, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 11781240, "heap_mib": 11.235466003417969, "mobile_score": 879009.5399506063, "mobile_throughput": 13051519.886398558, "mobile_availability": 181080.02441151696, "mobile_accuracy": 168039.96583471587, "soft_acc_blocks": [ 24.9997405, 24.999880108786613, 24.99990637890625 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.889264139, "time_to_acc50_sec": 0, "acc_per_sec": 9.979975563409035, "mobile_acc_per_sec": 67081.81318190508 }, "started": "2026-08-17T23:34:24.409624976+10:00", "ended": "2026-08-17T23:34:26.915255383+10:00" }, { "cell": { "id": "uint3|none|MeshBP|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshBP", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5560, "total_correct": 1256, "total_train": 236, "infer_ms": 746.078974, "train_ms": 1809.181599, "blocked_train": 1809181599, "duration": 2496011927, "avg_accuracy": 22.98978903542437, "soft_acc": 24.999959056958108, "adapt_pct": 24.999949657707067, "stability": 99.99998716189862, "consistency": 100, "throughput": 2227.5534583212752, "availability": 29.197764873116917, "score": 162.59868900407406, "zero_downtime": 7.299429263826125, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10899960, "heap_mib": 10.395011901855469, "mobile_score": 991262.1100066045, "mobile_throughput": 13579994.739027264, "mobile_availability": 178000.43895112467, "mobile_accuracy": 152409.0527215634, "soft_acc_blocks": [ 24.999969137254904, 24.999967094117647, 24.999940939501776 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.015961376837646, "mobile_acc_per_sec": 61061.027422551815 }, "started": "2026-08-17T23:34:29.134942375+10:00", "ended": "2026-08-17T23:34:31.631370291+10:00" }, { "cell": { "id": "float64|none|MeshBP|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9128, "total_correct": 1709, "total_train": 310, "infer_ms": 819.034136, "train_ms": 1657.827791, "blocked_train": 1657827791, "duration": 2323183211, "avg_accuracy": 18.256474278303468, "soft_acc": 24.999965691236337, "adapt_pct": 24.999966873037234, "stability": 99.99999837026688, "consistency": 100, "throughput": 3929.0917551314897, "availability": 33.0674119163365, "score": 324.8117930537829, "zero_downtime": 8.266841634063923, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11647832, "heap_mib": 11.108238220214844, "mobile_score": 70022.58443938394, "mobile_throughput": 847029.4646851885, "mobile_availability": 7128.637853121806, "mobile_accuracy": 5389.466287963371, "soft_acc_blocks": [ 24.99996338888889, 24.999966750528543, 24.99996693429158 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.761082282647546, "mobile_acc_per_sec": 2319.8627910381238 }, "started": "2026-08-17T23:34:33.813529217+10:00", "ended": "2026-08-17T23:34:36.137287114+10:00" }, { "cell": { "id": "float32|none|MeshBP|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16120, "total_correct": 4726, "total_train": 362, "infer_ms": 886.673129, "train_ms": 1574.783769, "blocked_train": 1574783769, "duration": 2488406408, "avg_accuracy": 31.3820743354218, "soft_acc": 25.000008607989695, "adapt_pct": 24.99999973947638, "stability": 99.99998898461159, "consistency": 100, "throughput": 6478.041508081505, "availability": 36.022289470940805, "score": 583.3849168929896, "zero_downtime": 9.005575468530166, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10180624, "heap_mib": 9.708999633789062, "mobile_score": 251531.012588809, "mobile_throughput": 2793058.738642299, "mobile_availability": 15531.294491891951, "mobile_accuracy": 10778.951079823768, "soft_acc_blocks": [ 25.00002061403509, 25.000011201438852, 24.999994008495143 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.074850391, "time_to_acc50_sec": 0, "acc_per_sec": 10.046593887403981, "mobile_acc_per_sec": 4331.668269769127 }, "started": "2026-08-17T23:34:38.495455469+10:00", "ended": "2026-08-17T23:34:40.984719531+10:00" }, { "cell": { "id": "float16|none|MeshBP|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6928, "total_correct": 1982, "total_train": 246, "infer_ms": 779.877452, "train_ms": 1736.191878, "blocked_train": 1736191878, "duration": 2593008772, "avg_accuracy": 24.94038528521287, "soft_acc": 25.000005243442377, "adapt_pct": 25.000003638078397, "stability": 99.9999972608838, "consistency": 100, "throughput": 2671.799677197544, "availability": 30.99586496688467, "score": 207.0368984558856, "zero_downtime": 7.748967866971486, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 9339264, "heap_mib": 8.9066162109375, "mobile_score": 178531.18654216998, "mobile_throughput": 2303935.0479581347, "mobile_availability": 26728.223769338867, "mobile_accuracy": 21557.89925834526, "soft_acc_blocks": [ 25.000009, 25.000002546419097, 25.000004183908047 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.7447166539999999, "time_to_acc50_sec": 0, "acc_per_sec": 9.641311480855405, "mobile_acc_per_sec": 8313.855121175524 }, "started": "2026-08-17T23:34:43.261377866+10:00", "ended": "2026-08-17T23:34:45.854972261+10:00" }, { "cell": { "id": "bfloat16|none|MeshBP|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8912, "total_correct": 2535, "total_train": 299, "infer_ms": 750.17457, "train_ms": 1737.868072, "blocked_train": 1737868072, "duration": 2455525359, "avg_accuracy": 27.664142138307067, "soft_acc": 25.000004483274832, "adapt_pct": 25.00000311087201, "stability": 99.99999795181647, "consistency": 100, "throughput": 3629.365898151166, "availability": 30.15119424950756, "score": 273.574339554585, "zero_downtime": 7.537799914137794, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8687632, "heap_mib": 8.285171508789062, "mobile_score": 235907.4725927537, "mobile_throughput": 3129659.5197530896, "mobile_availability": 25999.85087283852, "mobile_accuracy": 21557.89860284078, "soft_acc_blocks": [ 25.000005714285717, 25.000006138461536, 25.000001597077247 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.063354108, "time_to_acc50_sec": 0, "acc_per_sec": 10.18112250058617, "mobile_acc_per_sec": 8779.342686821254 }, "started": "2026-08-17T23:34:47.76210191+10:00", "ended": "2026-08-17T23:34:50.218215966+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshBP|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7280, "total_correct": 1914, "total_train": 253, "infer_ms": 788.431906, "train_ms": 1756.035179, "blocked_train": 1756035179, "duration": 2543015201, "avg_accuracy": 30.404004041935078, "soft_acc": 25.00000285270704, "adapt_pct": 24.999996713191862, "stability": 99.99999245979694, "consistency": 100, "throughput": 2862.7434067784006, "availability": 30.98613107034945, "score": 221.7633813630711, "zero_downtime": 7.746533651530906, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10055704, "heap_mib": 9.589866638183594, "mobile_score": 382460.1305529007, "mobile_throughput": 4937177.681753402, "mobile_availability": 53439.660153326884, "mobile_accuracy": 43115.79439355286, "soft_acc_blocks": [ 25.000012458333334, 25.00000206, 24.999994039787797 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.081971212, "time_to_acc50_sec": 0, "acc_per_sec": 9.83085073297092, "mobile_acc_per_sec": 16954.59562199953 }, "started": "2026-08-17T23:34:52.493646688+10:00", "ended": "2026-08-17T23:34:55.037334908+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshBP|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7048, "total_correct": 1723, "total_train": 261, "infer_ms": 764.791104, "train_ms": 1751.779287, "blocked_train": 1751779287, "duration": 2566658746, "avg_accuracy": 24.435613496440283, "soft_acc": 25.00000222387659, "adapt_pct": 24.999997358790534, "stability": 99.99999378389363, "consistency": 100, "throughput": 2745.9825000046967, "availability": 30.390213074711486, "score": 208.62750174490017, "zero_downtime": 7.5975539445187055, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9374512, "heap_mib": 8.940231323242188, "mobile_score": 359805.57774615206, "mobile_throughput": 4735808.134744942, "mobile_availability": 52411.92115958663, "mobile_accuracy": 43115.793309052, "soft_acc_blocks": [ 25.00000826923077, 25.000004728426394, 24.999993673972604 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.923994272, "time_to_acc50_sec": 0, "acc_per_sec": 9.740290664989162, "mobile_acc_per_sec": 16798.41286896657 }, "started": "2026-08-17T23:34:57.370167608+10:00", "ended": "2026-08-17T23:34:59.937605051+10:00" }, { "cell": { "id": "int64|none|MeshBP|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5776, "total_correct": 1383, "total_train": 247, "infer_ms": 756.425658, "train_ms": 1826.718938, "blocked_train": 1826718938, "duration": 2515086330, "avg_accuracy": 23.846809443635163, "soft_acc": 24.999996779993193, "adapt_pct": 24.999992061791435, "stability": 99.99999419935673, "consistency": 100, "throughput": 2296.54144714786, "availability": 29.283132627237563, "score": 168.12479779742463, "zero_downtime": 7.320782213890527, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 9570288, "heap_mib": 9.126937866210938, "mobile_score": 36244.16693569744, "mobile_throughput": 495085.987764086, "mobile_availability": 6312.82690742974, "mobile_accuracy": 5389.472990044848, "soft_acc_blocks": [ 25.000003500000002, 24.999997494584836, 24.999989345394738 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.634304121, "time_to_acc50_sec": 0, "acc_per_sec": 9.940015371159523, "mobile_acc_per_sec": 2142.8580505404952 }, "started": "2026-08-17T23:35:02.230123388+10:00", "ended": "2026-08-17T23:35:04.7458818+10:00" }, { "cell": { "id": "int32|none|MeshBP|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5512, "total_correct": 1610, "total_train": 234, "infer_ms": 752.186404, "train_ms": 1806.286842, "blocked_train": 1806286842, "duration": 2635963925, "avg_accuracy": 27.519192878143006, "soft_acc": 25.000012078546558, "adapt_pct": 25.000012928533106, "stability": 99.99999829104148, "consistency": 100, "throughput": 2091.0756584045434, "availability": 29.39981511145339, "score": 153.69316860845342, "zero_downtime": 7.349957328933703, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9370416, "heap_mib": 8.936325073242188, "mobile_score": 66266.02301265528, "mobile_throughput": 901583.778613159, "mobile_availability": 12675.96238910664, "mobile_accuracy": 10778.952576181759, "soft_acc_blocks": [ 25.00001176190476, 25.000010161870502, 25.000014311864405 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.904914197, "time_to_acc50_sec": 0, "acc_per_sec": 9.484201146093666, "mobile_acc_per_sec": 4089.18819941049 }, "started": "2026-08-17T23:35:06.971268375+10:00", "ended": "2026-08-17T23:35:09.607893236+10:00" }, { "cell": { "id": "int16|none|MeshBP|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1109, "total_train": 234, "infer_ms": 750.029668, "train_ms": 1805.982246, "blocked_train": 1805982246, "duration": 2488910375, "avg_accuracy": 17.99194152923538, "soft_acc": 24.99998907455439, "adapt_pct": 24.999987539530235, "stability": 99.99999811896886, "consistency": 100, "throughput": 2266.0518661705523, "availability": 29.34374694780863, "score": 166.23605868064303, "zero_downtime": 7.335933531017044, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10317440, "heap_mib": 9.8394775390625, "mobile_score": 143347.97818019238, "mobile_throughput": 1954052.3039651753, "mobile_availability": 25303.57631541561, "mobile_accuracy": 21557.885315657848, "soft_acc_blocks": [ 24.999991333333334, 24.999989162068967, 24.99998672826087 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.044551754722942, "mobile_acc_per_sec": 8661.575576283194 }, "started": "2026-08-17T23:35:11.646206591+10:00", "ended": "2026-08-17T23:35:14.135815247+10:00" }, { "cell": { "id": "int8|none|MeshBP|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14048, "total_correct": 3448, "total_train": 329, "infer_ms": 875.042549, "train_ms": 1583.408165, "blocked_train": 1583408165, "duration": 2643169422, "avg_accuracy": 24.336714594343466, "soft_acc": 25.00001304694038, "adapt_pct": 25.000009502364477, "stability": 99.99999436510693, "consistency": 100, "throughput": 5314.831460697792, "availability": 35.593251636770454, "score": 472.93058078085687, "zero_downtime": 8.898317553022935, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9370096, "heap_mib": 8.936019897460938, "mobile_score": 815631.0142645851, "mobile_throughput": 9166126.173902381, "mobile_availability": 61385.24577019443, "mobile_accuracy": 43115.8119748496, "soft_acc_blocks": [ 25.00001582352941, 25.00001812749004, 25.000005189801698 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.915785528, "time_to_acc50_sec": 0, "acc_per_sec": 9.458346800949174, "mobile_acc_per_sec": 16312.163577552765 }, "started": "2026-08-17T23:35:16.421499361+10:00", "ended": "2026-08-17T23:35:19.065441698+10:00" }, { "cell": { "id": "uint64|none|MeshBP|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5632, "total_correct": 1578, "total_train": 237, "infer_ms": 769.684202, "train_ms": 1795.549855, "blocked_train": 1795549855, "duration": 2563159191, "avg_accuracy": 28.602816226171488, "soft_acc": 25.000008839432862, "adapt_pct": 25.000006899678173, "stability": 99.99999589392083, "consistency": 100, "throughput": 2197.2884164883694, "availability": 30.004443450284352, "score": 164.82109836820607, "zero_downtime": 7.5011135147937225, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8521248, "heap_mib": 8.126495361328125, "mobile_score": 35328.58708964432, "mobile_throughput": 470977.90241367713, "mobile_availability": 6431.304026027262, "mobile_accuracy": 5358.628223388625, "soft_acc_blocks": [ 25.000009380952378, 25.000013575657896, 25.000003561688313 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.063308378, "time_to_acc50_sec": 0, "acc_per_sec": 9.753591945133643, "mobile_acc_per_sec": 2090.6341838635435 }, "started": "2026-08-17T23:35:21.174298565+10:00", "ended": "2026-08-17T23:35:23.738409943+10:00" }, { "cell": { "id": "uint32|none|MeshBP|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1681, "total_train": 246, "infer_ms": 723.591581, "train_ms": 1828.750842, "blocked_train": 1828750842, "duration": 2598123655, "avg_accuracy": 27.390665366055668, "soft_acc": 24.99999647862889, "adapt_pct": 25.000002927670497, "stability": 99.99999185294352, "consistency": 100, "throughput": 2173.876516281516, "availability": 28.350098109073354, "score": 154.07400958190524, "zero_downtime": 7.087523528956174, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 9373408, "heap_mib": 8.939178466796875, "mobile_score": 65674.10921599832, "mobile_throughput": 926615.7487546371, "mobile_availability": 12084.240843422644, "mobile_accuracy": 10656.258661615759, "soft_acc_blocks": [ 24.999988217391305, 24.99999365397924, 25.000007564516128 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.904960751, "time_to_acc50_sec": 0, "acc_per_sec": 9.622327417140925, "mobile_acc_per_sec": 4101.52097307153 }, "started": "2026-08-17T23:35:25.953972399+10:00", "ended": "2026-08-17T23:35:28.55295298+10:00" }, { "cell": { "id": "uint16|none|MeshBP|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5608, "total_correct": 1260, "total_train": 242, "infer_ms": 738.649536, "train_ms": 1823.218871, "blocked_train": 1823218871, "duration": 2628838647, "avg_accuracy": 17.52666951942314, "soft_acc": 24.999970779129082, "adapt_pct": 24.99998686169386, "stability": 99.99998030213821, "consistency": 100, "throughput": 2133.261395255195, "availability": 28.83245423464095, "score": 153.76772414377146, "zero_downtime": 7.2081051335660025, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 11682184, "heap_mib": 11.140998840332031, "mobile_score": 129611.85298374543, "mobile_throughput": 1798140.434719543, "mobile_availability": 24303.07036297658, "mobile_accuracy": 21072.64417981998, "soft_acc_blocks": [ 24.999946782608696, 24.999970524475525, 24.99999503030303 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.739098289, "time_to_acc50_sec": 0, "acc_per_sec": 9.50989168074608, "mobile_acc_per_sec": 8015.951912403538 }, "started": "2026-08-17T23:35:30.737408455+10:00", "ended": "2026-08-17T23:35:33.36693882+10:00" }, { "cell": { "id": "uint8|none|MeshBP|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10112, "total_correct": 2613, "total_train": 320, "infer_ms": 787.281169, "train_ms": 1634.447233, "blocked_train": 1634447233, "duration": 2672800179, "avg_accuracy": 25.600865184198515, "soft_acc": 24.99999989610143, "adapt_pct": 25.000000666295435, "stability": 99.99999893806047, "consistency": 100, "throughput": 3783.2981602774726, "availability": 32.509061228741366, "score": 307.4786775697485, "zero_downtime": 8.127265273408891, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 8550288, "heap_mib": 8.154190063476562, "mobile_score": 506941.44938895694, "mobile_throughput": 6237540.332879106, "mobile_availability": 53597.832369479096, "mobile_accuracy": 41217.60989159505, "soft_acc_blocks": [ 24.999999085714286, 24.999999206293705, 25.000001396296298 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.808660611, "time_to_acc50_sec": 0, "acc_per_sec": 9.353486314661545, "mobile_acc_per_sec": 15421.134065853057 }, "started": "2026-08-17T23:35:35.521946477+10:00", "ended": "2026-08-17T23:35:38.195733164+10:00" }, { "cell": { "id": "int4|none|MeshBP|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12856, "total_correct": 3075, "total_train": 316, "infer_ms": 802.981399, "train_ms": 1647.33391, "blocked_train": 1647333910, "duration": 2590414589, "avg_accuracy": 23.501686523738627, "soft_acc": 24.999990177889668, "adapt_pct": 24.99998712722629, "stability": 99.99999620942955, "consistency": 100, "throughput": 4962.912135606413, "availability": 32.770533492185756, "score": 406.5930361525335, "zero_downtime": 8.192630154288482, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11160984, "heap_mib": 10.643943786621094, "mobile_score": 1402446.3798574966, "mobile_throughput": 17118389.98521589, "mobile_availability": 113034.19383915188, "mobile_accuracy": 86231.54506832513, "soft_acc_blocks": [ 24.999995205882353, 24.99998927389444, 24.999986053892215 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.650961002169398, "mobile_acc_per_sec": 33288.70422306177 }, "started": "2026-08-17T23:35:40.478139237+10:00", "ended": "2026-08-17T23:35:43.069268825+10:00" }, { "cell": { "id": "uint4|none|MeshBP|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4800, "total_correct": 972, "total_train": 234, "infer_ms": 685.236297, "train_ms": 1812.471318, "blocked_train": 1812471318, "duration": 2524326419, "avg_accuracy": 20.02391210646861, "soft_acc": 24.999996543188292, "adapt_pct": 24.999987168057242, "stability": 99.99998846732701, "consistency": 100, "throughput": 1901.4973514802011, "availability": 27.43460815368495, "score": 130.41706882473017, "zero_downtime": 6.858651090058491, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 9571936, "heap_mib": 9.128509521484375, "mobile_score": 411904.2420480731, "mobile_throughput": 6005615.924173805, "mobile_availability": 86648.40867276612, "mobile_accuracy": 78959.0252267175, "soft_acc_blocks": [ 25.000011368421053, 24.999995018115943, 24.99998324302789 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.903630669559734, "mobile_acc_per_sec": 31279.245280012852 }, "started": "2026-08-17T23:35:45.290723647+10:00", "ended": "2026-08-17T23:35:47.815750116+10:00" }, { "cell": { "id": "fp4|none|MeshBP|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9048, "total_correct": 2245, "total_train": 286, "infer_ms": 684.878901, "train_ms": 1748.6856, "blocked_train": 1748685600, "duration": 2587308437, "avg_accuracy": 24.36418441056919, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3497.0704963538137, "availability": 28.143034660415605, "score": 246.04544047200545, "zero_downtime": 7.035758665103901, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8530080, "heap_mib": 8.134918212890625, "mobile_score": 848675.472988071, "mobile_throughput": 12062316.42363387, "mobile_availability": 97072.73260552617, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.94628822, "time_to_acc50_sec": 0, "acc_per_sec": 9.662551106194226, "mobile_acc_per_sec": 33328.68154187078 }, "started": "2026-08-17T23:35:50.06208666+10:00", "ended": "2026-08-17T23:35:52.650727126+10:00" }, { "cell": { "id": "int2|none|MeshBP|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12304, "total_correct": 2974, "total_train": 299, "infer_ms": 810.098476, "train_ms": 1621.956651, "blocked_train": 1621956651, "duration": 2668482402, "avg_accuracy": 21.737559457206682, "soft_acc": 24.999993721148073, "adapt_pct": 25.000001408033665, "stability": 99.99998533364004, "consistency": 100, "throughput": 4610.860461653515, "availability": 33.309215198558284, "score": 383.96026198614237, "zero_downtime": 8.32730170820327, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 8524216, "heap_mib": 8.129325866699219, "mobile_score": 2648759.971528824, "mobile_throughput": 31808142.233149976, "mobile_availability": 229784.49760554903, "mobile_accuracy": 172463.11457991158, "soft_acc_blocks": [ 24.99999014285714, 24.99997781707317, 25.00001320351391 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.78578225, "time_to_acc50_sec": 0, "acc_per_sec": 9.368618546036068, "mobile_acc_per_sec": 64629.66158242313 }, "started": "2026-08-17T23:35:54.861219927+10:00", "ended": "2026-08-17T23:35:57.540206477+10:00" }, { "cell": { "id": "uint2|none|MeshBP|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4440, "total_correct": 952, "total_train": 235, "infer_ms": 652.605621, "train_ms": 1836.5095, "blocked_train": 1836509500, "duration": 2414755660, "avg_accuracy": 20.454822954822955, "soft_acc": 25.000013063573462, "adapt_pct": 25.000021888787142, "stability": 99.99998761489923, "consistency": 100, "throughput": 1838.6953485803197, "availability": 26.218378390542913, "score": 120.51908896139103, "zero_downtime": 6.55459802269285, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 12518880, "heap_mib": 11.938934326171875, "mobile_score": 702074.5790376642, "mobile_throughput": 10711176.743516428, "mobile_availability": 152733.12410689957, "mobile_accuracy": 145635.63165638671, "soft_acc_blocks": [ 24.99999555, 25.000021615079362, 25.000022025641027 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.353019760008953, "mobile_acc_per_sec": 60310.71137706193 }, "started": "2026-08-17T23:35:59.427760366+10:00", "ended": "2026-08-17T23:36:01.8433154+10:00" }, { "cell": { "id": "ternary|none|MeshBP|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13192, "total_correct": 4158, "total_train": 310, "infer_ms": 820.858111, "train_ms": 1641.594278, "blocked_train": 1641594278, "duration": 2650218621, "avg_accuracy": 31.40735276607892, "soft_acc": 25.000029691737694, "adapt_pct": 25.000049179562097, "stability": 99.99997579977803, "consistency": 100, "throughput": 4977.702554599929, "availability": 33.33498404545194, "score": 414.8295807813438, "zero_downtime": 8.333755909099008, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 9373440, "heap_mib": 8.939208984375, "mobile_score": 2861712.7795880153, "mobile_throughput": 34338812.0650801, "mobile_availability": 229962.26467397244, "mobile_accuracy": 172463.3627239707, "soft_acc_blocks": [ 24.999997632653063, 25.00003534643377, 25.000056096126258 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.069806647, "time_to_acc50_sec": 0, "acc_per_sec": 9.433195244211399, "mobile_acc_per_sec": 65075.14563417245 }, "started": "2026-08-17T23:36:04.185485717+10:00", "ended": "2026-08-17T23:36:06.836325275+10:00" }, { "cell": { "id": "binary|none|MeshBP|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11592, "total_correct": 2649, "total_train": 307, "infer_ms": 775.597787, "train_ms": 1658.566995, "blocked_train": 1658566995, "duration": 2718748597, "avg_accuracy": 23.71442940392713, "soft_acc": 24.999968171441353, "adapt_pct": 24.999866515791812, "stability": 99.99987456428346, "consistency": 100, "throughput": 4263.726338209858, "availability": 31.862994351711073, "score": 339.6372881718918, "zero_downtime": 7.965738446395924, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 8573040, "heap_mib": 8.175888061523438, "mobile_score": 4685993.540554337, "mobile_throughput": 58826856.69493079, "mobile_availability": 439615.4100702604, "mobile_accuracy": 344925.87664917484, "soft_acc_blocks": [ 25.000109854166666, 24.999989772939347, 24.999804887218044 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.067119672, "time_to_acc50_sec": 0, "acc_per_sec": 9.19539533704129, "mobile_acc_per_sec": 126869.35343333431 }, "started": "2026-08-17T23:36:09.171304611+10:00", "ended": "2026-08-17T23:36:11.890789405+10:00" }, { "cell": { "id": "int|none|MeshBP|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4672, "total_correct": 1258, "total_train": 217, "infer_ms": 726.838707, "train_ms": 1758.69368, "blocked_train": 1758693680, "duration": 2555942736, "avg_accuracy": 28.191314620279382, "soft_acc": 25.000000237245377, "adapt_pct": 25.000004194510336, "stability": 99.9999947829022, "consistency": 100, "throughput": 1827.8969767967446, "availability": 29.242777555487148, "score": 133.63196298517926, "zero_downtime": 7.310694458248925, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11522944, "heap_mib": 10.9891357421875, "mobile_score": 28808.23791512075, "mobile_throughput": 394056.10615576134, "mobile_availability": 6304.127203540808, "mobile_accuracy": 5389.473735355635, "soft_acc_blocks": [ 24.999995666666667, 24.99999750660793, 25.00000753846154 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.070883103, "time_to_acc50_sec": 0, "acc_per_sec": 9.781126895029692, "mobile_acc_per_sec": 2108.6050401074535 }, "started": "2026-08-17T23:36:14.11970481+10:00", "ended": "2026-08-17T23:36:16.676262806+10:00" }, { "cell": { "id": "uint|none|MeshBP|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4392, "total_correct": 1217, "total_train": 222, "infer_ms": 687.87356, "train_ms": 1832.830845, "blocked_train": 1832830845, "duration": 2703888978, "avg_accuracy": 28.210603757521753, "soft_acc": 24.99999179772368, "adapt_pct": 24.999991768644062, "stability": 99.9999974967095, "consistency": 100, "throughput": 1624.3270473511282, "availability": 27.288941878133468, "score": 110.81537960806624, "zero_downtime": 6.8222332312189495, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 9630672, "heap_mib": 9.184524536132812, "mobile_score": 23752.72843170639, "mobile_throughput": 348166.46729420614, "mobile_availability": 5849.249697221112, "mobile_accuracy": 5358.624570582565, "soft_acc_blocks": [ 24.999990071428574, 24.99999533755274, 24.99998998418972 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065875195, "time_to_acc50_sec": 0, "acc_per_sec": 9.245938720537097, "mobile_acc_per_sec": 1981.821226456645 }, "started": "2026-08-17T23:36:18.831309588+10:00", "ended": "2026-08-17T23:36:21.535865439+10:00" }, { "cell": { "id": "uintptr|none|MeshBP|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4456, "total_correct": 1138, "total_train": 235, "infer_ms": 642.299542, "train_ms": 1853.515398, "blocked_train": 1853515398, "duration": 2605673939, "avg_accuracy": 26.343599033816428, "soft_acc": 25.0000023191584, "adapt_pct": 25.00000219065599, "stability": 99.99999854694381, "consistency": 100, "throughput": 1710.1141985977395, "availability": 25.73506279275658, "score": 110.02475091583564, "zero_downtime": 6.4337662950260155, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 6502048, "heap_mib": 6.200836181640625, "mobile_score": 23583.261082649893, "mobile_throughput": 366554.5187875763, "mobile_availability": 5516.183402080443, "mobile_accuracy": 5358.626825800049, "soft_acc_blocks": [ 25.00000353333333, 25.00000027631579, 25.00000314782609 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065718789, "time_to_acc50_sec": 0, "acc_per_sec": 9.594447695459873, "mobile_acc_per_sec": 2056.522401209021 }, "started": "2026-08-17T23:36:23.585735165+10:00", "ended": "2026-08-17T23:36:26.192342488+10:00" }, { "cell": { "id": "complex64|none|MeshBP|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4544, "total_correct": 1102, "total_train": 235, "infer_ms": 670.268286, "train_ms": 1801.657502, "blocked_train": 1801657502, "duration": 2662950915, "avg_accuracy": 23.10600441719409, "soft_acc": 24.99999435476002, "adapt_pct": 24.999992006395043, "stability": 99.9999970573671, "consistency": 100, "throughput": 1706.377678388413, "availability": 27.115226891269437, "score": 115.67201865939045, "zero_downtime": 6.77880519209773, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11499000, "heap_mib": 10.966300964355469, "mobile_score": 24936.45202257175, "mobile_throughput": 367859.1037199442, "mobile_availability": 5845.4720708757695, "mobile_accuracy": 5389.4724672156335, "soft_acc_blocks": [ 24.9999974375, 24.999995234375, 24.999990392405063 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.388079297270869, "mobile_acc_per_sec": 2023.87225271692 }, "started": "2026-08-17T23:36:28.451433711+10:00", "ended": "2026-08-17T23:36:31.115049781+10:00" }, { "cell": { "id": "complex128|none|MeshBP|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4848, "total_correct": 1299, "total_train": 225, "infer_ms": 720.240075, "train_ms": 1797.234071, "blocked_train": 1797234071, "duration": 2643435632, "avg_accuracy": 26.10793493945668, "soft_acc": 24.999997365919018, "adapt_pct": 24.999994104324816, "stability": 99.9999960032752, "consistency": 100, "throughput": 1833.9769432297642, "availability": 28.609631449220057, "score": 131.17349725956078, "zero_downtime": 7.152407108704153, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 9406912, "heap_mib": 8.97113037109375, "mobile_score": 14139.122230925288, "mobile_throughput": 197683.40945971353, "mobile_availability": 3083.8171162106673, "mobile_accuracy": 2694.7365581790605, "soft_acc_blocks": [ 25.00000235, 24.99999718253968, 24.99999256521739 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.066657797, "time_to_acc50_sec": 0, "acc_per_sec": 9.457388356002541, "mobile_acc_per_sec": 1019.4069133206949 }, "started": "2026-08-17T23:36:33.446020454+10:00", "ended": "2026-08-17T23:36:36.090641396+10:00" }, { "cell": { "id": "nf4|none|MeshBP|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3904, "total_correct": 1291, "total_train": 199, "infer_ms": 639.107922, "train_ms": 1848.994193, "blocked_train": 1848994193, "duration": 2685150707, "avg_accuracy": 32.56736178918492, "soft_acc": 25.000003296790194, "adapt_pct": 25.000030536259516, "stability": 99.99996649872988, "consistency": 100, "throughput": 1453.9221168564375, "availability": 25.686563189951713, "score": 93.36566813203224, "zero_downtime": 6.421641644320024, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8568760, "heap_mib": 8.171806335449219, "mobile_score": 322042.7593000455, "mobile_throughput": 5014959.992121236, "mobile_availability": 88599.71606403554, "mobile_accuracy": 86231.59031886538, "soft_acc_blocks": [ 24.9999646, 24.99999897196262, 25.00004631840796 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065873423, "time_to_acc50_sec": 0, "acc_per_sec": 9.310465603147314, "mobile_acc_per_sec": 32114.24598778223 }, "started": "2026-08-17T23:36:38.345170065+10:00", "ended": "2026-08-17T23:36:41.031616708+10:00" }, { "cell": { "id": "fp6|none|MeshBP|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1992, "total_correct": 463, "total_train": 125, "infer_ms": 614.726864, "train_ms": 1895.645461, "blocked_train": 1895645461, "duration": 2640361460, "avg_accuracy": 22.653519550021844, "soft_acc": 24.999997973869593, "adapt_pct": 24.999994923274354, "stability": 99.99999620993079, "consistency": 100, "throughput": 754.4421588398733, "availability": 24.48747772902571, "score": 46.18596016292225, "zero_downtime": 6.1218689361081955, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9406832, "heap_mib": 8.971054077148438, "mobile_score": 106205.02053464114, "mobile_throughput": 1734846.3621659626, "mobile_availability": 56309.16984033084, "mobile_accuracy": 57487.71463914097, "soft_acc_blocks": [ 25.000003, 24.999997073394493, 24.999993848214284 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.877966318, "time_to_acc50_sec": 0, "acc_per_sec": 9.468399820481242, "mobile_acc_per_sec": 21772.66844333539 }, "started": "2026-08-17T23:36:43.299132068+10:00", "ended": "2026-08-17T23:36:45.940266287+10:00" }, { "cell": { "id": "int6|none|MeshBP|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2128, "total_correct": 601, "total_train": 124, "infer_ms": 648.567963, "train_ms": 1876.616463, "blocked_train": 1876616463, "duration": 2792048994, "avg_accuracy": 28.436995345302552, "soft_acc": 24.99999860944476, "adapt_pct": 24.99999960800798, "stability": 99.99999594122542, "consistency": 100, "throughput": 762.1642759754524, "availability": 25.68398396260345, "score": 48.938534880487374, "zero_downtime": 6.420995633500877, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10665584, "heap_mib": 10.171493530273438, "mobile_score": 112534.5902430744, "mobile_throughput": 1752603.4382570963, "mobile_availability": 59060.54642011157, "mobile_accuracy": 57487.71610065164, "soft_acc_blocks": [ 24.999994375, 25.000004082644626, 24.999997370689655 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.066471079, "time_to_acc50_sec": 0, "acc_per_sec": 8.953997105053938, "mobile_acc_per_sec": 20589.794886905787 }, "started": "2026-08-17T23:36:48.231234049+10:00", "ended": "2026-08-17T23:36:51.024220854+10:00" }, { "cell": { "id": "uint6|none|MeshBP|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2224, "total_correct": 572, "total_train": 125, "infer_ms": 671.005152, "train_ms": 1853.891614, "blocked_train": 1853891614, "duration": 2643089205, "avg_accuracy": 25.073136138513377, "soft_acc": 25.000004998761824, "adapt_pct": 25.000008725814965, "stability": 99.99999169235949, "consistency": 100, "throughput": 841.4396289738545, "availability": 26.57554800004841, "score": 55.90430930043483, "zero_downtime": 6.64388832846045, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9407880, "heap_mib": 8.972053527832031, "mobile_score": 121115.53105167924, "mobile_throughput": 1822961.5710555546, "mobile_availability": 57575.375660534635, "mobile_accuracy": 54161.99430078859, "soft_acc_blocks": [ 24.9999945, 25.000014815126054, 25.00000568115942 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.940814142, "time_to_acc50_sec": 0, "acc_per_sec": 9.458630814074937, "mobile_acc_per_sec": 20491.92823243686 }, "started": "2026-08-17T23:36:53.276982794+10:00", "ended": "2026-08-17T23:36:55.926485686+10:00" }, { "cell": { "id": "int5|none|MeshBP|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2496, "total_correct": 578, "total_train": 144, "infer_ms": 662.541043, "train_ms": 1868.950122, "blocked_train": 1868950122, "duration": 2688377451, "avg_accuracy": 23.156451731220656, "soft_acc": 24.999998042432836, "adapt_pct": 24.9999944957453, "stability": 99.99999564763773, "consistency": 100, "throughput": 928.4410561737002, "availability": 26.171967422212983, "score": 60.74781793234001, "zero_downtime": 6.542991343219406, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 12557664, "heap_mib": 11.975921630859375, "mobile_score": 167628.1682532141, "mobile_throughput": 2561950.0234694574, "mobile_availability": 72219.20239924842, "mobile_accuracy": 68985.2577561633, "soft_acc_blocks": [ 25.000003555555555, 24.99999765625, 24.999992915492957 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.067248629, "time_to_acc50_sec": 0, "acc_per_sec": 9.299288696657364, "mobile_acc_per_sec": 25660.55511680577 }, "started": "2026-08-17T23:36:58.200947009+10:00", "ended": "2026-08-17T23:37:00.890236542+10:00" }, { "cell": { "id": "uint5|none|MeshBP|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2368, "total_correct": 463, "total_train": 139, "infer_ms": 638.494166, "train_ms": 1856.816395, "blocked_train": 1856816395, "duration": 2744351616, "avg_accuracy": 16.43956647616892, "soft_acc": 24.999990351612155, "adapt_pct": 24.99999002040778, "stability": 99.9999994364941, "consistency": 100, "throughput": 862.8631936936175, "availability": 25.58776354251161, "score": 55.196827121997636, "zero_downtime": 6.396938416821236, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 9945064, "heap_mib": 9.484352111816406, "mobile_score": 141858.0102849897, "mobile_throughput": 2217592.245564899, "mobile_availability": 65761.55574596238, "mobile_accuracy": 64250.955595421736, "soft_acc_blocks": [ 24.999991125, 24.999989798449615, 24.99999013138686 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.109616350127402, "mobile_acc_per_sec": 23412.07125968429 }, "started": "2026-08-17T23:37:03.207160493+10:00", "ended": "2026-08-17T23:37:05.95238815+10:00" }, { "cell": { "id": "int3|none|MeshBP|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2888, "total_correct": 744, "total_train": 168, "infer_ms": 638.429633, "train_ms": 1860.389618, "blocked_train": 1860389618, "duration": 2722056390, "avg_accuracy": 30.830842365999928, "soft_acc": 24.999996401321997, "adapt_pct": 24.99999411209198, "stability": 99.99998931617154, "consistency": 100, "throughput": 1060.9625908594787, "availability": 25.54925222160456, "score": 67.76699232402488, "zero_downtime": 6.3873121359658205, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 8660360, "heap_mib": 8.259162902832031, "mobile_score": 311661.5865927926, "mobile_throughput": 4879385.568741529, "mobile_availability": 117501.45919965449, "mobile_accuracy": 114975.42204610795, "soft_acc_blocks": [ 25.000007125, 24.999981821656053, 25.000000257309942 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.075446999, "time_to_acc50_sec": 0, "acc_per_sec": 9.184231632072104, "mobile_acc_per_sec": 42238.44240277034 }, "started": "2026-08-17T23:37:08.049558013+10:00", "ended": "2026-08-17T23:37:10.772394767+10:00" }, { "cell": { "id": "uint3|none|MeshBP|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshBP", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2960, "total_correct": 731, "total_train": 163, "infer_ms": 647.498407, "train_ms": 1845.863177, "blocked_train": 1845863177, "duration": 2806807534, "avg_accuracy": 24.26969347196471, "soft_acc": 24.99999014815623, "adapt_pct": 24.999992973461303, "stability": 99.99999599698263, "consistency": 100, "throughput": 1054.578899388119, "availability": 25.968893206465633, "score": 68.4655900595028, "zero_downtime": 6.492220743201621, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 11738784, "heap_mib": 11.194976806640625, "mobile_score": 280435.0568837235, "mobile_throughput": 4319555.171893735, "mobile_availability": 106368.58657368323, "mobile_accuracy": 102399.95964684791, "soft_acc_blocks": [ 24.999987333333333, 24.999987301886794, 24.999995809248556 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.887068675, "time_to_acc50_sec": 0, "acc_per_sec": 8.906912869985275, "mobile_acc_per_sec": 36482.71511545969 }, "started": "2026-08-17T23:37:13.121062246+10:00", "ended": "2026-08-17T23:37:15.928864778+10:00" }, { "cell": { "id": "float64|none|MeshBP|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8416, "total_correct": 1966, "total_train": 272, "infer_ms": 856.521423, "train_ms": 1685.905166, "blocked_train": 1685905166, "duration": 2863402583, "avg_accuracy": 23.012519561815335, "soft_acc": 24.999990361162812, "adapt_pct": 24.99998703050805, "stability": 99.9999942937899, "consistency": 100, "throughput": 2939.160581179094, "availability": 33.689130954883986, "score": 247.5443188503263, "zero_downtime": 8.422279491480515, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10990456, "heap_mib": 10.481315612792969, "mobile_score": 48282.93000052079, "mobile_throughput": 573276.2733575986, "mobile_availability": 6570.984780533562, "mobile_accuracy": 4876.188596158232, "soft_acc_blocks": [ 24.999992535714284, 24.999996004024148, 24.999982543749997 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.009475414, "time_to_acc50_sec": 0, "acc_per_sec": 8.730868132056445, "mobile_acc_per_sec": 1702.9350413763427 }, "started": "2026-08-17T23:37:18.139467293+10:00", "ended": "2026-08-17T23:37:21.004634196+10:00" }, { "cell": { "id": "float32|none|MeshBP|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13512, "total_correct": 3135, "total_train": 307, "infer_ms": 873.676341, "train_ms": 1580.122506, "blocked_train": 1580122506, "duration": 2828157172, "avg_accuracy": 21.459309391709173, "soft_acc": 25.000000133514096, "adapt_pct": 25.000009061991108, "stability": 99.99998884127949, "consistency": 100, "throughput": 4777.669407405905, "availability": 35.60505141112734, "score": 425.27291446134103, "zero_downtime": 8.901262900319598, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9411472, "heap_mib": 8.975479125976562, "mobile_score": 165896.93882225265, "mobile_throughput": 1863746.0850223417, "mobile_availability": 13889.361007616913, "mobile_accuracy": 9752.381004464165, "soft_acc_blocks": [ 24.999988312499998, 24.99999699011125, 25.000015097931033 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.839678494895931, "mobile_acc_per_sec": 3448.3164871517843 }, "started": "2026-08-17T23:37:23.35760072+10:00", "ended": "2026-08-17T23:37:26.186491797+10:00" }, { "cell": { "id": "float16|none|MeshBP|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5752, "total_correct": 1513, "total_train": 229, "infer_ms": 752.515759, "train_ms": 1793.985512, "blocked_train": 1793985512, "duration": 2822507646, "avg_accuracy": 28.131174677299935, "soft_acc": 25.000023528899163, "adapt_pct": 25.000025814223335, "stability": 99.99999708298753, "consistency": 100, "throughput": 2037.9041339893681, "availability": 29.550967343695465, "score": 150.55523797858166, "zero_downtime": 7.387748788941175, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8377152, "heap_mib": 7.98907470703125, "mobile_score": 117461.76281148009, "mobile_throughput": 1589953.3967277051, "mobile_availability": 23055.383283766976, "mobile_accuracy": 19504.78026178495, "soft_acc_blocks": [ 25.00002068181818, 25.000022367088608, 25.000027537790697 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.070648778, "time_to_acc50_sec": 0, "acc_per_sec": 8.857380267624318, "mobile_acc_per_sec": 6910.4437287979445 }, "started": "2026-08-17T23:37:28.145922311+10:00", "ended": "2026-08-17T23:37:30.96907683+10:00" }, { "cell": { "id": "bfloat16|none|MeshBP|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8240, "total_correct": 2116, "total_train": 266, "infer_ms": 769.753451, "train_ms": 1708.97278, "blocked_train": 1708972780, "duration": 2859274814, "avg_accuracy": 26.063947946699688, "soft_acc": 25.00000012554371, "adapt_pct": 25.00000010271482, "stability": 99.9999995285902, "consistency": 100, "throughput": 2881.849607338933, "availability": 31.054395655846836, "score": 223.73524594091725, "zero_downtime": 7.763598952948549, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8385960, "heap_mib": 7.997474670410156, "mobile_score": 174556.10807123754, "mobile_throughput": 2248391.617459099, "mobile_availability": 24228.3437345426, "mobile_accuracy": 19504.76200270991, "soft_acc_blocks": [ 25.000000492537314, 24.9999994600432, 25.000000424050633 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.057634271, "time_to_acc50_sec": 0, "acc_per_sec": 8.743475794329054, "mobile_acc_per_sec": 6821.576543537487 }, "started": "2026-08-17T23:37:33.357436042+10:00", "ended": "2026-08-17T23:37:36.219309392+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshBP|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5616, "total_correct": 1572, "total_train": 229, "infer_ms": 698.967489, "train_ms": 1819.016064, "blocked_train": 1819016064, "duration": 2849307326, "avg_accuracy": 24.716509325278462, "soft_acc": 24.99998182283028, "adapt_pct": 24.999988826308993, "stability": 99.99998917658655, "consistency": 100, "throughput": 1971.005355846967, "availability": 27.75901725677396, "score": 136.78282976231384, "zero_downtime": 6.93974926838981, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10552928, "heap_mib": 10.064056396484375, "mobile_score": 213433.32217388094, "mobile_throughput": 3075519.214304448, "mobile_availability": 43314.64178428424, "mobile_accuracy": 39009.49544621441, "soft_acc_blocks": [ 24.999966649999998, 24.99999115805471, 24.999987660436137 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.019250233, "time_to_acc50_sec": 0, "acc_per_sec": 8.774055923945033, "mobile_acc_per_sec": 13690.869738849087 }, "started": "2026-08-17T23:37:38.412554162+10:00", "ended": "2026-08-17T23:37:41.262547737+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshBP|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6336, "total_correct": 1636, "total_train": 245, "infer_ms": 745.538137, "train_ms": 1812.751914, "blocked_train": 1812751914, "duration": 2844743058, "avg_accuracy": 26.90456571177252, "soft_acc": 24.999999717429663, "adapt_pct": 24.99998469749737, "stability": 99.99998098245793, "consistency": 100, "throughput": 2227.2661786384783, "availability": 29.14204887395702, "score": 162.26774774890296, "zero_downtime": 7.285512136142469, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9644280, "heap_mib": 9.197502136230469, "mobile_score": 253199.50277314536, "mobile_throughput": 3475383.7210297934, "mobile_availability": 45472.69797627731, "mobile_accuracy": 39009.52336860644, "soft_acc_blocks": [ 25.000018836363637, 25.0000065393586, 24.99997377656676 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.06120968, "time_to_acc50_sec": 0, "acc_per_sec": 8.788139810069856, "mobile_acc_per_sec": 13712.845966493764 }, "started": "2026-08-17T23:37:43.653096883+10:00", "ended": "2026-08-17T23:37:46.506800394+10:00" }, { "cell": { "id": "int64|none|MeshBP|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4536, "total_correct": 1119, "total_train": 219, "infer_ms": 698.893885, "train_ms": 1803.130877, "blocked_train": 1803130877, "duration": 2862228074, "avg_accuracy": 24.84879433047074, "soft_acc": 25.00001602907733, "adapt_pct": 25.000013422431618, "stability": 99.99999556327724, "consistency": 100, "throughput": 1584.7793686339198, "availability": 27.933132222134258, "score": 110.66970007468606, "zero_downtime": 6.983287532956929, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9448800, "heap_mib": 9.011077880859375, "mobile_score": 21585.861500281626, "mobile_throughput": 309107.44256783504, "mobile_availability": 5448.290932469616, "mobile_accuracy": 4876.1936026238445, "soft_acc_blocks": [ 25.00002211764706, 25.000011671875, 25.000014297709924 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.06844248, "time_to_acc50_sec": 0, "acc_per_sec": 8.734459792416015, "mobile_acc_per_sec": 1703.6355861779045 }, "started": "2026-08-17T23:37:48.706825299+10:00", "ended": "2026-08-17T23:37:51.569717017+10:00" }, { "cell": { "id": "int32|none|MeshBP|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4264, "total_correct": 947, "total_train": 219, "infer_ms": 663.956294, "train_ms": 1818.393923, "blocked_train": 1818393923, "duration": 2860477706, "avg_accuracy": 24.313769713980218, "soft_acc": 24.999988287171437, "adapt_pct": 24.99998923497505, "stability": 99.99999685678553, "consistency": 100, "throughput": 1490.660105847369, "availability": 26.74708385033649, "score": 99.67698040863041, "zero_downtime": 6.686767829744046, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9490856, "heap_mib": 9.051185607910156, "mobile_score": 38883.51540511906, "mobile_throughput": 581499.4089096023, "mobile_availability": 10433.91004295031, "mobile_accuracy": 9752.376383262304, "soft_acc_blocks": [ 24.9999848, 24.99999241810345, 24.999987643410854 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.060429629, "time_to_acc50_sec": 0, "acc_per_sec": 8.739794837321286, "mobile_acc_per_sec": 3409.35234796838 }, "started": "2026-08-17T23:37:53.918805605+10:00", "ended": "2026-08-17T23:37:56.779777009+10:00" }, { "cell": { "id": "int16|none|MeshBP|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4392, "total_correct": 939, "total_train": 218, "infer_ms": 704.936579, "train_ms": 1796.52666, "blocked_train": 1796526660, "duration": 2883282764, "avg_accuracy": 24.138173062620854, "soft_acc": 24.999997277844713, "adapt_pct": 24.999996538955827, "stability": 99.99999815589146, "consistency": 100, "throughput": 1523.263709975828, "availability": 28.180968962862302, "score": 107.31760664729937, "zero_downtime": 7.04524147358584, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8597368, "heap_mib": 8.199089050292969, "mobile_score": 83728.1746337787, "mobile_throughput": 1188435.8392497126, "mobile_availability": 21986.52359464457, "mobile_accuracy": 19504.759780962275, "soft_acc_blocks": [ 24.99999725, 24.999999550200805, 24.999995033333335 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.067920605, "time_to_acc50_sec": 0, "acc_per_sec": 8.67067135765832, "mobile_acc_per_sec": 6764.775215422567 }, "started": "2026-08-17T23:37:58.940701404+10:00", "ended": "2026-08-17T23:38:01.824646303+10:00" }, { "cell": { "id": "int8|none|MeshBP|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11792, "total_correct": 2708, "total_train": 320, "infer_ms": 818.831471, "train_ms": 1620.80731, "blocked_train": 1620807310, "duration": 2885670046, "avg_accuracy": 25.26639415854383, "soft_acc": 25.000003641205478, "adapt_pct": 24.999995123075553, "stability": 99.99998949029616, "consistency": 100, "throughput": 4086.399280591902, "availability": 33.56363562413792, "score": 342.8860911120561, "zero_downtime": 8.390910128155419, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11018264, "heap_mib": 10.507835388183594, "mobile_score": 535032.9254076121, "mobile_throughput": 6376339.601258831, "mobile_availability": 52372.05772055959, "mobile_accuracy": 39009.52949119148, "soft_acc_blocks": [ 25.00001731730769, 25.000001843390805, 24.99999176291793 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.058479789, "time_to_acc50_sec": 0, "acc_per_sec": 8.663500415045538, "mobile_acc_per_sec": 13518.361028581534 }, "started": "2026-08-17T23:38:04.173637643+10:00", "ended": "2026-08-17T23:38:07.059660345+10:00" }, { "cell": { "id": "uint64|none|MeshBP|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4224, "total_correct": 987, "total_train": 228, "infer_ms": 660.435604, "train_ms": 1850.399433, "blocked_train": 1850399433, "duration": 2850069690, "avg_accuracy": 26.81816427358345, "soft_acc": 25.00000303187802, "adapt_pct": 24.99999859556088, "stability": 99.99999170577998, "consistency": 100, "throughput": 1482.069022670109, "availability": 26.30342472793843, "score": 97.45873926785016, "zero_downtime": 6.575856979472361, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9440984, "heap_mib": 9.003623962402344, "mobile_score": 18896.615197212508, "mobile_throughput": 287363.536892628, "mobile_availability": 5100.062849024181, "mobile_accuracy": 4847.337865967923, "soft_acc_blocks": [ 25.00001411764706, 24.999994169291337, 25.000000808695653 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.066454723, "time_to_acc50_sec": 0, "acc_per_sec": 8.771716396828886, "mobile_acc_per_sec": 1700.7787153330705 }, "started": "2026-08-17T23:38:09.201641902+10:00", "ended": "2026-08-17T23:38:12.052613205+10:00" }, { "cell": { "id": "uint32|none|MeshBP|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4632, "total_correct": 1127, "total_train": 229, "infer_ms": 689.062901, "train_ms": 1834.096238, "blocked_train": 1834096238, "duration": 2933043439, "avg_accuracy": 23.434887087634923, "soft_acc": 24.999996109618223, "adapt_pct": 24.999998906044567, "stability": 99.99999613106975, "consistency": 100, "throughput": 1579.2469823015124, "availability": 27.309529959854025, "score": 107.82121516430031, "zero_downtime": 6.827381427518529, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 6501848, "heap_mib": 6.200645446777344, "mobile_score": 41565.71268827991, "mobile_throughput": 608809.0013653642, "mobile_availability": 10527.984443817608, "mobile_accuracy": 9637.64555905847, "soft_acc_blocks": [ 24.9999931875, 24.999993564575647, 25.000001576779024 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.52356831037654, "mobile_acc_per_sec": 3285.8857222872757 }, "started": "2026-08-17T23:38:14.452725797+10:00", "ended": "2026-08-17T23:38:17.386477256+10:00" }, { "cell": { "id": "uint16|none|MeshBP|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4520, "total_correct": 1053, "total_train": 232, "infer_ms": 638.914638, "train_ms": 1826.275875, "blocked_train": 1826275875, "duration": 2853549360, "avg_accuracy": 22.239645943589135, "soft_acc": 25.0000072625607, "adapt_pct": 25.000006163497783, "stability": 99.99999795474318, "consistency": 100, "throughput": 1583.9922250372426, "availability": 25.917454842971804, "score": 102.63264722507748, "zero_downtime": 6.479365593013841, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 8378640, "heap_mib": 7.9904937744140625, "mobile_score": 78210.85079700788, "mobile_throughput": 1207075.7495353573, "mobile_availability": 19750.306053360466, "mobile_accuracy": 19051.168325106722, "soft_acc_blocks": [ 25.000010000000003, 25.00000508487085, 25.000006702811245 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.761021488887334, "mobile_acc_per_sec": 6676.3058639037245 }, "started": "2026-08-17T23:38:19.333542913+10:00", "ended": "2026-08-17T23:38:22.187899772+10:00" }, { "cell": { "id": "uint8|none|MeshBP|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8848, "total_correct": 2672, "total_train": 296, "infer_ms": 773.186498, "train_ms": 1710.232397, "blocked_train": 1710232397, "duration": 2845436089, "avg_accuracy": 30.63873898191328, "soft_acc": 25.000009888663158, "adapt_pct": 25.000006330622274, "stability": 99.99999563754264, "consistency": 100, "throughput": 3109.540936169661, "availability": 31.133954064563888, "score": 242.03085740589503, "zero_downtime": 7.7834915948728165, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 9854016, "heap_mib": 9.39752197265625, "mobile_score": 360493.96070347127, "mobile_throughput": 4631519.881654885, "mobile_availability": 46372.6093994377, "mobile_accuracy": 37236.37836507792, "soft_acc_blocks": [ 25.00001536986301, 25.0000096003861, 25.000004695740365 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.058647236, "time_to_acc50_sec": 0, "acc_per_sec": 8.786002955859452, "mobile_acc_per_sec": 13086.352038981933 }, "started": "2026-08-17T23:38:24.619970996+10:00", "ended": "2026-08-17T23:38:27.465871928+10:00" }, { "cell": { "id": "int4|none|MeshBP|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9448, "total_correct": 3065, "total_train": 300, "infer_ms": 705.1318, "train_ms": 1708.52098, "blocked_train": 1708520980, "duration": 2938116436, "avg_accuracy": 31.930223887918686, "soft_acc": 24.999999798150295, "adapt_pct": 25.000002731187987, "stability": 99.99999563957465, "consistency": 100, "throughput": 3215.6656163234506, "availability": 29.21430148705979, "score": 234.85856009586774, "zero_downtime": 7.303575312795966, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8801296, "heap_mib": 8.393569946289062, "mobile_score": 732937.6473544185, "mobile_throughput": 10035326.753874937, "mobile_availability": 91170.87915504526, "mobile_accuracy": 78019.04698912275, "soft_acc_blocks": [ 24.999997146341464, 24.999996302654868, 25.000005945454543 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.067364304, "time_to_acc50_sec": 0, "acc_per_sec": 8.508852641723657, "mobile_acc_per_sec": 26554.103177523884 }, "started": "2026-08-17T23:38:29.75453565+10:00", "ended": "2026-08-17T23:38:32.69331224+10:00" }, { "cell": { "id": "uint4|none|MeshBP|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4408, "total_correct": 813, "total_train": 212, "infer_ms": 721.585975, "train_ms": 1773.234035, "blocked_train": 1773234035, "duration": 2906777581, "avg_accuracy": 17.71522174761377, "soft_acc": 24.999988743416125, "adapt_pct": 24.99998842152613, "stability": 99.99999902456751, "consistency": 100, "throughput": 1516.4558956325595, "availability": 28.923368103015978, "score": 109.65248083090712, "zero_downtime": 7.230838769970805, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 9651024, "heap_mib": 9.203933715820312, "mobile_score": 312442.8253797534, "mobile_throughput": 4320976.2424424095, "mobile_availability": 82413.99356518501, "mobile_accuracy": 71234.75053428345, "soft_acc_blocks": [ 24.999989857142857, 24.999987481632655, 24.999988891472867 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.600585372209848, "mobile_acc_per_sec": 24506.43317187585 }, "started": "2026-08-17T23:38:34.953813978+10:00", "ended": "2026-08-17T23:38:37.861045986+10:00" }, { "cell": { "id": "fp4|none|MeshBP|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7552, "total_correct": 1865, "total_train": 262, "infer_ms": 692.026139, "train_ms": 1830.19106, "blocked_train": 1830191060, "duration": 2923910306, "avg_accuracy": 24.71973060704312, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2582.8425668540326, "availability": 27.437214339604537, "score": 177.16501278057112, "zero_downtime": 6.859303584901134, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8434688, "heap_mib": 8.0439453125, "mobile_score": 552889.8227422623, "mobile_throughput": 8060436.688635518, "mobile_availability": 85625.0132838249, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.550193878621666, "mobile_acc_per_sec": 26683.11933473093 }, "started": "2026-08-17T23:38:40.235260168+10:00", "ended": "2026-08-17T23:38:43.160314222+10:00" }, { "cell": { "id": "int2|none|MeshBP|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9392, "total_correct": 1901, "total_train": 295, "infer_ms": 691.557105, "train_ms": 1692.276416, "blocked_train": 1692276416, "duration": 2019233214, "avg_accuracy": 22.287229535054518, "soft_acc": 24.999997995762953, "adapt_pct": 24.999994056042034, "stability": 99.99999606027909, "consistency": 100, "throughput": 4651.270558983585, "availability": 29.01029366807029, "score": 337.3367850702907, "zero_downtime": 7.252572835582519, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 12391944, "heap_mib": 11.817878723144531, "mobile_score": 2105495.5758444355, "mobile_throughput": 29031015.938433163, "mobile_availability": 181068.43865053853, "mobile_accuracy": 156038.082728602, "soft_acc_blocks": [ 25.00000193548387, 24.999994056042034 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.380936398247536, "mobile_acc_per_sec": 77275.90931386195 }, "started": "2026-08-17T23:38:45.552355867+10:00", "ended": "2026-08-17T23:38:47.572269288+10:00" }, { "cell": { "id": "uint2|none|MeshBP|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3896, "total_correct": 1033, "total_train": 211, "infer_ms": 650.415982, "train_ms": 1817.838796, "blocked_train": 1817838796, "duration": 2904133614, "avg_accuracy": 27.010674488374587, "soft_acc": 25.000010561734587, "adapt_pct": 25.000015323967407, "stability": 99.99999090505776, "consistency": 100, "throughput": 1341.5360716251123, "availability": 26.351249789822145, "score": 88.37791765057378, "zero_downtime": 6.587815230604599, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 9691728, "heap_mib": 9.242752075195312, "mobile_score": 463354.81689184025, "mobile_throughput": 7033512.639201868, "mobile_availability": 138156.44049806273, "mobile_accuracy": 131072.05537390703, "soft_acc_blocks": [ 25.000008352941176, 25.00000069262295, 25.00002263963964 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.068634665, "time_to_acc50_sec": 0, "acc_per_sec": 8.608422987570773, "mobile_acc_per_sec": 45132.92871307505 }, "started": "2026-08-17T23:38:49.88905112+10:00", "ended": "2026-08-17T23:38:52.794121399+10:00" }, { "cell": { "id": "ternary|none|MeshBP|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10368, "total_correct": 2443, "total_train": 298, "infer_ms": 754.377163, "train_ms": 1682.761643, "blocked_train": 1682761643, "duration": 2866914095, "avg_accuracy": 27.272879574521472, "soft_acc": 25.000017095147822, "adapt_pct": 24.99998494053085, "stability": 99.9999602069917, "consistency": 100, "throughput": 3616.4320438070185, "availability": 30.95339342768645, "score": 279.8523010056544, "zero_downtime": 7.738353648449975, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 8474272, "heap_mib": 8.081695556640625, "mobile_score": 1746704.7998768159, "mobile_throughput": 22572046.706946358, "mobile_availability": 193196.34206446278, "mobile_accuracy": 156038.2019378674, "soft_acc_blocks": [ 25.000061289473685, 25.000025170347, 24.999964825622776 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.065232432, "time_to_acc50_sec": 0, "acc_per_sec": 8.720183537675139, "mobile_acc_per_sec": 54427.233173816945 }, "started": "2026-08-17T23:38:55.132980323+10:00", "ended": "2026-08-17T23:38:58.000705301+10:00" }, { "cell": { "id": "binary|none|MeshBP|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10000, "total_correct": 2166, "total_train": 288, "infer_ms": 781.485093, "train_ms": 1663.976662, "blocked_train": 1663976662, "duration": 2062100157, "avg_accuracy": 20.26080873613312, "soft_acc": 24.99981679734548, "adapt_pct": 24.999797844690967, "stability": 99.99998104734549, "consistency": 100, "throughput": 4849.42497388113, "availability": 31.95654527829653, "score": 387.4243327713829, "zero_downtime": 7.98907777433489, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 9723072, "heap_mib": 9.27264404296875, "mobile_score": 4836236.394762924, "mobile_throughput": 60535602.873956904, "mobile_availability": 398915.07644922694, "mobile_accuracy": 312073.9035487302, "soft_acc_blocks": [ 24.99983575, 24.999797844690967 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.123473591950015, "mobile_acc_per_sec": 151337.89815657833 }, "started": "2026-08-17T23:39:00.256596665+10:00", "ended": "2026-08-17T23:39:02.319500831+10:00" }, { "cell": { "id": "int|none|MeshBP|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 942, "total_train": 203, "infer_ms": 657.314419, "train_ms": 1844.945452, "blocked_train": 1844945452, "duration": 2883466660, "avg_accuracy": 25.52254251959746, "soft_acc": 24.99999717388762, "adapt_pct": 25.00000317975695, "stability": 99.99999111642761, "consistency": 100, "throughput": 1320.632574957534, "availability": 26.26883109216437, "score": 86.72867531172348, "zero_downtime": 6.567207030654405, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9930360, "heap_mib": 9.470329284667969, "mobile_score": 16916.221622705685, "mobile_throughput": 257586.23938219328, "mobile_availability": 5123.672959690726, "mobile_accuracy": 4876.1899249639855, "soft_acc_blocks": [ 24.99998464285714, 25.00000421834061, 25.000002660465118 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.070337266, "time_to_acc50_sec": 0, "acc_per_sec": 8.67011834077791, "mobile_acc_per_sec": 1691.0859392298246 }, "started": "2026-08-17T23:39:04.804223124+10:00", "ended": "2026-08-17T23:39:07.688491657+10:00" }, { "cell": { "id": "uint|none|MeshBP|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3648, "total_correct": 1174, "total_train": 198, "infer_ms": 652.723427, "train_ms": 1843.684259, "blocked_train": 1843684259, "duration": 2722347213, "avg_accuracy": 34.29234845959486, "soft_acc": 25.00001314800885, "adapt_pct": 25.000010281236865, "stability": 99.99999529138498, "consistency": 100, "throughput": 1340.0201056572573, "availability": 26.146507666216184, "score": 87.59216098010432, "zero_downtime": 6.536630354299189, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9523376, "heap_mib": 9.082199096679688, "mobile_score": 16983.549887550642, "mobile_throughput": 259821.17646258583, "mobile_availability": 5069.637652109893, "mobile_accuracy": 4847.339827419846, "soft_acc_blocks": [ 25.000019666666667, 25.000008711009173, 25.000011066350712 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.069934715, "time_to_acc50_sec": 0, "acc_per_sec": 9.183256650226875, "mobile_acc_per_sec": 1780.5736918025696 }, "started": "2026-08-17T23:39:10.020933654+10:00", "ended": "2026-08-17T23:39:12.743953522+10:00" }, { "cell": { "id": "uintptr|none|MeshBP|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 904, "total_train": 213, "infer_ms": 615.908172, "train_ms": 1838.669101, "blocked_train": 1838669101, "duration": 2878456139, "avg_accuracy": 22.696030096293924, "soft_acc": 24.999998685730024, "adapt_pct": 25.000001113927087, "stability": 99.99999637950253, "consistency": 100, "throughput": 1322.9313965933598, "availability": 25.0922298831209, "score": 82.98824244453847, "zero_downtime": 6.2730571410005815, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 6367544, "heap_mib": 6.072563171386719, "mobile_score": 16090.880049838086, "mobile_throughput": 256507.78700337996, "mobile_availability": 4865.220052130803, "mobile_accuracy": 4847.337023278114, "soft_acc_blocks": [ 24.999993583333335, 25.000001605932205, 25.00000086792453 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.6852109181053, "mobile_acc_per_sec": 1684.005866061979 }, "started": "2026-08-17T23:39:15.25946299+10:00", "ended": "2026-08-17T23:39:18.138804179+10:00" }, { "cell": { "id": "complex64|none|MeshBP|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3840, "total_correct": 1027, "total_train": 203, "infer_ms": 652.056185, "train_ms": 1834.123379, "blocked_train": 1834123379, "duration": 2050439853, "avg_accuracy": 22.11111111111111, "soft_acc": 25.000001824444443, "adapt_pct": 25.000014048888886, "stability": 99.99998777555555, "consistency": 100, "throughput": 1872.7689058431504, "availability": 26.2272361353864, "score": 122.79388976261835, "zero_downtime": 6.556809512347952, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8463736, "heap_mib": 8.071647644042969, "mobile_score": 23950.655831794513, "mobile_throughput": 365279.11611112114, "mobile_availability": 5115.5599624067945, "mobile_accuracy": 4876.190832044021, "soft_acc_blocks": [ 24.9999896, 25.000014048888886 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.037304957, "time_to_acc50_sec": 0, "acc_per_sec": 12.19250678719833, "mobile_acc_per_sec": 2378.1194190649694 }, "started": "2026-08-17T23:39:20.435710609+10:00", "ended": "2026-08-17T23:39:22.486948326+10:00" }, { "cell": { "id": "complex128|none|MeshBP|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3912, "total_correct": 958, "total_train": 217, "infer_ms": 632.449878, "train_ms": 1853.250319, "blocked_train": 1853250319, "duration": 2877348424, "avg_accuracy": 22.94788000670353, "soft_acc": 24.999996334305347, "adapt_pct": 25.000012563934973, "stability": 99.99997727412966, "consistency": 100, "throughput": 1359.5850844374488, "availability": 25.443530107263374, "score": 86.48159739256909, "zero_downtime": 6.360881594133721, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8465240, "heap_mib": 8.073081970214844, "mobile_score": 8434.01483142769, "mobile_throughput": 132591.91680609024, "mobile_availability": 2481.3499837940662, "mobile_accuracy": 2438.094880602731, "soft_acc_blocks": [ 24.9999642, 25.000011914027148, 25.000012888888886 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.900364868, "time_to_acc50_sec": 0, "acc_per_sec": 8.688553713474551, "mobile_acc_per_sec": 847.34085739028 }, "started": "2026-08-17T23:39:24.840446992+10:00", "ended": "2026-08-17T23:39:27.718601196+10:00" }, { "cell": { "id": "nf4|none|MeshBP|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3216, "total_correct": 909, "total_train": 177, "infer_ms": 622.636128, "train_ms": 1861.414584, "blocked_train": 1861414584, "duration": 2017651887, "avg_accuracy": 25.072104291647438, "soft_acc": 24.999995161282882, "adapt_pct": 25.000008868020306, "stability": 99.99998629326258, "consistency": 100, "throughput": 1593.9320458207467, "availability": 25.06535494594202, "score": 99.88116188865008, "zero_downtime": 6.266337523643885, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9714136, "heap_mib": 9.264122009277344, "mobile_score": 311705.3250254558, "mobile_throughput": 4974282.407376593, "mobile_availability": 78223.00484463124, "mobile_accuracy": 78019.03251856357, "soft_acc_blocks": [ 24.999981454545456, 25.000008868020306 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.024303988, "time_to_acc50_sec": 0, "acc_per_sec": 12.390638505265047, "mobile_acc_per_sec": 38668.23262290715 }, "started": "2026-08-17T23:39:30.036753257+10:00", "ended": "2026-08-17T23:39:32.055589987+10:00" }, { "cell": { "id": "fp6|none|MeshBP|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2080, "total_correct": 563, "total_train": 112, "infer_ms": 685.683564, "train_ms": 1863.252016, "blocked_train": 1863252016, "duration": 2861965840, "avg_accuracy": 27.164867296446243, "soft_acc": 25.000008176158346, "adapt_pct": 25.000001726585694, "stability": 99.99999066529875, "consistency": 100, "throughput": 726.7731749027445, "availability": 26.900780442634808, "score": 48.87693000915393, "zero_downtime": 6.725197310109107, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8679264, "heap_mib": 8.277191162109375, "mobile_score": 101688.84079618768, "mobile_throughput": 1512057.3584262305, "mobile_availability": 55967.2872091592, "mobile_accuracy": 52012.71542326074, "soft_acc_blocks": [ 25.000014333333336, 25.000015210526314, 24.999994984615384 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.067706697, "time_to_acc50_sec": 0, "acc_per_sec": 8.735257362875563, "mobile_acc_per_sec": 18173.772270901998 }, "started": "2026-08-17T23:39:34.569034131+10:00", "ended": "2026-08-17T23:39:37.432023355+10:00" }, { "cell": { "id": "int6|none|MeshBP|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1832, "total_correct": 506, "total_train": 112, "infer_ms": 624.709309, "train_ms": 1892.895034, "blocked_train": 1892895034, "duration": 2028993163, "avg_accuracy": 33.47160766961652, "soft_acc": 25.000007135693217, "adapt_pct": 24.999999938053097, "stability": 99.99999280235988, "consistency": 100, "throughput": 902.9108788574069, "availability": 24.813641219556793, "score": 56.01128249017459, "zero_downtime": 6.203412075514511, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9730512, "heap_mib": 9.279739379882812, "mobile_score": 116531.91775479625, "mobile_throughput": 1878513.2494221912, "mobile_availability": 51624.97749094838, "mobile_accuracy": 52012.713258564785, "soft_acc_blocks": [ 25.000014333333336, 24.999999938053097 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06923008, "time_to_acc50_sec": 0, "acc_per_sec": 12.321385597341816, "mobile_acc_per_sec": 25634.74052404423 }, "started": "2026-08-17T23:39:39.970619376+10:00", "ended": "2026-08-17T23:39:42.000654672+10:00" }, { "cell": { "id": "uint6|none|MeshBP|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1968, "total_correct": 476, "total_train": 111, "infer_ms": 658.234105, "train_ms": 1883.181349, "blocked_train": 1883181349, "duration": 2066644496, "avg_accuracy": 36.21926229508197, "soft_acc": 25.000001423497267, "adapt_pct": 24.999999680327868, "stability": 99.9999982568306, "consistency": 100, "throughput": 952.2682802044925, "availability": 25.900295206121775, "score": 61.66007744272348, "zero_downtime": 6.475074170220438, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 9734392, "heap_mib": 9.283439636230469, "mobile_score": 120625.5174712336, "mobile_throughput": 1862921.015268108, "mobile_availability": 50668.708854579, "mobile_accuracy": 48907.46547135274, "soft_acc_blocks": [ 25.00000316666667, 24.999999680327868 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071410232, "time_to_acc50_sec": 0, "acc_per_sec": 12.096904654808743, "mobile_acc_per_sec": 23665.156521120767 }, "started": "2026-08-17T23:39:44.248106647+10:00", "ended": "2026-08-17T23:39:46.315840308+10:00" }, { "cell": { "id": "int5|none|MeshBP|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2224, "total_correct": 489, "total_train": 130, "infer_ms": 639.996213, "train_ms": 1879.014008, "blocked_train": 1879014008, "duration": 2986419972, "avg_accuracy": 20.540268495312358, "soft_acc": 24.99998955008122, "adapt_pct": 24.999986618063677, "stability": 99.99999503263608, "consistency": 100, "throughput": 744.704368726342, "availability": 25.40665407645442, "score": 47.301095941923634, "zero_downtime": 6.351660864138889, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 8667072, "heap_mib": 8.26556396484375, "mobile_score": 118092.36661523457, "mobile_throughput": 1859236.0193847446, "mobile_availability": 63430.494535410166, "mobile_accuracy": 62415.21200587135, "soft_acc_blocks": [ 24.999996375, 24.999984696296295, 24.99998757894737 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.371223667292437, "mobile_acc_per_sec": 20899.67673370199 }, "started": "2026-08-17T23:39:48.636419644+10:00", "ended": "2026-08-17T23:39:51.623648209+10:00" }, { "cell": { "id": "uint5|none|MeshBP|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2104, "total_correct": 546, "total_train": 124, "infer_ms": 632.1242, "train_ms": 1896.794544, "blocked_train": 1896794544, "duration": 2087923722, "avg_accuracy": 28.80859375, "soft_acc": 25.00000743359375, "adapt_pct": 25.0000029921875, "stability": 99.99999555859375, "consistency": 100, "throughput": 1007.6996481387743, "availability": 24.995828810227678, "score": 62.97073846645863, "zero_downtime": 6.248959060645288, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 6367528, "heap_mib": 6.072547912597656, "mobile_score": 146083.1970314277, "mobile_throughput": 2337720.5005459366, "mobile_availability": 57986.783607330304, "mobile_accuracy": 57996.47742187611, "soft_acc_blocks": [ 25.000011875, 25.0000029921875 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.074700955, "time_to_acc50_sec": 0, "acc_per_sec": 11.973621052423557, "mobile_acc_per_sec": 27777.105461650626 }, "started": "2026-08-17T23:39:53.973175352+10:00", "ended": "2026-08-17T23:39:56.065179796+10:00" }, { "cell": { "id": "int3|none|MeshBP|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2768, "total_correct": 740, "total_train": 145, "infer_ms": 659.703349, "train_ms": 1833.788624, "blocked_train": 1833788624, "duration": 2068275423, "avg_accuracy": 25.434560327198362, "soft_acc": 24.9999893135651, "adapt_pct": 24.999986404907975, "stability": 99.99999709134288, "consistency": 100, "throughput": 1338.313055030679, "availability": 26.45700712668787, "score": 88.51935724844509, "zero_downtime": 6.614248954361123, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 8657888, "heap_mib": 8.256805419921875, "mobile_score": 368330.45057994267, "mobile_throughput": 5568741.865047021, "mobile_availability": 110088.0266066423, "mobile_accuracy": 104025.35235897158, "soft_acc_blocks": [ 24.99999222222222, 24.999986404907975 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065927117, "time_to_acc50_sec": 0, "acc_per_sec": 12.087359853313451, "mobile_acc_per_sec": 50295.69621249208 }, "started": "2026-08-17T23:39:58.358102719+10:00", "ended": "2026-08-17T23:40:00.427359025+10:00" }, { "cell": { "id": "uint3|none|MeshBP|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshBP", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2672, "total_correct": 724, "total_train": 150, "infer_ms": 662.043609, "train_ms": 1874.161614, "blocked_train": 1874161614, "duration": 2074681503, "avg_accuracy": 25.37804076265615, "soft_acc": 24.999978304076265, "adapt_pct": 24.99998849704142, "stability": 99.99998980703485, "consistency": 100, "throughput": 1287.9085277119764, "availability": 26.103708130404716, "score": 84.04789782519715, "zero_downtime": 6.525921369160572, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 9515200, "heap_mib": 9.07440185546875, "mobile_score": 310319.04404913355, "mobile_throughput": 4755175.958993357, "mobile_availability": 96379.30231178612, "mobile_accuracy": 92304.14524709534, "soft_acc_blocks": [ 24.999968111111112, 24.99998849704142 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.058813029, "time_to_acc50_sec": 0, "acc_per_sec": 12.050031905102625, "mobile_acc_per_sec": 44490.75441874961 }, "started": "2026-08-17T23:40:02.883402215+10:00", "ended": "2026-08-17T23:40:04.958848976+10:00" }, { "cell": { "id": "float64|none|MeshTween|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15680, "total_correct": 4365, "total_train": 407, "infer_ms": 801.787124, "train_ms": 1659.560349, "blocked_train": 1659560349, "duration": 2096387344, "avg_accuracy": 28.714896214896214, "soft_acc": 25.000213168055556, "adapt_pct": 25.00021473611111, "stability": 99.99999843194445, "consistency": 100, "throughput": 7479.533801268741, "availability": 32.57512938726794, "score": 609.1221471029951, "zero_downtime": 8.143851786586895, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8632400, "heap_mib": 8.232498168945312, "mobile_score": 191920.33188722061, "mobile_throughput": 2356628.4961535973, "mobile_availability": 10263.671536173038, "mobile_accuracy": 7876.99024125812, "soft_acc_blocks": [ 25.0002116, 25.00021473611111 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07041815, "time_to_acc50_sec": 0, "acc_per_sec": 11.925378790140012, "mobile_acc_per_sec": 3757.4116557241146 }, "started": "2026-08-17T23:40:07.459080778+10:00", "ended": "2026-08-17T23:40:09.555957184+10:00" }, { "cell": { "id": "float32|none|MeshTween|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 31160, "total_correct": 8775, "total_train": 486, "infer_ms": 871.774215, "train_ms": 1527.493133, "blocked_train": 1527493133, "duration": 2129716967, "avg_accuracy": 33.186515748031496, "soft_acc": 25.000511427746957, "adapt_pct": 25.00053831003937, "stability": 99.99997311770758, "consistency": 100, "throughput": 14631.05214581314, "availability": 36.33501767640444, "score": 1329.0760343545624, "zero_downtime": 9.083940246463369, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9478496, "heap_mib": 9.039398193359375, "mobile_score": 837522.3748794289, "mobile_throughput": 9219813.782961635, "mobile_availability": 22896.651138854246, "mobile_accuracy": 15754.16843200793, "soft_acc_blocks": [ 25.000484545454547, 25.00053831003937 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06810555, "time_to_acc50_sec": 0, "acc_per_sec": 11.73888916467789, "mobile_acc_per_sec": 7397.306156695482 }, "started": "2026-08-17T23:40:12.016382598+10:00", "ended": "2026-08-17T23:40:14.1466067+10:00" }, { "cell": { "id": "float16|none|MeshTween|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12280, "total_correct": 2588, "total_train": 322, "infer_ms": 795.279201, "train_ms": 1661.159515, "blocked_train": 1661159515, "duration": 3014405262, "avg_accuracy": 20.103604361802542, "soft_acc": 24.999894863319998, "adapt_pct": 24.999954212972142, "stability": 99.99992378682029, "consistency": 100, "throughput": 4073.772081943772, "availability": 32.375291751426694, "score": 329.72251256132324, "zero_downtime": 8.093788899549786, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10968720, "heap_mib": 10.460586547851562, "mobile_score": 415551.8189080554, "mobile_throughput": 5134206.291582058, "mobile_availability": 40802.82923502884, "mobile_accuracy": 31507.559803125758, "soft_acc_blocks": [ 24.99978963888889, 24.999927263225807, 24.999967687845306 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.293475060726589, "mobile_acc_per_sec": 10452.330414995726 }, "started": "2026-08-17T23:40:16.673857664+10:00", "ended": "2026-08-17T23:40:19.68873157+10:00" }, { "cell": { "id": "bfloat16|none|MeshTween|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17120, "total_correct": 4397, "total_train": 361, "infer_ms": 828.654503, "train_ms": 1571.268889, "blocked_train": 1571268889, "duration": 2106762890, "avg_accuracy": 22.947092236752148, "soft_acc": 25.000076261095032, "adapt_pct": 24.999973194321207, "stability": 99.99989693322618, "consistency": 100, "throughput": 8126.211108645453, "availability": 34.52837310400282, "score": 701.4642624737905, "zero_downtime": 8.63211960771613, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8462544, "heap_mib": 8.070510864257812, "mobile_score": 884060.8058746604, "mobile_throughput": 10241526.369542085, "mobile_availability": 43516.37422584478, "mobile_accuracy": 31507.788420137, "soft_acc_blocks": [ 25.000179327868853, 24.999973194321207 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.866582793802216, "mobile_acc_per_sec": 14955.545576435039 }, "started": "2026-08-17T23:40:21.999639914+10:00", "ended": "2026-08-17T23:40:24.106874105+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTween|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13256, "total_correct": 3873, "total_train": 321, "infer_ms": 806.725673, "train_ms": 1617.270417, "blocked_train": 1617270417, "duration": 2087169382, "avg_accuracy": 28.271882208537022, "soft_acc": 24.99976353270692, "adapt_pct": 24.999770574185767, "stability": 99.99999295852115, "consistency": 100, "throughput": 6351.185540723882, "availability": 33.2808157706228, "score": 528.4265914931827, "zero_downtime": 8.320125244411532, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9502472, "heap_mib": 9.062263488769531, "mobile_score": 1331960.1961575856, "mobile_throughput": 16008895.984495398, "mobile_availability": 83888.13624398215, "mobile_accuracy": 63014.78857228772, "soft_acc_blocks": [ 24.99975649122807, 24.999770574185767 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068611278, "time_to_acc50_sec": 0, "acc_per_sec": 11.977831673992485, "mobile_acc_per_sec": 30191.506791798904 }, "started": "2026-08-17T23:40:26.473553122+10:00", "ended": "2026-08-17T23:40:28.583511889+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTween|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12928, "total_correct": 3416, "total_train": 318, "infer_ms": 814.107757, "train_ms": 1624.744257, "blocked_train": 1624744257, "duration": 2068829779, "avg_accuracy": 31.821998320738874, "soft_acc": 24.999793592674223, "adapt_pct": 24.99975360201511, "stability": 99.9999600093409, "consistency": 100, "throughput": 6248.943306611211, "availability": 33.38077719872674, "score": 521.4821550686283, "zero_downtime": 8.345125399312145, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9549968, "heap_mib": 9.107559204101562, "mobile_score": 1314455.9428683703, "mobile_throughput": 15751182.63623355, "mobile_availability": 84140.10055752906, "mobile_accuracy": 63014.86434190376, "soft_acc_blocks": [ 24.99983358333333, 24.99975360201511 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.062393581, "time_to_acc50_sec": 0, "acc_per_sec": 12.084026364294818, "mobile_acc_per_sec": 30459.18276193943 }, "started": "2026-08-17T23:40:31.026918885+10:00", "ended": "2026-08-17T23:40:33.096177049+10:00" }, { "cell": { "id": "int64|none|MeshTween|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9280, "total_correct": 2309, "total_train": 291, "infer_ms": 767.930886, "train_ms": 1675.778906, "blocked_train": 1675778906, "duration": 2132076065, "avg_accuracy": 25.236344537815125, "soft_acc": 24.999810421280277, "adapt_pct": 24.999791342560552, "stability": 99.99998092128027, "consistency": 100, "throughput": 4352.565160474234, "availability": 31.42479882488436, "score": 341.9436183212598, "zero_downtime": 7.856140131489802, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 8504384, "heap_mib": 8.11041259765625, "mobile_score": 107738.54312645232, "mobile_throughput": 1371392.8382540357, "mobile_availability": 9901.228922055872, "mobile_accuracy": 7876.863345043385, "soft_acc_blocks": [ 24.9998295, 24.999791342560552 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075544599, "time_to_acc50_sec": 0, "acc_per_sec": 11.725571536435908, "mobile_acc_per_sec": 3694.4570010185753 }, "started": "2026-08-17T23:40:35.452094414+10:00", "ended": "2026-08-17T23:40:37.584842612+10:00" }, { "cell": { "id": "int32|none|MeshTween|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10520, "total_correct": 2277, "total_train": 296, "infer_ms": 829.143119, "train_ms": 1663.276925, "blocked_train": 1663276925, "duration": 2102071795, "avg_accuracy": 15.399466732979665, "soft_acc": 24.999523619998893, "adapt_pct": 24.99979072275641, "stability": 99.99973289724248, "consistency": 100, "throughput": 5004.586439446517, "availability": 33.26658847075136, "score": 416.2058628313219, "zero_downtime": 8.316488642313315, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8911384, "heap_mib": 8.498558044433594, "mobile_score": 262273.7252549376, "mobile_throughput": 3153659.3932266054, "mobile_availability": 20963.068673261165, "mobile_accuracy": 15753.545961156226, "soft_acc_blocks": [ 24.999256517241378, 24.99979072275641 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.892801986812678, "mobile_acc_per_sec": 7494.294913536112 }, "started": "2026-08-17T23:40:39.761313905+10:00", "ended": "2026-08-17T23:40:41.863900647+10:00" }, { "cell": { "id": "int16|none|MeshTween|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9872, "total_correct": 2670, "total_train": 306, "infer_ms": 773.819085, "train_ms": 1687.167095, "blocked_train": 1687167095, "duration": 2049487672, "avg_accuracy": 24.744119349576383, "soft_acc": 24.99987539751618, "adapt_pct": 24.99987098858075, "stability": 99.99999559106456, "consistency": 100, "throughput": 4816.813555343991, "availability": 31.443455119280674, "score": 378.6412649184145, "zero_downtime": 7.860824600494092, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8521160, "heap_mib": 8.126411437988281, "mobile_score": 477204.49880179256, "mobile_throughput": 6070667.176211996, "mobile_availability": 39628.42835956112, "mobile_accuracy": 31507.53527022347, "soft_acc_blocks": [ 24.999879806451613, 24.99987098858075 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.002175623, "time_to_acc50_sec": 0, "acc_per_sec": 12.198109673487306, "mobile_acc_per_sec": 15373.371453108924 }, "started": "2026-08-17T23:40:44.286284913+10:00", "ended": "2026-08-17T23:40:46.336346126+10:00" }, { "cell": { "id": "int8|none|MeshTween|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25568, "total_correct": 6875, "total_train": 469, "infer_ms": 824.491843, "train_ms": 1583.996499, "blocked_train": 1583996499, "duration": 2201761135, "avg_accuracy": 24.60155165576046, "soft_acc": 24.999820905658005, "adapt_pct": 24.999885322427126, "stability": 99.99993558323088, "consistency": 100, "throughput": 11612.522173073965, "availability": 34.232752080308806, "score": 993.8143619326536, "zero_downtime": 8.558126711155117, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10830288, "heap_mib": 10.328567504882812, "mobile_score": 2505023.7701391685, "mobile_throughput": 29270702.043637514, "mobile_availability": 86287.60155135069, "mobile_accuracy": 63014.933187430885, "soft_acc_blocks": [ 24.999756488888888, 24.999885322427126 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.122230606, "time_to_acc50_sec": 0, "acc_per_sec": 11.354465526823828, "mobile_acc_per_sec": 28620.24049099717 }, "started": "2026-08-17T23:40:48.789522937+10:00", "ended": "2026-08-17T23:40:50.991785789+10:00" }, { "cell": { "id": "uint64|none|MeshTween|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9680, "total_correct": 2330, "total_train": 299, "infer_ms": 758.54019, "train_ms": 1676.875773, "blocked_train": 1676875773, "duration": 2129645434, "avg_accuracy": 17.32226107226107, "soft_acc": 24.999985747960373, "adapt_pct": 24.999950435314684, "stability": 99.9999646873543, "consistency": 100, "throughput": 4545.35757241926, "availability": 31.146227236911646, "score": 353.926647791789, "zero_downtime": 7.786552370255264, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8524512, "heap_mib": 8.129608154296875, "mobile_score": 110980.55880230949, "mobile_throughput": 1425284.9467276009, "mobile_availability": 9766.503101426993, "mobile_accuracy": 7839.229980757565, "soft_acc_blocks": [ 25.00002106060606, 24.999950435314684 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.73903662498608, "mobile_acc_per_sec": 3681.002412703769 }, "started": "2026-08-17T23:40:53.29042846+10:00", "ended": "2026-08-17T23:40:55.42058983+10:00" }, { "cell": { "id": "uint32|none|MeshTween|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10632, "total_correct": 2927, "total_train": 308, "infer_ms": 787.606467, "train_ms": 1693.194735, "blocked_train": 1693194735, "duration": 2059897281, "avg_accuracy": 23.883723474075694, "soft_acc": 25.00039842410851, "adapt_pct": 25.00024650535988, "stability": 99.99984808125137, "consistency": 100, "throughput": 5161.422415606364, "availability": 31.74806858224023, "score": 409.66951086579417, "zero_downtime": 7.937143637519275, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 9788552, "heap_mib": 9.335090637207031, "mobile_score": 255696.20061048272, "mobile_throughput": 3221514.0898017013, "mobile_availability": 19815.63259624472, "mobile_accuracy": 15604.058201165479, "soft_acc_blocks": [ 25.000550342857142, 25.00024650535988 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.136720920361519, "mobile_acc_per_sec": 7575.163259398214 }, "started": "2026-08-17T23:40:57.882715421+10:00", "ended": "2026-08-17T23:40:59.943140253+10:00" }, { "cell": { "id": "uint16|none|MeshTween|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9592, "total_correct": 1990, "total_train": 299, "infer_ms": 759.672829, "train_ms": 1702.666222, "blocked_train": 1702666222, "duration": 2181236322, "avg_accuracy": 15.835462805224303, "soft_acc": 25.00002030519591, "adapt_pct": 24.99987771039182, "stability": 99.99985740519591, "consistency": 100, "throughput": 4397.506085541885, "availability": 30.851674495901904, "score": 339.1763413436736, "zero_downtime": 7.712924888468424, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 8521728, "heap_mib": 8.126953125, "mobile_score": 419401.14540186775, "mobile_throughput": 5437640.732491943, "mobile_availability": 38148.968674781645, "mobile_accuracy": 30913.23265511923, "soft_acc_blocks": [ 25.000162900000003, 24.99987771039182 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.461399231731622, "mobile_acc_per_sec": 14172.344529259692 }, "started": "2026-08-17T23:41:02.431664072+10:00", "ended": "2026-08-17T23:41:04.613428831+10:00" }, { "cell": { "id": "uint8|none|MeshTween|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18432, "total_correct": 4430, "total_train": 427, "infer_ms": 798.693979, "train_ms": 1683.069041, "blocked_train": 1683069041, "duration": 2147027009, "avg_accuracy": 26.837089273851497, "soft_acc": 25.000145291072613, "adapt_pct": 25.00015979426644, "stability": 99.99998549680618, "consistency": 100, "throughput": 8584.894331899855, "availability": 32.182523978457866, "score": 690.7129333758248, "zero_downtime": 8.045677752948748, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 10830528, "heap_mib": 10.32879638671875, "mobile_score": 1676539.3630265947, "mobile_throughput": 20837764.256866258, "mobile_availability": 78115.32931304499, "mobile_accuracy": 60681.83414058277, "soft_acc_blocks": [ 25.00013078787879, 25.00015979426644 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072719707, "time_to_acc50_sec": 0, "acc_per_sec": 11.644075824978415, "mobile_acc_per_sec": 28263.190861695755 }, "started": "2026-08-17T23:41:06.715851706+10:00", "ended": "2026-08-17T23:41:08.863556682+10:00" }, { "cell": { "id": "int4|none|MeshTween|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23880, "total_correct": 5941, "total_train": 439, "infer_ms": 778.793593, "train_ms": 1639.373624, "blocked_train": 1639373624, "duration": 2065670649, "avg_accuracy": 19.72898672424824, "soft_acc": 24.999989175783753, "adapt_pct": 24.9999158515675, "stability": 99.99992667578375, "consistency": 100, "throughput": 11560.410180374307, "availability": 32.205944548622995, "score": 930.784420070531, "zero_downtime": 8.051482651114666, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8519872, "heap_mib": 8.12518310546875, "mobile_score": 4692299.057980179, "mobile_throughput": 58278695.50623158, "mobile_availability": 162357.5986106582, "mobile_accuracy": 126030.71466339723, "soft_acc_blocks": [ 25.000062500000002, 24.9999158515675 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.10260173270427, "mobile_acc_per_sec": 61012.00824265439 }, "started": "2026-08-17T23:41:11.399899937+10:00", "ended": "2026-08-17T23:41:13.466260324+10:00" }, { "cell": { "id": "uint4|none|MeshTween|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8872, "total_correct": 1817, "total_train": 281, "infer_ms": 769.925653, "train_ms": 1681.087822, "blocked_train": 1681087822, "duration": 2186320993, "avg_accuracy": 20.61114801618455, "soft_acc": 24.999707781387762, "adapt_pct": 24.99968504553415, "stability": 99.99997726414638, "consistency": 100, "throughput": 4057.95856528191, "availability": 31.41254264218193, "score": 318.6732662463889, "zero_downtime": 7.853043867249305, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 9214152, "heap_mib": 8.787300109863281, "mobile_score": 1491755.0840516672, "mobile_throughput": 18995883.75245109, "mobile_availability": 147046.59961414535, "mobile_accuracy": 117027.20351150203, "soft_acc_blocks": [ 24.999730517241378, 24.99968504553415 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.434600802640587, "mobile_acc_per_sec": 53526.99987156096 }, "started": "2026-08-17T23:41:15.775213119+10:00", "ended": "2026-08-17T23:41:17.962369787+10:00" }, { "cell": { "id": "fp4|none|MeshTween|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18552, "total_correct": 4616, "total_train": 327, "infer_ms": 838.524591, "train_ms": 1537.66133, "blocked_train": 1537661330, "duration": 2070945113, "avg_accuracy": 26.852268165395422, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 8958.228725398383, "availability": 35.28867769097433, "score": 790.3101154315284, "zero_downtime": 8.822169422743583, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8721688, "heap_mib": 8.317649841308594, "mobile_score": 3984135.671147742, "mobile_throughput": 45160498.28828526, "mobile_availability": 177898.36778120723, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066545864, "time_to_acc50_sec": 0, "acc_per_sec": 12.071782995631715, "mobile_acc_per_sec": 60856.64387705539 }, "started": "2026-08-17T23:41:20.182117122+10:00", "ended": "2026-08-17T23:41:22.253945776+10:00" }, { "cell": { "id": "int2|none|MeshTween|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21336, "total_correct": 5153, "total_train": 439, "infer_ms": 743.446509, "train_ms": 1682.804847, "blocked_train": 1682804847, "duration": 2219818946, "avg_accuracy": 23.886541257724463, "soft_acc": 24.999973074636493, "adapt_pct": 24.99975051832061, "stability": 99.99977744368411, "consistency": 100, "throughput": 9611.594692642107, "availability": 30.64177613590996, "score": 736.2900392066672, "zero_downtime": 7.6604357835678805, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 6423624, "heap_mib": 6.126045227050781, "mobile_score": 7423616.00145356, "mobile_throughput": 96908533.8118451, "mobile_availability": 308944.5293604608, "mobile_accuracy": 252061.2669875965, "soft_acc_blocks": [ 25.00019563095238, 24.99975051832061 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.262167628438869, "mobile_acc_per_sec": 113550.3719534415 }, "started": "2026-08-17T23:41:24.81530882+10:00", "ended": "2026-08-17T23:41:27.03591516+10:00" }, { "cell": { "id": "uint2|none|MeshTween|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8544, "total_correct": 1913, "total_train": 272, "infer_ms": 781.644867, "train_ms": 1702.797306, "blocked_train": 1702797306, "duration": 2211223699, "avg_accuracy": 23.645129504504503, "soft_acc": 25.00027973009572, "adapt_pct": 24.999963241441442, "stability": 99.99968351134572, "consistency": 100, "throughput": 3863.9238553132022, "availability": 31.461584233862542, "score": 303.9163151614659, "zero_downtime": 7.865484065985328, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 9604072, "heap_mib": 9.159156799316406, "mobile_score": 2655661.284056244, "mobile_throughput": 33763481.83757414, "mobile_availability": 274915.5179133887, "mobile_accuracy": 218455.7776522071, "soft_acc_blocks": [ 25.00059621875, 24.999963241441442 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067439821, "time_to_acc50_sec": 0, "acc_per_sec": 11.306083478302897, "mobile_acc_per_sec": 98794.06491120782 }, "started": "2026-08-17T23:41:29.472542655+10:00", "ended": "2026-08-17T23:41:31.684495779+10:00" }, { "cell": { "id": "ternary|none|MeshTween|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22032, "total_correct": 4605, "total_train": 448, "infer_ms": 760.71867, "train_ms": 1668.661554, "blocked_train": 1668661554, "duration": 2199155178, "avg_accuracy": 19.122587562544673, "soft_acc": 24.998364880297956, "adapt_pct": 24.99802657112223, "stability": 99.99966169082427, "consistency": 100, "throughput": 10018.392617494499, "availability": 31.313281572180937, "score": 784.2205771950519, "zero_downtime": 7.8278083834088905, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 8555176, "heap_mib": 8.158851623535156, "mobile_score": 7906873.807239219, "mobile_throughput": 101010058.24309531, "mobile_availability": 315714.95709453075, "mobile_accuracy": 252045.05243003182, "soft_acc_blocks": [ 24.998703189473684, 24.99802657112223 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.367258268255755, "mobile_acc_per_sec": 114609.94428744756 }, "started": "2026-08-17T23:41:34.13789475+10:00", "ended": "2026-08-17T23:41:36.337799614+10:00" }, { "cell": { "id": "binary|none|MeshTween|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22752, "total_correct": 6155, "total_train": 444, "infer_ms": 770.942917, "train_ms": 1611.244505, "blocked_train": 1611244505, "duration": 2150569225, "avg_accuracy": 30.699868507560815, "soft_acc": 25.00047426228797, "adapt_pct": 24.999776911242606, "stability": 99.99930264895464, "consistency": 100, "throughput": 10579.524590751083, "availability": 32.3628153637359, "score": 855.9742403604776, "zero_downtime": 8.09085732556257, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 6447176, "heap_mib": 6.148506164550781, "mobile_score": 17260654.712696694, "mobile_throughput": 213335299.5629117, "mobile_availability": 652593.6823623987, "mobile_accuracy": 504132.6403856321, "soft_acc_blocks": [ 25.001171613333334, 24.999776911242606 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.08116667, "time_to_acc50_sec": 0, "acc_per_sec": 11.625049764342261, "mobile_acc_per_sec": 234418.23426336443 }, "started": "2026-08-17T23:41:38.90592571+10:00", "ended": "2026-08-17T23:41:41.057956547+10:00" }, { "cell": { "id": "int|none|MeshTween|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7096, "total_correct": 1815, "total_train": 260, "infer_ms": 721.606828, "train_ms": 1763.813909, "blocked_train": 1763813909, "duration": 2236506040, "avg_accuracy": 25.409003660387462, "soft_acc": 24.999785925497726, "adapt_pct": 24.999619242299797, "stability": 99.99983331680207, "consistency": 100, "throughput": 3172.8060971389104, "availability": 29.033588448731123, "score": 230.2928941195362, "zero_downtime": 7.258334958672817, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11170432, "heap_mib": 10.6529541015625, "mobile_score": 72559.9764856631, "mobile_throughput": 999677.982606229, "mobile_availability": 9147.813714307898, "mobile_accuracy": 7876.855626987591, "soft_acc_blocks": [ 24.999952608695654, 24.999619242299797 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072804289, "time_to_acc50_sec": 0, "acc_per_sec": 11.17805428573657, "mobile_acc_per_sec": 3521.9469503366918 }, "started": "2026-08-17T23:41:43.513404259+10:00", "ended": "2026-08-17T23:41:45.750493683+10:00" }, { "cell": { "id": "uint|none|MeshTween|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7392, "total_correct": 1801, "total_train": 272, "infer_ms": 698.226046, "train_ms": 1775.469049, "blocked_train": 1775469049, "duration": 2137628881, "avg_accuracy": 25.740619700395705, "soft_acc": 24.999998904359806, "adapt_pct": 25.0000587397541, "stability": 99.9999401646057, "consistency": 100, "throughput": 3458.037110979696, "availability": 28.226035108825734, "score": 244.01668156115818, "zero_downtime": 7.056508467950648, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10342568, "heap_mib": 9.863441467285156, "mobile_score": 76516.15905642135, "mobile_throughput": 1084334.545957729, "mobile_availability": 8850.820272210542, "mobile_accuracy": 7839.234106201551, "soft_acc_blocks": [ 24.999939068965517, 25.0000587397541 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068011747, "time_to_acc50_sec": 0, "acc_per_sec": 11.695200755645015, "mobile_acc_per_sec": 3667.2568264208217 }, "started": "2026-08-17T23:41:47.697673549+10:00", "ended": "2026-08-17T23:41:49.8358117+10:00" }, { "cell": { "id": "uintptr|none|MeshTween|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8280, "total_correct": 2252, "total_train": 278, "infer_ms": 738.980247, "train_ms": 1766.915557, "blocked_train": 1766915557, "duration": 2159493890, "avg_accuracy": 33.602078891257996, "soft_acc": 25.000454312233472, "adapt_pct": 25.000380445895523, "stability": 99.99992613366204, "consistency": 100, "throughput": 3834.231732880708, "availability": 29.48966376895693, "score": 282.68064845501266, "zero_downtime": 7.372549917389344, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8560056, "heap_mib": 8.163505554199219, "mobile_score": 88639.99510596991, "mobile_throughput": 1202297.6595505746, "mobile_availability": 9247.055525178763, "mobile_accuracy": 7839.376908165229, "soft_acc_blocks": [ 25.000528178571425, 25.000380445895523 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065119929, "time_to_acc50_sec": 0, "acc_per_sec": 11.576997012125593, "mobile_acc_per_sec": 3630.191752089296 }, "started": "2026-08-17T23:41:52.350182004+10:00", "ended": "2026-08-17T23:41:54.510251257+10:00" }, { "cell": { "id": "complex64|none|MeshTween|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8192, "total_correct": 2065, "total_train": 273, "infer_ms": 752.257074, "train_ms": 1740.700341, "blocked_train": 1740700341, "duration": 2278226996, "avg_accuracy": 25.6263194352817, "soft_acc": 24.999765906880853, "adapt_pct": 24.999738775300173, "stability": 99.99997286841932, "consistency": 100, "throughput": 3595.778653480586, "availability": 30.175287771612417, "score": 271.2565990835757, "zero_downtime": 7.5437513046307485, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9816656, "heap_mib": 9.361892700195312, "mobile_score": 85466.69460356353, "mobile_throughput": 1132946.8742043446, "mobile_availability": 9507.536824040344, "mobile_accuracy": 7876.849319583383, "soft_acc_blocks": [ 24.999793038461537, 24.999738775300173 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073324341, "time_to_acc50_sec": 0, "acc_per_sec": 10.973342845455798, "mobile_acc_per_sec": 3457.447099614381 }, "started": "2026-08-17T23:41:57.008660963+10:00", "ended": "2026-08-17T23:41:59.287678844+10:00" }, { "cell": { "id": "complex128|none|MeshTween|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7976, "total_correct": 2468, "total_train": 291, "infer_ms": 703.775274, "train_ms": 1767.124946, "blocked_train": 1767124946, "duration": 2131154772, "avg_accuracy": 32.99187661036358, "soft_acc": 25.000310183975095, "adapt_pct": 25.000068689378757, "stability": 99.99975850540366, "consistency": 100, "throughput": 3742.5719167805237, "availability": 28.48254528060222, "score": 266.4982417123627, "zero_downtime": 7.1207246684417145, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 10335608, "heap_mib": 9.856803894042969, "mobile_score": 41983.72300207068, "mobile_throughput": 589599.0219666548, "mobile_availability": 4487.096364205642, "mobile_accuracy": 3938.510404367769, "soft_acc_blocks": [ 25.00055167857143, 25.000068689378757 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065163262, "time_to_acc50_sec": 0, "acc_per_sec": 11.730874975595201, "mobile_acc_per_sec": 1848.0639961553056 }, "started": "2026-08-17T23:42:01.688532065+10:00", "ended": "2026-08-17T23:42:03.820189753+10:00" }, { "cell": { "id": "nf4|none|MeshTween|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6704, "total_correct": 1766, "total_train": 243, "infer_ms": 680.186214, "train_ms": 1831.3681, "blocked_train": 1831368100, "duration": 2278446835, "avg_accuracy": 30.632385404492922, "soft_acc": 25.000375433969616, "adapt_pct": 25.000192730684326, "stability": 99.99981729671471, "consistency": 100, "throughput": 2942.3552470119407, "availability": 27.082281685428043, "score": 199.21722571706414, "zero_downtime": 6.770672097442205, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8547272, "heap_mib": 8.151313781738281, "mobile_score": 1004300.008045655, "mobile_throughput": 14833091.805244196, "mobile_availability": 136528.0317335548, "mobile_accuracy": 126032.66188004868, "soft_acc_blocks": [ 25.000558137254902, 25.000192730684326 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.058133901, "time_to_acc50_sec": 0, "acc_per_sec": 10.972551586427347, "mobile_acc_per_sec": 55315.16467446943 }, "started": "2026-08-17T23:42:06.480409096+10:00", "ended": "2026-08-17T23:42:08.759457179+10:00" }, { "cell": { "id": "fp6|none|MeshTween|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2968, "total_correct": 629, "total_train": 159, "infer_ms": 583.992838, "train_ms": 1863.918758, "blocked_train": 1863918758, "duration": 2261056553, "avg_accuracy": 16.316146540027137, "soft_acc": 24.9995330495251, "adapt_pct": 24.999884462686566, "stability": 99.99964858683853, "consistency": 100, "throughput": 1312.6606656795109, "availability": 23.85677811871438, "score": 78.2881733203988, "zero_downtime": 5.964083130339874, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 9558288, "heap_mib": 9.115493774414062, "mobile_score": 263112.4988064439, "mobile_throughput": 4411616.891588329, "mobile_availability": 80178.34927118286, "mobile_accuracy": 84018.9434837783, "soft_acc_blocks": [ 24.999181636363634, 24.999884462686566 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.056571325628891, "mobile_acc_per_sec": 37159.15171263667 }, "started": "2026-08-17T23:42:11.087216316+10:00", "ended": "2026-08-17T23:42:13.348900628+10:00" }, { "cell": { "id": "int6|none|MeshTween|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3080, "total_correct": 561, "total_train": 169, "infer_ms": 556.195827, "train_ms": 1866.834492, "blocked_train": 1866834492, "duration": 2156599093, "avg_accuracy": 16.39869439071567, "soft_acc": 24.999875522969052, "adapt_pct": 24.99998640957447, "stability": 99.99988911339459, "consistency": 100, "throughput": 1428.1745782038126, "availability": 22.954554990031884, "score": 81.95737165241918, "zero_downtime": 5.738610174359452, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11051576, "heap_mib": 10.539604187011719, "mobile_score": 275444.0158263048, "mobile_throughput": 4799838.418316158, "mobile_availability": 77146.13927316562, "mobile_accuracy": 84020.09447555384, "soft_acc_blocks": [ 24.999764636363636, 24.99998640957447 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.592268402650697, "mobile_acc_per_sec": 38959.533437749546 }, "started": "2026-08-17T23:42:15.693512178+10:00", "ended": "2026-08-17T23:42:17.850919341+10:00" }, { "cell": { "id": "uint6|none|MeshTween|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 892, "total_train": 170, "infer_ms": 559.624253, "train_ms": 1884.567214, "blocked_train": 1884567214, "duration": 2236836802, "avg_accuracy": 29.508155457108337, "soft_acc": 25.00006996385421, "adapt_pct": 25.000072350785338, "stability": 99.99999761306887, "consistency": 100, "throughput": 1330.4502131488089, "availability": 22.896088974849533, "score": 76.15547926679415, "zero_downtime": 5.724038262698693, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10083000, "heap_mib": 9.615898132324219, "mobile_score": 243459.77996237177, "mobile_throughput": 4253287.081410748, "mobile_availability": 73196.00424662142, "mobile_accuracy": 79922.17488542192, "soft_acc_blocks": [ 25.000067576923076, 25.000072350785338 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.057531401, "time_to_acc50_sec": 0, "acc_per_sec": 11.176528364296024, "mobile_acc_per_sec": 35729.99818939045 }, "started": "2026-08-17T23:42:20.453561077+10:00", "ended": "2026-08-17T23:42:22.690837983+10:00" }, { "cell": { "id": "int5|none|MeshTween|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3560, "total_correct": 755, "total_train": 179, "infer_ms": 595.108444, "train_ms": 1848.86754, "blocked_train": 1848867540, "duration": 2189464859, "avg_accuracy": 20.18099547511312, "soft_acc": 24.999851600452487, "adapt_pct": 24.99971480090498, "stability": 99.9998632004525, "consistency": 100, "throughput": 1625.9680923246094, "availability": 24.350011943488887, "score": 98.98026862101949, "zero_downtime": 6.087466850564678, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 8508832, "heap_mib": 8.114654541015625, "mobile_score": 399185.9005752082, "mobile_throughput": 6557504.301451421, "mobile_availability": 98203.22355252232, "mobile_accuracy": 100824.01689152334, "soft_acc_blocks": [ 24.9999884, 24.99971480090498 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.41824747617586, "mobile_acc_per_sec": 46049.61640607146 }, "started": "2026-08-17T23:42:25.102554558+10:00", "ended": "2026-08-17T23:42:27.292617228+10:00" }, { "cell": { "id": "uint5|none|MeshTween|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3664, "total_correct": 1025, "total_train": 183, "infer_ms": 596.93757, "train_ms": 1843.398432, "blocked_train": 1843398432, "duration": 2161457462, "avg_accuracy": 25.32608695652174, "soft_acc": 25.000272250988143, "adapt_pct": 25.00027095652174, "stability": 99.9999987055336, "consistency": 100, "throughput": 1695.1524905836893, "availability": 24.46128604875617, "score": 103.66515382640148, "zero_downtime": 6.115388108282023, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 9758760, "heap_mib": 9.306678771972656, "mobile_score": 393843.45050243754, "mobile_throughput": 6440203.6882836325, "mobile_availability": 92933.03434732082, "mobile_accuracy": 94980.74447772515, "soft_acc_blocks": [ 25.000273545454547, 25.00027095652174 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072164707, "time_to_acc50_sec": 0, "acc_per_sec": 11.566395680003506, "mobile_acc_per_sec": 43942.916364331 }, "started": "2026-08-17T23:42:30.006181665+10:00", "ended": "2026-08-17T23:42:32.16830673+10:00" }, { "cell": { "id": "int3|none|MeshTween|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4272, "total_correct": 953, "total_train": 199, "infer_ms": 615.897426, "train_ms": 1784.465366, "blocked_train": 1784465366, "duration": 2311908424, "avg_accuracy": 20.718625992063494, "soft_acc": 24.99978756423611, "adapt_pct": 24.999689628472222, "stability": 99.99990206423611, "consistency": 100, "throughput": 1847.824055508524, "availability": 25.658514123476714, "score": 118.53004185555558, "zero_downtime": 6.414574023008698, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 11345904, "heap_mib": 10.820297241210938, "mobile_score": 796716.3921072503, "mobile_throughput": 12420409.979672475, "mobile_availability": 172467.32118935077, "mobile_accuracy": 168039.59772407977, "soft_acc_blocks": [ 24.9998855, 24.999689628472222 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.81348521624493, "mobile_acc_per_sec": 72684.36585967464 }, "started": "2026-08-17T23:42:34.563454841+10:00", "ended": "2026-08-17T23:42:36.876003681+10:00" }, { "cell": { "id": "uint3|none|MeshTween|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTween", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4328, "total_correct": 1149, "total_train": 212, "infer_ms": 600.232697, "train_ms": 1859.879697, "blocked_train": 1859879697, "duration": 2238993405, "avg_accuracy": 27.852707654723126, "soft_acc": 24.999315819014658, "adapt_pct": 24.999856013029316, "stability": 99.99945980598534, "consistency": 100, "throughput": 1933.0114998708539, "availability": 24.39858839229928, "score": 117.90365307151552, "zero_downtime": 6.099480167572349, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 8508968, "heap_mib": 8.114784240722656, "mobile_score": 718784.5402506829, "mobile_throughput": 11784357.363305701, "mobile_availability": 148742.87338397448, "mobile_accuracy": 152405.13130371578, "soft_acc_blocks": [ 24.998775625, 24.999856013029316 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065826594, "time_to_acc50_sec": 0, "acc_per_sec": 11.165426286288975, "mobile_acc_per_sec": 68068.5932184404 }, "started": "2026-08-17T23:42:38.94253955+10:00", "ended": "2026-08-17T23:42:41.18245915+10:00" }, { "cell": { "id": "float64|none|MeshTween|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9328, "total_correct": 1804, "total_train": 295, "infer_ms": 809.87471, "train_ms": 1702.429577, "blocked_train": 1702429577, "duration": 2220323646, "avg_accuracy": 16.941911457608242, "soft_acc": 24.999999977957213, "adapt_pct": 25.000000986217458, "stability": 99.99999899173976, "consistency": 100, "throughput": 4201.18932517102, "availability": 32.23633037569227, "score": 338.5773173440841, "zero_downtime": 8.059082586817281, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10003128, "heap_mib": 9.539726257324219, "mobile_score": 72990.14167586151, "mobile_throughput": 905687.9724158157, "mobile_availability": 6949.474169412397, "mobile_accuracy": 5389.473679458565, "soft_acc_blocks": [ 24.999998969696968, 25.000000986217458 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.259619750929415, "mobile_acc_per_sec": 2427.3369736740465 }, "started": "2026-08-17T23:42:43.908291212+10:00", "ended": "2026-08-17T23:42:46.129187514+10:00" }, { "cell": { "id": "float32|none|MeshTween|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14944, "total_correct": 3637, "total_train": 346, "infer_ms": 861.41507, "train_ms": 1609.742097, "blocked_train": 1609742097, "duration": 2317333460, "avg_accuracy": 21.855040959422404, "soft_acc": 24.999998336509424, "adapt_pct": 25.000000450796627, "stability": 99.9999978857128, "consistency": 100, "throughput": 6448.79136212015, "availability": 34.85877310854182, "score": 561.9923498964149, "zero_downtime": 8.714692697263049, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9585664, "heap_mib": 9.1416015625, "mobile_score": 242307.438439549, "mobile_throughput": 2780447.3072888562, "mobile_availability": 15029.635226588136, "mobile_accuracy": 10778.946651193959, "soft_acc_blocks": [ 24.999996222222222, 25.000000450796627 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.78826106300188, "mobile_acc_per_sec": 4651.443927795337 }, "started": "2026-08-17T23:42:48.81005195+10:00", "ended": "2026-08-17T23:42:51.127975825+10:00" }, { "cell": { "id": "float16|none|MeshTween|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6664, "total_correct": 1541, "total_train": 245, "infer_ms": 700.579287, "train_ms": 1795.754502, "blocked_train": 1795754502, "duration": 2221888483, "avg_accuracy": 21.58119658119658, "soft_acc": 24.999992791666667, "adapt_pct": 24.999991083333335, "stability": 99.99999829166667, "consistency": 100, "throughput": 2999.250435378399, "availability": 28.064327378296763, "score": 210.42980459595174, "zero_downtime": 7.016079821603926, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10025576, "heap_mib": 9.561134338378906, "mobile_score": 181456.9430789512, "mobile_throughput": 2586301.007012615, "mobile_availability": 24200.312619263903, "mobile_accuracy": 21557.888520982455, "soft_acc_blocks": [ 24.9999945, 24.999991083333335 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.251686564355206, "mobile_acc_per_sec": 9702.506982652405 }, "started": "2026-08-17T23:42:53.686942158+10:00", "ended": "2026-08-17T23:42:55.90965418+10:00" }, { "cell": { "id": "bfloat16|none|MeshTween|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 2472, "total_train": 267, "infer_ms": 730.936571, "train_ms": 1738.773515, "blocked_train": 1738773515, "duration": 2319914752, "avg_accuracy": 29.551532535195655, "soft_acc": 25.000013090815873, "adapt_pct": 25.00000856872852, "stability": 99.99999547791265, "consistency": 100, "throughput": 3634.616311970415, "availability": 29.596047533815675, "score": 268.9258336589147, "zero_downtime": 7.399015757818007, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 6659592, "heap_mib": 6.351081848144531, "mobile_score": 231898.99256145573, "mobile_throughput": 3134187.034490699, "mobile_availability": 25521.13909442295, "mobile_accuracy": 21557.90602525933, "soft_acc_blocks": [ 25.000017612903225, 25.00000856872852 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066886175, "time_to_acc50_sec": 0, "acc_per_sec": 10.77626368350964, "mobile_acc_per_sec": 9292.542325822207 }, "started": "2026-08-17T23:42:58.678421621+10:00", "ended": "2026-08-17T23:43:00.998944393+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTween|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6912, "total_correct": 1617, "total_train": 238, "infer_ms": 747.201323, "train_ms": 1764.172306, "blocked_train": 1764172306, "duration": 2240880473, "avg_accuracy": 27.083333333333332, "soft_acc": 25.00002106597222, "adapt_pct": 25.000013881944444, "stability": 99.99999281597222, "consistency": 100, "throughput": 3084.501865798534, "availability": 29.752694476509536, "score": 229.43079739046777, "zero_downtime": 7.438179886821737, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9593144, "heap_mib": 9.148735046386719, "mobile_score": 395683.5983626762, "mobile_throughput": 5319629.323078229, "mobile_availability": 51312.43645296129, "mobile_accuracy": 43115.825804725144, "soft_acc_blocks": [ 25.00002825, 25.000013881944444 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068711223, "time_to_acc50_sec": 0, "acc_per_sec": 11.156338487122968, "mobile_acc_per_sec": 19240.57366031818 }, "started": "2026-08-17T23:43:03.235291752+10:00", "ended": "2026-08-17T23:43:05.47680363+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTween|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6376, "total_correct": 1561, "total_train": 247, "infer_ms": 691.599009, "train_ms": 1812.994256, "blocked_train": 1812994256, "duration": 2346541312, "avg_accuracy": 24.49957574822586, "soft_acc": 24.999990756209503, "adapt_pct": 24.999993762419006, "stability": 99.99999699379049, "consistency": 100, "throughput": 2717.190601927063, "availability": 27.61322641343125, "score": 187.57592889211963, "zero_downtime": 6.903304050849012, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9857152, "heap_mib": 9.4005126953125, "mobile_score": 323499.3704177356, "mobile_throughput": 4686152.718102422, "mobile_availability": 47622.642269227115, "mobile_accuracy": 43115.77353155121, "soft_acc_blocks": [ 24.99998775, 24.999993762419006 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.653974267728342, "mobile_acc_per_sec": 18374.180463416964 }, "started": "2026-08-17T23:43:08.129830609+10:00", "ended": "2026-08-17T23:43:10.476966347+10:00" }, { "cell": { "id": "int64|none|MeshTween|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5560, "total_correct": 1492, "total_train": 222, "infer_ms": 738.303615, "train_ms": 1785.879247, "blocked_train": 1785879247, "duration": 2242362810, "avg_accuracy": 25.565928618638466, "soft_acc": 25.00000718688037, "adapt_pct": 25.00000143258427, "stability": 99.9999942457039, "consistency": 100, "throughput": 2479.5273874525237, "availability": 29.24921272997693, "score": 181.31061218579922, "zero_downtime": 7.312305284600161, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8802560, "heap_mib": 8.394775390625, "mobile_score": 39086.75092173861, "mobile_throughput": 534533.9041581862, "mobile_availability": 6305.514491683447, "mobile_accuracy": 5389.475233550632, "soft_acc_blocks": [ 25.00001294117647, 25.00000143258427 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.182751653, "time_to_acc50_sec": 0, "acc_per_sec": 11.14895728532011, "mobile_acc_per_sec": 2403.4804758247983 }, "started": "2026-08-17T23:43:13.007764911+10:00", "ended": "2026-08-17T23:43:15.250758033+10:00" }, { "cell": { "id": "int32|none|MeshTween|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5000, "total_correct": 1250, "total_train": 218, "infer_ms": 670.604657, "train_ms": 1828.695001, "blocked_train": 1828695001, "duration": 2423273401, "avg_accuracy": 29.32367149758454, "soft_acc": 24.999997886231885, "adapt_pct": 24.999995939130436, "stability": 99.99999805289855, "consistency": 100, "throughput": 2063.3247564788503, "availability": 26.831702827368613, "score": 138.40628005313079, "zero_downtime": 6.707925139682174, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 8593128, "heap_mib": 8.195045471191406, "mobile_score": 59674.96032606565, "mobile_throughput": 889618.7581618285, "mobile_availability": 11568.700503252825, "mobile_accuracy": 10778.946457053242, "soft_acc_blocks": [ 24.999999833333334, 24.999995939130436 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070705907, "time_to_acc50_sec": 0, "acc_per_sec": 10.316622910116235, "mobile_acc_per_sec": 4448.093414719589 }, "started": "2026-08-17T23:43:17.915391183+10:00", "ended": "2026-08-17T23:43:20.339345103+10:00" }, { "cell": { "id": "int16|none|MeshTween|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4728, "total_correct": 1163, "total_train": 217, "infer_ms": 660.423712, "train_ms": 1805.089777, "blocked_train": 1805089777, "duration": 2241671141, "avg_accuracy": 28.253676470588236, "soft_acc": 25.000000266013075, "adapt_pct": 24.99999347647059, "stability": 99.99999321045752, "consistency": 100, "throughput": 2109.140771599022, "availability": 26.786457058398195, "score": 141.24102327426345, "zero_downtime": 6.696614335855027, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11623336, "heap_mib": 11.084877014160156, "mobile_score": 121794.36449081749, "mobile_throughput": 1818745.3895725464, "mobile_availability": 23098.38486551558, "mobile_accuracy": 21557.894966229378, "soft_acc_blocks": [ 25.000007055555557, 24.99999347647059 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071232625, "time_to_acc50_sec": 0, "acc_per_sec": 11.152394215531848, "mobile_acc_per_sec": 9616.885622488095 }, "started": "2026-08-17T23:43:22.820502923+10:00", "ended": "2026-08-17T23:43:25.063032917+10:00" }, { "cell": { "id": "int8|none|MeshTween|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13000, "total_correct": 2487, "total_train": 313, "infer_ms": 839.116305, "train_ms": 1643.676711, "blocked_train": 1643676711, "duration": 2420076788, "avg_accuracy": 22.24584027672575, "soft_acc": 25.000001805105285, "adapt_pct": 25.00000102484472, "stability": 99.99999921973944, "consistency": 100, "throughput": 5371.730378333764, "availability": 33.797271846361596, "score": 453.87461247641875, "zero_downtime": 8.449318571666739, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9856608, "heap_mib": 9.399993896484375, "mobile_score": 782766.489559331, "mobile_throughput": 9264255.844065303, "mobile_availability": 58287.84230850404, "mobile_accuracy": 43115.79258682579, "soft_acc_blocks": [ 25.000002585365852, 25.00000102484472 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.330251473452538, "mobile_acc_per_sec": 17815.87790958383 }, "started": "2026-08-17T23:43:27.636673215+10:00", "ended": "2026-08-17T23:43:30.058013854+10:00" }, { "cell": { "id": "uint64|none|MeshTween|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5048, "total_correct": 1316, "total_train": 218, "infer_ms": 672.863105, "train_ms": 1828.537918, "blocked_train": 1828537918, "duration": 2388294295, "avg_accuracy": 23.827413479052822, "soft_acc": 25.00000101275046, "adapt_pct": 25.000000636612025, "stability": 99.99999962386157, "consistency": 100, "throughput": 2113.6423641626625, "availability": 26.899449501024694, "score": 142.13954585312536, "zero_downtime": 6.724862647680473, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8601632, "heap_mib": 8.203155517578125, "mobile_score": 30466.90851032027, "mobile_throughput": 453048.7848823033, "mobile_availability": 5765.763932948992, "mobile_accuracy": 5358.626545777969, "soft_acc_blocks": [ 25.00000138888889, 25.000000636612025 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.211507115, "time_to_acc50_sec": 0, "acc_per_sec": 10.46772211661229, "mobile_acc_per_sec": 2243.704453423722 }, "started": "2026-08-17T23:43:32.582985962+10:00", "ended": "2026-08-17T23:43:34.972096765+10:00" }, { "cell": { "id": "uint32|none|MeshTween|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5152, "total_correct": 1287, "total_train": 220, "infer_ms": 670.546741, "train_ms": 1828.137864, "blocked_train": 1828137864, "duration": 2387300700, "avg_accuracy": 23.61658429067593, "soft_acc": 25.000002585559713, "adapt_pct": 25.000000855329947, "stability": 99.99999826977023, "consistency": 100, "throughput": 2158.0859084907065, "availability": 26.83598961062155, "score": 144.78594252181986, "zero_downtime": 6.7089980965159235, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 9642456, "heap_mib": 9.195762634277344, "mobile_score": 61715.06685599991, "mobile_throughput": 919884.9957648582, "mobile_availability": 11438.851480466301, "mobile_accuracy": 10656.261264697505, "soft_acc_blocks": [ 25.000004315789475, 25.000000855329947 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.472079443347758, "mobile_acc_per_sec": 4463.728119669845 }, "started": "2026-08-17T23:43:37.329487627+10:00", "ended": "2026-08-17T23:43:39.717558899+10:00" }, { "cell": { "id": "uint16|none|MeshTween|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5208, "total_correct": 1175, "total_train": 219, "infer_ms": 690.470105, "train_ms": 1844.937937, "blocked_train": 1844937937, "duration": 2310804334, "avg_accuracy": 26.2919142614601, "soft_acc": 24.999994587860783, "adapt_pct": 24.999992596774195, "stability": 99.99999800891341, "consistency": 100, "throughput": 2253.7607028739453, "availability": 27.233095957814275, "score": 153.44217050027, "zero_downtime": 6.808272515560502, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 9642080, "heap_mib": 9.195404052734375, "mobile_score": 129337.44161936585, "mobile_throughput": 1899710.1147723072, "mobile_availability": 22954.960471914037, "mobile_accuracy": 21072.6642483607, "soft_acc_blocks": [ 24.999996578947368, 24.999992596774195 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069419607, "time_to_acc50_sec": 0, "acc_per_sec": 10.818741431294537, "mobile_acc_per_sec": 9119.19020503304 }, "started": "2026-08-17T23:43:42.282146968+10:00", "ended": "2026-08-17T23:43:44.593846613+10:00" }, { "cell": { "id": "uint8|none|MeshTween|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9528, "total_correct": 2156, "total_train": 302, "infer_ms": 747.7157, "train_ms": 1684.528769, "blocked_train": 1684528769, "duration": 2390286524, "avg_accuracy": 21.31465900997151, "soft_acc": 25.000001525819087, "adapt_pct": 25.000000176638174, "stability": 99.9999986508191, "consistency": 100, "throughput": 3986.133003024034, "availability": 30.74179875953908, "score": 306.3522652168293, "zero_downtime": 7.685450158949003, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 9641680, "heap_mib": 9.195022583007812, "mobile_score": 505084.328383651, "mobile_throughput": 6571955.031098946, "mobile_availability": 50684.13895610448, "mobile_accuracy": 41217.61257851773, "soft_acc_blocks": [ 25.000002875, 25.000000176638174 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.45899781252295, "mobile_acc_per_sec": 17243.795739408906 }, "started": "2026-08-17T23:43:47.041484747+10:00", "ended": "2026-08-17T23:43:49.432752519+10:00" }, { "cell": { "id": "int4|none|MeshTween|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11784, "total_correct": 2903, "total_train": 300, "infer_ms": 734.753506, "train_ms": 1698.056806, "blocked_train": 1698056806, "duration": 2374533687, "avg_accuracy": 27.23209510055627, "soft_acc": 24.9999954807178, "adapt_pct": 24.999995419768933, "stability": 99.99999993905114, "consistency": 100, "throughput": 4962.658590406429, "availability": 30.20184115365588, "score": 374.70349838255567, "zero_downtime": 7.550458923507539, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9631752, "heap_mib": 9.185554504394531, "mobile_score": 1292450.9721052193, "mobile_throughput": 17117515.44109872, "mobile_availability": 104174.0979918943, "mobile_accuracy": 86231.56335917483, "soft_acc_blocks": [ 24.999995541666667, 24.999995419768933 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068982993, "time_to_acc50_sec": 0, "acc_per_sec": 10.528381053335547, "mobile_acc_per_sec": 36315.156879547285 }, "started": "2026-08-17T23:43:52.179316954+10:00", "ended": "2026-08-17T23:43:54.554556838+10:00" }, { "cell": { "id": "uint4|none|MeshTween|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4368, "total_correct": 1160, "total_train": 220, "infer_ms": 618.086775, "train_ms": 1825.974168, "blocked_train": 1825974168, "duration": 2358263768, "avg_accuracy": 25.828079312865498, "soft_acc": 25.000013788834064, "adapt_pct": 25.000004788194445, "stability": 99.99999099936038, "consistency": 100, "throughput": 1852.210112910491, "availability": 25.289335635032074, "score": 117.10297261848785, "zero_downtime": 6.322337395862545, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 9641712, "heap_mib": 9.195053100585938, "mobile_score": 369853.51390482986, "mobile_throughput": 5849949.010106117, "mobile_availability": 79872.8626591548, "mobile_accuracy": 78959.07969470021, "soft_acc_blocks": [ 25.000022789473682, 25.000004788194445 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071098249, "time_to_acc50_sec": 0, "acc_per_sec": 10.601025266158464, "mobile_acc_per_sec": 33481.86948640776 }, "started": "2026-08-17T23:43:57.218080752+10:00", "ended": "2026-08-17T23:43:59.577219675+10:00" }, { "cell": { "id": "fp4|none|MeshTween|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8080, "total_correct": 1977, "total_train": 275, "infer_ms": 623.145054, "train_ms": 1786.102565, "blocked_train": 1786102565, "duration": 2371542647, "avg_accuracy": 21.763260202060223, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3407.065021673211, "availability": 25.864715983766217, "score": 220.30692280950473, "zero_downtime": 6.466178995941554, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9663864, "heap_mib": 9.216178894042969, "mobile_score": 759896.5522759843, "mobile_throughput": 11751863.85580924, "mobile_availability": 89214.21193221594, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.541661576959193, "mobile_acc_per_sec": 36360.96490039988 }, "started": "2026-08-17T23:44:02.244475299+10:00", "ended": "2026-08-17T23:44:04.61726612+10:00" }, { "cell": { "id": "int2|none|MeshTween|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11320, "total_correct": 3049, "total_train": 304, "infer_ms": 732.021549, "train_ms": 1709.169024, "blocked_train": 1709169024, "duration": 2391396982, "avg_accuracy": 31.937159656566333, "soft_acc": 25.000003931279856, "adapt_pct": 25.000003024721877, "stability": 99.99999909344201, "consistency": 100, "throughput": 4733.634810617153, "availability": 29.9862516714708, "score": 354.8599676821473, "zero_downtime": 7.496564096711172, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 8825608, "heap_mib": 8.416755676269531, "mobile_score": 2448010.8254754953, "mobile_throughput": 32655104.31037955, "mobile_availability": 206860.9462675274, "mobile_accuracy": 172463.18501477438, "soft_acc_blocks": [ 25.00000483783784, 25.000003024721877 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066259352, "time_to_acc50_sec": 0, "acc_per_sec": 10.454142126737809, "mobile_acc_per_sec": 72118.17457030411 }, "started": "2026-08-17T23:44:07.410945666+10:00", "ended": "2026-08-17T23:44:09.803023324+10:00" }, { "cell": { "id": "uint2|none|MeshTween|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4256, "total_correct": 911, "total_train": 222, "infer_ms": 595.745783, "train_ms": 1843.953128, "blocked_train": 1843953128, "duration": 2283374583, "avg_accuracy": 22.916666666666664, "soft_acc": 25.00000744061426, "adapt_pct": 25.000003068728525, "stability": 99.99999562811426, "consistency": 100, "throughput": 1863.907933322213, "availability": 24.418823991515072, "score": 113.78613326599829, "zero_downtime": 6.104707814789268, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 8624992, "heap_mib": 8.225433349609375, "mobile_score": 662852.2693084857, "mobile_throughput": 10858050.694951516, "mobile_availability": 142249.95992070503, "mobile_accuracy": 145635.59890027522, "soft_acc_blocks": [ 25.0000118125, 25.000003068728525 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070952104, "time_to_acc50_sec": 0, "acc_per_sec": 10.948710573701897, "mobile_acc_per_sec": 63780.86188072245 }, "started": "2026-08-17T23:44:12.336783053+10:00", "ended": "2026-08-17T23:44:14.620966957+10:00" }, { "cell": { "id": "ternary|none|MeshTween|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11664, "total_correct": 2499, "total_train": 287, "infer_ms": 784.612886, "train_ms": 1635.009468, "blocked_train": 1635009468, "duration": 2414345632, "avg_accuracy": 18.428907532067385, "soft_acc": 24.999989422000066, "adapt_pct": 24.999968573729863, "stability": 99.9999791517298, "consistency": 100, "throughput": 4831.122704804181, "availability": 32.427080395538454, "score": 391.6478451593856, "zero_downtime": 8.10676666874807, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 9674344, "heap_mib": 9.226173400878906, "mobile_score": 2701792.9663542625, "mobile_throughput": 33327627.113899663, "mobile_availability": 223699.06745284295, "mobile_accuracy": 172463.08492212594, "soft_acc_blocks": [ 25.00001027027027, 24.999968573729863 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.354768219863587, "mobile_acc_per_sec": 71432.64105862948 }, "started": "2026-08-17T23:44:17.116596288+10:00", "ended": "2026-08-17T23:44:19.531729106+10:00" }, { "cell": { "id": "binary|none|MeshTween|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12280, "total_correct": 3338, "total_train": 306, "infer_ms": 748.770399, "train_ms": 1708.604294, "blocked_train": 1708604294, "duration": 2376445858, "avg_accuracy": 29.45572546230441, "soft_acc": 24.99997820645804, "adapt_pct": 25.00008657081081, "stability": 99.99989163564723, "consistency": 100, "throughput": 5167.380505918515, "availability": 30.470338981390338, "score": 393.62924600959485, "zero_downtime": 7.617578104781472, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 9664992, "heap_mib": 9.217254638671875, "mobile_score": 5430923.424523118, "mobile_throughput": 71294620.8075528, "mobile_availability": 420400.8706282941, "mobile_accuracy": 344926.0151028282, "soft_acc_blocks": [ 24.999869842105262, 25.00008657081081 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068456223, "time_to_acc50_sec": 0, "acc_per_sec": 10.519902282771906, "mobile_acc_per_sec": 145143.6454744715 }, "started": "2026-08-17T23:44:22.12650762+10:00", "ended": "2026-08-17T23:44:24.503542332+10:00" }, { "cell": { "id": "int|none|MeshTween|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3872, "total_correct": 1027, "total_train": 195, "infer_ms": 634.393627, "train_ms": 1816.52026, "blocked_train": 1816520260, "duration": 2445944474, "avg_accuracy": 24.172794117647058, "soft_acc": 25.000001895220585, "adapt_pct": 24.999997665441175, "stability": 99.9999957702206, "consistency": 100, "throughput": 1583.028576960247, "availability": 25.883962319725516, "score": 102.43763785839555, "zero_downtime": 6.470991070489561, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12837528, "heap_mib": 12.242820739746094, "mobile_score": 22083.398140420428, "mobile_throughput": 341267.6342752196, "mobile_availability": 5580.037350610301, "mobile_accuracy": 5389.474092780185, "soft_acc_blocks": [ 25.000006125, 24.999997665441175 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.221001400876684, "mobile_acc_per_sec": 2203.4327230521526 }, "started": "2026-08-17T23:44:27.080454159+10:00", "ended": "2026-08-17T23:44:29.52703285+10:00" }, { "cell": { "id": "uint|none|MeshTween|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3952, "total_correct": 985, "total_train": 214, "infer_ms": 568.676561, "train_ms": 1851.999943, "blocked_train": 1851999943, "duration": 2320622733, "avg_accuracy": 27.946428571428573, "soft_acc": 25.000010914285713, "adapt_pct": 25.000002257142857, "stability": 99.99999134285714, "consistency": 100, "throughput": 1702.9911600025682, "availability": 23.492464195868447, "score": 100.01869079588568, "zero_downtime": 5.873118613001775, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11252592, "heap_mib": 10.731307983398438, "mobile_score": 21438.511594437165, "mobile_throughput": 365027.73070131906, "mobile_availability": 5035.493486640832, "mobile_accuracy": 5358.6286681230695, "soft_acc_blocks": [ 25.00001957142857, 25.000002257142857 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064757636, "time_to_acc50_sec": 0, "acc_per_sec": 10.772975097924164, "mobile_acc_per_sec": 2309.1339199266 }, "started": "2026-08-17T23:44:32.239819675+10:00", "ended": "2026-08-17T23:44:34.561249125+10:00" }, { "cell": { "id": "uintptr|none|MeshTween|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3952, "total_correct": 935, "total_train": 200, "infer_ms": 622.768006, "train_ms": 1825.161385, "blocked_train": 1825161385, "duration": 2400072057, "avg_accuracy": 27.527173913043477, "soft_acc": 25.00000572463768, "adapt_pct": 25.0000047826087, "stability": 99.99999905797102, "consistency": 100, "throughput": 1646.6172290426362, "availability": 25.4406033233497, "score": 104.72736335471032, "zero_downtime": 6.3601522872197895, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 9679488, "heap_mib": 9.2310791015625, "mobile_score": 22447.79226431495, "mobile_throughput": 352944.25747355097, "mobile_availability": 5453.067471460493, "mobile_accuracy": 5358.6275557476865, "soft_acc_blocks": [ 25.000006666666664, 25.0000047826087 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065781644, "time_to_acc50_sec": 0, "acc_per_sec": 10.41635631385449, "mobile_acc_per_sec": 2232.694447701612 }, "started": "2026-08-17T23:44:37.193629905+10:00", "ended": "2026-08-17T23:44:39.594427065+10:00" }, { "cell": { "id": "complex64|none|MeshTween|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4016, "total_correct": 961, "total_train": 209, "infer_ms": 646.653753, "train_ms": 1830.519926, "blocked_train": 1830519926, "duration": 2500559988, "avg_accuracy": 24.248338870431894, "soft_acc": 24.999994224473973, "adapt_pct": 24.999997315614618, "stability": 99.99999690885936, "consistency": 100, "throughput": 1606.0402546919422, "availability": 26.10449798017574, "score": 104.81216224789641, "zero_downtime": 6.52612298737186, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11776448, "heap_mib": 11.23089599609375, "mobile_score": 22595.29560880967, "mobile_throughput": 346228.46753779973, "mobile_availability": 5627.58019614736, "mobile_accuracy": 5389.4724391287045, "soft_acc_blocks": [ 24.99999113333333, 24.999997315614618 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.26135914, "time_to_acc50_sec": 0, "acc_per_sec": 9.997758239933084, "mobile_acc_per_sec": 2155.3061974087323 }, "started": "2026-08-17T23:44:42.332823211+10:00", "ended": "2026-08-17T23:44:44.834114812+10:00" }, { "cell": { "id": "complex128|none|MeshTween|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4032, "total_correct": 985, "total_train": 215, "infer_ms": 588.15329, "train_ms": 1855.743053, "blocked_train": 1855743053, "duration": 2419701860, "avg_accuracy": 25.391424914675767, "soft_acc": 25.000006104479525, "adapt_pct": 25.000008883959044, "stability": 99.99999722052048, "consistency": 100, "throughput": 1666.3209904711152, "availability": 24.066212615139545, "score": 100.25511258457475, "zero_downtime": 6.016554622901907, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 8635472, "heap_mib": 8.235427856445312, "mobile_score": 10806.445819642584, "mobile_throughput": 179611.86255183388, "mobile_availability": 2594.0843913581994, "mobile_accuracy": 2694.737500103898, "soft_acc_blocks": [ 25.000003325, 25.000008883959044 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.169736398, "time_to_acc50_sec": 0, "acc_per_sec": 10.331853902232204, "mobile_acc_per_sec": 1113.665094303766 }, "started": "2026-08-17T23:44:47.322878831+10:00", "ended": "2026-08-17T23:44:49.743008607+10:00" }, { "cell": { "id": "nf4|none|MeshTween|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3912, "total_correct": 810, "total_train": 185, "infer_ms": 616.687356, "train_ms": 1829.862264, "blocked_train": 1829862264, "duration": 2314110967, "avg_accuracy": 17.786458333333336, "soft_acc": 24.999984366666666, "adapt_pct": 24.9999969, "stability": 99.99998746666667, "consistency": 100, "throughput": 1690.4980166407033, "availability": 25.206411141581505, "score": 106.52840348788085, "zero_downtime": 6.3015988447931015, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9881744, "heap_mib": 9.423965454101562, "mobile_score": 367444.4974200926, "mobile_throughput": 5830972.527292902, "mobile_availability": 86943.5452934045, "mobile_accuracy": 86231.52502388772, "soft_acc_blocks": [ 24.999971833333333, 24.9999969 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.803278115516, "mobile_acc_per_sec": 37263.34918833982 }, "started": "2026-08-17T23:44:52.416862685+10:00", "ended": "2026-08-17T23:44:54.732348754+10:00" }, { "cell": { "id": "fp6|none|MeshTween|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1960, "total_correct": 390, "total_train": 109, "infer_ms": 604.816546, "train_ms": 1876.084886, "blocked_train": 1876084886, "duration": 2482469391, "avg_accuracy": 31.51360544217687, "soft_acc": 25.000002486394557, "adapt_pct": 24.999986972789117, "stability": 99.99998448639455, "consistency": 100, "throughput": 789.5364217201742, "availability": 24.37890269233397, "score": 48.12008377874431, "zero_downtime": 6.094726279239202, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9674632, "heap_mib": 9.226448059082031, "mobile_score": 110652.5547552206, "mobile_throughput": 1815545.9275036259, "mobile_availability": 56059.50059104558, "mobile_accuracy": 57487.72501573171, "soft_acc_blocks": [ 25.000018, 24.999986972789117 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073091422, "time_to_acc50_sec": 0, "acc_per_sec": 10.070618625562968, "mobile_acc_per_sec": 23157.47586824192 }, "started": "2026-08-17T23:44:57.611606706+10:00", "ended": "2026-08-17T23:45:00.094846721+10:00" }, { "cell": { "id": "int6|none|MeshTween|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1968, "total_correct": 458, "total_train": 118, "infer_ms": 562.192767, "train_ms": 1902.065244, "blocked_train": 1902065244, "duration": 2342261430, "avg_accuracy": 17.069327731092436, "soft_acc": 24.999990584558823, "adapt_pct": 24.999991169117646, "stability": 99.99999941544118, "consistency": 100, "throughput": 840.2136391751967, "availability": 22.813876002044985, "score": 47.9213064004083, "zero_downtime": 5.703466852484171, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9675176, "heap_mib": 9.226966857910156, "mobile_score": 110195.46443007572, "mobile_throughput": 1932078.6335784453, "mobile_availability": 52460.70798842176, "mobile_accuracy": 57487.697647356035, "soft_acc_blocks": [ 24.99999, 24.999991169117646 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.673441599795641, "mobile_acc_per_sec": 24543.672585410775 }, "started": "2026-08-17T23:45:02.539804361+10:00", "ended": "2026-08-17T23:45:04.900487682+10:00" }, { "cell": { "id": "uint6|none|MeshTween|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2008, "total_correct": 419, "total_train": 115, "infer_ms": 602.073114, "train_ms": 1895.024794, "blocked_train": 1895024794, "duration": 2420214768, "avg_accuracy": 17.35287408759124, "soft_acc": 24.999991912864964, "adapt_pct": 24.999987700729925, "stability": 99.99999578786496, "consistency": 100, "throughput": 829.678434554532, "availability": 24.110913395551172, "score": 50.0107460265005, "zero_downtime": 6.027726399005668, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9036912, "heap_mib": 8.618270874023438, "mobile_score": 108347.24798653675, "mobile_throughput": 1797481.1863459772, "mobile_availability": 52235.79571209394, "mobile_accuracy": 54161.96595046341, "soft_acc_blocks": [ 24.999996125, 24.999987700729925 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.32965844329769, "mobile_acc_per_sec": 22378.991594709336 }, "started": "2026-08-17T23:45:07.56718031+10:00", "ended": "2026-08-17T23:45:09.987857681+10:00" }, { "cell": { "id": "int5|none|MeshTween|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2344, "total_correct": 564, "total_train": 126, "infer_ms": 617.830689, "train_ms": 1859.853499, "blocked_train": 1859853499, "duration": 2362962376, "avg_accuracy": 29.251342024539877, "soft_acc": 25.00000226380368, "adapt_pct": 24.999997527607363, "stability": 99.99999526380368, "consistency": 100, "throughput": 991.9751680379696, "availability": 24.93581272352213, "score": 61.839273141126476, "zero_downtime": 6.233953745378378, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 10077976, "heap_mib": 9.611106872558594, "mobile_score": 170639.94124534167, "mobile_throughput": 2737266.7205278473, "mobile_availability": 68808.14411152616, "mobile_accuracy": 68985.26940465844, "soft_acc_blocks": [ 25.000007, 24.999997527607363 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068559503, "time_to_acc50_sec": 0, "acc_per_sec": 10.579940890181858, "mobile_acc_per_sec": 29194.40026016666 }, "started": "2026-08-17T23:45:12.597161719+10:00", "ended": "2026-08-17T23:45:14.960922844+10:00" }, { "cell": { "id": "uint5|none|MeshTween|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2064, "total_correct": 576, "total_train": 126, "infer_ms": 545.472845, "train_ms": 1898.480245, "blocked_train": 1898480245, "duration": 2470849197, "avg_accuracy": 22.954545454545453, "soft_acc": 25.000001538961037, "adapt_pct": 25.000006077922077, "stability": 99.99999546103896, "consistency": 100, "throughput": 835.3403366364977, "availability": 22.319284573502188, "score": 46.6104995920573, "zero_downtime": 5.57982148686064, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 9674232, "heap_mib": 9.226066589355469, "mobile_score": 119790.81181431636, "mobile_throughput": 2146857.423600373, "mobile_availability": 57361.436619962325, "mobile_accuracy": 64250.984347347076, "soft_acc_blocks": [ 24.999997, 25.000006077922077 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.20786387, "time_to_acc50_sec": 0, "acc_per_sec": 10.117979506525518, "mobile_acc_per_sec": 26003.604115280643 }, "started": "2026-08-17T23:45:17.713426604+10:00", "ended": "2026-08-17T23:45:20.184811999+10:00" }, { "cell": { "id": "int3|none|MeshTween|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2680, "total_correct": 757, "total_train": 156, "infer_ms": 570.69172, "train_ms": 1893.923531, "blocked_train": 1893923531, "duration": 2375257922, "avg_accuracy": 27.653743315508024, "soft_acc": 25.000001810962566, "adapt_pct": 24.999995721925135, "stability": 99.99999391096257, "consistency": 100, "throughput": 1128.2985208374353, "availability": 23.15540812175231, "score": 65.31553656425999, "zero_downtime": 5.7888524497738505, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 8818088, "heap_mib": 8.409584045410156, "mobile_score": 300387.29854563804, "mobile_throughput": 5189064.692042257, "mobile_availability": 106492.12818716907, "mobile_accuracy": 114975.44692513984, "soft_acc_blocks": [ 25.0000079, 24.999995721925135 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075336782, "time_to_acc50_sec": 0, "acc_per_sec": 10.525173531433682, "mobile_acc_per_sec": 48405.45772323072 }, "started": "2026-08-17T23:45:22.758192821+10:00", "ended": "2026-08-17T23:45:25.138171723+10:00" }, { "cell": { "id": "uint3|none|MeshTween|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTween", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2608, "total_correct": 584, "total_train": 150, "infer_ms": 567.639947, "train_ms": 1875.7717, "blocked_train": 1875771700, "duration": 2456313233, "avg_accuracy": 29.450757575757578, "soft_acc": 25.00000597727273, "adapt_pct": 24.9999953989899, "stability": 99.99998942171717, "consistency": 100, "throughput": 1061.7538369952674, "availability": 23.23144966984763, "score": 61.665216808397126, "zero_downtime": 5.807863806069013, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 9698248, "heap_mib": 9.248970031738281, "mobile_score": 252580.72804719463, "mobile_throughput": 4348943.716332615, "mobile_availability": 95156.0178476959, "mobile_accuracy": 102400.0244829091, "soft_acc_blocks": [ 25.000016555555554, 24.9999953989899 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.060609102, "time_to_acc50_sec": 0, "acc_per_sec": 10.17785746597927, "mobile_acc_per_sec": 41688.50418065109 }, "started": "2026-08-17T23:45:27.942165016+10:00", "ended": "2026-08-17T23:45:30.398949966+10:00" }, { "cell": { "id": "float64|none|MeshTween|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8184, "total_correct": 2298, "total_train": 267, "infer_ms": 806.213376, "train_ms": 1737.776434, "blocked_train": 1737776434, "duration": 2395461682, "avg_accuracy": 34.220798972556445, "soft_acc": 25.00003182861295, "adapt_pct": 25.000032311072054, "stability": 99.9999995175409, "consistency": 100, "throughput": 3416.4604099060684, "availability": 31.69090429650738, "score": 270.6771443185327, "zero_downtime": 7.922736160902113, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9736112, "heap_mib": 9.285079956054688, "mobile_score": 52794.932529938575, "mobile_throughput": 666372.4685226312, "mobile_availability": 6181.2354284997255, "mobile_accuracy": 4876.19668428565, "soft_acc_blocks": [ 25.000031346153847, 25.000032311072054 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065145135, "time_to_acc50_sec": 0, "acc_per_sec": 10.436414832459404, "mobile_acc_per_sec": 2035.5978644644626 }, "started": "2026-08-17T23:45:33.203619505+10:00", "ended": "2026-08-17T23:45:35.599796914+10:00" }, { "cell": { "id": "float32|none|MeshTween|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12736, "total_correct": 2570, "total_train": 318, "infer_ms": 828.00694, "train_ms": 1617.946207, "blocked_train": 1617946207, "duration": 2538082602, "avg_accuracy": 19.100297459295042, "soft_acc": 24.99999384154142, "adapt_pct": 24.999997356995884, "stability": 99.99999648454553, "consistency": 100, "throughput": 5017.961192423003, "availability": 33.85211777321097, "score": 424.6714285553823, "zero_downtime": 8.463027358534092, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8863176, "heap_mib": 8.452583312988281, "mobile_score": 165662.30203455675, "mobile_throughput": 1957482.7661109162, "mobile_availability": 13205.549942768776, "mobile_accuracy": 9752.378549995587, "soft_acc_blocks": [ 24.99999032608696, 24.999997356995884 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.849952803680035, "mobile_acc_per_sec": 3842.419684178421 }, "started": "2026-08-17T23:45:38.354483214+10:00", "ended": "2026-08-17T23:45:40.89293644+10:00" }, { "cell": { "id": "float16|none|MeshTween|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5736, "total_correct": 1385, "total_train": 225, "infer_ms": 676.721131, "train_ms": 1807.538855, "blocked_train": 1807538855, "duration": 2406827645, "avg_accuracy": 17.311507936507937, "soft_acc": 24.999981763347762, "adapt_pct": 24.999991717171714, "stability": 99.99999004617605, "consistency": 100, "throughput": 2383.220091358058, "availability": 27.240350640176516, "score": 162.29925896137541, "zero_downtime": 6.810082692316114, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8861416, "heap_mib": 8.450904846191406, "mobile_score": 126624.33613443689, "mobile_throughput": 1859365.6179433535, "mobile_availability": 21252.66213755486, "mobile_accuracy": 19504.74767669951, "soft_acc_blocks": [ 24.99997180952381, 24.999991717171714 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.38710927859056, "mobile_acc_per_sec": 8103.923734306082 }, "started": "2026-08-17T23:45:43.284369116+10:00", "ended": "2026-08-17T23:45:45.692004937+10:00" }, { "cell": { "id": "bfloat16|none|MeshTween|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7392, "total_correct": 1744, "total_train": 262, "infer_ms": 702.427485, "train_ms": 1769.053608, "blocked_train": 1769053608, "duration": 2397917556, "avg_accuracy": 22.671950796950796, "soft_acc": 24.999994548371447, "adapt_pct": 24.99999301981982, "stability": 99.99999847144836, "consistency": 100, "throughput": 3082.6747906757478, "availability": 28.42131736267343, "score": 219.03414861554765, "zero_downtime": 7.105327791243706, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9067240, "heap_mib": 8.647193908691406, "mobile_score": 170888.35671033966, "mobile_throughput": 2405073.5128776883, "mobile_availability": 22174.041127144832, "mobile_accuracy": 19504.757651453227, "soft_acc_blocks": [ 24.99999607692308, 24.99999301981982 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.425710627880923, "mobile_acc_per_sec": 8134.040139390526 }, "started": "2026-08-17T23:45:48.438942342+10:00", "ended": "2026-08-17T23:45:50.837452866+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTween|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5832, "total_correct": 1380, "total_train": 226, "infer_ms": 666.88287, "train_ms": 1828.004286, "blocked_train": 1828004286, "duration": 2400537862, "avg_accuracy": 23.9375, "soft_acc": 25.00000305, "adapt_pct": 25.0000021625, "stability": 99.9999991125, "consistency": 100, "throughput": 2429.4555367442063, "availability": 26.729981289783026, "score": 162.34827241031783, "zero_downtime": 6.682496137710186, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12262680, "heap_mib": 11.694602966308594, "mobile_score": 253325.15192101404, "mobile_throughput": 3790876.1441921024, "mobile_availability": 41708.953662076674, "mobile_accuracy": 39009.52856868572, "soft_acc_blocks": [ 25.0000039375, 25.0000021625 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072014236, "time_to_acc50_sec": 0, "acc_per_sec": 10.41433398978816, "mobile_acc_per_sec": 16250.328389398972 }, "started": "2026-08-17T23:45:53.406544831+10:00", "ended": "2026-08-17T23:45:55.807782953+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTween|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5696, "total_correct": 1538, "total_train": 223, "infer_ms": 690.928839, "train_ms": 1812.98296, "blocked_train": 1812982960, "duration": 2557369954, "avg_accuracy": 29.638278388278387, "soft_acc": 25.000013315218116, "adapt_pct": 24.999999801864803, "stability": 99.99998648664669, "consistency": 100, "throughput": 2227.2882306648075, "availability": 27.59397672377836, "score": 153.64943082025925, "zero_downtime": 6.898497855142778, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9103792, "heap_mib": 8.682052612304688, "mobile_score": 239751.6451961074, "mobile_throughput": 3475418.130591639, "mobile_availability": 43057.115680227114, "mobile_accuracy": 39009.54458633653, "soft_acc_blocks": [ 25.00002682857143, 24.999999801864803 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068068931, "time_to_acc50_sec": 0, "acc_per_sec": 9.775673353835812, "mobile_acc_per_sec": 15253.774498023422 }, "started": "2026-08-17T23:45:58.833272211+10:00", "ended": "2026-08-17T23:46:01.391070706+10:00" }, { "cell": { "id": "int64|none|MeshTween|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4552, "total_correct": 1062, "total_train": 213, "infer_ms": 663.302834, "train_ms": 1809.900258, "blocked_train": 1809900258, "duration": 2413403615, "avg_accuracy": 21.908236458075685, "soft_acc": 25.000003565174374, "adapt_pct": 24.99999866881029, "stability": 99.99999510363591, "consistency": 100, "throughput": 1886.132916892975, "availability": 26.81958615309705, "score": 126.46327868655149, "zero_downtime": 6.704897494439275, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8868296, "heap_mib": 8.457466125488281, "mobile_score": 24666.361404767376, "mobile_throughput": 367885.73464731546, "mobile_availability": 5231.096423004072, "mobile_accuracy": 4876.1911715692495, "soft_acc_blocks": [ 25.000008461538464, 24.99999866881029 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.358815827486184, "mobile_acc_per_sec": 2020.4623633039719 }, "started": "2026-08-17T23:46:03.863846134+10:00", "ended": "2026-08-17T23:46:06.277958238+10:00" }, { "cell": { "id": "int32|none|MeshTween|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4200, "total_correct": 1210, "total_train": 217, "infer_ms": 613.623127, "train_ms": 1822.742201, "blocked_train": 1822742201, "duration": 2495357361, "avg_accuracy": 30.11526979212738, "soft_acc": 24.999996432109683, "adapt_pct": 25.000008721362228, "stability": 99.99998771074746, "consistency": 100, "throughput": 1683.12565792856, "availability": 25.186006382044525, "score": 105.97801878120897, "zero_downtime": 6.296500696902047, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8960664, "heap_mib": 8.545555114746094, "mobile_score": 41341.52046931733, "mobile_throughput": 656579.3042738459, "mobile_availability": 9824.941156271845, "mobile_accuracy": 9752.37956056393, "soft_acc_blocks": [ 24.99998414285714, 25.000008721362228 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071263976, "time_to_acc50_sec": 0, "acc_per_sec": 10.018603676906253, "mobile_acc_per_sec": 3908.2095867245725 }, "started": "2026-08-17T23:46:08.996953345+10:00", "ended": "2026-08-17T23:46:11.492944247+10:00" }, { "cell": { "id": "int16|none|MeshTween|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4176, "total_correct": 1064, "total_train": 209, "infer_ms": 614.230101, "train_ms": 1844.315233, "blocked_train": 1844315233, "duration": 2465152575, "avg_accuracy": 18.852365787079165, "soft_acc": 24.999972640809826, "adapt_pct": 24.99998421019108, "stability": 99.99998843061874, "consistency": 100, "throughput": 1694.012793508329, "availability": 24.98347671306353, "score": 105.80570715515233, "zero_downtime": 6.245862342988977, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10139328, "heap_mib": 9.66961669921875, "mobile_score": 82548.60504904838, "mobile_throughput": 1321652.648040022, "mobile_availability": 19491.87059365871, "mobile_accuracy": 19504.740559382295, "soft_acc_blocks": [ 24.999961071428572, 24.99998421019108 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.141349016017731, "mobile_acc_per_sec": 7912.183918020691 }, "started": "2026-08-17T23:46:14.146149011+10:00", "ended": "2026-08-17T23:46:16.612016011+10:00" }, { "cell": { "id": "int8|none|MeshTween|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9944, "total_correct": 2597, "total_train": 309, "infer_ms": 724.670205, "train_ms": 1682.536112, "blocked_train": 1682536112, "duration": 2531126039, "avg_accuracy": 23.70075617569149, "soft_acc": 25.000004309184995, "adapt_pct": 25.000009618369987, "stability": 99.99999469081502, "consistency": 100, "throughput": 3928.686223752289, "availability": 30.104200038122446, "score": 295.67494088184895, "zero_downtime": 7.526051306776282, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8924640, "heap_mib": 8.511199951171875, "mobile_score": 461365.54584840126, "mobile_throughput": 6130247.151424524, "mobile_availability": 46974.020326152204, "mobile_accuracy": 39009.530533494, "soft_acc_blocks": [ 24.999999000000003, 25.000009618369987 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.267670828, "time_to_acc50_sec": 0, "acc_per_sec": 9.877028612554602, "mobile_acc_per_sec": 15411.927313151866 }, "started": "2026-08-17T23:46:19.330885073+10:00", "ended": "2026-08-17T23:46:21.86281861+10:00" }, { "cell": { "id": "uint64|none|MeshTween|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4264, "total_correct": 963, "total_train": 209, "infer_ms": 638.779605, "train_ms": 1775.710322, "blocked_train": 1775710322, "duration": 2384368353, "avg_accuracy": 24.392434488588336, "soft_acc": 25.000009263313608, "adapt_pct": 25.000001026627217, "stability": 99.9999917633136, "consistency": 100, "throughput": 1788.3142907156341, "availability": 26.45608904211428, "score": 118.27954910255167, "zero_downtime": 6.6140247112390655, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13311296, "heap_mib": 12.69464111328125, "mobile_score": 22933.63470409712, "mobile_throughput": 346742.5010542598, "mobile_availability": 5129.663465869827, "mobile_accuracy": 4847.339074202724, "soft_acc_blocks": [ 25.000017500000002, 25.000001026627217 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073786368, "time_to_acc50_sec": 0, "acc_per_sec": 10.484961030395628, "mobile_acc_per_sec": 2032.9656984852304 }, "started": "2026-08-17T23:46:24.164773581+10:00", "ended": "2026-08-17T23:46:26.550044224+10:00" }, { "cell": { "id": "uint32|none|MeshTween|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4432, "total_correct": 1143, "total_train": 221, "infer_ms": 618.754561, "train_ms": 1836.417692, "blocked_train": 1836417692, "duration": 2448042551, "avg_accuracy": 23.66852384375749, "soft_acc": 25.000000960579918, "adapt_pct": 24.999997844236763, "stability": 99.99999688365685, "consistency": 100, "throughput": 1810.4260476148888, "availability": 25.20208348900724, "score": 114.06627538945034, "zero_downtime": 6.300521114337963, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 13295352, "heap_mib": 12.679435729980469, "mobile_score": 43973.220140723635, "mobile_throughput": 697929.8909205256, "mobile_availability": 9715.551432562226, "mobile_accuracy": 9637.647429132738, "soft_acc_blocks": [ 25.000004076923076, 24.999997844236763 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.212241184438431, "mobile_acc_per_sec": 3936.8790486079824 }, "started": "2026-08-17T23:46:29.353574993+10:00", "ended": "2026-08-17T23:46:31.80337754+10:00" }, { "cell": { "id": "uint16|none|MeshTween|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4488, "total_correct": 1062, "total_train": 221, "infer_ms": 611.863087, "train_ms": 1810.282222, "blocked_train": 1810282222, "duration": 2438936316, "avg_accuracy": 23.046045647558387, "soft_acc": 25.000000109341826, "adapt_pct": 24.99999838535032, "stability": 99.9999982760085, "consistency": 100, "throughput": 1840.1464484979197, "availability": 25.261204797519436, "score": 116.21079124060302, "zero_downtime": 6.315301227000922, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 12794312, "heap_mib": 12.201606750488281, "mobile_score": 88558.02807842045, "mobile_throughput": 1402277.1819623217, "mobile_availability": 19250.212995467835, "mobile_accuracy": 19051.162874021233, "soft_acc_blocks": [ 25.000001833333332, 24.99999838535032 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.25037019020788, "mobile_acc_per_sec": 7811.2588463426 }, "started": "2026-08-17T23:46:34.421379813+10:00", "ended": "2026-08-17T23:46:36.860998056+10:00" }, { "cell": { "id": "uint8|none|MeshTween|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8728, "total_correct": 2681, "total_train": 270, "infer_ms": 764.827394, "train_ms": 1713.704269, "blocked_train": 1713704269, "duration": 2592007581, "avg_accuracy": 32.28877916377917, "soft_acc": 25.000004863767614, "adapt_pct": 25.000000714714716, "stability": 99.9999958509471, "consistency": 100, "throughput": 3367.274102119997, "availability": 30.858084462566737, "score": 259.769122167837, "zero_downtime": 7.714522616507203, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 10130280, "heap_mib": 9.660987854003906, "mobile_score": 386914.29978162196, "mobile_throughput": 5015401.717194003, "mobile_availability": 45961.71416679031, "mobile_accuracy": 37236.37088072442, "soft_acc_blocks": [ 25.000009012820513, 25.000000714714716 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.062790712, "time_to_acc50_sec": 0, "acc_per_sec": 9.645035395352734, "mobile_acc_per_sec": 14365.841810678108 }, "started": "2026-08-17T23:46:39.754214377+10:00", "ended": "2026-08-17T23:46:42.346754613+10:00" }, { "cell": { "id": "int4|none|MeshTween|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9992, "total_correct": 2733, "total_train": 287, "infer_ms": 729.521762, "train_ms": 1718.691471, "blocked_train": 1718691471, "duration": 2474914577, "avg_accuracy": 27.26302444521498, "soft_acc": 25.000013262027565, "adapt_pct": 25.00001318030513, "stability": 99.99999991827757, "consistency": 100, "throughput": 4037.3110623122734, "availability": 29.798130006268128, "score": 300.7609593242347, "zero_downtime": 7.449536453403247, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13055624, "heap_mib": 12.450813293457031, "mobile_score": 938603.3442987164, "mobile_throughput": 12599486.56093796, "mobile_availability": 92992.86895670419, "mobile_accuracy": 78019.08900667803, "soft_acc_blocks": [ 25.00001334375, 25.00001318030513 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065725654, "time_to_acc50_sec": 0, "acc_per_sec": 10.101364101354827, "mobile_acc_per_sec": 31523.952273637617 }, "started": "2026-08-17T23:46:44.881693189+10:00", "ended": "2026-08-17T23:46:47.357510629+10:00" }, { "cell": { "id": "uint4|none|MeshTween|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3680, "total_correct": 856, "total_train": 203, "infer_ms": 590.042506, "train_ms": 1851.54745, "blocked_train": 1851547450, "duration": 2632188646, "avg_accuracy": 28.211360047374654, "soft_acc": 25.000003948183974, "adapt_pct": 25.000006661073826, "stability": 99.99999728711015, "consistency": 100, "throughput": 1398.0760860709222, "availability": 24.166322627188922, "score": 84.46590772284425, "zero_downtime": 6.041581610928107, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 9933632, "heap_mib": 9.47344970703125, "mobile_score": 240676.4229793183, "mobile_throughput": 3983665.8424671288, "mobile_availability": 68859.30955197623, "mobile_accuracy": 71234.79385861673, "soft_acc_blocks": [ 25.000001235294118, 25.000006661073826 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.062590817, "time_to_acc50_sec": 0, "acc_per_sec": 9.497800997726808, "mobile_acc_per_sec": 27062.951573348873 }, "started": "2026-08-17T23:46:50.132195092+10:00", "ended": "2026-08-17T23:46:52.773750386+10:00" }, { "cell": { "id": "fp4|none|MeshTween|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7032, "total_correct": 1734, "total_train": 249, "infer_ms": 612.132976, "train_ms": 1789.410241, "blocked_train": 1789410241, "duration": 2507278677, "avg_accuracy": 25.52148080438757, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2804.634388872123, "availability": 25.489150962049916, "score": 178.71937332829538, "zero_downtime": 6.372287740512479, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8932312, "heap_mib": 8.518516540527344, "mobile_score": 557740.611925865, "mobile_throughput": 8752596.157577308, "mobile_availability": 79545.57130709063, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069412469, "time_to_acc50_sec": 0, "acc_per_sec": 9.9709698125431, "mobile_acc_per_sec": 31117.022744515456 }, "started": "2026-08-17T23:46:55.306450369+10:00", "ended": "2026-08-17T23:46:57.814892014+10:00" }, { "cell": { "id": "int2|none|MeshTween|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9192, "total_correct": 2476, "total_train": 284, "infer_ms": 704.484345, "train_ms": 1713.048963, "blocked_train": 1713048963, "duration": 2599030113, "avg_accuracy": 28.613066848360965, "soft_acc": 25.000032684836096, "adapt_pct": 25.000013829131653, "stability": 99.99998114429556, "consistency": 100, "throughput": 3536.703924291931, "availability": 29.140626218830157, "score": 257.65475461684895, "zero_downtime": 7.285166079273456, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9146976, "heap_mib": 8.723236083984375, "mobile_score": 1608158.2855780774, "mobile_throughput": 22074421.750704378, "mobile_availability": 181881.9123692622, "mobile_accuracy": 156038.29924127794, "soft_acc_blocks": [ 25.00005154054054, 25.000013829131653 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07440746, "time_to_acc50_sec": 0, "acc_per_sec": 9.6189853898919, "mobile_acc_per_sec": 60037.12633447196 }, "started": "2026-08-17T23:47:00.642537048+10:00", "ended": "2026-08-17T23:47:03.242214295+10:00" }, { "cell": { "id": "uint2|none|MeshTween|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3864, "total_correct": 776, "total_train": 208, "infer_ms": 584.467551, "train_ms": 1872.782305, "blocked_train": 1872782305, "duration": 2486145955, "avg_accuracy": 16.344079578139983, "soft_acc": 24.99997550599233, "adapt_pct": 25.000002869127517, "stability": 99.99997263686481, "consistency": 100, "throughput": 1554.2128539271541, "availability": 23.78543433720726, "score": 92.41897890928371, "zero_downtime": 5.9463527582957045, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 12284040, "heap_mib": 11.714973449707031, "mobile_score": 484541.6161439054, "mobile_throughput": 8148551.487597598, "mobile_availability": 124704.1779778572, "mobile_accuracy": 131071.87158085707, "soft_acc_blocks": [ 24.999948142857143, 25.000002869127517 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.055715134388533, "mobile_acc_per_sec": 52720.907763782954 }, "started": "2026-08-17T23:47:05.984204285+10:00", "ended": "2026-08-17T23:47:08.471687008+10:00" }, { "cell": { "id": "ternary|none|MeshTween|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8880, "total_correct": 1960, "total_train": 285, "infer_ms": 670.278461, "train_ms": 1720.923642, "blocked_train": 1720923642, "duration": 2568904699, "avg_accuracy": 26.62878787878788, "soft_acc": 25.000004707459205, "adapt_pct": 24.99999293006993, "stability": 99.99998822261072, "consistency": 100, "throughput": 3456.726130578813, "availability": 28.031025071409445, "score": 242.23898769132467, "zero_downtime": 7.007757587401431, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9129480, "heap_mib": 8.706550598144531, "mobile_score": 1511940.409270348, "mobile_throughput": 21575238.44701077, "mobile_availability": 174956.3103885609, "mobile_accuracy": 156038.12461981396, "soft_acc_blocks": [ 25.000016484848484, 24.99999293006993 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067960024, "time_to_acc50_sec": 0, "acc_per_sec": 9.731775848746347, "mobile_acc_per_sec": 60741.110668899106 }, "started": "2026-08-17T23:47:11.241603505+10:00", "ended": "2026-08-17T23:47:13.811391224+10:00" }, { "cell": { "id": "binary|none|MeshTween|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8544, "total_correct": 1788, "total_train": 276, "infer_ms": 635.176764, "train_ms": 1733.362046, "blocked_train": 1733362046, "duration": 2731700891, "avg_accuracy": 22.413570435128154, "soft_acc": 24.9997796900457, "adapt_pct": 24.99969652294854, "stability": 99.99991683290284, "consistency": 100, "throughput": 3127.7216433722647, "availability": 26.81724113273027, "score": 209.6903158750929, "zero_downtime": 6.704251202130884, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 11293792, "heap_mib": 10.770599365234375, "mobile_score": 2617574.1983219213, "mobile_throughput": 39043498.213341855, "mobile_availability": 334760.8980713545, "mobile_accuracy": 312073.44033654, "soft_acc_blocks": [ 24.999862857142855, 24.99969652294854 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.151726593643996, "mobile_acc_per_sec": 114241.43886496246 }, "started": "2026-08-17T23:47:16.647903162+10:00", "ended": "2026-08-17T23:47:19.38020124+10:00" }, { "cell": { "id": "int|none|MeshTween|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3328, "total_correct": 973, "total_train": 182, "infer_ms": 610.7999, "train_ms": 1840.001472, "blocked_train": 1840001472, "duration": 2614699971, "avg_accuracy": 35.654493407356, "soft_acc": 25.000018385322694, "adapt_pct": 25.00002022519084, "stability": 99.99999816013185, "consistency": 100, "throughput": 1272.8037774548934, "availability": 24.922456261787993, "score": 79.30354950445634, "zero_downtime": 6.2306186475210055, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9995608, "heap_mib": 9.532554626464844, "mobile_score": 15467.968512869198, "mobile_throughput": 248257.34630739255, "mobile_availability": 4861.065754680172, "mobile_accuracy": 4876.194062203893, "soft_acc_blocks": [ 25.000016545454546, 25.00002022519084 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06946898, "time_to_acc50_sec": 0, "acc_per_sec": 9.561333484759768, "mobile_acc_per_sec": 1864.915331122667 }, "started": "2026-08-17T23:47:22.067626748+10:00", "ended": "2026-08-17T23:47:24.682990364+10:00" }, { "cell": { "id": "uint|none|MeshTween|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3776, "total_correct": 795, "total_train": 189, "infer_ms": 624.254002, "train_ms": 1843.119227, "blocked_train": 1843119227, "duration": 2600678174, "avg_accuracy": 21.3507326007326, "soft_acc": 24.99996805018315, "adapt_pct": 24.999970586080586, "stability": 99.99999746410256, "consistency": 100, "throughput": 1451.9289767377422, "availability": 25.30034753813891, "score": 91.83565191495786, "zero_downtime": 6.325078801120027, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9983880, "heap_mib": 9.521369934082031, "mobile_score": 17806.335159463546, "mobile_throughput": 281519.5781641558, "mobile_availability": 4905.572710826839, "mobile_accuracy": 4847.331083244979, "soft_acc_blocks": [ 24.999965514285712, 24.999970586080586 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.612864944274012, "mobile_acc_per_sec": 1863.8719437513066 }, "started": "2026-08-17T23:47:27.3680065+10:00", "ended": "2026-08-17T23:47:29.969071444+10:00" }, { "cell": { "id": "uintptr|none|MeshTween|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3848, "total_correct": 1138, "total_train": 185, "infer_ms": 647.2001, "train_ms": 1841.635061, "blocked_train": 1841635061, "duration": 2588358040, "avg_accuracy": 32.192982456140356, "soft_acc": 25.000020456578945, "adapt_pct": 25.000010329824562, "stability": 99.99998987324561, "consistency": 100, "throughput": 1486.6567687057698, "availability": 26.004136800283657, "score": 96.64814405478207, "zero_downtime": 6.501039519627687, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9126136, "heap_mib": 8.703361511230469, "mobile_score": 18739.446061462124, "mobile_throughput": 288253.07098787377, "mobile_availability": 5042.032867879851, "mobile_accuracy": 4847.341244504017, "soft_acc_blocks": [ 25.00003058333333, 25.000010329824562 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06801169, "time_to_acc50_sec": 0, "acc_per_sec": 9.658640756121569, "mobile_acc_per_sec": 1872.7475757194768 }, "started": "2026-08-17T23:47:32.661072721+10:00", "ended": "2026-08-17T23:47:35.25041003+10:00" }, { "cell": { "id": "complex64|none|MeshTween|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3520, "total_correct": 820, "total_train": 192, "infer_ms": 610.760152, "train_ms": 1858.656078, "blocked_train": 1858656078, "duration": 2626859214, "avg_accuracy": 23.011363636363637, "soft_acc": 24.99999802651515, "adapt_pct": 24.999997416666666, "stability": 99.99999939015152, "consistency": 100, "throughput": 1340.0032941392344, "availability": 24.732977153875755, "score": 82.8556706095829, "zero_downtime": 6.183243800367381, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10203544, "heap_mib": 9.730857849121094, "mobile_score": 16160.801276992932, "mobile_throughput": 261364.452037824, "mobile_availability": 4824.108305822623, "mobile_accuracy": 4876.190091266955, "soft_acc_blocks": [ 24.999998636363635, 24.999997416666666 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.517068099149052, "mobile_acc_per_sec": 1856.2814730530722 }, "started": "2026-08-17T23:47:37.814923116+10:00", "ended": "2026-08-17T23:47:40.442420401+10:00" }, { "cell": { "id": "complex128|none|MeshTween|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3776, "total_correct": 838, "total_train": 191, "infer_ms": 649.304424, "train_ms": 1832.238096, "blocked_train": 1832238096, "duration": 2519591661, "avg_accuracy": 19.6360153256705, "soft_acc": 24.99999312739464, "adapt_pct": 25.000000088122604, "stability": 99.99999303927203, "consistency": 100, "throughput": 1498.6555394858485, "availability": 26.165355570856793, "score": 98.03211072275579, "zero_downtime": 6.541337094472568, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 9978880, "heap_mib": 9.5166015625, "mobile_score": 9560.46489334304, "mobile_throughput": 146154.5973746199, "mobile_availability": 2551.7451528149863, "mobile_accuracy": 2438.094567852582, "soft_acc_blocks": [ 24.99998616666667, 25.000000088122604 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.922239986090604, "mobile_acc_per_sec": 967.6546424530266 }, "started": "2026-08-17T23:47:43.025769803+10:00", "ended": "2026-08-17T23:47:45.546259014+10:00" }, { "cell": { "id": "nf4|none|MeshTween|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3088, "total_correct": 762, "total_train": 164, "infer_ms": 599.980589, "train_ms": 1846.967709, "blocked_train": 1846967709, "duration": 2670401261, "avg_accuracy": 21.969126506024097, "soft_acc": 25.000006675200805, "adapt_pct": 25.000013767068275, "stability": 99.99999290813253, "consistency": 100, "throughput": 1156.3805204479343, "availability": 24.519544997758672, "score": 70.88482944095055, "zero_downtime": 6.129887886168533, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11758240, "heap_mib": 11.213531494140625, "mobile_score": 221214.6753448636, "mobile_throughput": 3608788.275622658, "mobile_availability": 76519.66195110058, "mobile_accuracy": 78019.06845076, "soft_acc_blocks": [ 24.999999583333334, 25.000013767068275 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.361891428196419, "mobile_acc_per_sec": 29216.234125632403 }, "started": "2026-08-17T23:47:48.382500266+10:00", "ended": "2026-08-17T23:47:51.054275691+10:00" }, { "cell": { "id": "fp6|none|MeshTween|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1600, "total_correct": 458, "total_train": 104, "infer_ms": 551.071469, "train_ms": 1922.235633, "blocked_train": 1922235633, "duration": 2646757659, "avg_accuracy": 23.34478021978022, "soft_acc": 24.999987863186814, "adapt_pct": 24.99998586923077, "stability": 99.99999800604395, "consistency": 100, "throughput": 604.5132218884419, "availability": 22.28075391666425, "score": 33.672509493579334, "zero_downtime": 5.570185774992583, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9364416, "heap_mib": 8.93060302734375, "mobile_score": 70055.92324353065, "mobile_throughput": 1257694.5558628866, "mobile_availability": 46355.28535500026, "mobile_accuracy": 52012.67316196225, "soft_acc_blocks": [ 24.999989857142857, 24.99998586923077 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066907161, "time_to_acc50_sec": 0, "acc_per_sec": 9.445514506466878, "mobile_acc_per_sec": 19651.467895105186 }, "started": "2026-08-17T23:47:53.693555085+10:00", "ended": "2026-08-17T23:47:56.341117274+10:00" }, { "cell": { "id": "int6|none|MeshTween|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1632, "total_correct": 415, "total_train": 99, "infer_ms": 575.052527, "train_ms": 1897.393861, "blocked_train": 1897393861, "duration": 2593831251, "avg_accuracy": 20.64324817518248, "soft_acc": 25.00000416727494, "adapt_pct": 25.000005167883213, "stability": 99.99999899939172, "consistency": 100, "throughput": 629.1851096214585, "availability": 23.25844272260111, "score": 36.58467068344472, "zero_downtime": 5.814611649893533, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9968792, "heap_mib": 9.506980895996094, "mobile_score": 76114.69771143598, "mobile_throughput": 1309024.6141000604, "mobile_availability": 48389.37467518687, "mobile_accuracy": 52012.707082747, "soft_acc_blocks": [ 25.00000316666667, 25.000005167883213 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.638253898605273, "mobile_acc_per_sec": 20052.46373012683 }, "started": "2026-08-17T23:47:59.11802593+10:00", "ended": "2026-08-17T23:48:01.712881138+10:00" }, { "cell": { "id": "uint6|none|MeshTween|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1880, "total_correct": 529, "total_train": 105, "infer_ms": 618.957602, "train_ms": 1907.796078, "blocked_train": 1907796078, "duration": 2540335625, "avg_accuracy": 28.169642857142858, "soft_acc": 24.999992732142857, "adapt_pct": 24.999991464285717, "stability": 99.99999873214286, "consistency": 100, "throughput": 740.059691915709, "availability": 24.496159119079625, "score": 45.32153675133862, "zero_downtime": 6.124037999424056, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 9131296, "heap_mib": 8.708282470703125, "mobile_score": 88662.45470255904, "mobile_throughput": 1447777.670727997, "mobile_availability": 47921.79952322395, "mobile_accuracy": 48907.44846846908, "soft_acc_blocks": [ 24.999994, 24.999991464285717 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066212736, "time_to_acc50_sec": 0, "acc_per_sec": 9.841216446406705, "mobile_acc_per_sec": 19252.35704572268 }, "started": "2026-08-17T23:48:04.486033966+10:00", "ended": "2026-08-17T23:48:07.027438703+10:00" }, { "cell": { "id": "int5|none|MeshTween|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2016, "total_correct": 560, "total_train": 115, "infer_ms": 594.950972, "train_ms": 1884.797988, "blocked_train": 1884797988, "duration": 2571744208, "avg_accuracy": 32.63004246284501, "soft_acc": 25.00000406316348, "adapt_pct": 25.00000429299363, "stability": 99.99999977016985, "consistency": 100, "throughput": 783.9037777274931, "availability": 23.992387197129826, "score": 47.01931504321233, "zero_downtime": 5.998097774132372, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 10197760, "heap_mib": 9.725341796875, "mobile_score": 117388.86973988432, "mobile_throughput": 1957101.6372247234, "mobile_availability": 59899.622375280014, "mobile_accuracy": 62415.24823937074, "soft_acc_blocks": [ 25.000003833333334, 25.00000429299363 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072525848, "time_to_acc50_sec": 0, "acc_per_sec": 9.721030569601453, "mobile_acc_per_sec": 24269.617501310506 }, "started": "2026-08-17T23:48:09.775034391+10:00", "ended": "2026-08-17T23:48:12.347703024+10:00" }, { "cell": { "id": "uint5|none|MeshTween|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2032, "total_correct": 433, "total_train": 114, "infer_ms": 613.869438, "train_ms": 1902.374992, "blocked_train": 1902374992, "duration": 2684959559, "avg_accuracy": 19.251757306696263, "soft_acc": 24.999995878838327, "adapt_pct": 25.00000034591195, "stability": 99.99999553292638, "consistency": 100, "throughput": 756.8084194001076, "availability": 24.396256209497103, "score": 46.158222643952726, "zero_downtime": 6.099063046965115, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 10002464, "heap_mib": 9.539093017578125, "mobile_score": 107080.54085642782, "mobile_throughput": 1755688.3742939983, "mobile_availability": 56595.860068870876, "mobile_accuracy": 57996.4506164796, "soft_acc_blocks": [ 24.999991411764707, 25.00000034591195 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.311125672279939, "mobile_acc_per_sec": 21600.493170213736 }, "started": "2026-08-17T23:48:15.274834299+10:00", "ended": "2026-08-17T23:48:17.960339065+10:00" }, { "cell": { "id": "int3|none|MeshTween|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2336, "total_correct": 581, "total_train": 139, "infer_ms": 545.443416, "train_ms": 1887.48059, "blocked_train": 1887480590, "duration": 2577923776, "avg_accuracy": 17.48263888888889, "soft_acc": 24.99996797083333, "adapt_pct": 24.999982816666666, "stability": 99.99998515416667, "consistency": 100, "throughput": 906.1555743997296, "availability": 22.41925414253979, "score": 50.78826521955082, "zero_downtime": 5.604806354934672, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 9181608, "heap_mib": 8.756263732910156, "mobile_score": 211330.77774149098, "mobile_throughput": 3770527.7284990908, "mobile_availability": 93286.87234828493, "mobile_accuracy": 104025.26355152592, "soft_acc_blocks": [ 24.999953125, 24.999982816666666 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.697714185182072, "mobile_acc_per_sec": 40352.34265651379 }, "started": "2026-08-17T23:48:20.578926773+10:00", "ended": "2026-08-17T23:48:23.157731172+10:00" }, { "cell": { "id": "uint3|none|MeshTween|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTween", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2472, "total_correct": 712, "total_train": 134, "infer_ms": 605.340334, "train_ms": 1872.746864, "blocked_train": 1872746864, "duration": 2703042750, "avg_accuracy": 30.538023399014776, "soft_acc": 25.000010063115766, "adapt_pct": 25.00000925123153, "stability": 99.99999918811577, "consistency": 100, "throughput": 914.5249367587694, "availability": 24.42772532332819, "score": 55.84943237195634, "zero_downtime": 6.106933789022325, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 10010960, "heap_mib": 9.547195434570312, "mobile_score": 206205.54365794538, "mobile_throughput": 3376580.6341083217, "mobile_availability": 90191.29052335978, "mobile_accuracy": 92304.2625068369, "soft_acc_blocks": [ 25.000010875, 25.00000925123153 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066576173, "time_to_acc50_sec": 0, "acc_per_sec": 9.24884005741891, "mobile_acc_per_sec": 34148.28067622567 }, "started": "2026-08-17T23:48:26.057646611+10:00", "ended": "2026-08-17T23:48:28.761629515+10:00" }, { "cell": { "id": "float64|none|MeshTweenChain|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19288, "total_correct": 4942, "total_train": 458, "infer_ms": 915.91356, "train_ms": 1603.119474, "blocked_train": 1603119474, "duration": 2628065290, "avg_accuracy": 29.87095141700405, "soft_acc": 24.999898881907896, "adapt_pct": 24.99970616381579, "stability": 99.99980728190789, "consistency": 100, "throughput": 7339.239277422975, "availability": 36.35972802411451, "score": 667.1291617134602, "zero_downtime": 9.089895239765356, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10013168, "heap_mib": 9.549301147460938, "mobile_score": 210197.0035675641, "mobile_throughput": 2312424.929255731, "mobile_availability": 11456.111229751772, "mobile_accuracy": 7876.891216945749, "soft_acc_blocks": [ 25.0000916, 24.99970616381579 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072316421, "time_to_acc50_sec": 0, "acc_per_sec": 9.512662785446969, "mobile_acc_per_sec": 2997.2205207069833 }, "started": "2026-08-17T23:48:31.489290393+10:00", "ended": "2026-08-17T23:48:34.117845213+10:00" }, { "cell": { "id": "float32|none|MeshTweenChain|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32528, "total_correct": 7744, "total_train": 492, "infer_ms": 915.754697, "train_ms": 1479.390022, "blocked_train": 1479390022, "duration": 2611466935, "avg_accuracy": 24.69080249175522, "soft_acc": 25.000235968055698, "adapt_pct": 25.000183824111392, "stability": 99.9999478560557, "consistency": 100, "throughput": 12455.834521220924, "availability": 38.23379396391288, "score": 1190.5957644290233, "zero_downtime": 9.558538710518457, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 10002624, "heap_mib": 9.53924560546875, "mobile_score": 750258.5001694276, "mobile_throughput": 7849092.030603216, "mobile_availability": 24093.17231941341, "mobile_accuracy": 15753.99485002402, "soft_acc_blocks": [ 25.000288112, 25.000183824111392 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065712424, "time_to_acc50_sec": 0, "acc_per_sec": 9.57325388002881, "mobile_acc_per_sec": 6032.622752707385 }, "started": "2026-08-17T23:48:36.786633496+10:00", "ended": "2026-08-17T23:48:39.39856491+10:00" }, { "cell": { "id": "float16|none|MeshTweenChain|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14112, "total_correct": 3896, "total_train": 328, "infer_ms": 892.804078, "train_ms": 1531.558369, "blocked_train": 1531558369, "duration": 2576033670, "avg_accuracy": 31.4617673992674, "soft_acc": 24.999939041666664, "adapt_pct": 24.999921288461536, "stability": 99.99998224679487, "consistency": 100, "throughput": 5478.189266058777, "availability": 36.826344967716786, "score": 504.35298949210477, "zero_downtime": 9.206563793203076, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10001440, "heap_mib": 9.538116455078125, "mobile_score": 635639.9522952803, "mobile_throughput": 6904204.071931308, "mobile_availability": 46412.52584239014, "mobile_accuracy": 31507.615481435896, "soft_acc_blocks": [ 24.999956794871796, 24.999921288461536 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075413915, "time_to_acc50_sec": 0, "acc_per_sec": 9.704818431843968, "mobile_acc_per_sec": 12231.057322102428 }, "started": "2026-08-17T23:48:42.343114424+10:00", "ended": "2026-08-17T23:48:44.919810592+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenChain|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19272, "total_correct": 4842, "total_train": 400, "infer_ms": 898.143293, "train_ms": 1570.549481, "blocked_train": 1570549481, "duration": 2603148251, "avg_accuracy": 23.29595580024121, "soft_acc": 24.999752967453208, "adapt_pct": 24.99998557425068, "stability": 99.99976739320253, "consistency": 100, "throughput": 7403.343237403655, "availability": 36.381331142503676, "score": 673.3520510433648, "zero_downtime": 9.09524291189704, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11792992, "heap_mib": 11.246673583984375, "mobile_score": 848630.7695611145, "mobile_throughput": 9330490.43089396, "mobile_availability": 45851.671495290786, "mobile_accuracy": 31507.380970673337, "soft_acc_blocks": [ 24.999520360655737, 24.99998557425068 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.363313223, "time_to_acc50_sec": 0, "acc_per_sec": 9.60366085867355, "mobile_acc_per_sec": 12103.567654500572 }, "started": "2026-08-17T23:48:47.67338105+10:00", "ended": "2026-08-17T23:48:50.277190654+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenChain|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13408, "total_correct": 3890, "total_train": 351, "infer_ms": 864.671679, "train_ms": 1575.876095, "blocked_train": 1575876095, "duration": 2703981490, "avg_accuracy": 29.543399638336346, "soft_acc": 25.000028465641954, "adapt_pct": 25.00001991862568, "stability": 99.99999145298372, "consistency": 100, "throughput": 4958.613825422303, "availability": 35.42941007800161, "score": 439.2024066849064, "zero_downtime": 8.857362604709422, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9426888, "heap_mib": 8.990180969238281, "mobile_score": 1107060.343250078, "mobile_throughput": 12498758.294726003, "mobile_availability": 89303.91611045822, "mobile_accuracy": 63015.45636631966, "soft_acc_blocks": [ 25.000037012658225, 25.00001991862568 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.060368996, "time_to_acc50_sec": 0, "acc_per_sec": 9.245635947619581, "mobile_acc_per_sec": 23304.692210122957 }, "started": "2026-08-17T23:48:53.02080889+10:00", "ended": "2026-08-17T23:48:55.725251526+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenChain|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15880, "total_correct": 4728, "total_train": 338, "infer_ms": 940.950411, "train_ms": 1521.769168, "blocked_train": 1521769168, "duration": 2625941902, "avg_accuracy": 27.695950481020212, "soft_acc": 24.999907821491163, "adapt_pct": 25.000018165709598, "stability": 99.99988965578157, "consistency": 100, "throughput": 6047.353899149593, "availability": 38.20777724851961, "score": 577.637746964886, "zero_downtime": 9.551909092770575, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9374208, "heap_mib": 8.93994140625, "mobile_score": 1456002.5917342603, "mobile_throughput": 15243053.274410298, "mobile_availability": 96307.1111445762, "mobile_accuracy": 63015.15226881711, "soft_acc_blocks": [ 24.99979747727273, 25.000018165709598 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070846216, "time_to_acc50_sec": 0, "acc_per_sec": 9.520358315029911, "mobile_acc_per_sec": 23997.161635915396 }, "started": "2026-08-17T23:48:58.222783887+10:00", "ended": "2026-08-17T23:49:00.84994563+10:00" }, { "cell": { "id": "int64|none|MeshTweenChain|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10664, "total_correct": 2712, "total_train": 301, "infer_ms": 900.360535, "train_ms": 1570.534901, "blocked_train": 1570534901, "duration": 2810740446, "avg_accuracy": 26.11540511727079, "soft_acc": 25.000229851492538, "adapt_pct": 25.00006661727079, "stability": 99.99983676577826, "consistency": 100, "throughput": 3794.0180549847896, "availability": 36.43863361767933, "score": 345.62526228120777, "zero_downtime": 9.109742159163064, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7068320, "heap_mib": 6.740875244140625, "mobile_score": 108898.54417721747, "mobile_throughput": 1195407.5348629, "mobile_availability": 11480.972561385734, "mobile_accuracy": 7876.99549782411, "soft_acc_blocks": [ 25.000393085714286, 25.00006661727079 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07002028, "time_to_acc50_sec": 0, "acc_per_sec": 8.894535205863878, "mobile_acc_per_sec": 2802.4627848629575 }, "started": "2026-08-17T23:49:03.805368137+10:00", "ended": "2026-08-17T23:49:06.616756602+10:00" }, { "cell": { "id": "int32|none|MeshTweenChain|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10936, "total_correct": 2843, "total_train": 300, "infer_ms": 888.024958, "train_ms": 1562.287361, "blocked_train": 1562287361, "duration": 2746363539, "avg_accuracy": 24.428483225351208, "soft_acc": 24.999771244515365, "adapt_pct": 24.999852930207197, "stability": 99.99991831430816, "consistency": 100, "throughput": 3981.992858812127, "availability": 36.241296716102426, "score": 360.77816056450257, "zero_downtime": 9.060241275071666, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9178504, "heap_mib": 8.753303527832031, "mobile_score": 227345.74548803116, "mobile_throughput": 2509268.115337611, "mobile_availability": 22837.5925152547, "mobile_accuracy": 15753.702002697682, "soft_acc_blocks": [ 24.99968955882353, 24.999852930207197 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.387560986, "time_to_acc50_sec": 0, "acc_per_sec": 9.102863073116033, "mobile_acc_per_sec": 5736.204176535888 }, "started": "2026-08-17T23:49:09.1979801+10:00", "ended": "2026-08-17T23:49:11.944984054+10:00" }, { "cell": { "id": "int16|none|MeshTweenChain|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10656, "total_correct": 2422, "total_train": 311, "infer_ms": 890.129295, "train_ms": 1575.0302, "blocked_train": 1575030200, "duration": 2671672225, "avg_accuracy": 26.505937973774504, "soft_acc": 25.000036681490545, "adapt_pct": 24.999994972737188, "stability": 99.99995829124664, "consistency": 100, "throughput": 3988.513224147472, "availability": 36.108385554988196, "score": 360.047461504042, "zero_downtime": 9.027109633841082, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10745176, "heap_mib": 10.247398376464844, "mobile_score": 453770.5853294019, "mobile_throughput": 5026753.897264014, "mobile_availability": 45507.676071763584, "mobile_accuracy": 31507.73853765701, "soft_acc_blocks": [ 25.000078390243903, 24.999994972737188 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066045288, "time_to_acc50_sec": 0, "acc_per_sec": 9.357449034187024, "mobile_acc_per_sec": 11793.264998163093 }, "started": "2026-08-17T23:49:14.863162516+10:00", "ended": "2026-08-17T23:49:17.535577917+10:00" }, { "cell": { "id": "int8|none|MeshTweenChain|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29152, "total_correct": 8104, "total_train": 483, "infer_ms": 917.093783, "train_ms": 1512.964594, "blocked_train": 1512964594, "duration": 2763991314, "avg_accuracy": 26.545756792958286, "soft_acc": 24.999612735675882, "adapt_pct": 24.999391729270318, "stability": 99.99977899359443, "consistency": 100, "throughput": 10547.066429746385, "availability": 37.73957826199168, "score": 995.0891826592235, "zero_downtime": 9.434748413575239, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10217696, "heap_mib": 9.744354248046875, "mobile_score": 2508237.1028751875, "mobile_throughput": 26585097.905379195, "mobile_availability": 95126.96157607257, "mobile_accuracy": 63014.40847097133, "soft_acc_blocks": [ 24.99983374208145, 24.999391729270318 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.060028789, "time_to_acc50_sec": 0, "acc_per_sec": 9.044750831541824, "mobile_acc_per_sec": 22798.338095997115 }, "started": "2026-08-17T23:49:20.476768572+10:00", "ended": "2026-08-17T23:49:23.241198635+10:00" }, { "cell": { "id": "uint64|none|MeshTweenChain|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11848, "total_correct": 3508, "total_train": 320, "infer_ms": 902.952768, "train_ms": 1560.100436, "blocked_train": 1560100436, "duration": 2629024909, "avg_accuracy": 29.743784017812963, "soft_acc": 24.999993844619, "adapt_pct": 25.000129503191488, "stability": 99.99986434142751, "consistency": 100, "throughput": 4506.6138245554375, "availability": 36.65989701455105, "score": 413.0298950371061, "zero_downtime": 9.164971997081427, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8955592, "heap_mib": 8.540718078613281, "mobile_score": 129513.52727823821, "mobile_throughput": 1413136.093808924, "mobile_availability": 11495.421104046018, "mobile_accuracy": 7839.2325196217735, "soft_acc_blocks": [ 24.99985818604651, 25.000129503191488 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064586644, "time_to_acc50_sec": 0, "acc_per_sec": 9.509226694291089, "mobile_acc_per_sec": 2981.802299698855 }, "started": "2026-08-17T23:49:26.110661252+10:00", "ended": "2026-08-17T23:49:28.740379858+10:00" }, { "cell": { "id": "uint32|none|MeshTweenChain|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11432, "total_correct": 2456, "total_train": 304, "infer_ms": 894.494392, "train_ms": 1540.597351, "blocked_train": 1540597351, "duration": 2632577401, "avg_accuracy": 17.102808326787116, "soft_acc": 24.99977705821457, "adapt_pct": 24.99972130063966, "stability": 99.99994424242509, "consistency": 100, "throughput": 4342.512397036261, "availability": 36.73349862777634, "score": 398.7856266731849, "zero_downtime": 9.183292762626394, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 10212992, "heap_mib": 9.7398681640625, "mobile_score": 248902.99837765566, "mobile_throughput": 2710389.451925413, "mobile_availability": 22927.300629237623, "mobile_accuracy": 15603.670374163334, "soft_acc_blocks": [ 24.999832815789475, 24.99972130063966 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.496312263684349, "mobile_acc_per_sec": 5927.145909645881 }, "started": "2026-08-17T23:49:31.725162092+10:00", "ended": "2026-08-17T23:49:34.358292044+10:00" }, { "cell": { "id": "uint16|none|MeshTweenChain|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11040, "total_correct": 3331, "total_train": 314, "infer_ms": 874.808247, "train_ms": 1571.579526, "blocked_train": 1571579526, "duration": 2780107788, "avg_accuracy": 28.210408442150015, "soft_acc": 25.00027021850896, "adapt_pct": 25.000165464044944, "stability": 99.99989524553598, "consistency": 100, "throughput": 3971.0690526650906, "availability": 35.759181625046494, "score": 355.0092859113521, "zero_downtime": 8.939892034189027, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 12732792, "heap_mib": 12.142936706542969, "mobile_score": 438979.029462007, "mobile_throughput": 4910339.272367158, "mobile_availability": 44217.24013168013, "mobile_accuracy": 30913.541680003833, "soft_acc_blocks": [ 25.000374972972974, 25.000165464044944 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.078352399, "time_to_acc50_sec": 0, "acc_per_sec": 8.992554291031308, "mobile_acc_per_sec": 11119.547887113731 }, "started": "2026-08-17T23:49:37.235641987+10:00", "ended": "2026-08-17T23:49:40.016330034+10:00" }, { "cell": { "id": "uint8|none|MeshTweenChain|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22032, "total_correct": 5520, "total_train": 458, "infer_ms": 921.038685, "train_ms": 1614.481955, "blocked_train": 1614481955, "duration": 2731898559, "avg_accuracy": 29.801554954012737, "soft_acc": 24.999871724653172, "adapt_pct": 25.00001368614845, "stability": 99.99985803850473, "consistency": 100, "throughput": 8064.721117633562, "availability": 36.32542644180566, "score": 732.3823264475276, "zero_downtime": 9.081310013884659, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 9210104, "heap_mib": 8.783439636230469, "mobile_score": 1777681.783187599, "mobile_throughput": 19575169.006119747, "mobile_availability": 88171.22767741392, "mobile_accuracy": 60681.17012395816, "soft_acc_blocks": [ 24.999729763157895, 25.00001368614845 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065655497, "time_to_acc50_sec": 0, "acc_per_sec": 9.151098104390915, "mobile_acc_per_sec": 22212.087606272704 }, "started": "2026-08-17T23:49:42.439385969+10:00", "ended": "2026-08-17T23:49:45.171819109+10:00" }, { "cell": { "id": "int4|none|MeshTweenChain|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22336, "total_correct": 6205, "total_train": 464, "infer_ms": 789.665287, "train_ms": 1635.393673, "blocked_train": 1635393673, "duration": 2847518644, "avg_accuracy": 27.013518439232115, "soft_acc": 25.000049305719806, "adapt_pct": 25.00013082492276, "stability": 99.99991848079705, "consistency": 100, "throughput": 7844.022390183163, "availability": 32.56272527905878, "score": 638.5581248160364, "zero_downtime": 8.140697375050783, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10034488, "heap_mib": 9.569633483886719, "mobile_score": 3219118.866764905, "mobile_throughput": 39543527.027926445, "mobile_availability": 164156.21260679973, "mobile_accuracy": 126031.01779228101, "soft_acc_blocks": [ 24.99996778651685, 25.00013082492276 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069457364, "time_to_acc50_sec": 0, "acc_per_sec": 8.779591086575447, "mobile_acc_per_sec": 44259.94472690835 }, "started": "2026-08-17T23:49:48.011487769+10:00", "ended": "2026-08-17T23:49:50.859688754+10:00" }, { "cell": { "id": "uint4|none|MeshTweenChain|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10192, "total_correct": 2855, "total_train": 323, "infer_ms": 841.627326, "train_ms": 1642.080011, "blocked_train": 1642080011, "duration": 2688413276, "avg_accuracy": 26.70294815626141, "soft_acc": 25.000188016538882, "adapt_pct": 25.000241942168675, "stability": 99.9999460743702, "consistency": 100, "throughput": 3791.0837931749597, "availability": 33.885929854222596, "score": 321.1634140606931, "zero_downtime": 8.471546174708129, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 9986696, "heap_mib": 9.524055480957031, "mobile_score": 1503411.8217058275, "mobile_throughput": 17746604.819251012, "mobile_availability": 158624.878494738, "mobile_accuracy": 117029.45156084944, "soft_acc_blocks": [ 25.00013409090909, 25.000241942168675 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066340651, "time_to_acc50_sec": 0, "acc_per_sec": 9.299235441113364, "mobile_acc_per_sec": 43531.04956205753 }, "started": "2026-08-17T23:49:53.720844766+10:00", "ended": "2026-08-17T23:49:56.409952989+10:00" }, { "cell": { "id": "fp4|none|MeshTweenChain|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19080, "total_correct": 4684, "total_train": 375, "infer_ms": 783.943812, "train_ms": 1538.135316, "blocked_train": 1538135316, "duration": 2726611325, "avg_accuracy": 22.54973367010103, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 6997.697040666403, "availability": 33.760426272605464, "score": 590.6130875486189, "zero_downtime": 8.440106568151366, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9991416, "heap_mib": 9.528556823730469, "mobile_score": 2977416.8696604837, "mobile_throughput": 35277005.63516257, "mobile_availability": 170194.09970780552, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.168890252445497, "mobile_acc_per_sec": 46222.49166032831 }, "started": "2026-08-17T23:49:59.207375687+10:00", "ended": "2026-08-17T23:50:01.938778721+10:00" }, { "cell": { "id": "int2|none|MeshTweenChain|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24248, "total_correct": 5255, "total_train": 434, "infer_ms": 868.115339, "train_ms": 1565.024223, "blocked_train": 1565024223, "duration": 2798613578, "avg_accuracy": 21.117782319877364, "soft_acc": 25.00047209063618, "adapt_pct": 25.000230528640774, "stability": 99.99975843800459, "consistency": 100, "throughput": 8664.290129446374, "availability": 35.678814012888914, "score": 772.8435840187517, "zero_downtime": 8.919871939562283, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9988392, "heap_mib": 9.525672912597656, "mobile_score": 7792165.711115832, "mobile_throughput": 87357371.988215, "mobile_availability": 359730.27002287505, "mobile_accuracy": 252066.2982972204, "soft_acc_blocks": [ 25.000713652631582, 25.000230528640774 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.933163294556195, "mobile_acc_per_sec": 90068.2753341592 }, "started": "2026-08-17T23:50:04.888028516+10:00", "ended": "2026-08-17T23:50:07.687340062+10:00" }, { "cell": { "id": "uint2|none|MeshTweenChain|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10024, "total_correct": 2846, "total_train": 311, "infer_ms": 850.899007, "train_ms": 1663.141897, "blocked_train": 1663141897, "duration": 2682533492, "avg_accuracy": 31.79381179679509, "soft_acc": 25.00014056222298, "adapt_pct": 25.0003112673031, "stability": 99.99982929491988, "consistency": 100, "throughput": 3736.7660198443477, "availability": 33.845869637449624, "score": 316.18701668126056, "zero_downtime": 8.461514983869156, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10018064, "heap_mib": 9.553970336914062, "mobile_score": 2762884.3100297456, "mobile_throughput": 32652359.716869224, "mobile_availability": 295749.7216746531, "mobile_accuracy": 218454.56158477938, "soft_acc_blocks": [ 24.999969857142858, 25.0003112673031 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06902726, "time_to_acc50_sec": 0, "acc_per_sec": 9.319600533145172, "mobile_acc_per_sec": 81435.91207202693 }, "started": "2026-08-17T23:50:10.715943085+10:00", "ended": "2026-08-17T23:50:13.399056993+10:00" }, { "cell": { "id": "ternary|none|MeshTweenChain|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24296, "total_correct": 5945, "total_train": 445, "infer_ms": 860.268526, "train_ms": 1587.746729, "blocked_train": 1587746729, "duration": 2865857298, "avg_accuracy": 28.072340705634545, "soft_acc": 25.000231147998946, "adapt_pct": 24.999930307109004, "stability": 99.99969915911005, "consistency": 100, "throughput": 8477.742425261538, "availability": 35.14146916539538, "score": 744.8076964424059, "zero_downtime": 8.78544852015162, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9189200, "heap_mib": 8.763504028320312, "mobile_score": 7509494.952930694, "mobile_throughput": 85476511.9356831, "mobile_availability": 354312.511265131, "mobile_accuracy": 252063.86900234752, "soft_acc_blocks": [ 25.00053198888889, 24.999930307109004 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067228097, "time_to_acc50_sec": 0, "acc_per_sec": 8.723473832924583, "mobile_acc_per_sec": 87954.08940223776 }, "started": "2026-08-17T23:50:16.216251939+10:00", "ended": "2026-08-17T23:50:19.08263007+10:00" }, { "cell": { "id": "binary|none|MeshTweenChain|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24048, "total_correct": 6998, "total_train": 433, "infer_ms": 850.850091, "train_ms": 1601.156347, "blocked_train": 1601156347, "duration": 2810161989, "avg_accuracy": 28.81982075311318, "soft_acc": 25.00098720871584, "adapt_pct": 25.001295912055333, "stability": 99.9996912966605, "consistency": 100, "throughput": 8557.513799607514, "availability": 34.70015730032108, "score": 742.3970022391757, "zero_downtime": 8.67538188805755, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 12346768, "heap_mib": 11.774795532226562, "mobile_score": 14970378.442691267, "mobile_throughput": 172561607.49879324, "mobile_availability": 699726.0027181053, "mobile_accuracy": 504142.98391089274, "soft_acc_blocks": [ 25.000678505376346, 25.001295912055333 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071149287, "time_to_acc50_sec": 0, "acc_per_sec": 8.89663560555542, "mobile_acc_per_sec": 179399.97262944002 }, "started": "2026-08-17T23:50:21.99045015+10:00", "ended": "2026-08-17T23:50:24.801286878+10:00" }, { "cell": { "id": "int|none|MeshTweenChain|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8344, "total_correct": 1900, "total_train": 287, "infer_ms": 819.495638, "train_ms": 1688.666694, "blocked_train": 1688666694, "duration": 2828291276, "avg_accuracy": 21.15795932678822, "soft_acc": 24.999801532515193, "adapt_pct": 24.999698831697053, "stability": 99.99989729918187, "consistency": 100, "throughput": 2950.1911881582314, "availability": 32.67314988127332, "score": 240.97818410421326, "zero_downtime": 8.168222624739553, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9191792, "heap_mib": 8.765975952148438, "mobile_score": 75926.66477621981, "mobile_throughput": 929537.1620535473, "mobile_availability": 10294.55553182273, "mobile_accuracy": 7876.860544398633, "soft_acc_blocks": [ 24.999904233333332, 24.999698831697053 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.839189140332092, "mobile_acc_per_sec": 2785.0245168307883 }, "started": "2026-08-17T23:50:27.676948582+10:00", "ended": "2026-08-17T23:50:30.506001158+10:00" }, { "cell": { "id": "uint|none|MeshTweenChain|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9224, "total_correct": 2207, "total_train": 298, "infer_ms": 848.535999, "train_ms": 1669.701927, "blocked_train": 1669701927, "duration": 2784362767, "avg_accuracy": 23.48877374784111, "soft_acc": 25.000008943221072, "adapt_pct": 25.00012805310881, "stability": 99.99988089011227, "consistency": 100, "throughput": 3312.7867206536307, "availability": 33.69562463654199, "score": 279.06614443013734, "zero_downtime": 8.4239091726097, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9204816, "heap_mib": 8.778396606445312, "mobile_score": 87506.59732714584, "mobile_throughput": 1038788.4714103175, "mobile_availability": 10565.916058279503, "mobile_accuracy": 7839.237254081035, "soft_acc_blocks": [ 24.999889833333334, 25.00012805310881 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.978718304783692, "mobile_acc_per_sec": 2815.451113982316 }, "started": "2026-08-17T23:50:33.369713562+10:00", "ended": "2026-08-17T23:50:36.15486315+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenChain|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8312, "total_correct": 1782, "total_train": 287, "infer_ms": 802.393576, "train_ms": 1671.840566, "blocked_train": 1671840566, "duration": 2763696399, "avg_accuracy": 22.51593648585999, "soft_acc": 24.999896370978206, "adapt_pct": 25.000035208623085, "stability": 99.99986116235512, "consistency": 100, "throughput": 3007.5662446162924, "availability": 32.42997751827159, "score": 243.8372534952152, "zero_downtime": 8.107460772699428, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9000992, "heap_mib": 8.584014892578125, "mobile_score": 76459.89590938958, "mobile_throughput": 943080.6765893461, "mobile_availability": 10169.047878648073, "mobile_accuracy": 7839.2019548728595, "soft_acc_blocks": [ 24.99975753333333, 25.000035208623085 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.04581862900137, "mobile_acc_per_sec": 2836.4917209102096 }, "started": "2026-08-17T23:50:39.128499659+10:00", "ended": "2026-08-17T23:50:41.892902932+10:00" }, { "cell": { "id": "complex64|none|MeshTweenChain|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9392, "total_correct": 2640, "total_train": 315, "infer_ms": 832.56837, "train_ms": 1682.715907, "blocked_train": 1682715907, "duration": 2728768603, "avg_accuracy": 29.34900631745196, "soft_acc": 25.000668474115997, "adapt_pct": 25.000513844783715, "stability": 99.99984537066771, "consistency": 100, "throughput": 3441.8455231691187, "availability": 33.10036871828305, "score": 284.8235054026783, "zero_downtime": 8.275313446967944, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13408344, "heap_mib": 12.787193298339844, "mobile_score": 89741.31370225924, "mobile_throughput": 1084446.0971462084, "mobile_availability": 10429.16232846826, "mobile_accuracy": 7877.133697690702, "soft_acc_blocks": [ 25.000823103448276, 25.000513844783715 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072399025, "time_to_acc50_sec": 0, "acc_per_sec": 9.161886591127713, "mobile_acc_per_sec": 2886.6990367122394 }, "started": "2026-08-17T23:50:44.801264412+10:00", "ended": "2026-08-17T23:50:47.530676503+10:00" }, { "cell": { "id": "complex128|none|MeshTweenChain|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8776, "total_correct": 2261, "total_train": 311, "infer_ms": 832.919777, "train_ms": 1714.114385, "blocked_train": 1714114385, "duration": 2793603526, "avg_accuracy": 24.488482384823847, "soft_acc": 24.99971797899729, "adapt_pct": 24.99977645799458, "stability": 99.99994152100271, "consistency": 100, "throughput": 3141.4622434149946, "availability": 32.701554986053615, "score": 256.8238535026065, "zero_downtime": 8.17529652126013, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 9214880, "heap_mib": 8.787994384765625, "mobile_score": 40459.63476717985, "mobile_throughput": 494901.12880876224, "mobile_availability": 5151.752662418293, "mobile_accuracy": 3938.4171093066498, "soft_acc_blocks": [ 24.9996595, 24.99977645799458 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07263668, "time_to_acc50_sec": 0, "acc_per_sec": 8.948914098341271, "mobile_acc_per_sec": 1409.7981594925327 }, "started": "2026-08-17T23:50:50.81207678+10:00", "ended": "2026-08-17T23:50:53.606164889+10:00" }, { "cell": { "id": "nf4|none|MeshTweenChain|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7368, "total_correct": 1773, "total_train": 256, "infer_ms": 799.499277, "train_ms": 1733.837569, "blocked_train": 1733837569, "duration": 2716365655, "avg_accuracy": 25.598693759071118, "soft_acc": 25.000296726415094, "adapt_pct": 24.99996883744557, "stability": 99.99967211103048, "consistency": 100, "throughput": 2712.447783470447, "availability": 31.55913822760544, "score": 214.00882638699062, "zero_downtime": 7.889878201200857, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 8989528, "heap_mib": 8.573081970214844, "mobile_score": 1078867.8804690628, "mobile_throughput": 13674075.225963017, "mobile_availability": 159096.89868341156, "mobile_accuracy": 126032.26509710305, "soft_acc_blocks": [ 25.000624615384616, 24.99996883744557 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065121278, "time_to_acc50_sec": 0, "acc_per_sec": 9.203582986111305, "mobile_acc_per_sec": 46397.385736753116 }, "started": "2026-08-17T23:50:56.456347365+10:00", "ended": "2026-08-17T23:50:59.173567394+10:00" }, { "cell": { "id": "fp6|none|MeshTweenChain|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3520, "total_correct": 841, "total_train": 186, "infer_ms": 664.46105, "train_ms": 1860.072599, "blocked_train": 1860072599, "duration": 2713722170, "avg_accuracy": 21.614199803632793, "soft_acc": 24.999256645189003, "adapt_pct": 24.999537790378007, "stability": 99.999718854811, "consistency": 100, "throughput": 1297.1114135829166, "availability": 26.320150268672453, "score": 85.34788047601866, "zero_downtime": 6.579841915064829, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 8998008, "heap_mib": 8.581169128417969, "mobile_score": 286838.9074295569, "mobile_throughput": 4359358.646183078, "mobile_availability": 88457.3009234727, "mobile_accuracy": 84018.01453841572, "soft_acc_blocks": [ 24.9989755, 24.999537790378007 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.3177637660000001, "time_to_acc50_sec": 0, "acc_per_sec": 9.212165092489554, "mobile_acc_per_sec": 30960.433410327973 }, "started": "2026-08-17T23:51:02.140685317+10:00", "ended": "2026-08-17T23:51:04.855258631+10:00" }, { "cell": { "id": "int6|none|MeshTweenChain|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3160, "total_correct": 780, "total_train": 194, "infer_ms": 609.880102, "train_ms": 1851.674697, "blocked_train": 1851674697, "duration": 2796077424, "avg_accuracy": 28.244301994301996, "soft_acc": 24.999899782478632, "adapt_pct": 24.999944411111112, "stability": 99.99995537136752, "consistency": 100, "throughput": 1130.1546848725602, "availability": 24.776214701690254, "score": 70.0021071776773, "zero_downtime": 6.1940288453143015, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 6899512, "heap_mib": 6.579887390136719, "mobile_score": 235264.51774339794, "mobile_throughput": 3798247.0475799027, "mobile_availability": 83268.41059948577, "mobile_accuracy": 84020.17600741127, "soft_acc_blocks": [ 24.999855153846152, 24.999944411111112 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.091283883, "time_to_acc50_sec": 0, "acc_per_sec": 8.94106134826352, "mobile_acc_per_sec": 30049.30238563067 }, "started": "2026-08-17T23:51:07.668575657+10:00", "ended": "2026-08-17T23:51:10.467335836+10:00" }, { "cell": { "id": "uint6|none|MeshTweenChain|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3336, "total_correct": 726, "total_train": 186, "infer_ms": 651.226183, "train_ms": 1861.100886, "blocked_train": 1861100886, "duration": 2803331783, "avg_accuracy": 23.705585787451984, "soft_acc": 24.999998494558255, "adapt_pct": 24.999873443661972, "stability": 99.99987494910371, "consistency": 100, "throughput": 1190.0125487215653, "availability": 25.921234183064087, "score": 77.11648024671662, "zero_downtime": 6.480308155536942, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10039296, "heap_mib": 9.57421875, "mobile_score": 246531.98289994246, "mobile_throughput": 3804324.994781293, "mobile_availability": 82867.024557136, "mobile_accuracy": 79921.94640679852, "soft_acc_blocks": [ 25.000123545454542, 24.999873443661972 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.917959210594894, "mobile_acc_per_sec": 28509.628040270585 }, "started": "2026-08-17T23:51:13.462670108+10:00", "ended": "2026-08-17T23:51:16.266799493+10:00" }, { "cell": { "id": "int5|none|MeshTweenChain|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3648, "total_correct": 939, "total_train": 203, "infer_ms": 642.320913, "train_ms": 1846.840686, "blocked_train": 1846840686, "duration": 2866901397, "avg_accuracy": 26.237100103199175, "soft_acc": 25.000084849742002, "adapt_pct": 25.000302832817336, "stability": 99.99978201692467, "consistency": 100, "throughput": 1272.4539476025795, "availability": 25.804709234548977, "score": 82.08853893730488, "zero_downtime": 6.451199203866454, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 7280712, "heap_mib": 6.943428039550781, "mobile_score": 331061.8146335515, "mobile_throughput": 5131787.194466624, "mobile_availability": 104069.99534740933, "mobile_accuracy": 100824.9575823195, "soft_acc_blocks": [ 24.999866866666665, 25.000302832817336 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.475943974, "time_to_acc50_sec": 0, "acc_per_sec": 8.720245794258128, "mobile_acc_per_sec": 35168.61713061543 }, "started": "2026-08-17T23:51:19.087171191+10:00", "ended": "2026-08-17T23:51:21.954973784+10:00" }, { "cell": { "id": "uint5|none|MeshTweenChain|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4152, "total_correct": 986, "total_train": 202, "infer_ms": 691.492745, "train_ms": 1795.389078, "blocked_train": 1795389078, "duration": 2847093205, "avg_accuracy": 26.428399228543874, "soft_acc": 25.000244163612983, "adapt_pct": 24.999441797814207, "stability": 99.99919763420122, "consistency": 100, "throughput": 1458.3294964521542, "availability": 27.80561338318166, "score": 101.37535548634936, "zero_downtime": 6.951471236985664, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 8298504, "heap_mib": 7.914070129394531, "mobile_score": 385144.0751972981, "mobile_throughput": 5540468.51475295, "mobile_availability": 105638.76398146049, "mobile_accuracy": 94980.6377684951, "soft_acc_blocks": [ 25.001046529411763, 24.999441797814207 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065948412, "time_to_acc50_sec": 0, "acc_per_sec": 8.7809714552752, "mobile_acc_per_sec": 33360.56494451684 }, "started": "2026-08-17T23:51:24.814805454+10:00", "ended": "2026-08-17T23:51:27.662767981+10:00" }, { "cell": { "id": "int3|none|MeshTweenChain|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4704, "total_correct": 1298, "total_train": 238, "infer_ms": 681.949171, "train_ms": 1837.959295, "blocked_train": 1837959295, "duration": 2770931635, "avg_accuracy": 22.323616946778714, "soft_acc": 25.0004692464986, "adapt_pct": 25.00037342156863, "stability": 99.99990417507003, "consistency": 100, "throughput": 1697.6239834224564, "availability": 27.062458029775115, "score": 114.85685031080443, "zero_downtime": 6.765741497080519, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 9018416, "heap_mib": 8.600631713867188, "mobile_score": 772026.5171250133, "mobile_throughput": 11410819.013084523, "mobile_availability": 181904.1281476248, "mobile_accuracy": 168044.17974754176, "soft_acc_blocks": [ 25.00056507142857, 25.00037342156863 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.022405652566235, "mobile_acc_per_sec": 60645.3719842647 }, "started": "2026-08-17T23:51:30.457552017+10:00", "ended": "2026-08-17T23:51:33.229382661+10:00" }, { "cell": { "id": "uint3|none|MeshTweenChain|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTweenChain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1325, "total_train": 238, "infer_ms": 725.193352, "train_ms": 1786.908718, "blocked_train": 1786908718, "duration": 2802400114, "avg_accuracy": 22.63752723311547, "soft_acc": 24.99976972766884, "adapt_pct": 24.999930344226577, "stability": 99.99983938344226, "consistency": 100, "throughput": 1941.193183950891, "availability": 28.86798911001256, "score": 140.0945688288086, "zero_downtime": 7.216930802511658, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 8796960, "heap_mib": 8.389434814453125, "mobile_score": 854068.6197920744, "mobile_throughput": 11834235.953805171, "mobile_availability": 175990.0031919798, "mobile_accuracy": 152407.89849976794, "soft_acc_blocks": [ 24.99960911111111, 24.999930344226577 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.920842388914076, "mobile_acc_per_sec": 54384.77458603469 }, "started": "2026-08-17T23:51:36.026440078+10:00", "ended": "2026-08-17T23:51:38.829419045+10:00" }, { "cell": { "id": "float64|none|MeshTweenChain|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9936, "total_correct": 2419, "total_train": 315, "infer_ms": 836.186032, "train_ms": 1655.932479, "blocked_train": 1655932479, "duration": 2814172068, "avg_accuracy": 24.60293263646922, "soft_acc": 24.99999720389083, "adapt_pct": 24.999994974448317, "stability": 99.99999777055748, "consistency": 100, "throughput": 3530.7009521494547, "availability": 33.553221016943844, "score": 296.165940356016, "zero_downtime": 8.38830431605127, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8490296, "heap_mib": 8.096977233886719, "mobile_score": 63847.1416683285, "mobile_throughput": 761144.7947370614, "mobile_availability": 7233.3680676527365, "mobile_accuracy": 5389.473081428255, "soft_acc_blocks": [ 24.999999433333336, 24.999994974448317 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.883606474588472, "mobile_acc_per_sec": 1915.1185326270727 }, "started": "2026-08-17T23:51:41.553812332+10:00", "ended": "2026-08-17T23:51:44.368861014+10:00" }, { "cell": { "id": "float32|none|MeshTweenChain|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15272, "total_correct": 3755, "total_train": 364, "infer_ms": 850.90226, "train_ms": 1548.673204, "blocked_train": 1548673204, "duration": 2909736515, "avg_accuracy": 25.668742469485043, "soft_acc": 25.000013979674158, "adapt_pct": 25.000020107496464, "stability": 99.9999938721777, "consistency": 100, "throughput": 5248.585197068952, "availability": 35.46053344709479, "score": 465.29433751285893, "zero_downtime": 8.865138319040728, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 8494376, "heap_mib": 8.100868225097656, "mobile_score": 200615.3269950179, "mobile_throughput": 2262968.9439152027, "mobile_availability": 15289.088947294764, "mobile_accuracy": 10778.953395867931, "soft_acc_blocks": [ 25.00000785185185, 25.000020107496464 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073418241, "time_to_acc50_sec": 0, "acc_per_sec": 8.591848042184038, "mobile_acc_per_sec": 3704.4431137669285 }, "started": "2026-08-17T23:51:47.206468921+10:00", "ended": "2026-08-17T23:51:50.117002362+10:00" }, { "cell": { "id": "float16|none|MeshTweenChain|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7120, "total_correct": 1981, "total_train": 256, "infer_ms": 751.218456, "train_ms": 1771.750828, "blocked_train": 1771750828, "duration": 2831898282, "avg_accuracy": 29.378980891719745, "soft_acc": 25.000010814623145, "adapt_pct": 25.00000558757962, "stability": 99.99999477295647, "consistency": 100, "throughput": 2514.2145977685227, "availability": 29.775172482837096, "score": 187.1530142280994, "zero_downtime": 7.443796340781969, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 9375552, "heap_mib": 8.94122314453125, "mobile_score": 161384.9992164832, "mobile_throughput": 2168046.945781025, "mobile_availability": 25675.601366252788, "mobile_accuracy": 21557.9040624624, "soft_acc_blocks": [ 25.00001604166667, 25.00000558757962 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070224133, "time_to_acc50_sec": 0, "acc_per_sec": 8.828004513271972, "mobile_acc_per_sec": 7612.527681339368 }, "started": "2026-08-17T23:51:52.987921817+10:00", "ended": "2026-08-17T23:51:55.820432389+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenChain|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9296, "total_correct": 2440, "total_train": 287, "infer_ms": 806.945024, "train_ms": 1655.143259, "blocked_train": 1655143259, "duration": 2964069218, "avg_accuracy": 30.73487616727568, "soft_acc": 25.00000902915882, "adapt_pct": 25.000006028014614, "stability": 99.99999699885579, "consistency": 100, "throughput": 3136.2290541488965, "availability": 32.77482085316434, "score": 256.9734563206803, "zero_downtime": 8.193708172581715, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8488080, "heap_mib": 8.094863891601562, "mobile_score": 221592.26886094877, "mobile_throughput": 2704419.8327987115, "mobile_availability": 28262.24551885498, "mobile_accuracy": 21557.902522828324, "soft_acc_blocks": [ 25.00001203030303, 25.000006028014614 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07030257, "time_to_acc50_sec": 0, "acc_per_sec": 8.43435398786926, "mobile_acc_per_sec": 7273.076617749997 }, "started": "2026-08-17T23:51:58.652772024+10:00", "ended": "2026-08-17T23:52:01.617580355+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenChain|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7144, "total_correct": 1661, "total_train": 246, "infer_ms": 795.701634, "train_ms": 1760.936748, "blocked_train": 1760936748, "duration": 2948257009, "avg_accuracy": 22.875, "soft_acc": 25.000004373076923, "adapt_pct": 24.999998015384616, "stability": 99.99999364230769, "consistency": 100, "throughput": 2423.126606056345, "availability": 31.122963638586256, "score": 188.53723610946403, "zero_downtime": 7.780742270677705, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 8811480, "heap_mib": 8.403282165527344, "mobile_score": 325157.27120183775, "mobile_throughput": 4179000.6645923317, "mobile_availability": 53675.64592153655, "mobile_accuracy": 43115.79701563077, "soft_acc_blocks": [ 25.00001073076923, 24.999998015384616 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.479587870650569, "mobile_acc_per_sec": 14624.165018183045 }, "started": "2026-08-17T23:52:04.357135119+10:00", "ended": "2026-08-17T23:52:07.306155824+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenChain|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6960, "total_correct": 1887, "total_train": 248, "infer_ms": 776.913524, "train_ms": 1741.868489, "blocked_train": 1741868489, "duration": 3017605569, "avg_accuracy": 29.8043893129771, "soft_acc": 24.9999996350827, "adapt_pct": 25.000000561832064, "stability": 99.99999907325063, "consistency": 100, "throughput": 2306.4644602662447, "availability": 30.844809911702352, "score": 177.85614201641235, "zero_downtime": 7.71120236536754, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10577072, "heap_mib": 10.087081909179688, "mobile_score": 306736.31903125264, "mobile_throughput": 3977801.4438949637, "mobile_availability": 53195.93322035067, "mobile_accuracy": 43115.78884433631, "soft_acc_blocks": [ 24.999998708333333, 25.000000561832064 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071070276, "time_to_acc50_sec": 0, "acc_per_sec": 8.284714176003927, "mobile_acc_per_sec": 14288.0796904893 }, "started": "2026-08-17T23:52:10.249965393+10:00", "ended": "2026-08-17T23:52:13.268271534+10:00" }, { "cell": { "id": "int64|none|MeshTweenChain|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5832, "total_correct": 1100, "total_train": 241, "infer_ms": 797.607033, "train_ms": 1814.725596, "blocked_train": 1814725596, "duration": 2813589407, "avg_accuracy": 19.187242798353907, "soft_acc": 24.999991054320986, "adapt_pct": 24.999988808641973, "stability": 99.99999775432099, "consistency": 100, "throughput": 2072.7971130010724, "availability": 30.53236881649806, "score": 158.21845822492097, "zero_downtime": 7.633089472796805, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8473128, "heap_mib": 8.080604553222656, "mobile_score": 34108.56867838296, "mobile_throughput": 446851.4197290733, "mobile_availability": 6582.135930125056, "mobile_accuracy": 5389.471755710461, "soft_acc_blocks": [ 24.9999933, 24.999988808641973 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.88544397847208, "mobile_acc_per_sec": 1915.5146597800865 }, "started": "2026-08-17T23:52:15.801984826+10:00", "ended": "2026-08-17T23:52:18.619569902+10:00" }, { "cell": { "id": "int32|none|MeshTweenChain|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5240, "total_correct": 1457, "total_train": 239, "infer_ms": 731.115232, "train_ms": 1780.302688, "blocked_train": 1780302688, "duration": 2882496145, "avg_accuracy": 28.447571557358575, "soft_acc": 25.000002804315976, "adapt_pct": 25.000013886409736, "stability": 99.99998891790624, "consistency": 100, "throughput": 1817.8688665687703, "availability": 29.111651476947333, "score": 132.30292702662513, "zero_downtime": 7.277913685619527, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 8681752, "heap_mib": 8.279563903808594, "mobile_score": 57043.45148432174, "mobile_throughput": 783788.5134174404, "mobile_availability": 12551.718363113292, "mobile_accuracy": 10778.948577524025, "soft_acc_blocks": [ 24.99999172222222, 25.000013886409736 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069204499, "time_to_acc50_sec": 0, "acc_per_sec": 8.67303945841564, "mobile_acc_per_sec": 3739.449433860049 }, "started": "2026-08-17T23:52:21.546992157+10:00", "ended": "2026-08-17T23:52:24.430407155+10:00" }, { "cell": { "id": "int16|none|MeshTweenChain|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5504, "total_correct": 1276, "total_train": 242, "infer_ms": 731.27243, "train_ms": 1818.514336, "blocked_train": 1818514336, "duration": 2983549851, "avg_accuracy": 26.718060488644923, "soft_acc": 25.000004688731032, "adapt_pct": 25.000001693251534, "stability": 99.99999700452051, "consistency": 100, "throughput": 1844.7823146495164, "availability": 28.67974843038306, "score": 132.2697565395076, "zero_downtime": 7.16993845231203, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10396512, "heap_mib": 9.914886474609375, "mobile_score": 114058.2995338575, "mobile_throughput": 1590784.9180640883, "mobile_availability": 24730.999909652426, "mobile_accuracy": 21557.898780008905, "soft_acc_blocks": [ 25.000007684210527, 25.000001693251534 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068400021, "time_to_acc50_sec": 0, "acc_per_sec": 8.379281707108648, "mobile_acc_per_sec": 7225.586920487794 }, "started": "2026-08-17T23:52:27.380163688+10:00", "ended": "2026-08-17T23:52:30.364569632+10:00" }, { "cell": { "id": "int8|none|MeshTweenChain|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12928, "total_correct": 3139, "total_train": 325, "infer_ms": 846.184613, "train_ms": 1625.295181, "blocked_train": 1625295181, "duration": 2892800550, "avg_accuracy": 21.90689221305746, "soft_acc": 25.000004759384176, "adapt_pct": 25.000004344855306, "stability": 99.99999958547113, "consistency": 100, "throughput": 4469.025698989168, "availability": 34.23797415031587, "score": 382.5260387212423, "zero_downtime": 8.559495167095692, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10203168, "heap_mib": 9.730499267578125, "mobile_score": 659716.4861482983, "mobile_throughput": 7707422.847604055, "mobile_availability": 59047.89141881844, "mobile_accuracy": 43115.797681868455, "soft_acc_blocks": [ 25.000005173913046, 25.000004344855306 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.642146019843704, "mobile_acc_per_sec": 14904.517935696762 }, "started": "2026-08-17T23:52:32.833915339+10:00", "ended": "2026-08-17T23:52:35.727573961+10:00" }, { "cell": { "id": "uint64|none|MeshTweenChain|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5464, "total_correct": 1580, "total_train": 231, "infer_ms": 721.315726, "train_ms": 1835.792577, "blocked_train": 1835792577, "duration": 2987982549, "avg_accuracy": 32.999517374517374, "soft_acc": 25.000024538288287, "adapt_pct": 25.000007243243243, "stability": 99.99998270495496, "consistency": 100, "throughput": 1828.6586050606818, "availability": 28.208258725442025, "score": 128.95831420667145, "zero_downtime": 7.052071603184353, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8800168, "heap_mib": 8.392494201660156, "mobile_score": 27641.57671250505, "mobile_throughput": 391963.9258912734, "mobile_availability": 6046.300715717313, "mobile_accuracy": 5358.631588360625, "soft_acc_blocks": [ 25.00004183333333, 25.000007243243243 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070873506, "time_to_acc50_sec": 0, "acc_per_sec": 8.366857613226404, "mobile_acc_per_sec": 1793.3945397887346 }, "started": "2026-08-17T23:52:38.59307972+10:00", "ended": "2026-08-17T23:52:41.587195642+10:00" }, { "cell": { "id": "uint32|none|MeshTweenChain|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6040, "total_correct": 1318, "total_train": 249, "infer_ms": 748.871102, "train_ms": 1807.125866, "blocked_train": 1807125866, "duration": 2853292188, "avg_accuracy": 23.065191659837932, "soft_acc": 24.999996266593826, "adapt_pct": 24.999994961759082, "stability": 99.99999869516526, "consistency": 100, "throughput": 2116.8529551239917, "availability": 29.29859117109876, "score": 155.05200009888802, "zero_downtime": 7.3246466989392784, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 9856576, "heap_mib": 9.39996337890625, "mobile_score": 66090.97807141935, "mobile_throughput": 902309.4326309328, "mobile_availability": 12488.536396677258, "mobile_accuracy": 10656.258571235727, "soft_acc_blocks": [ 24.999997571428572, 24.999994961759082 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.761807280633757, "mobile_acc_per_sec": 3734.7239150804157 }, "started": "2026-08-17T23:52:44.374779575+10:00", "ended": "2026-08-17T23:52:47.228968428+10:00" }, { "cell": { "id": "uint16|none|MeshTweenChain|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5864, "total_correct": 1291, "total_train": 232, "infer_ms": 785.67496, "train_ms": 1790.416679, "blocked_train": 1790416679, "duration": 2974812365, "avg_accuracy": 19.883497477780445, "soft_acc": 24.99999441940908, "adapt_pct": 24.999998447513814, "stability": 99.99999597189526, "consistency": 100, "throughput": 1971.2167627755575, "availability": 30.498719381931114, "score": 150.29893367184394, "zero_downtime": 7.624678143474013, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 9873480, "heap_mib": 9.416084289550781, "mobile_score": 126687.98607225678, "mobile_throughput": 1661551.9198104043, "mobile_availability": 25707.57650693553, "mobile_accuracy": 21072.66410637162, "soft_acc_blocks": [ 24.999990391304348, 24.999998447513814 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.403889506963603, "mobile_acc_per_sec": 7083.695211940408 }, "started": "2026-08-17T23:52:49.823249044+10:00", "ended": "2026-08-17T23:52:52.798698646+10:00" }, { "cell": { "id": "uint8|none|MeshTweenChain|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10360, "total_correct": 2547, "total_train": 302, "infer_ms": 863.707026, "train_ms": 1596.299759, "blocked_train": 1596299759, "duration": 2935611034, "avg_accuracy": 22.335423833322515, "soft_acc": 24.999993684883492, "adapt_pct": 24.99999759557344, "stability": 99.99999608931006, "consistency": 100, "throughput": 3529.077892136033, "availability": 35.109944869521975, "score": 309.7642473349501, "zero_downtime": 8.777484000146568, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 10806640, "heap_mib": 10.306015014648438, "mobile_score": 510709.6783231016, "mobile_throughput": 5818406.257585586, "mobile_availability": 57885.92067846521, "mobile_accuracy": 41217.599651132696, "soft_acc_blocks": [ 24.999989774193548, 24.99999759557344 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.516112453365132, "mobile_acc_per_sec": 14040.55209418207 }, "started": "2026-08-17T23:52:55.68229593+10:00", "ended": "2026-08-17T23:52:58.618879827+10:00" }, { "cell": { "id": "int4|none|MeshTweenChain|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11312, "total_correct": 2678, "total_train": 310, "infer_ms": 751.053224, "train_ms": 1663.090324, "blocked_train": 1663090324, "duration": 3055769182, "avg_accuracy": 20.97737272155877, "soft_acc": 24.99999516765643, "adapt_pct": 24.999996730661696, "stability": 99.99999843699473, "consistency": 100, "throughput": 3701.8502793448224, "availability": 31.110545378389407, "score": 287.9163970964527, "zero_downtime": 7.777634841228912, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9890560, "heap_mib": 9.432373046875, "mobile_score": 993099.4210585855, "mobile_throughput": 12768655.784586435, "mobile_availability": 107308.45799569096, "mobile_accuracy": 86231.56227934378, "soft_acc_blocks": [ 24.99999360465116, 24.999996730661696 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5281633399999999, "time_to_acc50_sec": 0, "acc_per_sec": 8.181244615895347, "mobile_acc_per_sec": 28219.265639332498 }, "started": "2026-08-17T23:53:01.621893228+10:00", "ended": "2026-08-17T23:53:04.678543553+10:00" }, { "cell": { "id": "uint4|none|MeshTweenChain|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5112, "total_correct": 1272, "total_train": 243, "infer_ms": 689.121722, "train_ms": 1816.58256, "blocked_train": 1816582560, "duration": 2894522467, "avg_accuracy": 33.804193319118696, "soft_acc": 25.00000656781568, "adapt_pct": 24.999996524520256, "stability": 99.99998995670457, "consistency": 100, "throughput": 1766.0944277617868, "availability": 27.50211694773326, "score": 121.42837063336967, "zero_downtime": 6.875531043221664, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 9246672, "heap_mib": 8.818313598632812, "mobile_score": 383514.6842326995, "mobile_throughput": 5577964.550255251, "mobile_availability": 86861.62584513961, "mobile_accuracy": 78959.05688811415, "soft_acc_blocks": [ 25.00001661111111, 24.999996524520256 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068317834, "time_to_acc50_sec": 0, "acc_per_sec": 8.63700553470801, "mobile_acc_per_sec": 27278.78528783731 }, "started": "2026-08-17T23:53:07.51677556+10:00", "ended": "2026-08-17T23:53:10.411910161+10:00" }, { "cell": { "id": "fp4|none|MeshTweenChain|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7912, "total_correct": 1928, "total_train": 285, "infer_ms": 646.835963, "train_ms": 1728.59789, "blocked_train": 1728597890, "duration": 2925848499, "avg_accuracy": 23.874521072796934, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2704.1728246367416, "availability": 27.230224162339578, "score": 184.08808047141366, "zero_downtime": 6.8075560405848945, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 8493880, "heap_mib": 8.100395202636719, "mobile_score": 634968.2337776087, "mobile_throughput": 9327403.696599657, "mobile_availability": 93924.20898437298, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.544529905955326, "mobile_acc_per_sec": 29472.332206141484 }, "started": "2026-08-17T23:53:13.039753259+10:00", "ended": "2026-08-17T23:53:15.96684738+10:00" }, { "cell": { "id": "int2|none|MeshTweenChain|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12712, "total_correct": 2791, "total_train": 308, "infer_ms": 775.950826, "train_ms": 1628.417148, "blocked_train": 1628417148, "duration": 2929820000, "avg_accuracy": 23.862306576402318, "soft_acc": 24.999971716189556, "adapt_pct": 24.999959205106386, "stability": 99.99998748891683, "consistency": 100, "throughput": 4338.83310237489, "availability": 32.27254872760171, "score": 350.0626107486832, "zero_downtime": 8.06812805399392, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10061528, "heap_mib": 9.595420837402344, "mobile_score": 2414916.132423758, "mobile_throughput": 29931554.33655166, "mobile_availability": 222633.0266749585, "mobile_accuracy": 172462.96277812618, "soft_acc_blocks": [ 24.999984227272726, 24.999959205106386 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066075755, "time_to_acc50_sec": 0, "acc_per_sec": 8.53293776279415, "mobile_acc_per_sec": 58864.6957076292 }, "started": "2026-08-17T23:53:18.884465113+10:00", "ended": "2026-08-17T23:53:21.814975997+10:00" }, { "cell": { "id": "uint2|none|MeshTweenChain|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5016, "total_correct": 1111, "total_train": 238, "infer_ms": 692.432894, "train_ms": 1811.14813, "blocked_train": 1811148130, "duration": 2926235840, "avg_accuracy": 17.140600315955766, "soft_acc": 24.99998204410216, "adapt_pct": 24.999981810426544, "stability": 99.99999976632438, "consistency": 100, "throughput": 1714.1475514154047, "availability": 27.65769860700143, "score": 118.52335573465004, "zero_downtime": 6.914419685562251, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 8892072, "heap_mib": 8.480140686035156, "mobile_score": 690448.59034898, "mobile_throughput": 9985633.238183107, "mobile_availability": 161117.77208075073, "mobile_accuracy": 145635.45095486927, "soft_acc_blocks": [ 24.99998227777778, 24.999981810426544 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.543392744483015, "mobile_acc_per_sec": 49768.86994688345 }, "started": "2026-08-17T23:53:24.639574746+10:00", "ended": "2026-08-17T23:53:27.566549386+10:00" }, { "cell": { "id": "ternary|none|MeshTweenChain|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11592, "total_correct": 3683, "total_train": 311, "infer_ms": 764.511043, "train_ms": 1666.363733, "blocked_train": 1666363733, "duration": 2691064896, "avg_accuracy": 34.798412204234126, "soft_acc": 25.000039714643005, "adapt_pct": 25.000039042922374, "stability": 99.99999932827937, "consistency": 100, "throughput": 4307.588426139539, "availability": 31.450038091143533, "score": 338.6850882370839, "zero_downtime": 7.862522013056236, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 8694720, "heap_mib": 8.29193115234375, "mobile_score": 2336427.993969003, "mobile_throughput": 29716012.11531377, "mobile_availability": 216958.915404335, "mobile_accuracy": 172463.43186724675, "soft_acc_blocks": [ 25.000040386363636, 25.000039042922374 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068012314, "time_to_acc50_sec": 0, "acc_per_sec": 9.290017402331351, "mobile_acc_per_sec": 64087.42952412499 }, "started": "2026-08-17T23:53:30.381999089+10:00", "ended": "2026-08-17T23:53:33.07391862+10:00" }, { "cell": { "id": "binary|none|MeshTweenChain|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12904, "total_correct": 3243, "total_train": 319, "infer_ms": 792.586082, "train_ms": 1641.597072, "blocked_train": 1641597072, "duration": 3027528607, "avg_accuracy": 22.326699617598358, "soft_acc": 24.9998651585587, "adapt_pct": 25.00018813529922, "stability": 99.99967702325948, "consistency": 100, "throughput": 4262.222318945045, "availability": 32.5606592378874, "score": 346.9500499683343, "zero_downtime": 8.140120904209637, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 10277008, "heap_mib": 9.800918579101562, "mobile_score": 4786888.099942055, "mobile_throughput": 58806105.66197526, "mobile_availability": 449241.12922403973, "mobile_accuracy": 344924.45537501114, "soft_acc_blocks": [ 24.99954218181818, 25.00018813529922 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.257515750885421, "mobile_acc_per_sec": 113929.3794210583 }, "started": "2026-08-17T23:53:36.181456444+10:00", "ended": "2026-08-17T23:53:39.209801975+10:00" }, { "cell": { "id": "int|none|MeshTweenChain|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4320, "total_correct": 963, "total_train": 214, "infer_ms": 669.810425, "train_ms": 1811.187621, "blocked_train": 1811187621, "duration": 3037573585, "avg_accuracy": 20.324074074074076, "soft_acc": 24.99997773333333, "adapt_pct": 24.9999812, "stability": 99.99999653333333, "consistency": 100, "throughput": 1422.1877689919402, "availability": 26.997620013441956, "score": 95.98912694313104, "zero_downtime": 6.749398991890432, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7117424, "heap_mib": 6.7877044677734375, "mobile_score": 20693.234945213935, "mobile_throughput": 306593.74219952564, "mobile_availability": 5820.118503950434, "mobile_accuracy": 5389.468883985965, "soft_acc_blocks": [ 24.999974266666666, 24.9999812 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.230245962365165, "mobile_acc_per_sec": 1774.2677611498798 }, "started": "2026-08-17T23:53:41.658501932+10:00", "ended": "2026-08-17T23:53:44.696890673+10:00" }, { "cell": { "id": "uint|none|MeshTweenChain|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4232, "total_correct": 963, "total_train": 214, "infer_ms": 675.572263, "train_ms": 1796.227497, "blocked_train": 1796227497, "duration": 2702672006, "avg_accuracy": 21.439441645675902, "soft_acc": 25.000004831444166, "adapt_pct": 24.999993496221666, "stability": 99.9999886647775, "consistency": 100, "throughput": 1565.8577846682294, "availability": 27.3311889552089, "score": 106.99190815139369, "zero_downtime": 6.832798559293359, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 6925152, "heap_mib": 6.604339599609375, "mobile_score": 22933.186239116065, "mobile_throughput": 335633.87007691606, "mobile_availability": 5858.305149202193, "mobile_accuracy": 5358.627364296075, "soft_acc_blocks": [ 25.00001616666667, 24.999993496221666 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.2501068483129, "mobile_acc_per_sec": 1982.714644026277 }, "started": "2026-08-17T23:53:47.670307405+10:00", "ended": "2026-08-17T23:53:50.376912737+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenChain|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4864, "total_correct": 1091, "total_train": 219, "infer_ms": 747.017642, "train_ms": 1792.972349, "blocked_train": 1792972349, "duration": 3055547037, "avg_accuracy": 24.988662131519277, "soft_acc": 25.000003632936508, "adapt_pct": 25.000000015873017, "stability": 99.9999963829365, "consistency": 100, "throughput": 1591.8589833837336, "availability": 29.41025927845871, "score": 117.04248059846181, "zero_downtime": 7.352565888070724, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 8490840, "heap_mib": 8.097496032714844, "mobile_score": 25087.476724450673, "mobile_throughput": 341207.09839750244, "mobile_availability": 6303.943588137597, "mobile_accuracy": 5358.627107401887, "soft_acc_blocks": [ 25.00000725, 25.000000015873017 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.062463678, "time_to_acc50_sec": 0, "acc_per_sec": 8.181842180862656, "mobile_acc_per_sec": 1753.7373971055274 }, "started": "2026-08-17T23:53:53.290608233+10:00", "ended": "2026-08-17T23:53:56.347573757+10:00" }, { "cell": { "id": "complex64|none|MeshTweenChain|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4664, "total_correct": 818, "total_train": 227, "infer_ms": 696.854868, "train_ms": 1790.100368, "blocked_train": 1790100368, "duration": 2950208443, "avg_accuracy": 14.584038591740015, "soft_acc": 24.999985554163842, "adapt_pct": 24.999991251184834, "stability": 99.999994302979, "consistency": 100, "throughput": 1580.905244531564, "availability": 28.020402535303216, "score": 110.74393931327688, "zero_downtime": 7.005096586044362, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 7117344, "heap_mib": 6.787628173828125, "mobile_score": 23874.061864588533, "mobile_throughput": 340809.88850533083, "mobile_availability": 6040.608883400104, "mobile_accuracy": 5389.470569992373, "soft_acc_blocks": [ 24.999979857142854, 24.999991251184834 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.473972614877992, "mobile_acc_per_sec": 1826.810096344224 }, "started": "2026-08-17T23:53:58.696858284+10:00", "ended": "2026-08-17T23:54:01.68197447+10:00" }, { "cell": { "id": "complex128|none|MeshTweenChain|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 1065, "total_train": 224, "infer_ms": 696.36975, "train_ms": 1812.679647, "blocked_train": 1812679647, "duration": 2875420725, "avg_accuracy": 17.626231527093594, "soft_acc": 24.999992977832513, "adapt_pct": 24.999995241379313, "stability": 99.9999977364532, "consistency": 100, "throughput": 1491.260031173351, "availability": 27.754326034099996, "score": 103.47226370302747, "zero_downtime": 6.938579559569741, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11567648, "heap_mib": 11.031768798828125, "mobile_score": 11153.220845463171, "mobile_throughput": 160742.13388647488, "mobile_availability": 2991.6241956756207, "mobile_accuracy": 2694.7360851895255, "soft_acc_blocks": [ 24.999990714285712, 24.999995241379313 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.694377403791062, "mobile_acc_per_sec": 937.1623643665313 }, "started": "2026-08-17T23:54:04.619690281+10:00", "ended": "2026-08-17T23:54:07.496064806+10:00" }, { "cell": { "id": "nf4|none|MeshTweenChain|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3944, "total_correct": 1155, "total_train": 203, "infer_ms": 646.552583, "train_ms": 1837.630903, "blocked_train": 1837630903, "duration": 2997906889, "avg_accuracy": 36.5573347107438, "soft_acc": 25.00000976446281, "adapt_pct": 24.999998195592287, "stability": 99.99998843112948, "consistency": 100, "throughput": 1315.5845548343846, "availability": 26.02676439336092, "score": 85.60105655446813, "zero_downtime": 6.50669363971396, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11304480, "heap_mib": 10.780792236328125, "mobile_score": 295260.5706501907, "mobile_throughput": 4537797.3360855905, "mobile_availability": 89773.15954122639, "mobile_accuracy": 86231.61262757024, "soft_acc_blocks": [ 25.000021333333333, 24.999998195592287 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075192508, "time_to_acc50_sec": 0, "acc_per_sec": 8.33915484706797, "mobile_acc_per_sec": 28763.93958197087 }, "started": "2026-08-17T23:54:10.417822991+10:00", "ended": "2026-08-17T23:54:13.416931648+10:00" }, { "cell": { "id": "fp6|none|MeshTweenChain|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2224, "total_correct": 550, "total_train": 127, "infer_ms": 653.375637, "train_ms": 1860.710383, "blocked_train": 1860710383, "duration": 3017479713, "avg_accuracy": 24.026505235602095, "soft_acc": 24.999996265706805, "adapt_pct": 24.999999031413612, "stability": 99.99999723429319, "consistency": 100, "throughput": 737.0389237145469, "availability": 25.98859513168129, "score": 47.88650830887717, "zero_downtime": 6.497147812429984, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 8456848, "heap_mib": 8.065078735351562, "mobile_score": 110115.44591335348, "mobile_throughput": 1694827.4703353173, "mobile_availability": 59761.00247543386, "mobile_accuracy": 57487.710711205655, "soft_acc_blocks": [ 24.9999935, 24.999999031413612 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.4849026379999999, "time_to_acc50_sec": 0, "acc_per_sec": 8.285058606359819, "mobile_acc_per_sec": 19051.56494127709 }, "started": "2026-08-17T23:54:16.24275523+10:00", "ended": "2026-08-17T23:54:19.261195567+10:00" }, { "cell": { "id": "int6|none|MeshTweenChain|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2104, "total_correct": 518, "total_train": 130, "infer_ms": 605.493126, "train_ms": 1903.549615, "blocked_train": 1903549615, "duration": 3004004322, "avg_accuracy": 29.3218085106383, "soft_acc": 25.00000755851064, "adapt_pct": 24.999999367021275, "stability": 99.99999180851064, "consistency": 100, "throughput": 700.3984596797128, "availability": 24.132435693728983, "score": 42.2558147461559, "zero_downtime": 6.033110747484965, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 9250456, "heap_mib": 8.821922302246094, "mobile_score": 97167.61667382713, "mobile_throughput": 1610572.401879637, "mobile_availability": 55492.7475657622, "mobile_accuracy": 57487.73667910713, "soft_acc_blocks": [ 25.00001575, 24.999999367021275 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066573566, "time_to_acc50_sec": 0, "acc_per_sec": 8.322227559867883, "mobile_acc_per_sec": 19137.035275912338 }, "started": "2026-08-17T23:54:22.079383799+10:00", "ended": "2026-08-17T23:54:25.084163536+10:00" }, { "cell": { "id": "uint6|none|MeshTweenChain|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2200, "total_correct": 505, "total_train": 126, "infer_ms": 663.929679, "train_ms": 1877.049882, "blocked_train": 1877049882, "duration": 3002473960, "avg_accuracy": 26.468146135265698, "soft_acc": 24.999998766908213, "adapt_pct": 24.999993033816427, "stability": 99.99999426690822, "consistency": 100, "throughput": 732.7290858502566, "availability": 26.128887032003956, "score": 47.863486412309214, "zero_downtime": 6.53222143580783, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9242472, "heap_mib": 8.814308166503906, "mobile_score": 103695.2543972594, "mobile_throughput": 1587442.4254638816, "mobile_availability": 56607.69390179872, "mobile_accuracy": 54161.9807996065, "soft_acc_blocks": [ 25.0000045, 24.999993033816427 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065092059, "time_to_acc50_sec": 0, "acc_per_sec": 8.32646647397009, "mobile_acc_per_sec": 18039.117581424918 }, "started": "2026-08-17T23:54:27.969897103+10:00", "ended": "2026-08-17T23:54:30.973224967+10:00" }, { "cell": { "id": "int5|none|MeshTweenChain|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2480, "total_correct": 620, "total_train": 141, "infer_ms": 651.276936, "train_ms": 1875.240982, "blocked_train": 1875240982, "duration": 3035536967, "avg_accuracy": 28.216359631557868, "soft_acc": 25.000007298558266, "adapt_pct": 25.000008233480173, "stability": 99.9999990650781, "consistency": 100, "throughput": 816.9888975033523, "availability": 25.777649600662755, "score": 52.65014918948576, "zero_downtime": 6.444414281562465, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 9246024, "heap_mib": 8.817695617675781, "mobile_score": 145283.37588556373, "mobile_throughput": 2254407.763653882, "mobile_availability": 71131.11765174882, "mobile_accuracy": 68985.28329761325, "soft_acc_blocks": [ 25.000006363636363, 25.000008233480173 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066285338, "time_to_acc50_sec": 0, "acc_per_sec": 8.235777580816483, "mobile_acc_per_sec": 22725.891348900594 }, "started": "2026-08-17T23:54:33.904302714+10:00", "ended": "2026-08-17T23:54:36.94059671+10:00" }, { "cell": { "id": "uint5|none|MeshTweenChain|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2472, "total_correct": 629, "total_train": 138, "infer_ms": 717.620005, "train_ms": 1878.703729, "blocked_train": 1878703729, "duration": 3029967966, "avg_accuracy": 31.277901785714285, "soft_acc": 25.00000159598214, "adapt_pct": 24.999994316964287, "stability": 99.99999272098215, "consistency": 100, "throughput": 815.8502095530075, "availability": 27.639850747518526, "score": 56.37494865987832, "zero_downtime": 6.909963128006714, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 8509776, "heap_mib": 8.115554809570312, "mobile_score": 144885.82883818768, "mobile_throughput": 2096767.0326770942, "mobile_availability": 71035.5003368382, "mobile_accuracy": 64250.98449389355, "soft_acc_blocks": [ 25.000008875, 24.999994316964287 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06823825, "time_to_acc50_sec": 0, "acc_per_sec": 8.250912840172958, "mobile_acc_per_sec": 21205.16956445392 }, "started": "2026-08-17T23:54:39.420446077+10:00", "ended": "2026-08-17T23:54:42.451331177+10:00" }, { "cell": { "id": "int3|none|MeshTweenChain|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2776, "total_correct": 839, "total_train": 164, "infer_ms": 638.13775, "train_ms": 1849.03192, "blocked_train": 1849031920, "duration": 3047742878, "avg_accuracy": 36.68311226140408, "soft_acc": 25.000043259139435, "adapt_pct": 25.0000202455516, "stability": 99.99997698641216, "consistency": 100, "throughput": 910.8379909730692, "availability": 25.657186065637415, "score": 58.42395061973664, "zero_downtime": 6.41430761548725, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 8717656, "heap_mib": 8.313804626464844, "mobile_score": 268692.7738817586, "mobile_throughput": 4188959.900099022, "mobile_availability": 117997.8488419378, "mobile_accuracy": 114975.63754603242, "soft_acc_blocks": [ 25.00006627272727, 25.0000202455516 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.072023972, "time_to_acc50_sec": 0, "acc_per_sec": 8.202805899277516, "mobile_acc_per_sec": 37724.848239652725 }, "started": "2026-08-17T23:54:45.344150665+10:00", "ended": "2026-08-17T23:54:48.392759427+10:00" }, { "cell": { "id": "uint3|none|MeshTweenChain|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenChain", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 522, "total_train": 165, "infer_ms": 634.787704, "train_ms": 1881.173356, "blocked_train": 1881173356, "duration": 3164315355, "avg_accuracy": 19.07390510948905, "soft_acc": 25.000007966909976, "adapt_pct": 24.999998467153283, "stability": 99.99999050024331, "consistency": 100, "throughput": 900.0367158411744, "availability": 25.230426420033698, "score": 56.770793427405074, "zero_downtime": 6.307608615093784, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 8524424, "heap_mib": 8.129524230957031, "mobile_score": 232533.16987865118, "mobile_throughput": 3686550.3880854505, "mobile_availability": 103343.82661645803, "mobile_accuracy": 102400.03263246326, "soft_acc_blocks": [ 25.00001746666667, 24.999998467153283 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.90060571156631, "mobile_acc_per_sec": 32360.880994575607 }, "started": "2026-08-17T23:54:51.302187057+10:00", "ended": "2026-08-17T23:54:54.467041838+10:00" }, { "cell": { "id": "float64|none|MeshTweenChain|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8248, "total_correct": 2079, "total_train": 281, "infer_ms": 818.36328, "train_ms": 1689.084781, "blocked_train": 1689084781, "duration": 3129399069, "avg_accuracy": 28.05596504721617, "soft_acc": 25.000002575289493, "adapt_pct": 25.00000125402726, "stability": 99.99999867873777, "consistency": 100, "throughput": 2635.6497903080317, "availability": 32.63729736733319, "score": 215.05123705884685, "zero_downtime": 8.159325182338188, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10631752, "heap_mib": 10.139228820800781, "mobile_score": 41945.23176157317, "mobile_throughput": 514077.216242938, "mobile_availability": 6365.827143647464, "mobile_accuracy": 4876.19097849456, "soft_acc_blocks": [ 25.000003896551725, 25.00000125402726 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075315997, "time_to_acc50_sec": 0, "acc_per_sec": 7.988755037010427, "mobile_acc_per_sec": 1558.1876491235575 }, "started": "2026-08-17T23:54:57.619562216+10:00", "ended": "2026-08-17T23:55:00.749575607+10:00" }, { "cell": { "id": "float32|none|MeshTweenChain|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13432, "total_correct": 3708, "total_train": 330, "infer_ms": 838.068761, "train_ms": 1576.949981, "blocked_train": 1576949981, "duration": 3183163860, "avg_accuracy": 27.56527135764424, "soft_acc": 24.99999750055641, "adapt_pct": 24.999993778890598, "stability": 99.9999962783342, "consistency": 100, "throughput": 4219.701086955668, "availability": 34.70237089364998, "score": 366.08404384942355, "zero_downtime": 8.67559185604631, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 8917184, "heap_mib": 8.50408935546875, "mobile_score": 142807.64224830846, "mobile_throughput": 1646085.3002067064, "mobile_availability": 13537.229636227648, "mobile_accuracy": 9752.379977359911, "soft_acc_blocks": [ 25.00000122222222, 24.999993778890598 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068827423, "time_to_acc50_sec": 0, "acc_per_sec": 7.853820475505276, "mobile_acc_per_sec": 3063.7379683494864 }, "started": "2026-08-17T23:55:03.532471723+10:00", "ended": "2026-08-17T23:55:06.716358813+10:00" }, { "cell": { "id": "float16|none|MeshTweenChain|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5896, "total_correct": 1623, "total_train": 230, "infer_ms": 763.841207, "train_ms": 1795.563598, "blocked_train": 1795563598, "duration": 3072774365, "avg_accuracy": 30.466079972658918, "soft_acc": 25.000005864661652, "adapt_pct": 24.999997729323308, "stability": 99.99999186466165, "consistency": 100, "throughput": 1918.7871609310305, "availability": 29.84448593312694, "score": 143.16307466678867, "zero_downtime": 7.461123233559857, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9237680, "heap_mib": 8.809738159179688, "mobile_score": 111694.46739717455, "mobile_throughput": 1497019.4687949526, "mobile_availability": 23284.383691826275, "mobile_accuracy": 19504.766480315073, "soft_acc_blocks": [ 25.000014, 24.999997729323308 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065497365, "time_to_acc50_sec": 0, "acc_per_sec": 8.135971892183386, "mobile_acc_per_sec": 6347.607784834886 }, "started": "2026-08-17T23:55:09.577425282+10:00", "ended": "2026-08-17T23:55:12.650800845+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenChain|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7344, "total_correct": 2082, "total_train": 274, "infer_ms": 717.198204, "train_ms": 1782.715955, "blocked_train": 1782715955, "duration": 3085957665, "avg_accuracy": 29.117690094132566, "soft_acc": 25.000005691191532, "adapt_pct": 24.999999623762378, "stability": 99.99999393257085, "consistency": 100, "throughput": 2379.812297262996, "availability": 28.688913234000367, "score": 170.68561012963409, "zero_downtime": 7.172229941241093, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11378496, "heap_mib": 10.85137939453125, "mobile_score": 133167.2874459012, "mobile_throughput": 1856706.8894455677, "mobile_availability": 22382.816877422, "mobile_accuracy": 19504.766344975338, "soft_acc_blocks": [ 25.00001175862069, 24.999999623762378 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075861748, "time_to_acc50_sec": 0, "acc_per_sec": 8.101214729785196, "mobile_acc_per_sec": 6320.490577752413 }, "started": "2026-08-17T23:55:15.561503109+10:00", "ended": "2026-08-17T23:55:18.648039994+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenChain|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6072, "total_correct": 1304, "total_train": 239, "infer_ms": 724.944243, "train_ms": 1774.973714, "blocked_train": 1774973714, "duration": 3074857608, "avg_accuracy": 20.822238838634373, "soft_acc": 25.00000090122556, "adapt_pct": 24.999988932885906, "stability": 99.99998803166034, "consistency": 100, "throughput": 1974.7255886588684, "availability": 28.998721376839168, "score": 143.16129801390775, "zero_downtime": 7.2496806055536815, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8731352, "heap_mib": 8.326866149902344, "mobile_score": 223386.16253903473, "mobile_throughput": 3081324.194722562, "mobile_availability": 45249.05247982218, "mobile_accuracy": 39009.52521577901, "soft_acc_blocks": [ 25.000012869565218, 24.999988932885906 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.13045808566286, "mobile_acc_per_sec": 12686.61193100003 }, "started": "2026-08-17T23:55:21.540660011+10:00", "ended": "2026-08-17T23:55:24.61634434+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenChain|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6232, "total_correct": 1877, "total_train": 241, "infer_ms": 738.226877, "train_ms": 1814.454797, "blocked_train": 1814454797, "duration": 3161039635, "avg_accuracy": 28.482653483084132, "soft_acc": 25.000007365017566, "adapt_pct": 25.000006164817748, "stability": 99.99999879980018, "consistency": 100, "throughput": 1971.503277275421, "availability": 28.91966062667005, "score": 142.53805624973154, "zero_downtime": 7.229917286605598, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9064208, "heap_mib": 8.644302368164062, "mobile_score": 222413.66796148586, "mobile_throughput": 3076296.16141719, "mobile_availability": 45125.687591177346, "mobile_accuracy": 39009.535301756936, "soft_acc_blocks": [ 25.00000856521739, 25.000006164817748 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069061268, "time_to_acc50_sec": 0, "acc_per_sec": 7.908792755462419, "mobile_acc_per_sec": 12340.729571952026 }, "started": "2026-08-17T23:55:27.216601835+10:00", "ended": "2026-08-17T23:55:30.378458033+10:00" }, { "cell": { "id": "int64|none|MeshTweenChain|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4488, "total_correct": 867, "total_train": 214, "infer_ms": 717.233609, "train_ms": 1799.623054, "blocked_train": 1799623054, "duration": 3103640157, "avg_accuracy": 16.376463779956428, "soft_acc": 24.999991702954794, "adapt_pct": 24.999992468409584, "stability": 99.99999923454521, "consistency": 100, "throughput": 1446.043926799211, "availability": 28.49719729947132, "score": 103.02046352361938, "zero_downtime": 7.1242969604424875, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10330776, "heap_mib": 9.852195739746094, "mobile_score": 20093.89612346405, "mobile_throughput": 282047.4249604556, "mobile_availability": 5558.310482792121, "mobile_accuracy": 4876.188857871563, "soft_acc_blocks": [ 24.9999909375, 24.999992468409584 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.055054851178353, "mobile_acc_per_sec": 1571.1192700203112 }, "started": "2026-08-17T23:55:33.244971389+10:00", "ended": "2026-08-17T23:55:36.349241599+10:00" }, { "cell": { "id": "int32|none|MeshTweenChain|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4376, "total_correct": 1262, "total_train": 217, "infer_ms": 694.322002, "train_ms": 1805.92513, "blocked_train": 1805925130, "duration": 3190962434, "avg_accuracy": 23.792287844036696, "soft_acc": 25.00000028440367, "adapt_pct": 25.00000681880734, "stability": 99.99999346559633, "consistency": 100, "throughput": 1371.3730858669207, "availability": 27.77013492440635, "score": 95.20804014866034, "zero_downtime": 6.94253381008087, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9272536, "heap_mib": 8.842979431152344, "mobile_score": 37140.20309037265, "mobile_throughput": 534966.1104486579, "mobile_availability": 10832.997395273182, "mobile_accuracy": 9752.381063325469, "soft_acc_blocks": [ 24.99999375, 25.00000681880734 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.640950407, "time_to_acc50_sec": 0, "acc_per_sec": 7.83462695079903, "mobile_acc_per_sec": 3056.2506657593167 }, "started": "2026-08-17T23:55:39.356035053+10:00", "ended": "2026-08-17T23:55:42.547653269+10:00" }, { "cell": { "id": "int16|none|MeshTweenChain|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4368, "total_correct": 960, "total_train": 226, "infer_ms": 698.731578, "train_ms": 1783.17001, "blocked_train": 1783170010, "duration": 3146646670, "avg_accuracy": 23.020833333333336, "soft_acc": 24.99999899940476, "adapt_pct": 24.99999837380952, "stability": 99.99999937440477, "consistency": 100, "throughput": 1388.1444147016355, "availability": 28.15307348922974, "score": 97.70132539151797, "zero_downtime": 7.0382680906091215, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 8750696, "heap_mib": 8.345314025878906, "mobile_score": 76225.64358164907, "mobile_throughput": 1083017.051927219, "mobile_availability": 21964.759811787622, "mobile_accuracy": 19504.761124107026, "soft_acc_blocks": [ 24.999999625, 24.99999837380952 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075558611, "time_to_acc50_sec": 0, "acc_per_sec": 7.9449654254968385, "mobile_acc_per_sec": 6198.586358635248 }, "started": "2026-08-17T23:55:45.48544495+10:00", "ended": "2026-08-17T23:55:48.632736465+10:00" }, { "cell": { "id": "int8|none|MeshTweenChain|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11656, "total_correct": 3477, "total_train": 310, "infer_ms": 816.18648, "train_ms": 1559.428678, "blocked_train": 1559428678, "duration": 3177912180, "avg_accuracy": 27.336589291043186, "soft_acc": 25.000003577354306, "adapt_pct": 25.000013202327665, "stability": 99.99999037502664, "consistency": 100, "throughput": 3667.8168998364204, "availability": 34.35684762540146, "score": 315.03661094377725, "zero_downtime": 8.589213135416532, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 8531688, "heap_mib": 8.136451721191406, "mobile_score": 491577.1270193187, "mobile_throughput": 5723191.627325706, "mobile_availability": 53609.77061853119, "mobile_accuracy": 39009.52939155933, "soft_acc_blocks": [ 24.99999395238095, 25.000013202327665 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064280057, "time_to_acc50_sec": 0, "acc_per_sec": 7.866801271190039, "mobile_acc_per_sec": 12275.206859731199 }, "started": "2026-08-17T23:55:51.241216722+10:00", "ended": "2026-08-17T23:55:54.419983955+10:00" }, { "cell": { "id": "uint64|none|MeshTweenChain|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4560, "total_correct": 941, "total_train": 226, "infer_ms": 661.947772, "train_ms": 1830.133072, "blocked_train": 1830133072, "duration": 3141476273, "avg_accuracy": 20.355530474040634, "soft_acc": 24.999985436418356, "adapt_pct": 24.999987539503383, "stability": 99.99999789691498, "consistency": 100, "throughput": 1451.5468536852452, "availability": 26.56205048859964, "score": 96.39009588395463, "zero_downtime": 6.640508753764001, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8779624, "heap_mib": 8.372901916503906, "mobile_score": 18689.41220074216, "mobile_throughput": 281445.4869914681, "mobile_availability": 5150.208700653449, "mobile_accuracy": 4847.33445432282, "soft_acc_blocks": [ 24.999983333333333, 24.999987539503383 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.958037325089916, "mobile_acc_per_sec": 1543.0116394588542 }, "started": "2026-08-17T23:55:57.314399539+10:00", "ended": "2026-08-17T23:56:00.456688313+10:00" }, { "cell": { "id": "uint32|none|MeshTweenChain|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4328, "total_correct": 1125, "total_train": 230, "infer_ms": 666.684717, "train_ms": 1802.107062, "blocked_train": 1802107062, "duration": 2959346812, "avg_accuracy": 23.42743041272453, "soft_acc": 24.999991680789797, "adapt_pct": 25.00000583216783, "stability": 99.99998584862198, "consistency": 100, "throughput": 1462.4848910746728, "availability": 27.004493561220656, "score": 98.73412670541212, "zero_downtime": 6.751121143744581, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 10884952, "heap_mib": 10.380699157714844, "mobile_score": 38062.586633916995, "mobile_throughput": 563796.5283615867, "mobile_availability": 10410.391117812687, "mobile_accuracy": 9637.64385171906, "soft_acc_blocks": [ 24.999977529411765, 25.00000583216783 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.447807326743897, "mobile_acc_per_sec": 3256.6794174440474 }, "started": "2026-08-17T23:56:03.465734272+10:00", "ended": "2026-08-17T23:56:06.425814157+10:00" }, { "cell": { "id": "uint16|none|MeshTweenChain|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4536, "total_correct": 1478, "total_train": 237, "infer_ms": 641.086035, "train_ms": 1816.893161, "blocked_train": 1816893161, "duration": 3126774775, "avg_accuracy": 36.093998410174876, "soft_acc": 25.000015516693164, "adapt_pct": 25.00000762162162, "stability": 99.99999210492845, "consistency": 100, "throughput": 1450.6961090601737, "availability": 26.08183324103285, "score": 94.59209371002996, "zero_downtime": 6.520462357296249, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 10165872, "heap_mib": 9.694931030273438, "mobile_score": 72083.57503930842, "mobile_throughput": 1105497.9093414831, "mobile_availability": 19875.57003818987, "mobile_accuracy": 19051.17461513957, "soft_acc_blocks": [ 25.000023411764708, 25.00000762162162 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067043856, "time_to_acc50_sec": 0, "acc_per_sec": 7.995464117396548, "mobile_acc_per_sec": 6092.915539508142 }, "started": "2026-08-17T23:56:09.462570728+10:00", "ended": "2026-08-17T23:56:12.590025243+10:00" }, { "cell": { "id": "uint8|none|MeshTweenChain|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9104, "total_correct": 2177, "total_train": 293, "infer_ms": 785.308657, "train_ms": 1708.121014, "blocked_train": 1708121014, "duration": 3201135216, "avg_accuracy": 25.95004404177677, "soft_acc": 25.000005406526576, "adapt_pct": 25.000004553793886, "stability": 99.99999914726732, "consistency": 100, "throughput": 2843.991079944434, "availability": 31.495119599064086, "score": 223.92964643105637, "zero_downtime": 7.873781602558033, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 9080416, "heap_mib": 8.659759521484375, "mobile_score": 333533.02973876614, "mobile_throughput": 4235995.4412554195, "mobile_availability": 46910.54904646055, "mobile_accuracy": 37236.37168913922, "soft_acc_blocks": [ 25.000006259259262, 25.000004553793886 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07406563, "time_to_acc50_sec": 0, "acc_per_sec": 7.809731148366017, "mobile_acc_per_sec": 11632.239557711711 }, "started": "2026-08-17T23:56:15.04872133+10:00", "ended": "2026-08-17T23:56:18.250699203+10:00" }, { "cell": { "id": "int4|none|MeshTweenChain|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9504, "total_correct": 2424, "total_train": 296, "infer_ms": 717.966327, "train_ms": 1715.394698, "blocked_train": 1715394698, "duration": 3010693997, "avg_accuracy": 22.440188133554777, "soft_acc": 24.99999065367104, "adapt_pct": 24.999993386289447, "stability": 99.99999726738159, "consistency": 100, "throughput": 3156.747251454396, "availability": 29.505129720732665, "score": 232.85050582239106, "zero_downtime": 7.3762796725366835, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9074352, "heap_mib": 8.653976440429688, "mobile_score": 726670.9880750581, "mobile_throughput": 9851456.56530073, "mobile_availability": 92078.48482752076, "mobile_accuracy": 78019.01845138025, "soft_acc_blocks": [ 24.999987921052632, 24.999993386289447 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.303730195955561, "mobile_acc_per_sec": 25913.96486295922 }, "started": "2026-08-17T23:56:21.056392358+10:00", "ended": "2026-08-17T23:56:24.067968127+10:00" }, { "cell": { "id": "uint4|none|MeshTweenChain|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4712, "total_correct": 998, "total_train": 227, "infer_ms": 690.177632, "train_ms": 1792.970805, "blocked_train": 1792970805, "duration": 3133215247, "avg_accuracy": 18.628945960406632, "soft_acc": 24.999995219154627, "adapt_pct": 25.000007676404493, "stability": 99.99998754275013, "consistency": 100, "throughput": 1503.8864643952118, "availability": 27.794457299291935, "score": 104.49925031024547, "zero_downtime": 6.948612996012957, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 10346328, "heap_mib": 9.867027282714844, "mobile_score": 297759.2551448803, "mobile_throughput": 4285161.014374113, "mobile_availability": 79197.2849376694, "mobile_accuracy": 71234.76898619642, "soft_acc_blocks": [ 24.99998276190476, 25.000007676404493 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.97902258489636, "mobile_acc_per_sec": 22735.357570598604 }, "started": "2026-08-17T23:56:27.20830905+10:00", "ended": "2026-08-17T23:56:30.342387892+10:00" }, { "cell": { "id": "fp4|none|MeshTweenChain|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7848, "total_correct": 1957, "total_train": 260, "infer_ms": 700.090382, "train_ms": 1758.611216, "blocked_train": 1758611216, "duration": 3130952608, "avg_accuracy": 24.661276223776227, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2506.585369560471, "availability": 28.47398735045683, "score": 178.43120026426251, "zero_downtime": 7.118496837614208, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 8785016, "heap_mib": 8.378044128417969, "mobile_score": 556841.2924056528, "mobile_throughput": 7822456.132357858, "mobile_availability": 88860.53499997804, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5506734089999998, "time_to_acc50_sec": 0, "acc_per_sec": 7.9847902954907966, "mobile_acc_per_sec": 24918.629371680232 }, "started": "2026-08-17T23:56:33.19313842+10:00", "ended": "2026-08-17T23:56:36.325455873+10:00" }, { "cell": { "id": "int2|none|MeshTweenChain|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10232, "total_correct": 2324, "total_train": 295, "infer_ms": 748.937738, "train_ms": 1707.159043, "blocked_train": 1707159043, "duration": 3237805925, "avg_accuracy": 23.92426012461059, "soft_acc": 25.000006241822433, "adapt_pct": 24.999991678089305, "stability": 99.99998543626687, "consistency": 100, "throughput": 3160.16470320098, "availability": 30.493005967585276, "score": 240.90736303117393, "zero_downtime": 7.623253395215606, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 8980320, "heap_mib": 8.564300537109375, "mobile_score": 1503629.0422486681, "mobile_throughput": 19724243.23704566, "mobile_availability": 190322.8227706351, "mobile_accuracy": 156038.13419657858, "soft_acc_blocks": [ 25.000020805555558, 24.999991678089305 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.721280033738413, "mobile_acc_per_sec": 48192.55317057911 }, "started": "2026-08-17T23:56:39.22729219+10:00", "ended": "2026-08-17T23:56:42.465891865+10:00" }, { "cell": { "id": "uint2|none|MeshTweenChain|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3912, "total_correct": 822, "total_train": 209, "infer_ms": 710.280229, "train_ms": 1775.327936, "blocked_train": 1775327936, "duration": 3293145970, "avg_accuracy": 25.279850746268657, "soft_acc": 24.999995965422887, "adapt_pct": 24.999987664179105, "stability": 99.99999169875622, "consistency": 100, "throughput": 1187.9218339052247, "availability": 28.575711932455775, "score": 84.86426661421636, "zero_downtime": 7.14392683020481, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 8776904, "heap_mib": 8.370307922363281, "mobile_score": 444933.1661463427, "mobile_throughput": 6228131.624545025, "mobile_availability": 149819.02857643375, "mobile_accuracy": 131071.97884719634, "soft_acc_blocks": [ 25.000004266666668, 24.999987664179105 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064598166, "time_to_acc50_sec": 0, "acc_per_sec": 7.591523787031793, "mobile_acc_per_sec": 39801.448232553244 }, "started": "2026-08-17T23:56:45.643562913+10:00", "ended": "2026-08-17T23:56:48.937544873+10:00" }, { "cell": { "id": "ternary|none|MeshTweenChain|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9536, "total_correct": 2297, "total_train": 282, "infer_ms": 768.094259, "train_ms": 1666.376427, "blocked_train": 1666376427, "duration": 3207687705, "avg_accuracy": 23.813261480787254, "soft_acc": 24.999983550406125, "adapt_pct": 24.999973040206186, "stability": 99.99998948980006, "consistency": 100, "throughput": 2972.857982756772, "availability": 31.550770498782672, "score": 234.48974555803753, "zero_downtime": 7.887687434722056, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10877624, "heap_mib": 10.373710632324219, "mobile_score": 1463573.3299896712, "mobile_throughput": 18555163.881709315, "mobile_availability": 196924.88527697345, "mobile_accuracy": 156037.9925675634, "soft_acc_blocks": [ 24.999994060606063, 24.999973040206186 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.793771043059232, "mobile_acc_per_sec": 48645.007531231415 }, "started": "2026-08-17T23:56:51.78056698+10:00", "ended": "2026-08-17T23:56:54.989059998+10:00" }, { "cell": { "id": "binary|none|MeshTweenChain|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9432, "total_correct": 2136, "total_train": 287, "infer_ms": 739.70106, "train_ms": 1691.683164, "blocked_train": 1691683164, "duration": 2977505766, "avg_accuracy": 20.09761325454756, "soft_acc": 24.99981361465937, "adapt_pct": 24.999794145985405, "stability": 99.99998053132603, "consistency": 100, "throughput": 3167.7520519703335, "availability": 30.423042672501936, "score": 240.9298433874687, "zero_downtime": 7.6057039640337685, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 10196816, "heap_mib": 9.724441528320312, "mobile_score": 3007538.707855457, "mobile_throughput": 39543199.71008148, "mobile_availability": 379772.2903971594, "mobile_accuracy": 312073.8638191079, "soft_acc_blocks": [ 24.999833083333336, 24.999794145985405 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.396226768099353, "mobile_acc_per_sec": 104810.49856650652 }, "started": "2026-08-17T23:56:58.141644292+10:00", "ended": "2026-08-17T23:57:01.119759851+10:00" }, { "cell": { "id": "int|none|MeshTweenChain|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3664, "total_correct": 869, "total_train": 201, "infer_ms": 658.023921, "train_ms": 1826.335537, "blocked_train": 1826335537, "duration": 3214663734, "avg_accuracy": 25.506907308377897, "soft_acc": 25.000018264705883, "adapt_pct": 25.000004029411766, "stability": 99.99998576470588, "consistency": 100, "throughput": 1139.777066337477, "availability": 26.486663146955927, "score": 75.47228318588789, "zero_downtime": 6.621670624450104, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10929104, "heap_mib": 10.422805786132812, "mobile_score": 14720.689139495085, "mobile_throughput": 222310.80303420505, "mobile_availability": 5166.16058333007, "mobile_accuracy": 4876.1940386778715, "soft_acc_blocks": [ 25.0000325, 25.000004029411766 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075366396, "time_to_acc50_sec": 0, "acc_per_sec": 7.776868852655517, "mobile_acc_per_sec": 1516.8597533560476 }, "started": "2026-08-17T23:57:04.14560972+10:00", "ended": "2026-08-17T23:57:07.361163662+10:00" }, { "cell": { "id": "uint|none|MeshTweenChain|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 1088, "total_train": 203, "infer_ms": 631.841941, "train_ms": 1838.860961, "blocked_train": 1838860961, "duration": 3264606079, "avg_accuracy": 27.487315680989376, "soft_acc": 24.99998891366735, "adapt_pct": 24.99999647439353, "stability": 99.99999243927383, "consistency": 100, "throughput": 1166.4500732555305, "availability": 25.573367825347702, "score": 74.5751088625754, "zero_downtime": 6.393339121188299, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8580264, "heap_mib": 8.182777404785156, "mobile_score": 14459.628208336515, "mobile_throughput": 226167.07692566403, "mobile_availability": 4958.5095674615, "mobile_accuracy": 4847.335128538768, "soft_acc_blocks": [ 24.999981352941177, 24.99999647439353 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067492224, "time_to_acc50_sec": 0, "acc_per_sec": 7.6578883665269775, "mobile_acc_per_sec": 1484.8147100257752 }, "started": "2026-08-17T23:57:09.748777176+10:00", "ended": "2026-08-17T23:57:13.014412266+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenChain|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3576, "total_correct": 1000, "total_train": 204, "infer_ms": 632.908605, "train_ms": 1844.513626, "blocked_train": 1844513626, "duration": 3005309408, "avg_accuracy": 28.95357367428212, "soft_acc": 25.00000761182142, "adapt_pct": 25.000005531335148, "stability": 99.99999791951373, "consistency": 100, "throughput": 1189.8941222094627, "availability": 25.547062470030767, "score": 75.99577182066162, "zero_downtime": 6.386767562104464, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8591992, "heap_mib": 8.193962097167969, "mobile_score": 14735.085508990769, "mobile_throughput": 230712.72542343003, "mobile_availability": 4953.409130283835, "mobile_accuracy": 4847.338753989138, "soft_acc_blocks": [ 25.000009692307692, 25.000005531335148 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067919461, "time_to_acc50_sec": 0, "acc_per_sec": 8.318613566134825, "mobile_acc_per_sec": 1612.9250256515145 }, "started": "2026-08-17T23:57:15.90965452+10:00", "ended": "2026-08-17T23:57:18.915877418+10:00" }, { "cell": { "id": "complex64|none|MeshTweenChain|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4208, "total_correct": 943, "total_train": 201, "infer_ms": 717.192672, "train_ms": 1781.000161, "blocked_train": 1781000161, "duration": 3328076201, "avg_accuracy": 21.443734015345267, "soft_acc": 24.999991501483372, "adapt_pct": 24.99999052470588, "stability": 99.9999990232225, "consistency": 100, "throughput": 1264.394126172834, "availability": 28.708459272086944, "score": 90.74698733914519, "zero_downtime": 7.177112378228551, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 8788864, "heap_mib": 8.3817138671875, "mobile_score": 17699.9838162447, "mobile_throughput": 246617.06384780607, "mobile_availability": 5599.5166275461015, "mobile_accuracy": 4876.188818575042, "soft_acc_blocks": [ 24.999992478260868, 24.99999052470588 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.511844678908352, "mobile_acc_per_sec": 1465.1674192766004 }, "started": "2026-08-17T23:57:21.926630697+10:00", "ended": "2026-08-17T23:57:25.255154815+10:00" }, { "cell": { "id": "complex128|none|MeshTweenChain|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3952, "total_correct": 1015, "total_train": 199, "infer_ms": 689.410101, "train_ms": 1787.09278, "blocked_train": 1787092780, "duration": 3328708770, "avg_accuracy": 26.384803921568626, "soft_acc": 24.999999008333333, "adapt_pct": 24.99999708333333, "stability": 99.999998075, "consistency": 100, "throughput": 1187.2471498910973, "availability": 27.838049625915215, "score": 82.6266094147146, "zero_downtime": 6.959512130418145, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 8572096, "heap_mib": 8.17498779296875, "mobile_score": 8058.061718158833, "mobile_throughput": 115784.8649036651, "mobile_availability": 2714.8726492321125, "mobile_accuracy": 2438.095141384127, "soft_acc_blocks": [ 25.000000933333336, 24.99999708333333 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066378571, "time_to_acc50_sec": 0, "acc_per_sec": 7.510419425588059, "mobile_acc_per_sec": 732.4447135049688 }, "started": "2026-08-17T23:57:28.31679559+10:00", "ended": "2026-08-17T23:57:31.652889467+10:00" }, { "cell": { "id": "nf4|none|MeshTweenChain|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3320, "total_correct": 775, "total_train": 180, "infer_ms": 610.895994, "train_ms": 1858.894795, "blocked_train": 1858894795, "duration": 3223664213, "avg_accuracy": 21.114287592008413, "soft_acc": 24.999991465562566, "adapt_pct": 25.000002097791796, "stability": 99.99998936777077, "consistency": 100, "throughput": 1029.883939714164, "availability": 24.73472638738552, "score": 63.684721908442825, "zero_downtime": 6.183679485876633, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9304024, "heap_mib": 8.873008728027344, "mobile_score": 198744.85404722425, "mobile_throughput": 3214022.565386069, "mobile_availability": 77191.19183446179, "mobile_accuracy": 78019.02098510039, "soft_acc_blocks": [ 24.999980833333336, 25.000002097791796 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.755147501016281, "mobile_acc_per_sec": 24201.968886981096 }, "started": "2026-08-17T23:57:34.684443117+10:00", "ended": "2026-08-17T23:57:37.90941655+10:00" }, { "cell": { "id": "fp6|none|MeshTweenChain|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1992, "total_correct": 532, "total_train": 113, "infer_ms": 641.818115, "train_ms": 1862.881773, "blocked_train": 1862881773, "duration": 3230202210, "avg_accuracy": 27.598797250859107, "soft_acc": 24.999993708762887, "adapt_pct": 25.000001417525773, "stability": 99.99999229123712, "consistency": 100, "throughput": 616.6796598160955, "availability": 25.62455159098885, "score": 39.505339453676676, "zero_downtime": 6.406136285645913, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9343552, "heap_mib": 8.91070556640625, "mobile_score": 82191.17226781443, "mobile_throughput": 1283006.9265304012, "mobile_availability": 53312.08295450937, "mobile_accuracy": 52012.68532372967, "soft_acc_blocks": [ 24.999986000000003, 25.000001417525773 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071077425, "time_to_acc50_sec": 0, "acc_per_sec": 7.739451614319491, "mobile_acc_per_sec": 16101.990507810862 }, "started": "2026-08-17T23:57:40.819711273+10:00", "ended": "2026-08-17T23:57:44.050880774+10:00" }, { "cell": { "id": "int6|none|MeshTweenChain|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2048, "total_correct": 483, "total_train": 118, "infer_ms": 654.517441, "train_ms": 1891.938361, "blocked_train": 1891938361, "duration": 3205244622, "avg_accuracy": 26.54399323181049, "soft_acc": 25.000006055414552, "adapt_pct": 25.000003944162437, "stability": 99.99999788874788, "consistency": 100, "throughput": 638.952791915799, "availability": 25.703074857452403, "score": 41.057638547313445, "zero_downtime": 6.425770270790836, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 8821120, "heap_mib": 8.4124755859375, "mobile_score": 85420.7428519598, "mobile_throughput": 1329346.3546347239, "mobile_availability": 53475.45123358732, "mobile_accuracy": 52012.711011036445, "soft_acc_blocks": [ 25.000008166666664, 25.000003944162437 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066744088, "time_to_acc50_sec": 0, "acc_per_sec": 7.799718587411626, "mobile_acc_per_sec": 16227.37642363836 }, "started": "2026-08-17T23:57:46.92311838+10:00", "ended": "2026-08-17T23:57:50.129374512+10:00" }, { "cell": { "id": "uint6|none|MeshTweenChain|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1800, "total_correct": 533, "total_train": 114, "infer_ms": 597.638231, "train_ms": 1905.553004, "blocked_train": 1905553004, "duration": 3170481875, "avg_accuracy": 24.69298245614035, "soft_acc": 24.999998472807018, "adapt_pct": 25.00000677894737, "stability": 99.99999169385964, "consistency": 100, "throughput": 567.7370415498748, "availability": 23.87505287825123, "score": 33.88687764979074, "zero_downtime": 5.968762854944675, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 8817064, "heap_mib": 8.408607482910156, "mobile_score": 66292.8481688563, "mobile_throughput": 1110663.1270153013, "mobile_availability": 46706.730311315594, "mobile_accuracy": 48907.45969892181, "soft_acc_blocks": [ 24.999990166666667, 25.00000677894737 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.743338627, "time_to_acc50_sec": 0, "acc_per_sec": 7.88523620650158, "mobile_acc_per_sec": 15425.875821769778 }, "started": "2026-08-17T23:57:53.147247882+10:00", "ended": "2026-08-17T23:57:56.318804132+10:00" }, { "cell": { "id": "int5|none|MeshTweenChain|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2032, "total_correct": 576, "total_train": 123, "infer_ms": 619.976558, "train_ms": 1892.243378, "blocked_train": 1892243378, "duration": 3265086569, "avg_accuracy": 24.971064814814817, "soft_acc": 24.99999767824074, "adapt_pct": 24.99999785648148, "stability": 99.99999982175926, "consistency": 100, "throughput": 622.3418451726815, "availability": 24.678434762648102, "score": 38.39605299954417, "zero_downtime": 6.169608117688181, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 10907448, "heap_mib": 10.402153015136719, "mobile_score": 95859.9515953572, "mobile_throughput": 1553744.5777233087, "mobile_availability": 61612.41526113928, "mobile_accuracy": 62415.23229871181, "soft_acc_blocks": [ 24.9999975, 24.99999785648148 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.710210919, "time_to_acc50_sec": 0, "acc_per_sec": 7.656764116333216, "mobile_acc_per_sec": 19115.95021440052 }, "started": "2026-08-17T23:57:59.290559965+10:00", "ended": "2026-08-17T23:58:02.55735841+10:00" }, { "cell": { "id": "uint5|none|MeshTweenChain|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2240, "total_correct": 639, "total_train": 125, "infer_ms": 720.295067, "train_ms": 1855.020714, "blocked_train": 1855020714, "duration": 3323130205, "avg_accuracy": 31.379639737991265, "soft_acc": 24.999999229803493, "adapt_pct": 25.000006209606987, "stability": 99.99999302019651, "consistency": 100, "throughput": 674.0632662029564, "availability": 27.9691940038634, "score": 47.132514206218815, "zero_downtime": 6.992298285548095, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 9131032, "heap_mib": 8.708030700683594, "mobile_score": 109340.75932809757, "mobile_throughput": 1563731.3350044938, "mobile_availability": 64884.56984910413, "mobile_accuracy": 57996.458390244305, "soft_acc_blocks": [ 24.99999225, 25.000006209606987 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067635749, "time_to_acc50_sec": 0, "acc_per_sec": 7.523027292818186, "mobile_acc_per_sec": 17452.358111933896 }, "started": "2026-08-17T23:58:05.602960027+10:00", "ended": "2026-08-17T23:58:08.926878774+10:00" }, { "cell": { "id": "int3|none|MeshTweenChain|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2624, "total_correct": 646, "total_train": 149, "infer_ms": 648.813414, "train_ms": 1877.016456, "blocked_train": 1877016456, "duration": 3260718343, "avg_accuracy": 21.92017761255679, "soft_acc": 24.999986236679057, "adapt_pct": 24.99999580669145, "stability": 99.9999904299876, "consistency": 100, "throughput": 804.7306525671297, "availability": 25.687138381968694, "score": 51.678040631285555, "zero_downtime": 6.421781060088876, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 8588112, "heap_mib": 8.190261840820312, "mobile_score": 215033.14735313843, "mobile_throughput": 3348497.0188342487, "mobile_availability": 106884.59053972701, "mobile_accuracy": 104025.33955599992, "soft_acc_blocks": [ 24.999976666666665, 24.99999580669145 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.667018002443597, "mobile_acc_per_sec": 31902.583606866257 }, "started": "2026-08-17T23:58:11.472205594+10:00", "ended": "2026-08-17T23:58:14.733817792+10:00" }, { "cell": { "id": "uint3|none|MeshTweenChain|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenChain", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2656, "total_correct": 603, "total_train": 152, "infer_ms": 613.411193, "train_ms": 1867.261462, "blocked_train": 1867261462, "duration": 3269927227, "avg_accuracy": 22.97780959198282, "soft_acc": 25.000001513421616, "adapt_pct": 25.00001020866142, "stability": 99.9999913047602, "consistency": 100, "throughput": 812.2504923257119, "availability": 24.727615381401463, "score": 50.212547458670464, "zero_downtime": 6.181904219583442, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 9017208, "heap_mib": 8.599479675292969, "mobile_score": 185393.21184515086, "mobile_throughput": 2998966.099439879, "mobile_availability": 91298.53530340994, "mobile_accuracy": 92304.23093992106, "soft_acc_blocks": [ 24.999992818181816, 25.00001020866142 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.645430548727504, "mobile_acc_per_sec": 28228.221771346798 }, "started": "2026-08-17T23:58:17.768550151+10:00", "ended": "2026-08-17T23:58:21.039205191+10:00" }, { "cell": { "id": "float64|none|TweenSplit|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21288, "total_correct": 6083, "total_train": 452, "infer_ms": 1070.885588, "train_ms": 1500.28846, "blocked_train": 1500288460, "duration": 3197844843, "avg_accuracy": 31.801063011837073, "soft_acc": 24.999557227890428, "adapt_pct": 24.999413558344955, "stability": 99.99985633045453, "consistency": 100, "throughput": 6656.983388859183, "availability": 41.649673184629165, "score": 693.1406800018557, "zero_downtime": 10.4122338830207, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9123776, "heap_mib": 8.70111083984375, "mobile_score": 218392.63271443083, "mobile_throughput": 2097461.8431359394, "mobile_availability": 13122.850874172389, "mobile_accuracy": 7876.783569649168, "soft_acc_blocks": [ 24.999700897435897, 24.999413558344955 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066600901, "time_to_acc50_sec": 0, "acc_per_sec": 7.817626700249018, "mobile_acc_per_sec": 2463.1537664784596 }, "started": "2026-08-17T23:58:23.992660221+10:00", "ended": "2026-08-17T23:58:27.19238694+10:00" }, { "cell": { "id": "float32|none|TweenSplit|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 35408, "total_correct": 6788, "total_train": 486, "infer_ms": 1002.557866, "train_ms": 1366.147988, "blocked_train": 1366147988, "duration": 3265402285, "avg_accuracy": 19.750097108150438, "soft_acc": 24.999816241520953, "adapt_pct": 24.99995901149719, "stability": 99.99985723002376, "consistency": 100, "throughput": 10843.380664811411, "availability": 42.325131434407304, "score": 1147.360346028961, "zero_downtime": 10.581205082584047, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 10547656, "heap_mib": 10.059028625488281, "mobile_score": 723013.5349745576, "mobile_throughput": 6832998.03124116, "mobile_availability": 26671.344362358817, "mobile_accuracy": 15753.730357733819, "soft_acc_blocks": [ 24.999673471544714, 24.99995901149719 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.655968257375355, "mobile_acc_per_sec": 4824.437843416839 }, "started": "2026-08-17T23:58:30.228762337+10:00", "ended": "2026-08-17T23:58:33.496844361+10:00" }, { "cell": { "id": "float16|none|TweenSplit|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14952, "total_correct": 4154, "total_train": 392, "infer_ms": 965.050532, "train_ms": 1498.234811, "blocked_train": 1498234811, "duration": 3324248208, "avg_accuracy": 28.066342022515062, "soft_acc": 24.999898319687475, "adapt_pct": 25.000064750486064, "stability": 99.99983356920141, "consistency": 100, "throughput": 4497.859084053088, "availability": 39.17737483164166, "score": 440.5339864370064, "zero_downtime": 9.794303872233247, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8606768, "heap_mib": 8.208053588867188, "mobile_score": 555208.3718295317, "mobile_throughput": 5668686.402548138, "mobile_availability": 49375.546864739765, "mobile_accuracy": 31507.564159212277, "soft_acc_blocks": [ 24.99973188888889, 25.000064750486064 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071085378, "time_to_acc50_sec": 0, "acc_per_sec": 7.52046681096909, "mobile_acc_per_sec": 9478.102171609044 }, "started": "2026-08-17T23:58:36.701395502+10:00", "ended": "2026-08-17T23:58:40.02629095+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplit|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 20440, "total_correct": 5855, "total_train": 460, "infer_ms": 941.288603, "train_ms": 1586.609581, "blocked_train": 1586609581, "duration": 3327440475, "avg_accuracy": 32.59795070867563, "soft_acc": 25.000203722999608, "adapt_pct": 25.000069703574976, "stability": 99.99986598057536, "consistency": 100, "throughput": 6142.8597005931415, "availability": 37.23601721611111, "score": 571.8437337894607, "zero_downtime": 9.309080162358985, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 9016344, "heap_mib": 8.598655700683594, "mobile_score": 720699.0564928094, "mobile_throughput": 7741893.333424464, "mobile_availability": 46928.838928366495, "mobile_accuracy": 31507.949061355812, "soft_acc_blocks": [ 25.000337742424243, 25.000069703574976 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075802825, "time_to_acc50_sec": 0, "acc_per_sec": 7.513343637800045, "mobile_acc_per_sec": 9469.124781670456 }, "started": "2026-08-17T23:58:43.192803467+10:00", "ended": "2026-08-17T23:58:46.52091238+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplit|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15936, "total_correct": 4298, "total_train": 380, "infer_ms": 970.239919, "train_ms": 1500.791673, "blocked_train": 1500791673, "duration": 3276127480, "avg_accuracy": 23.562385600976206, "soft_acc": 24.99982629566809, "adapt_pct": 24.999939427699815, "stability": 99.99988686796827, "consistency": 100, "throughput": 4864.279579254956, "availability": 39.26456958871613, "score": 477.4812924507597, "zero_downtime": 9.81607419292075, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11454640, "heap_mib": 10.923995971679688, "mobile_score": 1203546.6916174227, "mobile_throughput": 12260977.942540493, "mobile_availability": 98970.87817561923, "mobile_accuracy": 63014.946773573225, "soft_acc_blocks": [ 24.999713163636365, 24.999939427699815 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.631947572, "time_to_acc50_sec": 0, "acc_per_sec": 7.630907664090071, "mobile_acc_per_sec": 19234.58325668488 }, "started": "2026-08-17T23:58:49.289426174+10:00", "ended": "2026-08-17T23:58:52.56676579+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplit|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16576, "total_correct": 4034, "total_train": 383, "infer_ms": 974.852595, "train_ms": 1537.464497, "blocked_train": 1537464497, "duration": 3287875120, "avg_accuracy": 28.32151452638817, "soft_acc": 25.00014657616469, "adapt_pct": 25.000082495186522, "stability": 99.99993591902184, "consistency": 100, "throughput": 5041.554011333618, "availability": 38.802928105860296, "score": 489.07051203535974, "zero_downtime": 9.70078890230888, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 8829968, "heap_mib": 8.420913696289062, "mobile_score": 1232758.6567980514, "mobile_throughput": 12707818.603336923, "mobile_availability": 97807.25755175616, "mobile_accuracy": 63015.754077520345, "soft_acc_blocks": [ 25.00021065714286, 25.000082495186522 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06902105, "time_to_acc50_sec": 0, "acc_per_sec": 7.603739699263484, "mobile_acc_per_sec": 19166.103266574293 }, "started": "2026-08-17T23:58:55.488876055+10:00", "ended": "2026-08-17T23:58:58.777291383+10:00" }, { "cell": { "id": "int64|none|TweenSplit|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12976, "total_correct": 3636, "total_train": 347, "infer_ms": 1019.431158, "train_ms": 1515.9325, "blocked_train": 1515932500, "duration": 3326492759, "avg_accuracy": 26.095749313324845, "soft_acc": 24.999984634990284, "adapt_pct": 25.00006172650231, "stability": 99.99992290848797, "consistency": 100, "throughput": 3900.8051242236297, "availability": 40.2084787633254, "score": 392.11335899987085, "zero_downtime": 10.052113512794682, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9337392, "heap_mib": 8.904830932617188, "mobile_score": 123545.87065103624, "mobile_throughput": 1229053.676063076, "mobile_availability": 12668.763770352372, "mobile_accuracy": 7876.9182357630925, "soft_acc_blocks": [ 24.99990754347826, 25.00006172650231 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.753849075, "time_to_acc50_sec": 0, "acc_per_sec": 7.515418323804108, "mobile_acc_per_sec": 2367.934881100125 }, "started": "2026-08-17T23:59:01.889935667+10:00", "ended": "2026-08-17T23:59:05.217209936+10:00" }, { "cell": { "id": "int32|none|TweenSplit|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12520, "total_correct": 2549, "total_train": 340, "infer_ms": 996.858721, "train_ms": 1521.233971, "blocked_train": 1521233971, "duration": 3308838048, "avg_accuracy": 19.621117714723926, "soft_acc": 24.999618945456287, "adapt_pct": 24.999535984662575, "stability": 99.99991703920628, "consistency": 100, "throughput": 3783.8056194885726, "availability": 39.5878485397709, "score": 374.47610150081834, "zero_downtime": 9.896811283647107, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12373184, "heap_mib": 11.79998779296875, "mobile_score": 235977.55565343876, "mobile_throughput": 2384379.6642192607, "mobile_availability": 24946.435018292555, "mobile_accuracy": 15753.606030859839, "soft_acc_blocks": [ 24.99970190625, 24.999535984662575 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.555407240486461, "mobile_acc_per_sec": 4761.06893185116 }, "started": "2026-08-17T23:59:08.485194527+10:00", "ended": "2026-08-17T23:59:11.794785283+10:00" }, { "cell": { "id": "int16|none|TweenSplit|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12232, "total_correct": 3346, "total_train": 333, "infer_ms": 1016.344955, "train_ms": 1483.928143, "blocked_train": 1483928143, "duration": 3280672925, "avg_accuracy": 25.88380176474724, "soft_acc": 24.99994327563629, "adapt_pct": 24.999951210363495, "stability": 99.99999206527279, "consistency": 100, "throughput": 3728.503352707737, "availability": 40.6493576966847, "score": 378.90230642212214, "zero_downtime": 10.16231636608167, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 8837312, "heap_mib": 8.42791748046875, "mobile_score": 477533.49141692684, "mobile_throughput": 4699061.456212582, "mobile_availability": 51230.69819249863, "mobile_accuracy": 31507.620817540384, "soft_acc_blocks": [ 24.99993534090909, 24.999951210363495 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.745754415, "time_to_acc50_sec": 0, "acc_per_sec": 7.620370529816315, "mobile_acc_per_sec": 9604.011596962346 }, "started": "2026-08-17T23:59:14.803543903+10:00", "ended": "2026-08-17T23:59:18.08477563+10:00" }, { "cell": { "id": "int8|none|TweenSplit|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29280, "total_correct": 6750, "total_train": 526, "infer_ms": 933.608605, "train_ms": 1466.384213, "blocked_train": 1466384213, "duration": 3227165718, "avg_accuracy": 19.249950119298013, "soft_acc": 24.99962855602157, "adapt_pct": 24.99994322916026, "stability": 99.99968532686131, "consistency": 100, "throughput": 9072.976896316917, "availability": 38.900474951337955, "score": 882.3446663637986, "zero_downtime": 9.7249742443627, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10428032, "heap_mib": 9.9449462890625, "mobile_score": 2224051.5405699196, "mobile_throughput": 22869485.149116363, "mobile_availability": 98053.13563118785, "mobile_accuracy": 63014.44834797806, "soft_acc_blocks": [ 24.99931388288288, 24.99994322916026 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.746620638841816, "mobile_acc_per_sec": 19526.25116104374 }, "started": "2026-08-17T23:59:21.19465221+10:00", "ended": "2026-08-17T23:59:24.422408449+10:00" }, { "cell": { "id": "uint64|none|TweenSplit|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13632, "total_correct": 3388, "total_train": 340, "infer_ms": 1014.994786, "train_ms": 1439.416685, "blocked_train": 1439416685, "duration": 3340340131, "avg_accuracy": 23.07330462445686, "soft_acc": 24.99983359144165, "adapt_pct": 24.999714793994414, "stability": 99.99988120255276, "consistency": 100, "throughput": 4081.0215323548437, "availability": 41.35389676884378, "score": 421.912549488019, "zero_downtime": 10.338405375787511, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9775760, "heap_mib": 9.322891235351562, "mobile_score": 132298.8557093149, "mobile_throughput": 1279683.3834660624, "mobile_availability": 12967.315687286824, "mobile_accuracy": 7839.1822691326315, "soft_acc_blocks": [ 24.99995238888889, 24.999714793994414 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.484217957156786, "mobile_acc_per_sec": 2346.821569570465 }, "started": "2026-08-17T23:59:27.579693039+10:00", "ended": "2026-08-17T23:59:30.920731815+10:00" }, { "cell": { "id": "uint32|none|TweenSplit|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14152, "total_correct": 4194, "total_train": 337, "infer_ms": 1052.563116, "train_ms": 1454.736598, "blocked_train": 1454736598, "duration": 3343647977, "avg_accuracy": 28.06818181818182, "soft_acc": 25.000147983216785, "adapt_pct": 25.000100366433564, "stability": 99.99995238321678, "consistency": 100, "throughput": 4232.50297200769, "availability": 41.97994799436252, "score": 444.2032659967333, "zero_downtime": 10.495049121868076, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 8624976, "heap_mib": 8.225418090820312, "mobile_score": 277250.5260986849, "mobile_throughput": 2641726.807366628, "mobile_availability": 26201.884492938494, "mobile_accuracy": 15603.90188788662, "soft_acc_blocks": [ 25.0001956, 25.000100366433564 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073034062, "time_to_acc50_sec": 0, "acc_per_sec": 7.476907902741457, "mobile_acc_per_sec": 4666.729869657754 }, "started": "2026-08-17T23:59:34.09856639+10:00", "ended": "2026-08-17T23:59:37.4429077+10:00" }, { "cell": { "id": "uint16|none|TweenSplit|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12384, "total_correct": 3190, "total_train": 351, "infer_ms": 993.740233, "train_ms": 1523.369797, "blocked_train": 1523369797, "duration": 3477847225, "avg_accuracy": 28.651432555780936, "soft_acc": 25.000121713095844, "adapt_pct": 25.000026633088236, "stability": 99.99990491999239, "consistency": 100, "throughput": 3560.823463141053, "availability": 39.4794117522149, "score": 351.4497502288887, "zero_downtime": 9.86990098966799, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 10247072, "heap_mib": 9.772369384765625, "mobile_score": 434577.5628490651, "mobile_throughput": 4403058.990196453, "mobile_availability": 48817.40997345577, "mobile_accuracy": 30913.35804885753, "soft_acc_blocks": [ 25.00021679310345, 25.000026633088236 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070974998, "time_to_acc50_sec": 0, "acc_per_sec": 7.1883898560540835, "mobile_acc_per_sec": 8888.647502006801 }, "started": "2026-08-17T23:59:40.612476063+10:00", "ended": "2026-08-17T23:59:44.090950632+10:00" }, { "cell": { "id": "uint8|none|TweenSplit|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23808, "total_correct": 5859, "total_train": 479, "infer_ms": 1001.792482, "train_ms": 1520.343258, "blocked_train": 1520343258, "duration": 3370589403, "avg_accuracy": 26.427183413397387, "soft_acc": 24.999974899091495, "adapt_pct": 25.000010200960766, "stability": 99.99996469813073, "consistency": 100, "throughput": 7063.4530503210035, "availability": 39.720006584578194, "score": 701.4002999394256, "zero_downtime": 9.929991676062038, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 9166960, "heap_mib": 8.742294311523438, "mobile_score": 1702480.3724751924, "mobile_throughput": 17144831.818734713, "mobile_availability": 96410.75376025616, "mobile_accuracy": 60681.42055506889, "soft_acc_blocks": [ 24.999939597222223, 25.000010200960766 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068277861, "time_to_acc50_sec": 0, "acc_per_sec": 7.4170929502241405, "mobile_acc_per_sec": 18003.20754021812 }, "started": "2026-08-17T23:59:46.832899261+10:00", "ended": "2026-08-17T23:59:50.204036685+10:00" }, { "cell": { "id": "int4|none|TweenSplit|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26720, "total_correct": 6142, "total_train": 464, "infer_ms": 892.28002, "train_ms": 1506.585118, "blocked_train": 1506585118, "duration": 3378625795, "avg_accuracy": 22.604830148619957, "soft_acc": 24.99987209019423, "adapt_pct": 24.999946822363764, "stability": 99.99992526783046, "consistency": 100, "throughput": 7908.540815482645, "availability": 37.19592259963053, "score": 735.4099174569388, "zero_downtime": 9.29893307267528, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 7067408, "heap_mib": 6.7400054931640625, "mobile_score": 3707371.1038813805, "mobile_throughput": 39868779.29872851, "mobile_availability": 187513.22949918357, "mobile_accuracy": 126030.1244079207, "soft_acc_blocks": [ 24.999797358024693, 24.999946822363764 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.399420239788417, "mobile_acc_per_sec": 37302.18498729028 }, "started": "2026-08-17T23:59:53.041417912+10:00", "ended": "2026-08-17T23:59:56.423636363+10:00" }, { "cell": { "id": "uint4|none|TweenSplit|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10128, "total_correct": 2932, "total_train": 307, "infer_ms": 919.489669, "train_ms": 1592.405488, "blocked_train": 1592405488, "duration": 3432421348, "avg_accuracy": 30.280339049553398, "soft_acc": 25.000307197694276, "adapt_pct": 25.000396395388556, "stability": 99.99991080230572, "consistency": 100, "throughput": 2950.6866940742498, "availability": 36.605415892364014, "score": 270.031102088137, "zero_downtime": 9.151466424084605, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 10948608, "heap_mib": 10.44140625, "mobile_score": 1264054.1647462961, "mobile_throughput": 13812585.941632146, "mobile_availability": 171355.18113728342, "mobile_accuracy": 117030.00946486372, "soft_acc_blocks": [ 25.000218, 25.000396395388556 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066047859, "time_to_acc50_sec": 0, "acc_per_sec": 7.283577586493403, "mobile_acc_per_sec": 34095.46719345941 }, "started": "2026-08-17T23:59:59.515104388+10:00", "ended": "2026-08-18T00:00:02.948362716+10:00" }, { "cell": { "id": "fp4|none|TweenSplit|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16296, "total_correct": 4071, "total_train": 437, "infer_ms": 753.938413, "train_ms": 1683.550433, "blocked_train": 1683550433, "duration": 3081156165, "avg_accuracy": 25.943895796654928, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 5288.923743986862, "availability": 30.930948227198574, "score": 408.9785662571472, "zero_downtime": 7.732737056799643, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10740208, "heap_mib": 10.242660522460938, "mobile_score": 2061755.3321714152, "mobile_throughput": 26662685.114301767, "mobile_availability": 155930.04792443736, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.065435722, "time_to_acc50_sec": 0, "acc_per_sec": 8.113837358840915, "mobile_acc_per_sec": 40903.72654992294 }, "started": "2026-08-18T00:00:06.029163962+10:00", "ended": "2026-08-18T00:00:09.123452053+10:00" }, { "cell": { "id": "int2|none|TweenSplit|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26744, "total_correct": 7783, "total_train": 441, "infer_ms": 940.128793, "train_ms": 1498.746794, "blocked_train": 1498746794, "duration": 3369538308, "avg_accuracy": 29.003062894695056, "soft_acc": 25.000926561147963, "adapt_pct": 25.000560064824658, "stability": 99.99963350367669, "consistency": 100, "throughput": 7936.992417181921, "availability": 38.54763227821838, "score": 764.9090110795375, "zero_downtime": 9.637265236938745, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9383200, "heap_mib": 8.948516845703125, "mobile_score": 7712165.684632088, "mobile_throughput": 80024420.7772976, "mobile_availability": 388655.01984389534, "mobile_accuracy": 252070.88047867583, "soft_acc_blocks": [ 25.001293057471266, 25.000560064824658 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064428638, "time_to_acc50_sec": 0, "acc_per_sec": 7.419689071879803, "mobile_acc_per_sec": 74808.7296945715 }, "started": "2026-08-18T00:00:12.31620156+10:00", "ended": "2026-08-18T00:00:15.686233514+10:00" }, { "cell": { "id": "uint2|none|TweenSplit|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11664, "total_correct": 2686, "total_train": 337, "infer_ms": 965.735062, "train_ms": 1530.430027, "blocked_train": 1530430027, "duration": 3368159753, "avg_accuracy": 22.72213855421687, "soft_acc": 25.000012124933065, "adapt_pct": 24.99986238875502, "stability": 99.99985026382195, "consistency": 100, "throughput": 3463.0186378810995, "availability": 38.68874964463539, "score": 334.94981518890506, "zero_downtime": 9.672192102143844, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 8845560, "heap_mib": 8.435783386230469, "mobile_score": 2926836.145096011, "mobile_throughput": 30260318.593623433, "mobile_availability": 338067.45289477665, "mobile_accuracy": 218453.43928261512, "soft_acc_blocks": [ 25.00016186111111, 24.99986238875502 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.422454384078932, "mobile_acc_per_sec": 64858.396068666254 }, "started": "2026-08-18T00:00:18.839167497+10:00", "ended": "2026-08-18T00:00:22.208007041+10:00" }, { "cell": { "id": "ternary|none|TweenSplit|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28968, "total_correct": 7907, "total_train": 474, "infer_ms": 927.846905, "train_ms": 1512.669158, "blocked_train": 1512669158, "duration": 3426466866, "avg_accuracy": 27.234071723829107, "soft_acc": 25.000251231729298, "adapt_pct": 25.000715427021348, "stability": 99.99953580470795, "consistency": 100, "throughput": 8454.189441445484, "availability": 38.018471546523884, "score": 803.5464767949843, "zero_downtime": 9.50471340109449, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 9357600, "heap_mib": 8.924102783203125, "mobile_score": 8101726.4466517065, "mobile_throughput": 85239039.88224173, "mobile_availability": 383319.7771189214, "mobile_accuracy": 252064.07149578634, "soft_acc_blocks": [ 24.999787036437247, 25.000715427021348 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.075667488, "time_to_acc50_sec": 0, "acc_per_sec": 7.296218585914467, "mobile_acc_per_sec": 73563.84326869085 }, "started": "2026-08-18T00:00:25.504760784+10:00", "ended": "2026-08-18T00:00:28.93192968+10:00" }, { "cell": { "id": "binary|none|TweenSplit|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27224, "total_correct": 4815, "total_train": 446, "infer_ms": 949.938712, "train_ms": 1498.442365, "blocked_train": 1498442365, "duration": 3538614539, "avg_accuracy": 20.173175766767777, "soft_acc": 24.99865527851028, "adapt_pct": 24.99796251702056, "stability": 99.99930723851028, "consistency": 100, "throughput": 7693.40647305807, "availability": 38.79864621253973, "score": 746.1942506967949, "zero_downtime": 9.699139819401593, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 9049368, "heap_mib": 8.630149841308594, "mobile_score": 15046949.665743124, "mobile_throughput": 155136949.72871807, "mobile_availability": 782371.7163646165, "mobile_accuracy": 504095.96071767685, "soft_acc_blocks": [ 24.99934804, 24.99796251702056 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.064531896026972, "mobile_acc_per_sec": 142455.74225785345 }, "started": "2026-08-18T00:00:31.975919446+10:00", "ended": "2026-08-18T00:00:35.515209559+10:00" }, { "cell": { "id": "int|none|TweenSplit|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9472, "total_correct": 2407, "total_train": 294, "infer_ms": 957.909019, "train_ms": 1597.952284, "blocked_train": 1597952284, "duration": 3622808106, "avg_accuracy": 27.02658792947559, "soft_acc": 25.000119159047244, "adapt_pct": 24.999924661844485, "stability": 99.99980550279724, "consistency": 100, "throughput": 2614.546429967605, "availability": 37.47891240716516, "score": 244.97705922680922, "zero_downtime": 9.369772761306232, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9583696, "heap_mib": 9.139724731445312, "mobile_score": 77186.6180456162, "mobile_throughput": 823783.244395947, "mobile_availability": 11808.740401519115, "mobile_accuracy": 7876.96062118904, "soft_acc_blocks": [ 25.00031365625, 24.999924661844485 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070030715, "time_to_acc50_sec": 0, "acc_per_sec": 6.900757210309512, "mobile_acc_per_sec": 2174.2693487252122 }, "started": "2026-08-18T00:00:38.045864372+10:00", "ended": "2026-08-18T00:00:41.669533363+10:00" }, { "cell": { "id": "uint|none|TweenSplit|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10416, "total_correct": 2655, "total_train": 312, "infer_ms": 966.821387, "train_ms": 1553.764862, "blocked_train": 1553764862, "duration": 3496141508, "avg_accuracy": 24.160191315080787, "soft_acc": 24.999690830789945, "adapt_pct": 24.99967566157989, "stability": 99.99998483078994, "consistency": 100, "throughput": 2979.2844414809083, "availability": 38.357004739812815, "score": 285.68753553255436, "zero_downtime": 9.58913259690465, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 16267624, "heap_mib": 15.514015197753906, "mobile_score": 89582.86281656212, "mobile_throughput": 934212.369171736, "mobile_availability": 12027.582117839103, "mobile_accuracy": 7839.1375037638745, "soft_acc_blocks": [ 24.999706, 24.99967566157989 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.7916128310000001, "time_to_acc50_sec": 0, "acc_per_sec": 7.150651875384543, "mobile_acc_per_sec": 2242.2254607904374 }, "started": "2026-08-18T00:00:44.501430357+10:00", "ended": "2026-08-18T00:00:47.998232178+10:00" }, { "cell": { "id": "uintptr|none|TweenSplit|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10240, "total_correct": 2502, "total_train": 307, "infer_ms": 990.846737, "train_ms": 1554.890949, "blocked_train": 1554890949, "duration": 3318642062, "avg_accuracy": 23.462389380530972, "soft_acc": 24.999900772819217, "adapt_pct": 25.000015488495574, "stability": 99.99988528432364, "consistency": 100, "throughput": 3085.5994134627467, "availability": 38.921792392399695, "score": 300.24145775300207, "zero_downtime": 9.730409477102622, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8859176, "heap_mib": 8.448768615722656, "mobile_score": 94146.52715454901, "mobile_throughput": 967549.4888071511, "mobile_availability": 12204.682230757448, "mobile_accuracy": 7839.203335155407, "soft_acc_blocks": [ 24.99978605714286, 25.000015488495574 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.533171793089633, "mobile_acc_per_sec": 2362.1719934541734 }, "started": "2026-08-18T00:00:50.956062009+10:00", "ended": "2026-08-18T00:00:54.275384226+10:00" }, { "cell": { "id": "complex64|none|TweenSplit|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10816, "total_correct": 2825, "total_train": 290, "infer_ms": 1060.496918, "train_ms": 1500.987728, "blocked_train": 1500987728, "duration": 3256422853, "avg_accuracy": 21.362056054771074, "soft_acc": 24.99988402173727, "adapt_pct": 25.00025743821138, "stability": 99.9996265835259, "consistency": 100, "throughput": 3321.4359707725584, "availability": 41.40165039271526, "score": 343.78073230820326, "zero_downtime": 10.350364581263948, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9162248, "heap_mib": 8.737800598144531, "mobile_score": 108317.37534880004, "mobile_throughput": 1046507.8258680308, "mobile_availability": 13044.70461604321, "mobile_accuracy": 7876.886534848912, "soft_acc_blocks": [ 24.999510605263158, 25.00025743821138 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.822163646, "time_to_acc50_sec": 0, "acc_per_sec": 7.677100042061788, "mobile_acc_per_sec": 2418.877059406545 }, "started": "2026-08-18T00:00:57.402571879+10:00", "ended": "2026-08-18T00:01:00.659494784+10:00" }, { "cell": { "id": "complex128|none|TweenSplit|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10136, "total_correct": 3158, "total_train": 311, "infer_ms": 988.4854, "train_ms": 1565.764569, "blocked_train": 1565764569, "duration": 3376648856, "avg_accuracy": 29.31266483664352, "soft_acc": 25.000140042184725, "adapt_pct": 25.00017808436945, "stability": 99.99996195781527, "consistency": 100, "throughput": 3001.7927336415937, "availability": 38.699634413110964, "score": 290.4223302856486, "zero_downtime": 9.674962799091254, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 8664144, "heap_mib": 8.262771606445312, "mobile_score": 45752.68710961603, "mobile_throughput": 472897.8091152295, "mobile_availability": 6096.6808675424045, "mobile_accuracy": 3938.4836004918707, "soft_acc_blocks": [ 25.000102000000002, 25.00017808436945 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067383367, "time_to_acc50_sec": 0, "acc_per_sec": 7.403831759930185, "mobile_acc_per_sec": 1166.3882649490015 }, "started": "2026-08-18T00:01:03.851237938+10:00", "ended": "2026-08-18T00:01:07.22855846+10:00" }, { "cell": { "id": "nf4|none|TweenSplit|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8848, "total_correct": 1817, "total_train": 295, "infer_ms": 933.888595, "train_ms": 1666.945756, "blocked_train": 1666945756, "duration": 3367971507, "avg_accuracy": 22.34368133592818, "soft_acc": 24.99968701500408, "adapt_pct": 24.999661971184633, "stability": 99.99997495618055, "consistency": 100, "throughput": 2627.100609850854, "availability": 35.90726932074422, "score": 235.82707037616572, "zero_downtime": 8.976704945820638, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10434808, "heap_mib": 9.951408386230469, "mobile_score": 1188858.6833978766, "mobile_throughput": 13243820.428245045, "mobile_availability": 181016.8309387918, "mobile_accuracy": 126029.1914011775, "soft_acc_blocks": [ 24.99971205882353, 24.999661971184633 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.422772717359595, "mobile_acc_per_sec": 37419.910215759875 }, "started": "2026-08-18T00:01:10.456969151+10:00", "ended": "2026-08-18T00:01:13.825933731+10:00" }, { "cell": { "id": "fp6|none|TweenSplit|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3848, "total_correct": 715, "total_train": 210, "infer_ms": 770.871859, "train_ms": 1801.970995, "blocked_train": 1801970995, "duration": 3309643184, "avg_accuracy": 20.43192219679634, "soft_acc": 24.999975280701754, "adapt_pct": 24.99991589473684, "stability": 99.99994061403508, "consistency": 100, "throughput": 1162.663098729981, "availability": 29.961871079748423, "score": 87.0888185722569, "zero_downtime": 7.490460363572834, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 9182984, "heap_mib": 8.757575988769531, "mobile_score": 292689.88789494504, "mobile_throughput": 3907501.991711181, "mobile_availability": 100696.47092730219, "mobile_accuracy": 84020.42974338822, "soft_acc_blocks": [ 25.000034666666668, 24.99991589473684 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.553676904374642, "mobile_acc_per_sec": 25386.55228744085 }, "started": "2026-08-18T00:01:17.276077943+10:00", "ended": "2026-08-18T00:01:20.586503783+10:00" }, { "cell": { "id": "int6|none|TweenSplit|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3872, "total_correct": 914, "total_train": 213, "infer_ms": 781.367713, "train_ms": 1808.596643, "blocked_train": 1808596643, "duration": 3453011934, "avg_accuracy": 24.667874396135264, "soft_acc": 24.99942681280193, "adapt_pct": 24.999745125603862, "stability": 99.99968168719806, "consistency": 100, "throughput": 1121.3398835591745, "availability": 30.169052758963915, "score": 84.57246619091258, "zero_downtime": 7.542090264592784, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10532624, "heap_mib": 10.044692993164062, "mobile_score": 284232.8791942383, "mobile_throughput": 3768622.082509439, "mobile_availability": 101392.77136469021, "mobile_accuracy": 84018.58644121986, "soft_acc_blocks": [ 24.9991085, 24.999745125603862 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06011196, "time_to_acc50_sec": 0, "acc_per_sec": 7.239890070070614, "mobile_acc_per_sec": 24331.97105805886 }, "started": "2026-08-18T00:01:23.741524176+10:00", "ended": "2026-08-18T00:01:27.194993975+10:00" }, { "cell": { "id": "uint6|none|TweenSplit|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4144, "total_correct": 1056, "total_train": 224, "infer_ms": 746.684451, "train_ms": 1814.309117, "blocked_train": 1814309117, "duration": 3418909648, "avg_accuracy": 26.023006673691604, "soft_acc": 25.000334052511413, "adapt_pct": 25.00023610502283, "stability": 99.99990205251142, "consistency": 100, "throughput": 1212.0823381291063, "availability": 29.15604554146229, "score": 88.35000015203886, "zero_downtime": 7.289108781867933, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10970312, "heap_mib": 10.462104797363281, "mobile_score": 282444.1760958058, "mobile_throughput": 3874879.4200794687, "mobile_availability": 93208.32198074501, "mobile_accuracy": 79923.01914465307, "soft_acc_blocks": [ 25.000431999999996, 25.00023610502283 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.074665912, "time_to_acc50_sec": 0, "acc_per_sec": 7.312370500090914, "mobile_acc_per_sec": 23376.75673629064 }, "started": "2026-08-18T00:01:30.391684821+10:00", "ended": "2026-08-18T00:01:33.811498478+10:00" }, { "cell": { "id": "int5|none|TweenSplit|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4752, "total_correct": 1208, "total_train": 237, "infer_ms": 812.299496, "train_ms": 1776.022588, "blocked_train": 1776022588, "duration": 3485542586, "avg_accuracy": 22.730458915083542, "soft_acc": 24.99977494106203, "adapt_pct": 24.99996952918288, "stability": 99.99980541187915, "consistency": 100, "throughput": 1363.3458443706415, "availability": 31.383246351809127, "score": 106.9645832994082, "zero_downtime": 7.8457409571513415, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 8660392, "heap_mib": 8.259193420410156, "mobile_score": 431386.5188375395, "mobile_throughput": 5498352.815795345, "mobile_availability": 126568.14971767156, "mobile_accuracy": 100823.707725381, "soft_acc_blocks": [ 24.999580352941177, 24.99996952918288 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.731612915, "time_to_acc50_sec": 0, "acc_per_sec": 7.1724198813338, "mobile_acc_per_sec": 28926.259036497966 }, "started": "2026-08-18T00:01:37.013492966+10:00", "ended": "2026-08-18T00:01:40.499779406+10:00" }, { "cell": { "id": "uint5|none|TweenSplit|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4536, "total_correct": 1060, "total_train": 245, "infer_ms": 739.939569, "train_ms": 1800.801722, "blocked_train": 1800801722, "duration": 3453958171, "avg_accuracy": 20.89801747311828, "soft_acc": 24.999809067137097, "adapt_pct": 25.000049534274194, "stability": 99.9997595328629, "consistency": 100, "throughput": 1313.2758925933153, "availability": 29.122979644604836, "score": 95.615537467854, "zero_downtime": 7.280689305812411, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 8641392, "heap_mib": 8.241073608398438, "mobile_score": 363261.44136192923, "mobile_throughput": 4989382.544753363, "mobile_availability": 110643.68660804769, "mobile_accuracy": 94978.98475500851, "soft_acc_blocks": [ 24.9995686, 25.000049534274194 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.238017320834861, "mobile_acc_per_sec": 27498.591486274403 }, "started": "2026-08-18T00:01:43.036462996+10:00", "ended": "2026-08-18T00:01:46.49120476+10:00" }, { "cell": { "id": "int3|none|TweenSplit|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6296, "total_correct": 1211, "total_train": 275, "infer_ms": 860.943932, "train_ms": 1706.359681, "blocked_train": 1706359681, "duration": 3458327852, "avg_accuracy": 22.882927327163856, "soft_acc": 24.999837451619484, "adapt_pct": 24.99979885778443, "stability": 99.99996140616494, "consistency": 100, "throughput": 1820.5330059609398, "availability": 33.53494801473643, "score": 152.62770690311436, "zero_downtime": 8.383682493169202, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 10938144, "heap_mib": 10.431427001953125, "mobile_score": 1025908.6563694874, "mobile_throughput": 12236969.34140063, "mobile_availability": 225409.88236859144, "mobile_accuracy": 168039.93304916253, "soft_acc_blocks": [ 24.999876045454542, 24.99979885778443 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071853878, "time_to_acc50_sec": 0, "acc_per_sec": 7.228880118222951, "mobile_acc_per_sec": 48589.93717208813 }, "started": "2026-08-18T00:01:49.735145797+10:00", "ended": "2026-08-18T00:01:53.194036148+10:00" }, { "cell": { "id": "uint3|none|TweenSplit|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6456, "total_correct": 2062, "total_train": 267, "infer_ms": 876.789954, "train_ms": 1725.039775, "blocked_train": 1725039775, "duration": 3548736248, "avg_accuracy": 35.5700677886863, "soft_acc": 25.000703485741, "adapt_pct": 25.00050463814867, "stability": 99.99980115240767, "consistency": 100, "throughput": 1819.2391738434994, "availability": 33.698975156878916, "score": 153.27055213398975, "zero_downtime": 8.42498085670482, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 8622528, "heap_mib": 8.22308349609375, "mobile_score": 934394.3167119211, "mobile_throughput": 11090758.929954194, "mobile_availability": 205441.49170988062, "mobile_accuracy": 152413.59103642066, "soft_acc_blocks": [ 25.000902333333332, 25.00050463814867 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.064045859, "time_to_acc50_sec": 0, "acc_per_sec": 7.044959596484782, "mobile_acc_per_sec": 42948.6950804862 }, "started": "2026-08-18T00:01:56.210643004+10:00", "ended": "2026-08-18T00:01:59.760116701+10:00" }, { "cell": { "id": "float64|none|TweenSplit|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12200, "total_correct": 3133, "total_train": 345, "infer_ms": 1065.592103, "train_ms": 1508.5259, "blocked_train": 1508525900, "duration": 3590154661, "avg_accuracy": 22.035963944076528, "soft_acc": 24.99998872970015, "adapt_pct": 24.999995784400298, "stability": 99.99999294529985, "consistency": 100, "throughput": 3398.182293517633, "availability": 41.39639681468014, "score": 351.6810981355609, "zero_downtime": 10.349094538171988, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 9037912, "heap_mib": 8.619224548339844, "mobile_score": 75815.0409454346, "mobile_throughput": 732576.5618025381, "mobile_availability": 8924.191650154202, "mobile_accuracy": 5389.471254571148, "soft_acc_blocks": [ 24.999981675, 24.999995784400298 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.8242774000000002, "time_to_acc50_sec": 0, "acc_per_sec": 6.963485167164543, "mobile_acc_per_sec": 1501.1808023529456 }, "started": "2026-08-18T00:02:03.229968942+10:00", "ended": "2026-08-18T00:02:06.820931728+10:00" }, { "cell": { "id": "float32|none|TweenSplit|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18080, "total_correct": 5071, "total_train": 439, "infer_ms": 1005.129475, "train_ms": 1602.331541, "blocked_train": 1602331541, "duration": 3579781430, "avg_accuracy": 28.484142553539318, "soft_acc": 25.00001309437187, "adapt_pct": 25.00001330995586, "stability": 99.999999784416, "consistency": 100, "throughput": 5050.5876835055815, "availability": 38.54820719590003, "score": 486.7280061478517, "zero_downtime": 9.637056846620606, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9567184, "heap_mib": 9.123977661132812, "mobile_score": 209856.6224401685, "mobile_throughput": 2177600.7528040907, "mobile_availability": 16620.363860463844, "mobile_accuracy": 10778.95301416286, "soft_acc_blocks": [ 25.000012878787878, 25.00001330995586 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070005646, "time_to_acc50_sec": 0, "acc_per_sec": 6.983670255636771, "mobile_acc_per_sec": 3011.064564956654 }, "started": "2026-08-18T00:02:10.026793766+10:00", "ended": "2026-08-18T00:02:13.607208685+10:00" }, { "cell": { "id": "float16|none|TweenSplit|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9096, "total_correct": 2676, "total_train": 302, "infer_ms": 978.149009, "train_ms": 1603.600561, "blocked_train": 1603600561, "duration": 3540722692, "avg_accuracy": 28.688444962554755, "soft_acc": 24.999981108555886, "adapt_pct": 24.99998871711177, "stability": 99.99999239144412, "consistency": 100, "throughput": 2568.967070070677, "availability": 37.88706001411283, "score": 243.32634002354126, "zero_downtime": 9.47175784611544, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8905208, "heap_mib": 8.492668151855469, "mobile_score": 209824.1449971421, "mobile_throughput": 2215260.8671598933, "mobile_availability": 32670.61006690656, "mobile_accuracy": 21557.87844645156, "soft_acc_blocks": [ 24.999973500000003, 24.99998871711177 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071068926, "time_to_acc50_sec": 0, "acc_per_sec": 7.060700112166786, "mobile_acc_per_sec": 6088.553191460032 }, "started": "2026-08-18T00:02:16.855012997+10:00", "ended": "2026-08-18T00:02:20.396498294+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplit|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11136, "total_correct": 2702, "total_train": 326, "infer_ms": 974.518798, "train_ms": 1513.63548, "blocked_train": 1513635480, "duration": 3644940663, "avg_accuracy": 21.615755276469564, "soft_acc": 25.000000355084598, "adapt_pct": 25.000000799058085, "stability": 99.99999955602651, "consistency": 100, "throughput": 3055.193768458886, "availability": 39.166333318500115, "score": 299.15184796913144, "zero_downtime": 9.791583468698647, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 8644104, "heap_mib": 8.243659973144531, "mobile_score": 257963.36195401312, "mobile_throughput": 2634541.826443705, "mobile_availability": 33773.747636331886, "mobile_accuracy": 21557.895043037162, "soft_acc_blocks": [ 24.99999991111111, 25.000000799058085 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.8588223146843035, "mobile_acc_per_sec": 5914.470779146717 }, "started": "2026-08-18T00:02:23.259827475+10:00", "ended": "2026-08-18T00:02:26.942765464+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplit|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9160, "total_correct": 2001, "total_train": 289, "infer_ms": 1010.663918, "train_ms": 1564.751998, "blocked_train": 1564751998, "duration": 3549719613, "avg_accuracy": 21.877471035170352, "soft_acc": 24.999999394867125, "adapt_pct": 24.999996548354936, "stability": 99.99999715348781, "consistency": 100, "throughput": 2580.4855027010267, "availability": 39.24274567541346, "score": 253.1633346260712, "zero_downtime": 9.810686181382609, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9221976, "heap_mib": 8.794761657714844, "mobile_score": 436613.4815277422, "mobile_throughput": 4450386.786974065, "mobile_availability": 67679.27843641833, "mobile_accuracy": 43115.78843005295, "soft_acc_blocks": [ 25.00000224137931, 24.999996548354936 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.042809607640727, "mobile_acc_per_sec": 12146.251853851123 }, "started": "2026-08-18T00:02:29.953790781+10:00", "ended": "2026-08-18T00:02:33.504242997+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplit|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9392, "total_correct": 2019, "total_train": 310, "infer_ms": 990.821797, "train_ms": 1579.703884, "blocked_train": 1579703884, "duration": 3595983388, "avg_accuracy": 21.778425655976676, "soft_acc": 24.99999851676385, "adapt_pct": 24.999997200194365, "stability": 99.99999868343052, "consistency": 100, "throughput": 2611.8029441797853, "availability": 38.54549302205551, "score": 251.68306546744714, "zero_downtime": 9.63637268379319, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10725040, "heap_mib": 10.228195190429688, "mobile_score": 434060.56259143725, "mobile_throughput": 4504397.835520169, "mobile_availability": 66476.77449193236, "mobile_accuracy": 43115.78691564831, "soft_acc_blocks": [ 24.999999833333334, 24.999997200194365 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.952200780512573, "mobile_acc_per_sec": 11989.985009254526 }, "started": "2026-08-18T00:02:36.796313284+10:00", "ended": "2026-08-18T00:02:40.393061151+10:00" }, { "cell": { "id": "int64|none|TweenSplit|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7072, "total_correct": 1849, "total_train": 282, "infer_ms": 967.91018, "train_ms": 1655.070136, "blocked_train": 1655070136, "duration": 3642456329, "avg_accuracy": 29.405742821473158, "soft_acc": 25.000007096229716, "adapt_pct": 25.00000003245943, "stability": 99.99999293622972, "consistency": 100, "throughput": 1941.546956567506, "availability": 36.90116064142053, "score": 179.11339118407298, "zero_downtime": 9.22529277894626, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 8845408, "heap_mib": 8.435638427734375, "mobile_score": 38613.07633105068, "mobile_throughput": 418556.64916318445, "mobile_availability": 7955.113367750448, "mobile_accuracy": 5389.475214008259, "soft_acc_blocks": [ 25.00001416, 25.00000003245943 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071751421, "time_to_acc50_sec": 0, "acc_per_sec": 6.863502218870313, "mobile_acc_per_sec": 1479.6265836048844 }, "started": "2026-08-18T00:02:43.776425715+10:00", "ended": "2026-08-18T00:02:47.419531106+10:00" }, { "cell": { "id": "int32|none|TweenSplit|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7256, "total_correct": 1601, "total_train": 291, "infer_ms": 953.739399, "train_ms": 1651.713861, "blocked_train": 1651713861, "duration": 3635944714, "avg_accuracy": 23.117236024844722, "soft_acc": 25.000008437111802, "adapt_pct": 25.00000455279503, "stability": 99.99999611568323, "consistency": 100, "throughput": 1995.6299038489726, "availability": 36.60550790306635, "score": 182.62767717633218, "zero_downtime": 9.151380064214216, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10217568, "heap_mib": 9.744232177734375, "mobile_score": 78741.36481202701, "mobile_throughput": 860431.5880174097, "mobile_availability": 15782.753723258924, "mobile_accuracy": 10778.951006148414, "soft_acc_blocks": [ 25.000012321428574, 25.00000455279503 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.875794436821518, "mobile_acc_per_sec": 2964.553054023256 }, "started": "2026-08-18T00:02:50.73169029+10:00", "ended": "2026-08-18T00:02:54.368420369+10:00" }, { "cell": { "id": "int16|none|TweenSplit|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6880, "total_correct": 1767, "total_train": 289, "infer_ms": 891.115602, "train_ms": 1678.798351, "blocked_train": 1678798351, "duration": 3653286579, "avg_accuracy": 22.843179661773735, "soft_acc": 25.000000342440142, "adapt_pct": 24.999998858793326, "stability": 99.99999851635319, "consistency": 100, "throughput": 1883.2357799543981, "availability": 34.67491979487299, "score": 163.25262629805468, "zero_downtime": 8.668730067459093, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10239208, "heap_mib": 9.764869689941406, "mobile_score": 140775.31732985936, "mobile_throughput": 1623943.9483564664, "mobile_availability": 29900.730837852585, "mobile_accuracy": 21557.895032133645, "soft_acc_blocks": [ 25.000001826086958, 24.999998858793326 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.7379956600000002, "time_to_acc50_sec": 0, "acc_per_sec": 6.843153363917948, "mobile_acc_per_sec": 5900.9591954964035 }, "started": "2026-08-18T00:02:57.504201839+10:00", "ended": "2026-08-18T00:03:01.158269303+10:00" }, { "cell": { "id": "int8|none|TweenSplit|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14984, "total_correct": 3143, "total_train": 397, "infer_ms": 974.416788, "train_ms": 1588.693337, "blocked_train": 1588693337, "duration": 3748658033, "avg_accuracy": 18.836271218056332, "soft_acc": 24.99998295265187, "adapt_pct": 24.99999034974818, "stability": 99.99999260290369, "consistency": 100, "throughput": 3997.163749825563, "availability": 38.01696924746844, "score": 379.8998693339454, "zero_downtime": 9.504235830982013, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9595112, "heap_mib": 9.150611877441406, "mobile_score": 655187.3114913012, "mobile_throughput": 6893634.829172845, "mobile_availability": 65565.26570005504, "mobile_accuracy": 43115.76007328929, "soft_acc_blocks": [ 24.999975555555555, 24.99999034974818 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.669048692244869, "mobile_acc_per_sec": 11501.65197618315 }, "started": "2026-08-18T00:03:04.441160124+10:00", "ended": "2026-08-18T00:03:08.190518833+10:00" }, { "cell": { "id": "uint64|none|TweenSplit|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7848, "total_correct": 1756, "total_train": 291, "infer_ms": 993.218444, "train_ms": 1668.169129, "blocked_train": 1668169129, "duration": 3529232741, "avg_accuracy": 25.24364406779661, "soft_acc": 24.99998286493947, "adapt_pct": 24.999989849878933, "stability": 99.99999301506054, "consistency": 100, "throughput": 2223.7127942364855, "availability": 37.31957171801223, "score": 207.46988056146878, "zero_downtime": 9.329886534771852, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10253992, "heap_mib": 9.778968811035156, "mobile_score": 44470.14257555656, "mobile_throughput": 476641.8370664998, "mobile_availability": 7999.2655833578065, "mobile_accuracy": 5358.622655884458, "soft_acc_blocks": [ 24.99997588, 24.999989849878933 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067187201, "time_to_acc50_sec": 0, "acc_per_sec": 7.08368778701055, "mobile_acc_per_sec": 1518.3534351905917 }, "started": "2026-08-18T00:03:11.496622091+10:00", "ended": "2026-08-18T00:03:15.026718581+10:00" }, { "cell": { "id": "uint32|none|TweenSplit|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7608, "total_correct": 2095, "total_train": 289, "infer_ms": 977.156059, "train_ms": 1653.979326, "blocked_train": 1653979326, "duration": 3597875931, "avg_accuracy": 23.901905019862767, "soft_acc": 24.999989174476347, "adapt_pct": 24.999994733568077, "stability": 99.99999444090827, "consistency": 100, "throughput": 2114.580976639019, "availability": 37.138190021339405, "score": 196.3291903001348, "zero_downtime": 9.284543484931307, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 10237280, "heap_mib": 9.763031005859375, "mobile_score": 83685.3971740464, "mobile_throughput": 901341.0008781446, "mobile_availability": 15830.168593421133, "mobile_accuracy": 10656.255548217769, "soft_acc_blocks": [ 24.999983615384618, 24.999994733568077 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.796211174, "time_to_acc50_sec": 0, "acc_per_sec": 6.948541209848725, "mobile_acc_per_sec": 2961.818515308267 }, "started": "2026-08-18T00:03:18.168260119+10:00", "ended": "2026-08-18T00:03:21.766779435+10:00" }, { "cell": { "id": "uint16|none|TweenSplit|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7040, "total_correct": 1761, "total_train": 284, "infer_ms": 977.874157, "train_ms": 1674.503205, "blocked_train": 1674503205, "duration": 3705443419, "avg_accuracy": 23.340470446320868, "soft_acc": 24.999999481616406, "adapt_pct": 25.000000083232813, "stability": 99.9999993983836, "consistency": 100, "throughput": 1899.907569469758, "availability": 36.867836794634805, "score": 175.11370185921294, "zero_downtime": 9.216959007541885, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 10282376, "heap_mib": 9.806037902832031, "mobile_score": 147604.52173691805, "mobile_throughput": 1601444.9192639238, "mobile_availability": 31076.148581005615, "mobile_accuracy": 21072.66837334036, "soft_acc_blocks": [ 24.99999888, 25.000000083232813 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.855268508, "time_to_acc50_sec": 0, "acc_per_sec": 6.7468307175941815, "mobile_acc_per_sec": 5686.949169237972 }, "started": "2026-08-18T00:03:25.024828359+10:00", "ended": "2026-08-18T00:03:28.731066517+10:00" }, { "cell": { "id": "uint8|none|TweenSplit|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13280, "total_correct": 3155, "total_train": 346, "infer_ms": 967.630807, "train_ms": 1522.900884, "blocked_train": 1522900884, "duration": 3660944491, "avg_accuracy": 27.03028964201373, "soft_acc": 25.00000529053346, "adapt_pct": 24.999993139206456, "stability": 99.999987848673, "consistency": 100, "throughput": 3627.47920178722, "availability": 38.852378811187755, "score": 352.34056475662123, "zero_downtime": 9.71309675829504, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 10292024, "heap_mib": 9.815238952636719, "mobile_score": 580905.4402991177, "mobile_throughput": 5980640.930020811, "mobile_availability": 64056.087994213856, "mobile_accuracy": 41217.61878541888, "soft_acc_blocks": [ 25.000017441860464, 24.999993139206456 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.063692774, "time_to_acc50_sec": 0, "acc_per_sec": 6.828840303914201, "mobile_acc_per_sec": 11258.739073140152 }, "started": "2026-08-18T00:03:31.715542855+10:00", "ended": "2026-08-18T00:03:35.37719521+10:00" }, { "cell": { "id": "int4|none|TweenSplit|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13912, "total_correct": 3560, "total_train": 381, "infer_ms": 937.865376, "train_ms": 1546.796841, "blocked_train": 1546796841, "duration": 3693898482, "avg_accuracy": 22.8375, "soft_acc": 24.999998072615384, "adapt_pct": 24.999997529846155, "stability": 99.99999945723077, "consistency": 100, "throughput": 3766.2107033508887, "availability": 37.746192202028396, "score": 355.4002553053265, "zero_downtime": 9.436547322992798, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12590544, "heap_mib": 12.007278442382812, "mobile_score": 1225869.006931046, "mobile_throughput": 12990651.823937044, "mobile_availability": 130196.55011327016, "mobile_accuracy": 86231.57229931168, "soft_acc_blocks": [ 24.999998615384616, 24.999997529846155 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.908010872, "time_to_acc50_sec": 0, "acc_per_sec": 6.767916929617284, "mobile_acc_per_sec": 23344.326521020965 }, "started": "2026-08-18T00:03:38.500941628+10:00", "ended": "2026-08-18T00:03:42.195525631+10:00" }, { "cell": { "id": "uint4|none|TweenSplit|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6400, "total_correct": 1434, "total_train": 288, "infer_ms": 891.581772, "train_ms": 1692.854618, "blocked_train": 1692854618, "duration": 3706560715, "avg_accuracy": 19.317392676767675, "soft_acc": 24.999997649873738, "adapt_pct": 24.99999993611111, "stability": 99.99999771376262, "consistency": 100, "throughput": 1726.6680602586594, "availability": 34.49811244919052, "score": 148.91695826412476, "zero_downtime": 8.62452730154843, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 13441616, "heap_mib": 12.818923950195312, "mobile_score": 470333.5796047075, "mobile_throughput": 5453441.831186096, "mobile_availability": 108957.50831181445, "mobile_accuracy": 78959.02872203014, "soft_acc_blocks": [ 24.999995363636366, 24.99999993611111 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.744796476340396, "mobile_acc_per_sec": 21302.50515052743 }, "started": "2026-08-18T00:03:45.389900398+10:00", "ended": "2026-08-18T00:03:49.09729554+10:00" }, { "cell": { "id": "fp4|none|TweenSplit|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11512, "total_correct": 2759, "total_train": 324, "infer_ms": 891.4915, "train_ms": 1582.465725, "blocked_train": 1582465725, "duration": 3690175833, "avg_accuracy": 24.505965697240867, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3119.6345434415507, "availability": 36.03504098580362, "score": 281.0403965841126, "zero_downtime": 9.008760246450905, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9443880, "heap_mib": 9.006385803222656, "mobile_score": 969382.2858177054, "mobile_throughput": 10760440.496788708, "mobile_availability": 124294.33926555926, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067747924, "time_to_acc50_sec": 0, "acc_per_sec": 6.774744925819907, "mobile_acc_per_sec": 23367.87807676492 }, "started": "2026-08-18T00:03:52.133240109+10:00", "ended": "2026-08-18T00:03:55.84258843+10:00" }, { "cell": { "id": "int2|none|TweenSplit|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15144, "total_correct": 3759, "total_train": 370, "infer_ms": 946.119471, "train_ms": 1541.825013, "blocked_train": 1541825013, "duration": 3663802000, "avg_accuracy": 25.670749279538903, "soft_acc": 25.000012632190202, "adapt_pct": 25.000010444380404, "stability": 99.9999978121902, "consistency": 100, "throughput": 4133.411139575774, "availability": 38.02815846915015, "score": 392.96523314520743, "zero_downtime": 9.507044421076847, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10285376, "heap_mib": 9.80889892578125, "mobile_score": 2710881.0020425594, "mobile_throughput": 28514445.52034083, "mobile_availability": 262338.25194044464, "mobile_accuracy": 172463.24503823338, "soft_acc_blocks": [ 25.00001482, 25.000010444380404 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067902089, "time_to_acc50_sec": 0, "acc_per_sec": 6.823516290506475, "mobile_acc_per_sec": 47072.206696277084 }, "started": "2026-08-18T00:03:59.103272131+10:00", "ended": "2026-08-18T00:04:02.76789538+10:00" }, { "cell": { "id": "uint2|none|TweenSplit|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6704, "total_correct": 1649, "total_train": 289, "infer_ms": 923.966609, "train_ms": 1684.219097, "blocked_train": 1684219097, "duration": 3632640672, "avg_accuracy": 28.54699259812154, "soft_acc": 25.000015055731794, "adapt_pct": 25.000010676680976, "stability": 99.99999562094918, "consistency": 100, "throughput": 1845.489440140255, "availability": 35.42564499431391, "score": 163.44423279875156, "zero_downtime": 8.856416582168576, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 9449120, "heap_mib": 9.011383056640625, "mobile_score": 952131.6658399095, "mobile_throughput": 10750755.19546949, "mobile_availability": 206369.33958643168, "mobile_accuracy": 145635.6432615501, "soft_acc_blocks": [ 25.000019434782608, 25.000010676680976 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.069381619, "time_to_acc50_sec": 0, "acc_per_sec": 6.882050087813308, "mobile_acc_per_sec": 40090.84751599404 }, "started": "2026-08-18T00:04:05.928319055+10:00", "ended": "2026-08-18T00:04:09.561830456+10:00" }, { "cell": { "id": "ternary|none|TweenSplit|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15168, "total_correct": 3181, "total_train": 362, "infer_ms": 936.871874, "train_ms": 1526.539494, "blocked_train": 1526539494, "duration": 3652781392, "avg_accuracy": 21.981675756198555, "soft_acc": 24.999985118719387, "adapt_pct": 24.999962693960512, "stability": 99.99997757524113, "consistency": 100, "throughput": 4152.452165141778, "availability": 38.031482933385576, "score": 394.8095491147164, "zero_downtime": 9.507865073774697, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10285776, "heap_mib": 9.809280395507812, "mobile_score": 2723604.0642928476, "mobile_throughput": 28645800.536287535, "mobile_availability": 262361.18584445864, "mobile_accuracy": 172463.05523583092, "soft_acc_blocks": [ 25.000007543478258, 24.999962693960512 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.844095618060296, "mobile_acc_per_sec": 47214.17372896837 }, "started": "2026-08-18T00:04:12.882695176+10:00", "ended": "2026-08-18T00:04:16.536083755+10:00" }, { "cell": { "id": "binary|none|TweenSplit|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15320, "total_correct": 3693, "total_train": 354, "infer_ms": 983.451223, "train_ms": 1522.28532, "blocked_train": 1522285320, "duration": 3697987045, "avg_accuracy": 22.8330937320299, "soft_acc": 24.99991119893617, "adapt_pct": 24.999893297872344, "stability": 99.99998209893617, "consistency": 100, "throughput": 4142.794394240502, "availability": 39.24798980752224, "score": 406.48943652662405, "zero_downtime": 9.81196259924808, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 9438280, "heap_mib": 9.001045227050781, "mobile_score": 5608356.149938702, "mobile_throughput": 57158352.29914643, "mobile_availability": 541506.5810580584, "mobile_accuracy": 344925.0905965223, "soft_acc_blocks": [ 24.9999291, 24.999893297872344 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.760410703098115, "mobile_acc_per_sec": 93273.74228173433 }, "started": "2026-08-18T00:04:19.426137175+10:00", "ended": "2026-08-18T00:04:23.127657134+10:00" }, { "cell": { "id": "int|none|TweenSplit|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5632, "total_correct": 1554, "total_train": 272, "infer_ms": 920.568293, "train_ms": 1695.499665, "blocked_train": 1695499665, "duration": 3746924982, "avg_accuracy": 28.25227963525836, "soft_acc": 24.99999981892097, "adapt_pct": 24.999997987841944, "stability": 99.99999816892097, "consistency": 100, "throughput": 1503.0992152380381, "availability": 35.18900532323251, "score": 132.23141475812136, "zero_downtime": 8.797251267088217, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10306496, "heap_mib": 9.82904052734375, "mobile_score": 28506.3092025929, "mobile_throughput": 324036.54661131604, "mobile_availability": 7586.008726524229, "mobile_accuracy": 5389.4736451737, "soft_acc_blocks": [ 25.000001649999998, 24.999997987841944 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068827971, "time_to_acc50_sec": 0, "acc_per_sec": 6.672137803403978, "mobile_acc_per_sec": 1438.3724443548788 }, "started": "2026-08-18T00:04:26.558922524+10:00", "ended": "2026-08-18T00:04:30.306958442+10:00" }, { "cell": { "id": "uint|none|TweenSplit|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5672, "total_correct": 1273, "total_train": 274, "infer_ms": 855.017696, "train_ms": 1710.222902, "blocked_train": 1710222902, "duration": 3680509985, "avg_accuracy": 26.835762331838566, "soft_acc": 24.999994031390138, "adapt_pct": 24.99999606278027, "stability": 99.99999796860986, "consistency": 100, "throughput": 1541.090779026918, "availability": 33.330896784754536, "score": 128.41481357088367, "zero_downtime": 8.332722206797442, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10700640, "heap_mib": 10.204925537109375, "mobile_score": 27525.080039841152, "mobile_throughput": 330325.18493641244, "mobile_availability": 7144.312842798604, "mobile_accuracy": 5358.62504935792, "soft_acc_blocks": [ 24.999992000000002, 24.99999606278027 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.066281149, "time_to_acc50_sec": 0, "acc_per_sec": 6.792535309856016, "mobile_acc_per_sec": 1455.9463420007323 }, "started": "2026-08-18T00:04:33.435879271+10:00", "ended": "2026-08-18T00:04:37.117192693+10:00" }, { "cell": { "id": "uintptr|none|TweenSplit|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5904, "total_correct": 1572, "total_train": 277, "infer_ms": 893.699706, "train_ms": 1725.917028, "blocked_train": 1725917028, "duration": 3683164676, "avg_accuracy": 30.583281041650324, "soft_acc": 25.000015380343555, "adapt_pct": 25.000007023845004, "stability": 99.99999164350145, "consistency": 100, "throughput": 1602.969326479281, "availability": 34.11566640267156, "score": 136.71600109921656, "zero_downtime": 8.528921847774589, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10284264, "heap_mib": 9.807838439941406, "mobile_score": 29304.39852179315, "mobile_throughput": 343588.54547881003, "mobile_availability": 7312.524328259961, "mobile_accuracy": 5358.629625400475, "soft_acc_blocks": [ 25.000023736842106, 25.000007023845004 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06863599, "time_to_acc50_sec": 0, "acc_per_sec": 6.787645294071981, "mobile_acc_per_sec": 1454.8981913076088 }, "started": "2026-08-18T00:04:40.54996862+10:00", "ended": "2026-08-18T00:04:44.249116461+10:00" }, { "cell": { "id": "complex64|none|TweenSplit|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5688, "total_correct": 1381, "total_train": 269, "infer_ms": 919.160588, "train_ms": 1725.349829, "blocked_train": 1725349829, "duration": 3793918504, "avg_accuracy": 21.453335832083958, "soft_acc": 25.000009043853073, "adapt_pct": 25.000004587706144, "stability": 99.99999554385307, "consistency": 100, "throughput": 1499.241481861836, "availability": 34.75730638424632, "score": 130.27403594976082, "zero_downtime": 8.689329739461302, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 9477736, "heap_mib": 9.038673400878906, "mobile_score": 28084.339539485278, "mobile_throughput": 323204.90051084635, "mobile_availability": 7492.9435236775225, "mobile_accuracy": 5389.475633874852, "soft_acc_blocks": [ 25.0000135, 25.000004587706144 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.589495535419406, "mobile_acc_per_sec": 1420.5565112146257 }, "started": "2026-08-18T00:04:47.53691756+10:00", "ended": "2026-08-18T00:04:51.331471063+10:00" }, { "cell": { "id": "complex128|none|TweenSplit|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5824, "total_correct": 1472, "total_train": 289, "infer_ms": 860.989362, "train_ms": 1742.409706, "blocked_train": 1742409706, "duration": 3691255937, "avg_accuracy": 25.414806547619047, "soft_acc": 24.999996664880953, "adapt_pct": 24.999994029761904, "stability": 99.99999736488095, "consistency": 100, "throughput": 1577.7827653785903, "availability": 33.071739656933765, "score": 130.45003472683624, "zero_downtime": 8.267933811251552, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 9253912, "heap_mib": 8.825218200683594, "mobile_score": 14061.140585292664, "mobile_throughput": 170068.37386817648, "mobile_availability": 3564.785411442124, "mobile_accuracy": 2694.7364826145363, "soft_acc_blocks": [ 24.9999993, 24.999994029761904 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.0650287, "time_to_acc50_sec": 0, "acc_per_sec": 6.772761653909925, "mobile_acc_per_sec": 730.032414063554 }, "started": "2026-08-18T00:04:54.104865385+10:00", "ended": "2026-08-18T00:04:57.796782623+10:00" }, { "cell": { "id": "nf4|none|TweenSplit|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5072, "total_correct": 1175, "total_train": 248, "infer_ms": 812.168413, "train_ms": 1751.580866, "blocked_train": 1751580866, "duration": 3739272679, "avg_accuracy": 20.664612676056336, "soft_acc": 25.0000002090669, "adapt_pct": 25.000003980633803, "stability": 99.9999962284331, "consistency": 100, "throughput": 1356.4135155172512, "availability": 31.67893286806849, "score": 107.42433264688432, "zero_downtime": 7.919733283247285, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11860384, "heap_mib": 11.310943603515625, "mobile_score": 370534.7928603269, "mobile_throughput": 4678627.165944136, "mobile_availability": 109268.97602324928, "mobile_accuracy": 86231.57966849518, "soft_acc_blocks": [ 24.9999964375, 25.000003980633803 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.685792226244568, "mobile_acc_per_sec": 23061.05680732442 }, "started": "2026-08-18T00:05:01.007939955+10:00", "ended": "2026-08-18T00:05:04.748506174+10:00" }, { "cell": { "id": "fp6|none|TweenSplit|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2728, "total_correct": 810, "total_train": 169, "infer_ms": 811.984202, "train_ms": 1876.293187, "blocked_train": 1876293187, "duration": 3726046657, "avg_accuracy": 25.777733118971064, "soft_acc": 25.000004801607716, "adapt_pct": 25.000014003215433, "stability": 99.99999079839228, "consistency": 100, "throughput": 732.143274393786, "availability": 30.20462863402821, "score": 55.285299893245174, "zero_downtime": 7.5511586088148315, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10294144, "heap_mib": 9.8172607421875, "mobile_score": 127129.03206328826, "mobile_throughput": 1683569.8817779354, "mobile_availability": 69455.80849683062, "mobile_accuracy": 57487.730339584676, "soft_acc_blocks": [ 24.9999956, 25.000014003215433 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.846236287, "time_to_acc50_sec": 0, "acc_per_sec": 6.709525430831908, "mobile_acc_per_sec": 15428.612583684207 }, "started": "2026-08-18T00:05:07.860950631+10:00", "ended": "2026-08-18T00:05:11.588020099+10:00" }, { "cell": { "id": "int6|none|TweenSplit|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 671, "total_train": 175, "infer_ms": 793.615611, "train_ms": 1879.67171, "blocked_train": 1879671710, "duration": 3697730855, "avg_accuracy": 23.954326923076923, "soft_acc": 24.999990190705127, "adapt_pct": 24.999990381410257, "stability": 99.99999980929488, "consistency": 100, "throughput": 742.076724240115, "availability": 29.68688044737111, "score": 55.074835878411996, "zero_downtime": 7.421717199769136, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10485600, "heap_mib": 9.999847412109375, "mobile_score": 126645.0682150038, "mobile_throughput": 1706411.936835094, "mobile_availability": 68265.24199996186, "mobile_accuracy": 57487.696741686006, "soft_acc_blocks": [ 24.99999, 24.999990381410257 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.760900447067591, "mobile_acc_per_sec": 15546.749884176199 }, "started": "2026-08-18T00:05:14.925748817+10:00", "ended": "2026-08-18T00:05:18.624300921+10:00" }, { "cell": { "id": "uint6|none|TweenSplit|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 664, "total_train": 170, "infer_ms": 805.440498, "train_ms": 1851.943583, "blocked_train": 1851943583, "duration": 3724403970, "avg_accuracy": 21.329221093372034, "soft_acc": 24.999997479680697, "adapt_pct": 24.99999711320755, "stability": 99.99999963352685, "consistency": 100, "throughput": 753.9461408102839, "availability": 30.309525211609788, "score": 57.12936814834245, "zero_downtime": 7.577380539005633, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 13636168, "heap_mib": 13.004463195800781, "mobile_score": 123769.59573453788, "mobile_throughput": 1633408.7366658763, "mobile_availability": 65664.96014109286, "mobile_accuracy": 54161.978010854684, "soft_acc_blocks": [ 24.999997846153846, 24.99999711320755 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.712482770680941, "mobile_acc_per_sec": 14542.455235019706 }, "started": "2026-08-18T00:05:21.587914022+10:00", "ended": "2026-08-18T00:05:25.313087105+10:00" }, { "cell": { "id": "int5|none|TweenSplit|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3160, "total_correct": 766, "total_train": 184, "infer_ms": 850.3021, "train_ms": 1837.168157, "blocked_train": 1837168157, "duration": 3755940984, "avg_accuracy": 26.24473619024028, "soft_acc": 24.999988718355215, "adapt_pct": 24.99998661852861, "stability": 99.9999979001734, "consistency": 100, "throughput": 841.3337732039296, "availability": 31.639498066452465, "score": 66.54841569528018, "zero_downtime": 7.909870947157333, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 10287560, "heap_mib": 9.810981750488281, "mobile_score": 183634.39877919503, "mobile_throughput": 2321585.2699239044, "mobile_availability": 87306.364011917, "mobile_accuracy": 68985.23202720536, "soft_acc_blocks": [ 24.99999081818182, 24.99998661852861 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067743589, "time_to_acc50_sec": 0, "acc_per_sec": 6.656118619768818, "mobile_acc_per_sec": 18366.9637837966 }, "started": "2026-08-18T00:05:28.548516771+10:00", "ended": "2026-08-18T00:05:32.305220619+10:00" }, { "cell": { "id": "uint5|none|TweenSplit|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3232, "total_correct": 953, "total_train": 184, "infer_ms": 841.334497, "train_ms": 1847.361317, "blocked_train": 1847361317, "duration": 3786410554, "avg_accuracy": 25.580601092896174, "soft_acc": 25.000004334699454, "adapt_pct": 25.00000450273224, "stability": 99.99999983196722, "consistency": 100, "throughput": 853.5788588972964, "availability": 31.291546355641408, "score": 66.77451765634723, "zero_downtime": 7.822887945304841, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 9229648, "heap_mib": 8.802078247070312, "mobile_score": 171613.12898534792, "mobile_throughput": 2193731.1410467927, "mobile_availability": 80420.50125346334, "mobile_accuracy": 64250.99153250445, "soft_acc_blocks": [ 25.000004166666667, 25.00000450273224 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.857591456, "time_to_acc50_sec": 0, "acc_per_sec": 6.602560387512446, "mobile_acc_per_sec": 16968.83911984375 }, "started": "2026-08-18T00:05:35.249644452+10:00", "ended": "2026-08-18T00:05:39.037088182+10:00" }, { "cell": { "id": "int3|none|TweenSplit|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3744, "total_correct": 951, "total_train": 215, "infer_ms": 800.712173, "train_ms": 1820.480886, "blocked_train": 1820480886, "duration": 3757898089, "avg_accuracy": 26.098614274867124, "soft_acc": 24.99999185373956, "adapt_pct": 24.999992624145786, "stability": 99.99999922959377, "consistency": 100, "throughput": 996.3016322766489, "availability": 30.547622970796215, "score": 76.08659177708402, "zero_downtime": 7.636903254210129, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 9440360, "heap_mib": 9.003028869628906, "mobile_score": 349923.57043529674, "mobile_throughput": 4582008.685816313, "mobile_availability": 140489.0539659018, "mobile_accuracy": 114975.40113169655, "soft_acc_blocks": [ 24.99999108333333, 24.999992624145786 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073572385, "time_to_acc50_sec": 0, "acc_per_sec": 6.652652962281958, "mobile_acc_per_sec": 30595.66768674459 }, "started": "2026-08-18T00:05:42.238566191+10:00", "ended": "2026-08-18T00:05:45.997159019+10:00" }, { "cell": { "id": "uint3|none|TweenSplit|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3976, "total_correct": 976, "total_train": 220, "infer_ms": 820.746637, "train_ms": 1812.49209, "blocked_train": 1812492090, "duration": 3757810340, "avg_accuracy": 25.540362565850636, "soft_acc": 25.000005238999073, "adapt_pct": 24.999996835141, "stability": 99.99999159614192, "consistency": 100, "throughput": 1058.0629782396097, "availability": 31.168713591534534, "score": 82.44617210380423, "zero_downtime": 7.79218003081225, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 9461344, "heap_mib": 9.023040771484375, "mobile_score": 337699.5209371821, "mobile_throughput": 4333825.958869441, "mobile_availability": 127667.05087092545, "mobile_accuracy": 102400.0214589402, "soft_acc_blocks": [ 25.00001364285714, 24.999996835141 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.070662282, "time_to_acc50_sec": 0, "acc_per_sec": 6.65281187102143, "mobile_acc_per_sec": 27249.917423703777 }, "started": "2026-08-18T00:05:49.097726977+10:00", "ended": "2026-08-18T00:05:52.856650077+10:00" }, { "cell": { "id": "float64|none|TweenSplit|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10952, "total_correct": 2515, "total_train": 318, "infer_ms": 1102.000827, "train_ms": 1544.196989, "blocked_train": 1544196989, "duration": 3770327633, "avg_accuracy": 27.26726472579553, "soft_acc": 25.000000585646582, "adapt_pct": 24.999995028436018, "stability": 99.99999444278944, "consistency": 100, "throughput": 2904.7873463679966, "availability": 41.64468810067222, "score": 302.42241468019233, "zero_downtime": 10.411172269058747, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9456616, "heap_mib": 9.018531799316406, "mobile_score": 58986.771930003226, "mobile_throughput": 566571.8557487292, "mobile_availability": 8122.697260016829, "mobile_accuracy": 4876.190590419447, "soft_acc_blocks": [ 25.000006142857142, 24.999995028436018 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067658951, "time_to_acc50_sec": 0, "acc_per_sec": 6.630723645030925, "mobile_acc_per_sec": 1293.306859526032 }, "started": "2026-08-18T00:05:56.147099867+10:00", "ended": "2026-08-18T00:05:59.918306562+10:00" }, { "cell": { "id": "float32|none|TweenSplit|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15744, "total_correct": 3779, "total_train": 412, "infer_ms": 1002.302353, "train_ms": 1595.743208, "blocked_train": 1595743208, "duration": 3767741657, "avg_accuracy": 21.94009644649986, "soft_acc": 24.999993177793588, "adapt_pct": 24.999998503735323, "stability": 99.99999467405826, "consistency": 100, "throughput": 4178.630445840039, "availability": 38.57909068439158, "score": 403.01929728729283, "zero_downtime": 9.644770039152696, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 11362896, "heap_mib": 10.836502075195312, "mobile_score": 157215.90873226203, "mobile_throughput": 1630063.838681981, "mobile_availability": 15049.519566025516, "mobile_accuracy": 9752.378291070718, "soft_acc_blocks": [ 24.999987851851852, 24.999998503735323 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.63527265234512, "mobile_acc_per_sec": 2588.3882651433914 }, "started": "2026-08-18T00:06:03.344564686+10:00", "ended": "2026-08-18T00:06:07.124991436+10:00" }, { "cell": { "id": "float16|none|TweenSplit|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7728, "total_correct": 1763, "total_train": 297, "infer_ms": 966.533785, "train_ms": 1683.950313, "blocked_train": 1683950313, "duration": 3668497227, "avg_accuracy": 23.47175013873474, "soft_acc": 24.99999005113242, "adapt_pct": 24.999994274139844, "stability": 99.99999577699258, "consistency": 100, "throughput": 2106.5846644566645, "availability": 36.46631140814337, "score": 192.04835452766352, "zero_downtime": 9.11657422405081, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9470472, "heap_mib": 9.031745910644531, "mobile_score": 149834.2971705352, "mobile_throughput": 1643537.2924979995, "mobile_availability": 28450.66886242957, "mobile_accuracy": 19504.75414275017, "soft_acc_blocks": [ 24.999985828125, 24.999994274139844 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.814776870249061, "mobile_acc_per_sec": 5316.824011531458 }, "started": "2026-08-18T00:06:10.554874989+10:00", "ended": "2026-08-18T00:06:14.22381508+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplit|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10328, "total_correct": 2158, "total_train": 305, "infer_ms": 1007.095693, "train_ms": 1561.766407, "blocked_train": 1561766407, "duration": 3795543219, "avg_accuracy": 23.929994308480364, "soft_acc": 24.99998885139442, "adapt_pct": 24.999995702788844, "stability": 99.99999314860558, "consistency": 100, "throughput": 2721.086127619194, "availability": 39.20396088992087, "score": 266.69326638284826, "zero_downtime": 9.800985851785248, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9675976, "heap_mib": 9.227729797363281, "mobile_score": 208071.5464960279, "mobile_throughput": 2122965.481662518, "mobile_availability": 30586.55691526017, "mobile_accuracy": 19504.753206726007, "soft_acc_blocks": [ 24.999982, 24.999995702788844 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.067558168, "time_to_acc50_sec": 0, "acc_per_sec": 6.586669524996501, "mobile_acc_per_sec": 5138.856833216318 }, "started": "2026-08-18T00:06:17.670719727+10:00", "ended": "2026-08-18T00:06:21.467011747+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplit|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7720, "total_correct": 1834, "total_train": 273, "infer_ms": 984.974488, "train_ms": 1637.352144, "blocked_train": 1637352144, "duration": 3113947244, "avg_accuracy": 25.65537455502244, "soft_acc": 25.000003233884073, "adapt_pct": 25.00000221776815, "stability": 99.99999898388407, "consistency": 100, "throughput": 2479.1685263374357, "availability": 37.56109082600356, "score": 232.8007155908417, "zero_downtime": 9.390273921183022, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10317648, "heap_mib": 9.839675903320312, "mobile_score": 363257.80230860476, "mobile_throughput": 3868447.34623929, "mobile_availability": 58609.610675546886, "mobile_accuracy": 39009.52885561492, "soft_acc_blocks": [ 25.00000425, 25.00000221776815 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.071920767, "time_to_acc50_sec": 0, "acc_per_sec": 8.028396525360039, "mobile_acc_per_sec": 12527.357016333226 }, "started": "2026-08-18T00:06:25.057328362+10:00", "ended": "2026-08-18T00:06:28.171920136+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplit|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7808, "total_correct": 1833, "total_train": 292, "infer_ms": 958.098122, "train_ms": 1660.01914, "blocked_train": 1660019140, "duration": 2040806702, "avg_accuracy": 17.857142857142858, "soft_acc": 24.999982857142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3825.938043200331, "availability": 36.59492780961619, "score": 350.0245762204339, "zero_downtime": 9.148725678987851, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11384352, "heap_mib": 10.856964111328125, "mobile_score": 546171.68159958, "mobile_throughput": 5969920.84759945, "mobile_availability": 57102.028307881104, "mobile_accuracy": 39009.497060136055, "soft_acc_blocks": [ 24.999982857142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.250049371477838, "mobile_acc_per_sec": 19114.743704980276 }, "started": "2026-08-18T00:06:31.463551889+10:00", "ended": "2026-08-18T00:06:33.504736819+10:00" }, { "cell": { "id": "int64|none|TweenSplit|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6168, "total_correct": 1569, "total_train": 280, "infer_ms": 929.547595, "train_ms": 1693.735232, "blocked_train": 1693735232, "duration": 3860887481, "avg_accuracy": 20.786938847649346, "soft_acc": 24.99999535834217, "adapt_pct": 25.0000047601626, "stability": 99.99999059817956, "consistency": 100, "throughput": 1597.5601543307448, "availability": 35.43451683641125, "score": 141.52190418867625, "zero_downtime": 8.858627564353787, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11615816, "heap_mib": 11.077705383300781, "mobile_score": 27603.510455086565, "mobile_throughput": 311600.3043875586, "mobile_availability": 6911.4181410447845, "mobile_accuracy": 4876.189570846168, "soft_acc_blocks": [ 24.99998595652174, 25.0000047601626 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.932910903, "time_to_acc50_sec": 0, "acc_per_sec": 6.475193975833498, "mobile_acc_per_sec": 1262.97116785781 }, "started": "2026-08-18T00:06:36.704212748+10:00", "ended": "2026-08-18T00:06:40.565978561+10:00" }, { "cell": { "id": "int32|none|TweenSplit|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5864, "total_correct": 1296, "total_train": 271, "infer_ms": 873.743135, "train_ms": 1694.689912, "blocked_train": 1694689912, "duration": 2029217564, "avg_accuracy": 22.36842105263158, "soft_acc": 24.99998747368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2889.7837787491176, "availability": 34.01852876875868, "score": 245.76535839073128, "zero_downtime": 8.504627930921329, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 12550784, "heap_mib": 11.9693603515625, "mobile_score": 95871.89599699384, "mobile_throughput": 1127290.891214894, "mobile_availability": 13270.466079698623, "mobile_accuracy": 9752.376065924813, "soft_acc_blocks": [ 24.99998747368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.320013347609784, "mobile_acc_per_sec": 4805.97854017235 }, "started": "2026-08-18T00:06:43.461000057+10:00", "ended": "2026-08-18T00:06:45.494560482+10:00" }, { "cell": { "id": "int16|none|TweenSplit|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5792, "total_correct": 1511, "total_train": 281, "infer_ms": 926.578244, "train_ms": 1751.622658, "blocked_train": 1751622658, "duration": 3523677893, "avg_accuracy": 27.834190642875438, "soft_acc": 25.000006282442584, "adapt_pct": 25.000005653120468, "stability": 99.99999937067788, "consistency": 100, "throughput": 1643.7370769632944, "availability": 34.597040248476475, "score": 142.17113025129996, "zero_downtime": 8.649262235658307, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9511912, "heap_mib": 9.071266174316406, "mobile_score": 110920.56181129992, "mobile_throughput": 1282428.012807934, "mobile_availability": 26992.281306239933, "mobile_accuracy": 19504.766806263775, "soft_acc_blocks": [ 25.000006911764704, 25.000005653120468 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.060181609, "time_to_acc50_sec": 0, "acc_per_sec": 7.0948614037925015, "mobile_acc_per_sec": 5535.343297130302 }, "started": "2026-08-18T00:06:48.919313382+10:00", "ended": "2026-08-18T00:06:52.443520703+10:00" }, { "cell": { "id": "int8|none|TweenSplit|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13768, "total_correct": 3462, "total_train": 387, "infer_ms": 975.427035, "train_ms": 1576.95244, "blocked_train": 1576952440, "duration": 3761743932, "avg_accuracy": 27.534880471235702, "soft_acc": 24.999998646121764, "adapt_pct": 24.999995430174565, "stability": 99.9999967840528, "consistency": 100, "throughput": 3660.0045747079844, "availability": 38.216379835134035, "score": 349.68029362643875, "zero_downtime": 9.55409444138026, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10560256, "heap_mib": 10.071044921875, "mobile_score": 545634.4695976736, "mobile_throughput": 5711001.424001487, "mobile_availability": 59632.11116369867, "mobile_accuracy": 39009.521696958, "soft_acc_blocks": [ 25.000001862068963, 24.999995430174565 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.060711504, "time_to_acc50_sec": 0, "acc_per_sec": 6.645853385567916, "mobile_acc_per_sec": 10370.063035156641 }, "started": "2026-08-18T00:06:55.975929092+10:00", "ended": "2026-08-18T00:06:59.738204118+10:00" }, { "cell": { "id": "uint64|none|TweenSplit|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6256, "total_correct": 1729, "total_train": 273, "infer_ms": 936.534709, "train_ms": 1681.860612, "blocked_train": 1681860612, "duration": 3305679184, "avg_accuracy": 25.479298144960794, "soft_acc": 24.99999931593039, "adapt_pct": 25.00000363186078, "stability": 99.99999568406962, "consistency": 100, "throughput": 1892.5006486654877, "availability": 35.767506208433225, "score": 169.2250671210477, "zero_downtime": 8.941876307433665, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9508232, "heap_mib": 9.067756652832031, "mobile_score": 32811.63904983722, "mobile_throughput": 366943.5577246787, "mobile_availability": 6935.086647561775, "mobile_accuracy": 4847.337145469864, "soft_acc_blocks": [ 24.999995000000002, 25.00000363186078 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 2.002418108, "time_to_acc50_sec": 0, "acc_per_sec": 7.562742155056746, "mobile_acc_per_sec": 1466.3664789165648 }, "started": "2026-08-18T00:07:03.225956579+10:00", "ended": "2026-08-18T00:07:06.532549668+10:00" }, { "cell": { "id": "uint32|none|TweenSplit|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6392, "total_correct": 1464, "total_train": 282, "infer_ms": 943.169023, "train_ms": 1696.758178, "blocked_train": 1696758178, "duration": 3605490474, "avg_accuracy": 23.784956199460915, "soft_acc": 24.999986356974397, "adapt_pct": 24.999993088948788, "stability": 99.9999932680256, "consistency": 100, "throughput": 1772.8517232521192, "availability": 35.72708454394989, "score": 158.34697208797039, "zero_downtime": 8.93176626173218, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 12705632, "heap_mib": 12.117034912109375, "mobile_score": 61043.68919268957, "mobile_throughput": 683444.7678532405, "mobile_availability": 13773.001251013531, "mobile_accuracy": 9637.641799356907, "soft_acc_blocks": [ 24.999979625, 24.999993088948788 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.933865596721141, "mobile_acc_per_sec": 2673.0459749806864 }, "started": "2026-08-18T00:07:10.000032586+10:00", "ended": "2026-08-18T00:07:13.605952018+10:00" }, { "cell": { "id": "uint16|none|TweenSplit|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6320, "total_correct": 1646, "total_train": 282, "infer_ms": 942.761217, "train_ms": 1755.265088, "blocked_train": 1755265088, "duration": 2104487710, "avg_accuracy": 29.891304347826086, "soft_acc": 25.000029173913045, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3003.106157365015, "availability": 34.94262510535456, "score": 262.34133766154673, "zero_downtime": 8.735666470469704, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 10390528, "heap_mib": 9.9091796875, "mobile_score": 199916.30122078053, "mobile_throughput": 2288506.5712682977, "mobile_availability": 26627.905568657166, "mobile_accuracy": 19051.18502257634, "soft_acc_blocks": [ 25.000029173913045 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067097277, "time_to_acc50_sec": 0, "acc_per_sec": 11.87938948520305, "mobile_acc_per_sec": 9052.647317468223 }, "started": "2026-08-18T00:07:17.171866264+10:00", "ended": "2026-08-18T00:07:19.277208088+10:00" }, { "cell": { "id": "uint8|none|TweenSplit|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11696, "total_correct": 3177, "total_train": 344, "infer_ms": 1019.899834, "train_ms": 1521.875923, "blocked_train": 1521875923, "duration": 3897456791, "avg_accuracy": 26.222826086956523, "soft_acc": 25.000008517997152, "adapt_pct": 25.00000501425517, "stability": 99.99999649625802, "consistency": 100, "throughput": 3000.9312808825443, "availability": 40.125484366243406, "score": 301.0346555565169, "zero_downtime": 10.031374509448467, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 10380360, "heap_mib": 9.899482727050781, "mobile_score": 448377.4360579975, "mobile_throughput": 4469750.736907237, "mobile_availability": 59765.08507786654, "mobile_accuracy": 37236.376323533215, "soft_acc_blocks": [ 25.00001202173913, 25.00000501425517 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.06797811, "time_to_acc50_sec": 0, "acc_per_sec": 6.414441482899086, "mobile_acc_per_sec": 9554.019023256238 }, "started": "2026-08-18T00:07:22.523574136+10:00", "ended": "2026-08-18T00:07:26.422015978+10:00" }, { "cell": { "id": "int4|none|TweenSplit|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13200, "total_correct": 2920, "total_train": 327, "infer_ms": 961.382655, "train_ms": 1533.606124, "blocked_train": 1533606124, "duration": 3868465638, "avg_accuracy": 23.06827258205054, "soft_acc": 24.99998856857392, "adapt_pct": 24.999981591693288, "stability": 99.99999302311937, "consistency": 100, "throughput": 3412.205570688334, "availability": 38.532544237947455, "score": 328.70225495230744, "zero_downtime": 9.633131654667553, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10445536, "heap_mib": 9.961639404296875, "mobile_score": 1025801.4752644962, "mobile_throughput": 10648681.156220507, "mobile_availability": 120250.89615133926, "mobile_accuracy": 78019.01194428859, "soft_acc_blocks": [ 24.999995545454546, 24.999981591693288 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.4625075955176206, "mobile_acc_per_sec": 20167.947513325846 }, "started": "2026-08-18T00:07:29.873687832+10:00", "ended": "2026-08-18T00:07:33.746120653+10:00" }, { "cell": { "id": "uint4|none|TweenSplit|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5672, "total_correct": 1566, "total_train": 264, "infer_ms": 941.523286, "train_ms": 1670.228462, "blocked_train": 1670228462, "duration": 3613807215, "avg_accuracy": 28.499297693028005, "soft_acc": 24.99998876538691, "adapt_pct": 24.999991824891463, "stability": 99.99999694049545, "consistency": 100, "throughput": 1569.535855830096, "availability": 36.049493858709575, "score": 141.45236942289458, "zero_downtime": 9.012369414656238, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 10259920, "heap_mib": 9.784622192382812, "mobile_score": 403053.15141299216, "mobile_throughput": 4472221.819464399, "mobile_availability": 102719.11432714741, "mobile_accuracy": 71234.7505968868, "soft_acc_blocks": [ 24.999985705882352, 24.999991824891463 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.07385305, "time_to_acc50_sec": 0, "acc_per_sec": 6.917908808643216, "mobile_acc_per_sec": 19711.82920361921 }, "started": "2026-08-18T00:07:37.230711713+10:00", "ended": "2026-08-18T00:07:40.845313615+10:00" }, { "cell": { "id": "fp4|none|TweenSplit|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9344, "total_correct": 2289, "total_train": 305, "infer_ms": 860.980364, "train_ms": 1666.69648, "blocked_train": 1666696480, "duration": 2071922932, "avg_accuracy": 28.928571428571427, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4509.820252329732, "availability": 34.062121748028325, "score": 384.0351162414479, "zero_downtime": 8.515530437007081, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 7146416, "heap_mib": 6.8153533935546875, "mobile_score": 1198482.1608571205, "mobile_throughput": 14074075.24079435, "mobile_availability": 106299.77194660877, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079181065, "time_to_acc50_sec": 0, "acc_per_sec": 12.066085863467821, "mobile_acc_per_sec": 37655.38110229653 }, "started": "2026-08-18T00:07:44.1931727+10:00", "ended": "2026-08-18T00:07:46.268426201+10:00" }, { "cell": { "id": "int2|none|TweenSplit|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12800, "total_correct": 2890, "total_train": 353, "infer_ms": 939.081538, "train_ms": 1593.685183, "blocked_train": 1593685183, "duration": 3952350300, "avg_accuracy": 21.086596005479848, "soft_acc": 24.999957283789385, "adapt_pct": 24.999980373134328, "stability": 99.99997691065505, "consistency": 100, "throughput": 3238.5793334158666, "availability": 37.07730089051498, "score": 300.193938080383, "zero_downtime": 9.269309384610805, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10341272, "heap_mib": 9.862205505371094, "mobile_score": 1873667.6120034268, "mobile_throughput": 20213670.01854688, "mobile_availability": 231418.85630102758, "mobile_accuracy": 156037.82862384964, "soft_acc_blocks": [ 24.999934194444442, 24.999980373134328 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.325339452778106, "mobile_acc_per_sec": 39479.75679783485 }, "started": "2026-08-18T00:07:49.564007141+10:00", "ended": "2026-08-18T00:07:53.517203378+10:00" }, { "cell": { "id": "uint2|none|TweenSplit|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1357, "total_train": 283, "infer_ms": 867.09599, "train_ms": 1743.557357, "blocked_train": 1743557357, "duration": 3908192394, "avg_accuracy": 19.954626789366053, "soft_acc": 24.999983422716426, "adapt_pct": 24.9999967898773, "stability": 99.99998663283912, "consistency": 100, "throughput": 1391.9478499450763, "availability": 33.21375436522098, "score": 115.57945830339403, "zero_downtime": 8.303433085366997, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 11085400, "heap_mib": 10.571861267089844, "mobile_score": 605969.2303496986, "mobile_throughput": 7297815.543520042, "mobile_availability": 174135.72848632975, "mobile_accuracy": 131071.9130872915, "soft_acc_blocks": [ 24.999970055555554, 24.9999967898773 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.962067389, "time_to_acc50_sec": 0, "acc_per_sec": 6.396814921675125, "mobile_acc_per_sec": 33537.733016552076 }, "started": "2026-08-18T00:07:57.022588758+10:00", "ended": "2026-08-18T00:08:00.931448964+10:00" }, { "cell": { "id": "ternary|none|TweenSplit|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12744, "total_correct": 2802, "total_train": 329, "infer_ms": 944.940211, "train_ms": 1532.585227, "blocked_train": 1532585227, "duration": 3863658970, "avg_accuracy": 20.33601453035807, "soft_acc": 24.999987561919138, "adapt_pct": 25.000000562862667, "stability": 99.99998699905647, "consistency": 100, "throughput": 3298.4277595286835, "availability": 38.14048471537833, "score": 314.5089273921316, "zero_downtime": 9.535116434900253, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10352680, "heap_mib": 9.873085021972656, "mobile_score": 1963014.9586257846, "mobile_throughput": 20587215.395092554, "mobile_availability": 238054.74345781276, "mobile_accuracy": 156038.01760551738, "soft_acc_blocks": [ 24.99997456097561, 25.000000562862667 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.470547156474097, "mobile_acc_per_sec": 40386.07413777966 }, "started": "2026-08-18T00:08:04.046660502+10:00", "ended": "2026-08-18T00:08:07.911057858+10:00" }, { "cell": { "id": "binary|none|TweenSplit|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13064, "total_correct": 2719, "total_train": 334, "infer_ms": 1007.505494, "train_ms": 1505.476175, "blocked_train": 1505476175, "duration": 2065586881, "avg_accuracy": 17.151162790697676, "soft_acc": 24.999744139534883, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6324.594777478159, "availability": 40.09203514806857, "score": 633.908202541563, "zero_downtime": 10.022906207349537, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 10353120, "heap_mib": 9.873504638671875, "mobile_score": 7913106.278431214, "mobile_throughput": 78950217.77843973, "mobile_availability": 500470.7838978708, "mobile_accuracy": 312072.9965578206, "soft_acc_blocks": [ 24.999744139534883 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.10297391481878, "mobile_acc_per_sec": 151081.999710774 }, "started": "2026-08-18T00:08:11.423499524+10:00", "ended": "2026-08-18T00:08:13.489974322+10:00" }, { "cell": { "id": "int|none|TweenSplit|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5136, "total_correct": 1566, "total_train": 256, "infer_ms": 875.989445, "train_ms": 1756.325635, "blocked_train": 1756325635, "duration": 3927893740, "avg_accuracy": 29.84775641025641, "soft_acc": 25.0000253125, "adapt_pct": 25.000013458333335, "stability": 99.99998814583333, "consistency": 100, "throughput": 1307.5710138737104, "availability": 33.278289960638, "score": 108.7844285036592, "zero_downtime": 8.319580913726647, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9509128, "heap_mib": 9.068611145019531, "mobile_score": 21218.14376909467, "mobile_throughput": 255038.61299174846, "mobile_availability": 6490.851222798726, "mobile_accuracy": 4876.195413333333, "soft_acc_blocks": [ 25.00003716666667, 25.000013458333335 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.068688104, "time_to_acc50_sec": 0, "acc_per_sec": 6.364740740797128, "mobile_acc_per_sec": 1241.4275273478588 }, "started": "2026-08-18T00:08:16.736601873+10:00", "ended": "2026-08-18T00:08:20.665146654+10:00" }, { "cell": { "id": "uint|none|TweenSplit|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5360, "total_correct": 1345, "total_train": 257, "infer_ms": 913.869856, "train_ms": 1744.860266, "blocked_train": 1744860266, "duration": 3938726352, "avg_accuracy": 22.676091269841272, "soft_acc": 24.999989310515872, "adapt_pct": 24.999998746031746, "stability": 99.99999056448412, "consistency": 100, "throughput": 1360.8459996918314, "availability": 34.37241893933002, "score": 116.93887203262746, "zero_downtime": 8.593101060598237, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10390880, "heap_mib": 9.909515380859375, "mobile_score": 22673.68614653927, "mobile_throughput": 263859.1817627333, "mobile_availability": 6664.588306532343, "mobile_accuracy": 4847.335205485113, "soft_acc_blocks": [ 24.999979875, 24.999998746031746 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.938655685, "time_to_acc50_sec": 0, "acc_per_sec": 6.347226762230237, "mobile_acc_per_sec": 1230.6859558861563 }, "started": "2026-08-18T00:08:24.018640419+10:00", "ended": "2026-08-18T00:08:27.95825276+10:00" }, { "cell": { "id": "uintptr|none|TweenSplit|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5032, "total_correct": 1307, "total_train": 262, "infer_ms": 906.383093, "train_ms": 1772.540964, "blocked_train": 1772540964, "duration": 2092935241, "avg_accuracy": 32.638888888888886, "soft_acc": 25.00000783333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2404.2788813645857, "availability": 33.833847982052, "score": 203.36507916740672, "zero_downtime": 8.458464645831091, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10592520, "heap_mib": 10.101814270019531, "mobile_score": 39431.165172530076, "mobile_throughput": 466174.02594411094, "mobile_availability": 6560.162903407573, "mobile_accuracy": 4847.338796938856, "soft_acc_blocks": [ 25.00000783333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07206138, "time_to_acc50_sec": 0, "acc_per_sec": 11.944950490388026, "mobile_acc_per_sec": 2316.04815188778 }, "started": "2026-08-18T00:08:31.708522475+10:00", "ended": "2026-08-18T00:08:33.802319538+10:00" }, { "cell": { "id": "complex64|none|TweenSplit|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5568, "total_correct": 1549, "total_train": 265, "infer_ms": 916.845526, "train_ms": 1718.60569, "blocked_train": 1718605690, "duration": 4035674209, "avg_accuracy": 28.27314814814815, "soft_acc": 25.000020504074076, "adapt_pct": 25.00001450814815, "stability": 99.99999400407407, "consistency": 100, "throughput": 1379.6951170098775, "availability": 34.788939382894654, "score": 119.99542289705181, "zero_downtime": 8.697241978873565, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10591576, "heap_mib": 10.100914001464844, "mobile_score": 23404.821532682105, "mobile_throughput": 269106.2475844028, "mobile_availability": 6785.499795825548, "mobile_accuracy": 4876.194475461305, "soft_acc_blocks": [ 25.0000265, 25.00001450814815 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.073743045, "time_to_acc50_sec": 0, "acc_per_sec": 6.194756863257511, "mobile_acc_per_sec": 1208.2725767572745 }, "started": "2026-08-18T00:08:37.170271726+10:00", "ended": "2026-08-18T00:08:41.206620987+10:00" }, { "cell": { "id": "complex128|none|TweenSplit|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5040, "total_correct": 1088, "total_train": 266, "infer_ms": 883.111115, "train_ms": 1742.113356, "blocked_train": 1742113356, "duration": 2143396094, "avg_accuracy": 20.394736842105264, "soft_acc": 24.99999152631579, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2351.4085959699432, "availability": 33.63945158806193, "score": 197.7501720427858, "zero_downtime": 8.409860046514586, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 10395792, "heap_mib": 9.914199829101562, "mobile_score": 19285.350111601205, "mobile_throughput": 229318.32402602112, "mobile_availability": 3280.6474691595636, "mobile_accuracy": 2438.094411709273, "soft_acc_blocks": [ 24.99999152631579 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.663729161538628, "mobile_acc_per_sec": 1137.4913010871958 }, "started": "2026-08-18T00:08:44.454502706+10:00", "ended": "2026-08-18T00:08:46.598653695+10:00" }, { "cell": { "id": "nf4|none|TweenSplit|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4728, "total_correct": 973, "total_train": 230, "infer_ms": 850.591614, "train_ms": 1827.502362, "blocked_train": 1827502362, "duration": 4010094337, "avg_accuracy": 18.128360215053764, "soft_acc": 24.9999988781362, "adapt_pct": 24.9999992562724, "stability": 99.9999996218638, "consistency": 100, "throughput": 1179.0246320083018, "availability": 31.761081635770054, "score": 93.61773976844424, "zero_downtime": 7.940270052626436, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10386112, "heap_mib": 9.90496826171875, "mobile_score": 292158.6758792744, "mobile_throughput": 3679455.1563474317, "mobile_availability": 99118.7736229441, "mobile_accuracy": 78019.04411797781, "soft_acc_blocks": [ 24.9999985, 24.9999992562724 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.234267021468378, "mobile_acc_per_sec": 19455.663024711983 }, "started": "2026-08-18T00:08:50.075877643+10:00", "ended": "2026-08-18T00:08:54.08734552+10:00" }, { "cell": { "id": "fp6|none|TweenSplit|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2608, "total_correct": 719, "total_train": 153, "infer_ms": 876.817573, "train_ms": 1843.188054, "blocked_train": 1843188054, "duration": 3944785317, "avg_accuracy": 22.912271448663855, "soft_acc": 24.99999514416315, "adapt_pct": 25.000003177215188, "stability": 99.99999196694796, "consistency": 100, "throughput": 661.1259651471674, "availability": 32.23587349586023, "score": 53.2799220945351, "zero_downtime": 8.058966808643635, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10933040, "heap_mib": 10.426559448242188, "mobile_score": 110849.30077420484, "mobile_throughput": 1375477.8175201514, "mobile_availability": 67066.99064840305, "mobile_accuracy": 52012.68831009131, "soft_acc_blocks": [ 24.99998711111111, 25.000003177215188 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.952123308, "time_to_acc50_sec": 0, "acc_per_sec": 6.337479263174602, "mobile_acc_per_sec": 13185.17590448923 }, "started": "2026-08-18T00:08:57.011125209+10:00", "ended": "2026-08-18T00:09:00.956787296+10:00" }, { "cell": { "id": "int6|none|TweenSplit|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2520, "total_correct": 637, "total_train": 160, "infer_ms": 816.289051, "train_ms": 1899.967054, "blocked_train": 1899967054, "duration": 4017604320, "avg_accuracy": 23.601973684210527, "soft_acc": 24.999985508223684, "adapt_pct": 24.999984266447367, "stability": 99.99999875822368, "consistency": 100, "throughput": 627.2394689181338, "availability": 30.051991397180867, "score": 47.12446049304867, "zero_downtime": 7.512993494227845, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 9538272, "heap_mib": 9.096405029296875, "mobile_score": 98042.81405944248, "mobile_throughput": 1304976.6931752004, "mobile_availability": 62523.40660970302, "mobile_accuracy": 52012.66826244277, "soft_acc_blocks": [ 24.99998675, 24.999984266447367 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.939776588, "time_to_acc50_sec": 0, "acc_per_sec": 6.22261017188066, "mobile_acc_per_sec": 12946.189848392729 }, "started": "2026-08-18T00:09:04.287024114+10:00", "ended": "2026-08-18T00:09:08.305635985+10:00" }, { "cell": { "id": "uint6|none|TweenSplit|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 644, "total_train": 152, "infer_ms": 886.670569, "train_ms": 1873.27701, "blocked_train": 1873277010, "duration": 2084254587, "avg_accuracy": 12.5, "soft_acc": 24.999964666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1262.801586915735, "availability": 32.12635543321672, "score": 101.42288821266129, "zero_downtime": 8.031577506991928, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 7441048, "heap_mib": 7.096336364746094, "mobile_score": 198413.44483298418, "mobile_throughput": 2470416.8597047646, "mobile_availability": 62848.741184217644, "mobile_accuracy": 48907.3935640199, "soft_acc_blocks": [ 24.999964666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.994678971848012, "mobile_acc_per_sec": 23465.17257012034 }, "started": "2026-08-18T00:09:11.831874537+10:00", "ended": "2026-08-18T00:09:13.918227299+10:00" }, { "cell": { "id": "int5|none|TweenSplit|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 645, "total_train": 170, "infer_ms": 826.03234, "train_ms": 1810.344629, "blocked_train": 1810344629, "duration": 2071795683, "avg_accuracy": 21.59090909090909, "soft_acc": 25.000012363636362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1374.652927105264, "availability": 31.332102719487835, "score": 107.67697004039665, "zero_downtime": 7.8330295536592045, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 10385752, "heap_mib": 9.904624938964844, "mobile_score": 268827.34889780707, "mobile_throughput": 3431971.5897436417, "mobile_availability": 78224.0260504516, "mobile_accuracy": 62415.26896241039, "soft_acc_blocks": [ 25.000012363636362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.066832926032486, "mobile_acc_per_sec": 30126.170005351047 }, "started": "2026-08-18T00:09:17.456482067+10:00", "ended": "2026-08-18T00:09:19.529322593+10:00" }, { "cell": { "id": "uint5|none|TweenSplit|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2800, "total_correct": 710, "total_train": 171, "infer_ms": 860.389698, "train_ms": 1886.592654, "blocked_train": 1886592654, "duration": 2085110553, "avg_accuracy": 26.136363636363637, "soft_acc": 25.00001009090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1342.8544572715518, "availability": 31.321267767649637, "score": 105.14980251522705, "zero_downtime": 7.830320102513066, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 10366952, "heap_mib": 9.886695861816406, "mobile_score": 243932.653367714, "mobile_throughput": 3115232.202185785, "mobile_availability": 72660.90635117475, "mobile_accuracy": 57996.48358647144, "soft_acc_blocks": [ 25.00001009090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069032474, "time_to_acc50_sec": 0, "acc_per_sec": 11.989776779432516, "mobile_acc_per_sec": 27814.584460774844 }, "started": "2026-08-18T00:09:22.86974595+10:00", "ended": "2026-08-18T00:09:24.955856137+10:00" }, { "cell": { "id": "int3|none|TweenSplit|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 1048, "total_train": 199, "infer_ms": 872.440989, "train_ms": 1795.198994, "blocked_train": 1795198994, "duration": 2056181042, "avg_accuracy": 22.82608695652174, "soft_acc": 24.999985695652175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1797.5070893587201, "availability": 32.70460011694914, "score": 146.9667923215325, "zero_downtime": 8.17614535105753, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 10358944, "heap_mib": 9.879058837890625, "mobile_score": 611531.155656124, "mobile_throughput": 7479455.530680195, "mobile_availability": 136084.36020726213, "mobile_accuracy": 104025.33730477847, "soft_acc_blocks": [ 24.999985695652175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.158455498322883, "mobile_acc_per_sec": 50591.526319878634 }, "started": "2026-08-18T00:09:28.440461708+10:00", "ended": "2026-08-18T00:09:30.497381968+10:00" }, { "cell": { "id": "uint3|none|TweenSplit|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3616, "total_correct": 773, "total_train": 208, "infer_ms": 846.515121, "train_ms": 1834.03187, "blocked_train": 1834031870, "duration": 2049259946, "avg_accuracy": 10.576923076923077, "soft_acc": 24.999974615384613, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1764.5394412056694, "availability": 31.579939610915034, "score": 139.30998103252685, "zero_downtime": 7.8949768862825485, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 12482944, "heap_mib": 11.9046630859375, "mobile_score": 514355.99532099604, "mobile_throughput": 6514977.848949564, "mobile_availability": 116598.47449808042, "mobile_accuracy": 92304.13162782231, "soft_acc_blocks": [ 24.999974615384613 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.199513616699857, "mobile_acc_per_sec": 45042.66616248123 }, "started": "2026-08-18T00:09:33.883153934+10:00", "ended": "2026-08-18T00:09:35.933146952+10:00" }, { "cell": { "id": "float64|none|StepTweenSplit|cnn|simd", "dtype": 0, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16880, "total_correct": 4167, "total_train": 412, "infer_ms": 851.869335, "train_ms": 1616.355688, "blocked_train": 1616355688, "duration": 2144514616, "avg_accuracy": 19.375, "soft_acc": 24.999669649999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7871.245023960238, "availability": 34.513438890778154, "score": 679.1503609105262, "zero_downtime": 8.628245707549162, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10360568, "heap_mib": 9.880607604980469, "mobile_score": 213984.6060222704, "mobile_throughput": 2480047.6629339335, "mobile_availability": 10874.388130509793, "mobile_accuracy": 7876.818991261538, "soft_acc_blocks": [ 24.999669649999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.657495576612101, "mobile_acc_per_sec": 3673.007837061782 }, "started": "2026-08-18T00:09:39.603598885+10:00", "ended": "2026-08-18T00:09:41.748782042+10:00" }, { "cell": { "id": "float32|none|StepTweenSplit|cnn|simd", "dtype": 1, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32512, "total_correct": 7476, "total_train": 454, "infer_ms": 934.375529, "train_ms": 1456.890768, "blocked_train": 1456890768, "duration": 2197681626, "avg_accuracy": 23.504273504273506, "soft_acc": 25.000142179487177, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 14793.771588824304, "availability": 39.07450751813946, "score": 1445.1565667409232, "zero_downtime": 9.768682435469271, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 7220656, "heap_mib": 6.8861541748046875, "mobile_score": 910670.9688262802, "mobile_throughput": 9322352.065819131, "mobile_availability": 24622.95119912296, "mobile_accuracy": 15753.935748796843, "soft_acc_blocks": [ 25.000142179487177 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.375688763886119, "mobile_acc_per_sec": 7168.43402721193 }, "started": "2026-08-18T00:09:45.251350398+10:00", "ended": "2026-08-18T00:09:47.454560716+10:00" }, { "cell": { "id": "float16|none|StepTweenSplit|cnn|simd", "dtype": 2, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12880, "total_correct": 4248, "total_train": 326, "infer_ms": 807.313116, "train_ms": 1616.839221, "blocked_train": 1616839221, "duration": 2035612949, "avg_accuracy": 31.08108108108108, "soft_acc": 25.000308972972974, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6327.3325149200555, "availability": 33.302903603784536, "score": 526.8028726672106, "zero_downtime": 8.325828797917485, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10367840, "heap_mib": 9.887542724609375, "mobile_score": 663933.7127522753, "mobile_throughput": 7974385.840342322, "mobile_availability": 41971.905588031215, "mobile_accuracy": 31508.08170870686, "soft_acc_blocks": [ 25.000308972972974 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06642435, "time_to_acc50_sec": 0, "acc_per_sec": 12.281464895010831, "mobile_acc_per_sec": 15478.424679989035 }, "started": "2026-08-18T00:09:50.628955058+10:00", "ended": "2026-08-18T00:09:52.665222954+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenSplit|cnn|simd", "dtype": 3, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17952, "total_correct": 4882, "total_train": 362, "infer_ms": 857.630921, "train_ms": 1503.309018, "blocked_train": 1503309018, "duration": 2150611813, "avg_accuracy": 40.208333333333336, "soft_acc": 25.000341683333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8347.392073029592, "availability": 36.3258254406615, "score": 758.0751290479631, "zero_downtime": 9.0815804794566, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10351432, "heap_mib": 9.871894836425781, "mobile_score": 955407.9164862944, "mobile_throughput": 10520282.44034745, "mobile_availability": 45781.717232292154, "mobile_accuracy": 31508.122933825638, "soft_acc_blocks": [ 25.000341683333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069716794, "time_to_acc50_sec": 0, "acc_per_sec": 11.624757909452315, "mobile_acc_per_sec": 14650.77181449744 }, "started": "2026-08-18T00:09:56.578525899+10:00", "ended": "2026-08-18T00:09:58.729837503+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenSplit|cnn|simd", "dtype": 4, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13064, "total_correct": 2539, "total_train": 332, "infer_ms": 825.516274, "train_ms": 1615.886535, "blocked_train": 1615886535, "duration": 2084719275, "avg_accuracy": 16.216216216216218, "soft_acc": 24.999442513513515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6266.551164304844, "availability": 33.81319424049208, "score": 529.7184666426651, "zero_downtime": 8.45311005613448, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10767040, "heap_mib": 10.26824951171875, "mobile_score": 1335216.5165343732, "mobile_throughput": 15795565.27322624, "mobile_availability": 85230.05760557266, "mobile_accuracy": 63013.97940637007, "soft_acc_blocks": [ 24.999442513513515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.991754867577322, "mobile_acc_per_sec": 30226.601807751824 }, "started": "2026-08-18T00:10:02.320104501+10:00", "ended": "2026-08-18T00:10:04.405923097+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenSplit|cnn|simd", "dtype": 5, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13448, "total_correct": 3804, "total_train": 330, "infer_ms": 828.569253, "train_ms": 1644.719097, "blocked_train": 1644719097, "duration": 2085041086, "avg_accuracy": 25.833333333333332, "soft_acc": 25.000252333333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6449.75300021498, "availability": 33.500713857322786, "score": 540.1837764764144, "zero_downtime": 8.375262997798664, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11977208, "heap_mib": 11.422355651855469, "mobile_score": 1361595.5375060884, "mobile_throughput": 16257346.639311112, "mobile_availability": 84442.41474436563, "mobile_accuracy": 63016.02065066667, "soft_acc_blocks": [ 25.000252333333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075236317, "time_to_acc50_sec": 0, "acc_per_sec": 11.990292422148144, "mobile_acc_per_sec": 30222.915545303877 }, "started": "2026-08-18T00:10:08.120979721+10:00", "ended": "2026-08-18T00:10:10.206590911+10:00" }, { "cell": { "id": "int64|none|StepTweenSplit|cnn|simd", "dtype": 6, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9448, "total_correct": 2046, "total_train": 295, "infer_ms": 795.475089, "train_ms": 1654.947738, "blocked_train": 1654947738, "duration": 2194823914, "avg_accuracy": 25.34722222222222, "soft_acc": 25.000307250000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4304.673345198479, "availability": 32.46276847550767, "score": 349.3583289807637, "zero_downtime": 8.11579186073306, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9549320, "heap_mib": 9.106941223144531, "mobile_score": 110074.74734655448, "mobile_throughput": 1356303.2324563824, "mobile_availability": 10228.269205821494, "mobile_accuracy": 7877.019884307693, "soft_acc_blocks": [ 25.000307250000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070062157, "time_to_acc50_sec": 0, "acc_per_sec": 11.390575385356405, "mobile_acc_per_sec": 3588.9074444938333 }, "started": "2026-08-18T00:10:13.79568933+10:00", "ended": "2026-08-18T00:10:15.991214129+10:00" }, { "cell": { "id": "int32|none|StepTweenSplit|cnn|simd", "dtype": 7, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10128, "total_correct": 3295, "total_train": 307, "infer_ms": 813.031949, "train_ms": 1669.894687, "blocked_train": 1669894687, "duration": 2077005084, "avg_accuracy": 38.1578947368421, "soft_acc": 25.00055407894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4876.251906179735, "availability": 32.74490422760925, "score": 399.1898512555046, "zero_downtime": 8.186407489522974, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9521240, "heap_mib": 9.080162048339844, "mobile_score": 251551.02011423797, "mobile_throughput": 3072788.8934941837, "mobile_availability": 20634.327340967306, "mobile_accuracy": 15754.195308825912, "soft_acc_blocks": [ 25.00055407894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066484505, "time_to_acc50_sec": 0, "acc_per_sec": 12.03682854295188, "mobile_acc_per_sec": 7585.053801835524 }, "started": "2026-08-18T00:10:19.470258858+10:00", "ended": "2026-08-18T00:10:21.547923889+10:00" }, { "cell": { "id": "int16|none|StepTweenSplit|cnn|simd", "dtype": 8, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9168, "total_correct": 2495, "total_train": 292, "infer_ms": 784.664385, "train_ms": 1670.87917, "blocked_train": 1670879170, "duration": 2202812423, "avg_accuracy": 34.375, "soft_acc": 25.00046961111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4161.952195418502, "availability": 31.95481437917317, "score": 332.4922702142348, "zero_downtime": 7.988853658152151, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 12468848, "heap_mib": 11.891220092773438, "mobile_score": 419042.56578384794, "mobile_throughput": 5245340.366902826, "mobile_availability": 40272.8983683364, "mobile_accuracy": 31508.284162188032, "soft_acc_blocks": [ 25.00046961111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073450121, "time_to_acc50_sec": 0, "acc_per_sec": 11.349341119596142, "mobile_acc_per_sec": 14303.661915651015 }, "started": "2026-08-18T00:10:25.321157625+10:00", "ended": "2026-08-18T00:10:27.524499266+10:00" }, { "cell": { "id": "int8|none|StepTweenSplit|cnn|simd", "dtype": 9, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27552, "total_correct": 6886, "total_train": 445, "infer_ms": 909.789639, "train_ms": 1518.953872, "blocked_train": 1518953872, "duration": 2119405376, "avg_accuracy": 27.916666666666668, "soft_acc": 25.000043211111112, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 12999.87265862253, "availability": 37.459272042497695, "score": 1217.416520326107, "zero_downtime": 9.364834197192089, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9508760, "heap_mib": 9.068260192871094, "mobile_score": 3068638.8106189137, "mobile_throughput": 32767679.02136485, "mobile_availability": 94420.41740681264, "mobile_accuracy": 63015.49353397607, "soft_acc_blocks": [ 25.000043211111112 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070764394, "time_to_acc50_sec": 0, "acc_per_sec": 11.79578172925759, "mobile_acc_per_sec": 29732.628900331743 }, "started": "2026-08-18T00:10:31.02403633+10:00", "ended": "2026-08-18T00:10:33.143959049+10:00" }, { "cell": { "id": "uint64|none|StepTweenSplit|cnn|simd", "dtype": 10, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9432, "total_correct": 2501, "total_train": 303, "infer_ms": 763.930682, "train_ms": 1648.990149, "blocked_train": 1648990149, "duration": 2150250901, "avg_accuracy": 24.285714285714285, "soft_acc": 25.000764057142856, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4386.464851898694, "availability": 31.659997799571407, "score": 347.1992797768205, "zero_downtime": 7.9152413503674675, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12145584, "heap_mib": 11.582931518554688, "mobile_score": 108871.0621983431, "mobile_throughput": 1375461.05518676, "mobile_availability": 9927.605817190008, "mobile_accuracy": 7839.4740346838, "soft_acc_blocks": [ 25.000764057142856 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.626905513917444, "mobile_acc_per_sec": 3645.841529952601 }, "started": "2026-08-18T00:10:36.726630215+10:00", "ended": "2026-08-18T00:10:38.877587209+10:00" }, { "cell": { "id": "uint32|none|StepTweenSplit|cnn|simd", "dtype": 11, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10912, "total_correct": 2951, "total_train": 307, "infer_ms": 815.844255, "train_ms": 1629.061199, "blocked_train": 1629061199, "duration": 2113747445, "avg_accuracy": 20.075757575757574, "soft_acc": 24.999805424242425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5162.395358921415, "availability": 33.369153546008654, "score": 430.6585566379437, "zero_downtime": 8.342223458218855, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 9309560, "heap_mib": 8.878288269042969, "mobile_score": 268796.5635030884, "mobile_throughput": 3222121.3546883226, "mobile_availability": 20827.436636106886, "mobile_accuracy": 15603.688078887157, "soft_acc_blocks": [ 24.999805424242425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.827243355576202, "mobile_acc_per_sec": 7382.002100486115 }, "started": "2026-08-18T00:10:42.306234949+10:00", "ended": "2026-08-18T00:10:44.434772064+10:00" }, { "cell": { "id": "uint16|none|StepTweenSplit|cnn|simd", "dtype": 12, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9456, "total_correct": 2598, "total_train": 300, "infer_ms": 748.327734, "train_ms": 1653.768978, "blocked_train": 1653768978, "duration": 2194995513, "avg_accuracy": 24.305555555555557, "soft_acc": 25.000037083333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4307.981471486498, "availability": 31.15310596203838, "score": 335.5180058435961, "zero_downtime": 7.7882880431197234, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 12976088, "heap_mib": 12.374961853027344, "mobile_score": 414877.51001822477, "mobile_throughput": 5326941.013496964, "mobile_availability": 38521.69721373863, "mobile_accuracy": 30913.25340176101, "soft_acc_blocks": [ 25.000037083333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.389561816991895, "mobile_acc_per_sec": 14083.515532799638 }, "started": "2026-08-18T00:10:48.030683126+10:00", "ended": "2026-08-18T00:10:50.226435253+10:00" }, { "cell": { "id": "uint8|none|StepTweenSplit|cnn|simd", "dtype": 13, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 20184, "total_correct": 4875, "total_train": 453, "infer_ms": 807.62127, "train_ms": 1623.271313, "blocked_train": 1623271313, "duration": 2146273426, "avg_accuracy": 23.620689655172413, "soft_acc": 24.999605986206898, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9404.207197224086, "availability": 33.22323971235713, "score": 781.083264547913, "zero_downtime": 8.3056790239423, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 10428968, "heap_mib": 9.945838928222656, "mobile_score": 1895891.5861263713, "mobile_throughput": 22826448.995454732, "mobile_availability": 80641.41621440876, "mobile_accuracy": 60680.5251078539, "soft_acc_blocks": [ 24.999605986206898 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.647912928223013, "mobile_acc_per_sec": 28272.50450607494 }, "started": "2026-08-18T00:10:53.86940525+10:00", "ended": "2026-08-18T00:10:56.016440446+10:00" }, { "cell": { "id": "int4|none|StepTweenSplit|cnn|simd", "dtype": 14, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25016, "total_correct": 6907, "total_train": 448, "infer_ms": 804.764358, "train_ms": 1619.352663, "blocked_train": 1619352663, "duration": 2122408966, "avg_accuracy": 27.884615384615383, "soft_acc": 25.000212346153845, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11786.606823069744, "availability": 33.19824707422819, "score": 978.2450226897812, "zero_downtime": 8.299632263757854, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10412960, "heap_mib": 9.930572509765625, "mobile_score": 4931558.908230577, "mobile_throughput": 59419004.981284514, "mobile_availability": 167360.02463512452, "mobile_accuracy": 126031.83971673372, "soft_acc_blocks": [ 25.000212346153845 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068653562, "time_to_acc50_sec": 0, "acc_per_sec": 11.779168269002612, "mobile_acc_per_sec": 59381.50551364271 }, "started": "2026-08-18T00:10:59.205963844+10:00", "ended": "2026-08-18T00:11:01.329204841+10:00" }, { "cell": { "id": "uint4|none|StepTweenSplit|cnn|simd", "dtype": 15, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8640, "total_correct": 2279, "total_train": 289, "infer_ms": 742.464804, "train_ms": 1703.285463, "blocked_train": 1703285463, "duration": 2261177015, "avg_accuracy": 29, "soft_acc": 24.99997656, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3821.0188511048527, "availability": 30.357343266723642, "score": 289.98968033445084, "zero_downtime": 7.589328700919649, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 12615400, "heap_mib": 12.030982971191406, "mobile_score": 1357483.120742755, "mobile_throughput": 17886735.10185769, "mobile_availability": 142107.06059485718, "mobile_accuracy": 117028.46170258286, "soft_acc_blocks": [ 24.99997656 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081947087, "time_to_acc50_sec": 0, "acc_per_sec": 11.056178438997621, "mobile_acc_per_sec": 51755.55072701058 }, "started": "2026-08-18T00:11:05.041209251+10:00", "ended": "2026-08-18T00:11:07.303079442+10:00" }, { "cell": { "id": "fp4|none|StepTweenSplit|cnn|simd", "dtype": 16, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17264, "total_correct": 4311, "total_train": 344, "infer_ms": 782.270542, "train_ms": 1560.070978, "blocked_train": 1560070978, "duration": 2260822265, "avg_accuracy": 22.916666666666668, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7636.159758007338, "availability": 33.39694640258949, "score": 637.5610453994545, "zero_downtime": 8.349236600647373, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9579248, "heap_mib": 9.135482788085938, "mobile_score": 3214092.359330666, "mobile_throughput": 38495643.53082837, "mobile_availability": 168361.713803085, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.05792365327754, "mobile_acc_per_sec": 55745.54496470745 }, "started": "2026-08-18T00:11:10.907249278+10:00", "ended": "2026-08-18T00:11:13.168964563+10:00" }, { "cell": { "id": "int2|none|StepTweenSplit|cnn|simd", "dtype": 17, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23424, "total_correct": 5196, "total_train": 439, "infer_ms": 772.261528, "train_ms": 1615.13946, "blocked_train": 1615139460, "duration": 2234245049, "avg_accuracy": 28.084415584415584, "soft_acc": 24.999670064935064, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10484.078284288502, "availability": 32.34737406416789, "score": 847.8198157826422, "zero_downtime": 8.086736790712347, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10343288, "heap_mib": 9.864128112792969, "mobile_score": 8548110.684174037, "mobile_throughput": 105705316.06755866, "mobile_availability": 326141.15487220103, "mobile_accuracy": 252058.21190393606, "soft_acc_blocks": [ 24.999670064935064 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.108765647, "time_to_acc50_sec": 0, "acc_per_sec": 11.189314294832778, "mobile_acc_per_sec": 112815.83101940938 }, "started": "2026-08-18T00:11:16.380828044+10:00", "ended": "2026-08-18T00:11:18.630865104+10:00" }, { "cell": { "id": "uint2|none|StepTweenSplit|cnn|simd", "dtype": 18, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8400, "total_correct": 2136, "total_train": 275, "infer_ms": 760.973029, "train_ms": 1694.609448, "blocked_train": 1694609448, "duration": 2239284250, "avg_accuracy": 28.225806451612904, "soft_acc": 25.000345838709677, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3751.1986251857043, "availability": 30.98951210670331, "score": 290.6235583240445, "zero_downtime": 7.747485200404632, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 13317904, "heap_mib": 12.700942993164062, "mobile_score": 2539507.402443277, "mobile_throughput": 32778473.746689375, "mobile_availability": 270790.48872332106, "mobile_accuracy": 218456.35531809033, "soft_acc_blocks": [ 25.000345838709677 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084222864, "time_to_acc50_sec": 0, "acc_per_sec": 11.164436064206534, "mobile_acc_per_sec": 97556.33092051191 }, "started": "2026-08-18T00:11:22.355747049+10:00", "ended": "2026-08-18T00:11:24.595729579+10:00" }, { "cell": { "id": "ternary|none|StepTweenSplit|cnn|simd", "dtype": 19, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24360, "total_correct": 5997, "total_train": 442, "infer_ms": 768.025302, "train_ms": 1582.408391, "blocked_train": 1582408391, "duration": 2113483095, "avg_accuracy": 33.73015873015873, "soft_acc": 25.00031012698413, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11525.99708870631, "availability": 32.67589740086321, "score": 941.5674258567916, "zero_downtime": 8.169075686990947, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 17648840, "heap_mib": 16.83124542236328, "mobile_score": 9493317.357069338, "mobile_throughput": 116210422.33930103, "mobile_availability": 329453.4787789186, "mobile_accuracy": 252064.66530492797, "soft_acc_blocks": [ 25.00031012698413 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.096013214, "time_to_acc50_sec": 0, "acc_per_sec": 11.82896148359499, "mobile_acc_per_sec": 119265.04919828942 }, "started": "2026-08-18T00:11:27.695771243+10:00", "ended": "2026-08-18T00:11:29.809784441+10:00" }, { "cell": { "id": "binary|none|StepTweenSplit|cnn|simd", "dtype": 20, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24288, "total_correct": 6118, "total_train": 450, "infer_ms": 794.51431, "train_ms": 1652.866111, "blocked_train": 1652866111, "duration": 2120186254, "avg_accuracy": 17.386363636363637, "soft_acc": 24.999338227272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11455.597334516064, "availability": 32.463866392923144, "score": 929.7078424338899, "zero_downtime": 8.11575176121678, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 11877192, "heap_mib": 11.326972961425781, "mobile_score": 18747487.126691513, "mobile_throughput": 231001239.05072147, "mobile_availability": 654631.3685928035, "mobile_accuracy": 504109.732326937, "soft_acc_blocks": [ 24.999338227272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.791104757946764, "mobile_acc_per_sec": 237766.7204359382 }, "started": "2026-08-18T00:11:33.673270086+10:00", "ended": "2026-08-18T00:11:35.794121651+10:00" }, { "cell": { "id": "int|none|StepTweenSplit|cnn|simd", "dtype": 21, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7152, "total_correct": 1892, "total_train": 262, "infer_ms": 728.716552, "train_ms": 1738.667979, "blocked_train": 1738667979, "duration": 2228519598, "avg_accuracy": 30.28846153846154, "soft_acc": 25.000167615384616, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3209.3054090341457, "availability": 29.533967764021778, "score": 236.96039495594576, "zero_downtime": 7.383541444479104, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10613472, "heap_mib": 10.121795654296875, "mobile_score": 74660.75213381184, "mobile_throughput": 1011178.0734926047, "mobile_availability": 9305.471689341015, "mobile_accuracy": 7876.975888662722, "soft_acc_blocks": [ 25.000167615384616 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073673501, "time_to_acc50_sec": 0, "acc_per_sec": 11.218284837082512, "mobile_acc_per_sec": 3534.6226686684595 }, "started": "2026-08-18T00:11:39.553004909+10:00", "ended": "2026-08-18T00:11:41.782058464+10:00" }, { "cell": { "id": "uint|none|StepTweenSplit|cnn|simd", "dtype": 22, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7552, "total_correct": 1390, "total_train": 266, "infer_ms": 737.553499, "train_ms": 1712.46814, "blocked_train": 1712468140, "duration": 2219835796, "avg_accuracy": 15.384615384615385, "soft_acc": 24.999530346153847, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3402.053437289467, "availability": 30.10395856344516, "score": 256.0333792941567, "zero_downtime": 7.525848256462053, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 16430552, "heap_mib": 15.669395446777344, "mobile_score": 80284.22749005671, "mobile_throughput": 1066779.7802210648, "mobile_availability": 9439.679561789197, "mobile_accuracy": 7839.087180696357, "soft_acc_blocks": [ 24.999530346153847 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.26188269925252, "mobile_acc_per_sec": 3531.3815530058046 }, "started": "2026-08-18T00:11:45.461741335+10:00", "ended": "2026-08-18T00:11:47.682112756+10:00" }, { "cell": { "id": "uintptr|none|StepTweenSplit|cnn|simd", "dtype": 23, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8384, "total_correct": 2315, "total_train": 270, "infer_ms": 771.878091, "train_ms": 1725.767032, "blocked_train": 1725767032, "duration": 2153331392, "avg_accuracy": 30.28846153846154, "soft_acc": 24.99984476923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3893.5019621912425, "availability": 30.904233907852884, "score": 300.8123705755809, "zero_downtime": 7.7260105040832014, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 7504768, "heap_mib": 7.1571044921875, "mobile_score": 94325.54793321183, "mobile_throughput": 1220882.988488829, "mobile_availability": 9690.621403756204, "mobile_accuracy": 7839.185774145013, "soft_acc_blocks": [ 24.99984476923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.092320925, "time_to_acc50_sec": 0, "acc_per_sec": 11.609845498983358, "mobile_acc_per_sec": 3640.492031681212 }, "started": "2026-08-18T00:11:51.185125157+10:00", "ended": "2026-08-18T00:11:53.339213162+10:00" }, { "cell": { "id": "complex64|none|StepTweenSplit|cnn|simd", "dtype": 24, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8336, "total_correct": 2132, "total_train": 282, "infer_ms": 761.03294, "train_ms": 1710.550947, "blocked_train": 1710550947, "duration": 2175675312, "avg_accuracy": 23.958333333333332, "soft_acc": 25.00046175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3831.454056596842, "availability": 30.791305284148752, "score": 294.94412636455706, "zero_downtime": 7.697968499889338, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 14380928, "heap_mib": 13.7147216796875, "mobile_score": 92930.08781455582, "mobile_throughput": 1207202.755063128, "mobile_availability": 9701.62972645179, "mobile_accuracy": 7877.068563692307, "soft_acc_blocks": [ 25.00046175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.490897383497083, "mobile_acc_per_sec": 3620.516590984927 }, "started": "2026-08-18T00:11:57.172562524+10:00", "ended": "2026-08-18T00:11:59.348894398+10:00" }, { "cell": { "id": "complex128|none|StepTweenSplit|cnn|simd", "dtype": 25, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7840, "total_correct": 1813, "total_train": 269, "infer_ms": 769.38397, "train_ms": 1721.388496, "blocked_train": 1721388496, "duration": 2266534249, "avg_accuracy": 24.03846153846154, "soft_acc": 25.000126884615383, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3459.025604161519, "availability": 30.8893718917479, "score": 267.11917640073534, "zero_downtime": 7.7223821667976935, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13075320, "heap_mib": 12.469596862792969, "mobile_score": 42081.54409759277, "mobile_throughput": 544929.5721017531, "mobile_availability": 4866.264125715361, "mobile_accuracy": 3938.481527668639, "soft_acc_blocks": [ 25.000126884615383 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.030112117496346, "mobile_acc_per_sec": 1737.6668935871166 }, "started": "2026-08-18T00:12:02.954878511+10:00", "ended": "2026-08-18T00:12:05.222022135+10:00" }, { "cell": { "id": "nf4|none|StepTweenSplit|cnn|simd", "dtype": 26, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6440, "total_correct": 1623, "total_train": 243, "infer_ms": 673.197727, "train_ms": 1795.260729, "blocked_train": 1795260729, "duration": 2357099123, "avg_accuracy": 24.03846153846154, "soft_acc": 24.999856615384616, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2732.1719045075556, "availability": 27.271989340702923, "score": 186.27833925769642, "zero_downtime": 6.817958231338707, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13750184, "heap_mib": 13.113197326660156, "mobile_score": 939072.0955071071, "mobile_throughput": 13773509.07183132, "mobile_availability": 137484.39180248513, "mobile_accuracy": 126030.04639583432, "soft_acc_blocks": [ 24.999856615384616 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.606196562309192, "mobile_acc_per_sec": 53468.284454422705 }, "started": "2026-08-18T00:12:08.999247108+10:00", "ended": "2026-08-18T00:12:11.380560262+10:00" }, { "cell": { "id": "fp6|none|StepTweenSplit|cnn|simd", "dtype": 27, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3016, "total_correct": 600, "total_train": 166, "infer_ms": 568.701766, "train_ms": 1862.934907, "blocked_train": 1862934907, "duration": 2130602164, "avg_accuracy": 25, "soft_acc": 24.99985688888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1415.5622532259852, "availability": 23.387612644382912, "score": 82.76608033860707, "zero_downtime": 5.846869690823411, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 14248336, "heap_mib": 13.588272094726562, "mobile_score": 278161.94056774117, "mobile_throughput": 4757450.657816316, "mobile_availability": 78601.56832114249, "mobile_accuracy": 84020.03184975499, "soft_acc_blocks": [ 24.99985688888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077301099, "time_to_acc50_sec": 0, "acc_per_sec": 11.733704823595067, "mobile_acc_per_sec": 39434.8758625193 }, "started": "2026-08-18T00:12:15.176853892+10:00", "ended": "2026-08-18T00:12:17.308472565+10:00" }, { "cell": { "id": "int6|none|StepTweenSplit|cnn|simd", "dtype": 28, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3208, "total_correct": 751, "total_train": 168, "infer_ms": 597.441406, "train_ms": 1868.442909, "blocked_train": 1868442909, "duration": 2132729288, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000376666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1504.1759017659253, "availability": 24.22828201492494, "score": 91.11036757895323, "zero_downtime": 6.057161763593491, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 14163528, "heap_mib": 13.507392883300781, "mobile_score": 306205.59228996304, "mobile_throughput": 5055265.2255452145, "mobile_availability": 81426.90718616004, "mobile_accuracy": 84021.77872957266, "soft_acc_blocks": [ 25.000376666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075640267, "time_to_acc50_sec": 0, "acc_per_sec": 11.72224567240372, "mobile_acc_per_sec": 39396.363712135906 }, "started": "2026-08-18T00:12:20.765414895+10:00", "ended": "2026-08-18T00:12:22.898992099+10:00" }, { "cell": { "id": "uint6|none|StepTweenSplit|cnn|simd", "dtype": 29, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3048, "total_correct": 835, "total_train": 160, "infer_ms": 597.493282, "train_ms": 1823.185355, "blocked_train": 1823185355, "duration": 2267814833, "avg_accuracy": 25, "soft_acc": 24.99992318181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1344.025074555106, "availability": 24.682883257088868, "score": 82.93578018479289, "zero_downtime": 6.170701853330078, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10650808, "heap_mib": 10.157402038574219, "mobile_score": 265135.57513124816, "mobile_throughput": 4296684.257855777, "mobile_availability": 78908.16766519884, "mobile_accuracy": 79921.70564115298, "soft_acc_blocks": [ 24.99992318181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08761447, "time_to_acc50_sec": 0, "acc_per_sec": 11.023793838029887, "mobile_acc_per_sec": 35241.72453507935 }, "started": "2026-08-18T00:12:26.64982888+10:00", "ended": "2026-08-18T00:12:28.918655744+10:00" }, { "cell": { "id": "int5|none|StepTweenSplit|cnn|simd", "dtype": 30, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3480, "total_correct": 714, "total_train": 183, "infer_ms": 586.202616, "train_ms": 1824.427738, "blocked_train": 1824427738, "duration": 2187571490, "avg_accuracy": 13.75, "soft_acc": 24.999260200000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1590.8051535266627, "availability": 24.31739959746645, "score": 96.70774963962657, "zero_downtime": 6.079169999244391, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 15665592, "heap_mib": 14.939872741699219, "mobile_score": 390020.86648508103, "mobile_throughput": 6415692.710247592, "mobile_availability": 98071.69846274224, "mobile_accuracy": 100821.63178259693, "soft_acc_blocks": [ 24.999260200000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.427859758768388, "mobile_acc_per_sec": 46088.38259388585 }, "started": "2026-08-18T00:12:32.427807301+10:00", "ended": "2026-08-18T00:12:34.629093618+10:00" }, { "cell": { "id": "uint5|none|StepTweenSplit|cnn|simd", "dtype": 31, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3520, "total_correct": 831, "total_train": 187, "infer_ms": 582.487058, "train_ms": 1836.679646, "blocked_train": 1836679646, "duration": 2152735329, "avg_accuracy": 21.25, "soft_acc": 25.0001418, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1635.1290158995666, "availability": 24.07800409276797, "score": 98.42716611830326, "zero_downtime": 6.019535165801797, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 12771240, "heap_mib": 12.179603576660156, "mobile_score": 373943.3483321231, "mobile_throughput": 6212163.199188058, "mobile_availability": 91476.87398397923, "mobile_accuracy": 94980.24886984349, "soft_acc_blocks": [ 25.0001418 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.613198084881711, "mobile_acc_per_sec": 44120.7275183077 }, "started": "2026-08-18T00:12:38.226291453+10:00", "ended": "2026-08-18T00:12:40.379870219+10:00" }, { "cell": { "id": "int3|none|StepTweenSplit|cnn|simd", "dtype": 32, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 958, "total_train": 211, "infer_ms": 628.881318, "train_ms": 1799.708231, "blocked_train": 1799708231, "duration": 2304558196, "avg_accuracy": 13.157894736842104, "soft_acc": 24.999732, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1881.488611364189, "availability": 25.89491988298101, "score": 121.80118640732655, "zero_downtime": 6.473660572359966, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 12859912, "heap_mib": 12.264167785644531, "mobile_score": 818703.8515272362, "mobile_throughput": 12646691.039421896, "mobile_availability": 174056.35584113267, "mobile_accuracy": 168039.22424123078, "soft_acc_blocks": [ 24.999732 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.847949964288949, "mobile_acc_per_sec": 72916.0255240657 }, "started": "2026-08-18T00:12:44.185175269+10:00", "ended": "2026-08-18T00:12:46.490499036+10:00" }, { "cell": { "id": "uint3|none|StepTweenSplit|cnn|simd", "dtype": 33, "format": 0, "mode": "StepTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4520, "total_correct": 1119, "total_train": 213, "infer_ms": 626.51377, "train_ms": 1833.885003, "blocked_train": 1833885003, "duration": 2278959417, "avg_accuracy": 23.68421052631579, "soft_acc": 25.000331684210526, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1983.3613386367733, "availability": 25.463911658356206, "score": 126.26201992662598, "zero_downtime": 6.3660623743634055, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10446224, "heap_mib": 9.962295532226562, "mobile_score": 769740.2546894288, "mobile_throughput": 12091308.715246473, "mobile_availability": 155237.48041321232, "mobile_accuracy": 152411.32439594614, "soft_acc_blocks": [ 25.000331684210526 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.970064450344939, "mobile_acc_per_sec": 66877.59477374938 }, "started": "2026-08-18T00:12:50.013723918+10:00", "ended": "2026-08-18T00:12:52.293576251+10:00" }, { "cell": { "id": "float64|none|StepTweenSplit|bicameral|simd", "dtype": 0, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9064, "total_correct": 2065, "total_train": 298, "infer_ms": 788.233937, "train_ms": 1648.246956, "blocked_train": 1648246956, "duration": 2256374803, "avg_accuracy": 25, "soft_acc": 25.000006066666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4017.0631173282077, "availability": 32.35132847807643, "score": 324.89339990540554, "zero_downtime": 8.08783408216637, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12375312, "heap_mib": 11.802017211914062, "mobile_score": 70040.1771585548, "mobile_throughput": 865994.2383461231, "mobile_availability": 6974.26533927374, "mobile_accuracy": 5389.474992056141, "soft_acc_blocks": [ 25.000006066666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.090351861, "time_to_acc50_sec": 0, "acc_per_sec": 11.079722231176975, "mobile_acc_per_sec": 2388.5548557316256 }, "started": "2026-08-18T00:12:55.949552455+10:00", "ended": "2026-08-18T00:12:58.206513351+10:00" }, { "cell": { "id": "float32|none|StepTweenSplit|bicameral|simd", "dtype": 1, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16864, "total_correct": 4632, "total_train": 365, "infer_ms": 881.21786, "train_ms": 1549.870311, "blocked_train": 1549870311, "duration": 2240013514, "avg_accuracy": 22.83653846153846, "soft_acc": 24.999995538461537, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7528.526008705142, "availability": 36.24787741192954, "score": 682.2325978878671, "zero_downtime": 9.061967735769391, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9611256, "heap_mib": 9.166007995605469, "mobile_score": 294149.9706261793, "mobile_throughput": 3245983.4243848696, "mobile_availability": 15628.558513606671, "mobile_accuracy": 10778.945444793522, "soft_acc_blocks": [ 24.999995538461537 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.160644961386396, "mobile_acc_per_sec": 4812.000185456703 }, "started": "2026-08-18T00:13:01.872754371+10:00", "ended": "2026-08-18T00:13:04.122494643+10:00" }, { "cell": { "id": "float16|none|StepTweenSplit|bicameral|simd", "dtype": 2, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1313, "total_train": 250, "infer_ms": 702.993189, "train_ms": 1807.425229, "blocked_train": 1807425229, "duration": 2354562103, "avg_accuracy": 22.395833333333332, "soft_acc": 24.999986500000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2626.390695798946, "availability": 28.003028656874676, "score": 183.86713550821048, "zero_downtime": 7.0007533838098, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 7515296, "heap_mib": 7.167144775390625, "mobile_score": 158551.5341140274, "mobile_throughput": 2264778.166314207, "mobile_availability": 24147.453763907088, "mobile_accuracy": 21557.88309557895, "soft_acc_blocks": [ 24.999986500000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.617679808974655, "mobile_acc_per_sec": 9155.792946854775 }, "started": "2026-08-18T00:13:07.970984783+10:00", "ended": "2026-08-18T00:13:10.326244594+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenSplit|bicameral|simd", "dtype": 3, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8888, "total_correct": 2422, "total_train": 290, "infer_ms": 765.919546, "train_ms": 1696.203536, "blocked_train": 1696203536, "duration": 2296530243, "avg_accuracy": 28.125, "soft_acc": 25.0000018125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3870.186350513478, "availability": 31.108093319926073, "score": 300.9853172146274, "zero_downtime": 7.777023893815709, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11538400, "heap_mib": 11.003875732421875, "mobile_score": 259544.3914339187, "mobile_throughput": 3337322.7982533067, "mobile_availability": 26825.000050193095, "mobile_accuracy": 21557.896299789474, "soft_acc_blocks": [ 25.0000018125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073122038, "time_to_acc50_sec": 0, "acc_per_sec": 10.885988498824224, "mobile_acc_per_sec": 9387.159766565057 }, "started": "2026-08-18T00:13:14.171020922+10:00", "ended": "2026-08-18T00:13:16.468142883+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenSplit|bicameral|simd", "dtype": 4, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7072, "total_correct": 1495, "total_train": 259, "infer_ms": 740.397678, "train_ms": 1789.234615, "blocked_train": 1789234615, "duration": 2196008025, "avg_accuracy": 32.608695652173914, "soft_acc": 24.99998986956522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3220.3889600995426, "availability": 29.268984272885387, "score": 235.64368907735846, "zero_downtime": 7.317243103145984, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10481792, "heap_mib": 9.9962158203125, "mobile_score": 406398.54756246746, "mobile_throughput": 5553984.497081148, "mobile_availability": 50478.21456073202, "mobile_accuracy": 43115.77200241648, "soft_acc_blocks": [ 24.99998986956522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067559806, "time_to_acc50_sec": 0, "acc_per_sec": 11.384288939274356, "mobile_acc_per_sec": 19633.704208533793 }, "started": "2026-08-18T00:13:19.755380039+10:00", "ended": "2026-08-18T00:13:21.952157542+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenSplit|bicameral|simd", "dtype": 5, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6752, "total_correct": 1918, "total_train": 259, "infer_ms": 728.643088, "train_ms": 1782.548253, "blocked_train": 1782548253, "duration": 2266424694, "avg_accuracy": 22.5, "soft_acc": 25.0000008, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2979.141560659328, "availability": 29.01583308700968, "score": 216.1056925820434, "zero_downtime": 7.253958503879083, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10683032, "heap_mib": 10.188133239746094, "mobile_score": 372702.7018172841, "mobile_throughput": 5137921.613667625, "mobile_availability": 50041.6220313228, "mobile_accuracy": 43115.79085338947, "soft_acc_blocks": [ 25.0000008 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.030589662292128, "mobile_acc_per_sec": 19023.703265999393 }, "started": "2026-08-18T00:13:25.619630952+10:00", "ended": "2026-08-18T00:13:27.886679968+10:00" }, { "cell": { "id": "int64|none|StepTweenSplit|bicameral|simd", "dtype": 6, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1164, "total_train": 234, "infer_ms": 705.788481, "train_ms": 1808.972118, "blocked_train": 1808972118, "duration": 2197074622, "avg_accuracy": 25, "soft_acc": 24.9999599, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2476.0196788618678, "availability": 28.065831844218422, "score": 173.7286012136589, "zero_downtime": 7.016446706656036, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12795824, "heap_mib": 12.203048706054688, "mobile_score": 37452.22897742878, "mobile_throughput": 533777.7160325374, "mobile_availability": 6050.402485995719, "mobile_accuracy": 5389.465039494737, "soft_acc_blocks": [ 24.9999599 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072855841, "time_to_acc50_sec": 0, "acc_per_sec": 11.3787486549922, "mobile_acc_per_sec": 2453.0186574130553 }, "started": "2026-08-18T00:13:31.255056158+10:00", "ended": "2026-08-18T00:13:33.453034738+10:00" }, { "cell": { "id": "int32|none|StepTweenSplit|bicameral|simd", "dtype": 7, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5384, "total_correct": 1298, "total_train": 234, "infer_ms": 706.935251, "train_ms": 1806.27613, "blocked_train": 1806276130, "duration": 2206869705, "avg_accuracy": 24.166666666666668, "soft_acc": 25.000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2439.6546782085625, "availability": 28.1287621226159, "score": 171.56118584897905, "zero_downtime": 7.032191374516839, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10732848, "heap_mib": 10.235641479492188, "mobile_score": 73969.95970920191, "mobile_throughput": 1051876.3749412918, "mobile_availability": 12127.937858340498, "mobile_accuracy": 10778.948661894736, "soft_acc_blocks": [ 25.000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.328264166823569, "mobile_acc_per_sec": 4884.270529190457 }, "started": "2026-08-18T00:13:37.16151265+10:00", "ended": "2026-08-18T00:13:39.369318655+10:00" }, { "cell": { "id": "int16|none|StepTweenSplit|bicameral|simd", "dtype": 8, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5376, "total_correct": 1436, "total_train": 236, "infer_ms": 695.544961, "train_ms": 1802.729619, "blocked_train": 1802729619, "duration": 2185728788, "avg_accuracy": 36.8421052631579, "soft_acc": 25.00001305263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2459.5915236671167, "availability": 27.84101341654767, "score": 171.19389090529262, "zero_downtime": 6.960256988121826, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13576456, "heap_mib": 12.947517395019531, "mobile_score": 147623.19518906917, "mobile_throughput": 2120944.6065137917, "mobile_availability": 24007.74546403774, "mobile_accuracy": 21557.90599233241, "soft_acc_blocks": [ 25.00001305263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066057151, "time_to_acc50_sec": 0, "acc_per_sec": 11.437838578091501, "mobile_acc_per_sec": 9863.028803339534 }, "started": "2026-08-18T00:13:43.240096336+10:00", "ended": "2026-08-18T00:13:45.426442623+10:00" }, { "cell": { "id": "int8|none|StepTweenSplit|bicameral|simd", "dtype": 9, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13456, "total_correct": 3759, "total_train": 328, "infer_ms": 848.302034, "train_ms": 1576.26335, "blocked_train": 1576263350, "duration": 2218803319, "avg_accuracy": 24.71590909090909, "soft_acc": 24.999992590909088, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6064.53031901202, "availability": 34.98779779658852, "score": 530.4612441227127, "zero_downtime": 8.746946856869382, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9592168, "heap_mib": 9.147804260253906, "mobile_score": 914850.2130217395, "mobile_throughput": 10459080.499651888, "mobile_availability": 60341.06095782171, "mobile_accuracy": 43115.77669573205, "soft_acc_blocks": [ 24.999992590909088 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.26733152813942, "mobile_acc_per_sec": 19431.995763898554 }, "started": "2026-08-18T00:13:49.255236752+10:00", "ended": "2026-08-18T00:13:51.474700434+10:00" }, { "cell": { "id": "uint64|none|StepTweenSplit|bicameral|simd", "dtype": 10, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5280, "total_correct": 1092, "total_train": 230, "infer_ms": 696.555423, "train_ms": 1847.601781, "blocked_train": 1847601781, "duration": 2287526082, "avg_accuracy": 23.214285714285715, "soft_acc": 25.000015238095237, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2308.1704036282113, "availability": 27.378631395294864, "score": 157.98646299261648, "zero_downtime": 6.844662020805642, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10840448, "heap_mib": 10.3382568359375, "mobile_score": 33863.6168068164, "mobile_throughput": 494744.907840322, "mobile_availability": 5868.47420154389, "mobile_accuracy": 5358.629594910251, "soft_acc_blocks": [ 25.000015238095237 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.928843799777598, "mobile_acc_per_sec": 2342.5436051094835 }, "started": "2026-08-18T00:13:55.264788716+10:00", "ended": "2026-08-18T00:13:57.553115735+10:00" }, { "cell": { "id": "uint32|none|StepTweenSplit|bicameral|simd", "dtype": 11, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5184, "total_correct": 1306, "total_train": 231, "infer_ms": 692.016887, "train_ms": 1832.543418, "blocked_train": 1832543418, "duration": 2298595122, "avg_accuracy": 23.61111111111111, "soft_acc": 24.999998222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2255.2906122455433, "availability": 27.411382712048148, "score": 154.55157425754498, "zero_downtime": 6.8528451906985675, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 13592840, "heap_mib": 12.963142395019531, "mobile_score": 65877.67135312174, "mobile_throughput": 961318.5402544646, "mobile_availability": 11684.113023849024, "mobile_accuracy": 10656.259404823126, "soft_acc_blocks": [ 24.999998222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.876207811869804, "mobile_acc_per_sec": 4635.988001032192 }, "started": "2026-08-18T00:14:01.330575218+10:00", "ended": "2026-08-18T00:14:03.629630027+10:00" }, { "cell": { "id": "uint16|none|StepTweenSplit|bicameral|simd", "dtype": 12, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5632, "total_correct": 1211, "total_train": 237, "infer_ms": 699.299153, "train_ms": 1832.115957, "blocked_train": 1832115957, "duration": 2303642920, "avg_accuracy": 21.428571428571427, "soft_acc": 24.99998842857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2444.8233496187854, "availability": 27.62483127470943, "score": 168.84450317330175, "zero_downtime": 6.906204622089739, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 12528192, "heap_mib": 11.94781494140625, "mobile_score": 142320.17183235375, "mobile_throughput": 2060758.1098471603, "mobile_availability": 23285.15681568305, "mobile_accuracy": 21072.659056654113, "soft_acc_blocks": [ 24.99998842857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.852371351273238, "mobile_acc_per_sec": 9147.537091666147 }, "started": "2026-08-18T00:14:07.07439177+10:00", "ended": "2026-08-18T00:14:09.378688387+10:00" }, { "cell": { "id": "uint8|none|StepTweenSplit|bicameral|simd", "dtype": 13, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10048, "total_correct": 2470, "total_train": 315, "infer_ms": 787.76819, "train_ms": 1660.366495, "blocked_train": 1660366495, "duration": 2278528362, "avg_accuracy": 26.785714285714285, "soft_acc": 25.000001857142855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4409.863913732578, "availability": 32.17830272275236, "score": 354.75486630878765, "zero_downtime": 8.044576278285142, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 9581856, "heap_mib": 9.137969970703125, "mobile_score": 584885.909897175, "mobile_throughput": 7270562.049066119, "mobile_availability": 53052.50936448551, "mobile_accuracy": 41217.61312477268, "soft_acc_blocks": [ 25.000001857142855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075082815, "time_to_acc50_sec": 0, "acc_per_sec": 10.971995027175728, "mobile_acc_per_sec": 18089.576505685247 }, "started": "2026-08-18T00:14:13.113010611+10:00", "ended": "2026-08-18T00:14:15.392441003+10:00" }, { "cell": { "id": "int4|none|StepTweenSplit|bicameral|simd", "dtype": 14, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12512, "total_correct": 3403, "total_train": 309, "infer_ms": 821.92714, "train_ms": 1621.942531, "blocked_train": 1621942531, "duration": 2418826445, "avg_accuracy": 36.91860465116279, "soft_acc": 25.000010511627906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5172.756410805654, "availability": 33.63220018454086, "score": 434.9281306572372, "zero_downtime": 8.408053581426953, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10416968, "heap_mib": 9.934394836425781, "mobile_score": 1500181.5774080367, "mobile_throughput": 17842198.112555753, "mobile_availability": 116006.30901547735, "mobile_accuracy": 86231.61520473928, "soft_acc_blocks": [ 25.000010511627906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067857668, "time_to_acc50_sec": 0, "acc_per_sec": 10.335595000338234, "mobile_acc_per_sec": 35650.18704958771 }, "started": "2026-08-18T00:14:18.998900889+10:00", "ended": "2026-08-18T00:14:21.439859595+10:00" }, { "cell": { "id": "uint4|none|StepTweenSplit|bicameral|simd", "dtype": 15, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5056, "total_correct": 1298, "total_train": 233, "infer_ms": 659.769778, "train_ms": 1793.0326, "blocked_train": 1793032600, "duration": 2207263340, "avg_accuracy": 26.25, "soft_acc": 25.00000515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2290.6192969253957, "availability": 26.898611315680974, "score": 154.03622708194285, "zero_downtime": 6.724654214198726, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 12518512, "heap_mib": 11.938583374023438, "mobile_score": 486502.08086950396, "mobile_throughput": 7234603.674376035, "mobile_availability": 84955.53692455268, "mobile_accuracy": 78959.05241013976, "soft_acc_blocks": [ 25.00000515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07715802, "time_to_acc50_sec": 0, "acc_per_sec": 11.326244901072837, "mobile_acc_per_sec": 35772.37522104624 }, "started": "2026-08-18T00:14:24.877271+10:00", "ended": "2026-08-18T00:14:27.085511006+10:00" }, { "cell": { "id": "fp4|none|StepTweenSplit|bicameral|simd", "dtype": 16, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9256, "total_correct": 2250, "total_train": 296, "infer_ms": 687.630582, "train_ms": 1741.980375, "blocked_train": 1741980375, "duration": 2209746559, "avg_accuracy": 25.694444444444443, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4188.715652617066, "availability": 28.30208597878002, "score": 296.3734763525747, "zero_downtime": 7.075521494695005, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10421328, "heap_mib": 9.938552856445312, "mobile_score": 1022270.1129601229, "mobile_throughput": 14447982.579469053, "mobile_availability": 97621.34245817513, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069236208, "time_to_acc50_sec": 0, "acc_per_sec": 11.31351461921204, "mobile_acc_per_sec": 39023.28916235159 }, "started": "2026-08-18T00:14:30.987957025+10:00", "ended": "2026-08-18T00:14:33.19897379+10:00" }, { "cell": { "id": "int2|none|StepTweenSplit|bicameral|simd", "dtype": 17, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13224, "total_correct": 3000, "total_train": 320, "infer_ms": 819.27182, "train_ms": 1613.109867, "blocked_train": 1613109867, "duration": 2294384247, "avg_accuracy": 21.5625, "soft_acc": 24.999972324999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5763.637898617424, "availability": 33.681877493924745, "score": 485.32482679625673, "zero_downtime": 8.420460052021589, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10484448, "heap_mib": 9.998748779296875, "mobile_score": 3348026.089359945, "mobile_throughput": 39760607.718293846, "mobile_availability": 232355.31825703706, "mobile_accuracy": 172462.96697802105, "soft_acc_blocks": [ 24.999972324999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.896157588986444, "mobile_acc_per_sec": 75167.42986861216 }, "started": "2026-08-18T00:14:37.32210642+10:00", "ended": "2026-08-18T00:14:39.617183739+10:00" }, { "cell": { "id": "uint2|none|StepTweenSplit|bicameral|simd", "dtype": 18, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4464, "total_correct": 1218, "total_train": 225, "infer_ms": 637.697912, "train_ms": 1813.579487, "blocked_train": 1813579487, "duration": 2403780703, "avg_accuracy": 25.833333333333332, "soft_acc": 24.999990533333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1857.0745635942483, "availability": 26.014922352735322, "score": 120.7790807028313, "zero_downtime": 6.503728125437848, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 9437040, "heap_mib": 8.999862670898438, "mobile_score": 703589.1407058446, "mobile_throughput": 10818243.43108557, "mobile_availability": 151547.90678300997, "mobile_accuracy": 145635.5004082252, "soft_acc_blocks": [ 24.999990533333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069730841, "time_to_acc50_sec": 0, "acc_per_sec": 10.400279236010382, "mobile_acc_per_sec": 60586.01777877124 }, "started": "2026-08-18T00:14:43.310092988+10:00", "ended": "2026-08-18T00:14:45.714723013+10:00" }, { "cell": { "id": "ternary|none|StepTweenSplit|bicameral|simd", "dtype": 19, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13144, "total_correct": 3248, "total_train": 323, "infer_ms": 806.402778, "train_ms": 1643.510809, "blocked_train": 1643510809, "duration": 2272698585, "avg_accuracy": 21.59090909090909, "soft_acc": 25.00000409090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5783.43300196141, "availability": 32.9155600539963, "score": 475.91241861237705, "zero_downtime": 8.228891360044715, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 16021440, "heap_mib": 15.27923583984375, "mobile_score": 3283094.343808499, "mobile_throughput": 39897164.759636104, "mobile_availability": 227068.85723144226, "mobile_accuracy": 172463.18611598085, "soft_acc_blocks": [ 25.00000409090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.000140650375373, "mobile_acc_per_sec": 75884.75975400004 }, "started": "2026-08-18T00:14:49.320558776+10:00", "ended": "2026-08-18T00:14:51.602463546+10:00" }, { "cell": { "id": "binary|none|StepTweenSplit|bicameral|simd", "dtype": 20, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12952, "total_correct": 2713, "total_train": 324, "infer_ms": 805.434627, "train_ms": 1639.045927, "blocked_train": 1639045927, "duration": 2298273751, "avg_accuracy": 22.5, "soft_acc": 24.999784177777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5635.534058710136, "availability": 32.94911165000006, "score": 464.2105947564637, "zero_downtime": 8.23720680099505, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 11572168, "heap_mib": 11.036079406738281, "mobile_score": 6404738.007991496, "mobile_throughput": 77753760.01507947, "mobile_availability": 454600.62759882194, "mobile_accuracy": 344923.3380789146, "soft_acc_blocks": [ 24.999784177777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.877635515308018, "mobile_acc_per_sec": 150079.30971183712 }, "started": "2026-08-18T00:14:54.873792051+10:00", "ended": "2026-08-18T00:14:57.172737364+10:00" }, { "cell": { "id": "int|none|StepTweenSplit|bicameral|simd", "dtype": 21, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4232, "total_correct": 1089, "total_train": 212, "infer_ms": 645.537699, "train_ms": 1813.713524, "blocked_train": 1813713524, "duration": 2217799793, "avg_accuracy": 21.428571428571427, "soft_acc": 24.999984428571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1908.197490755199, "availability": 26.24935968162371, "score": 125.2223277003428, "zero_downtime": 6.562335833005634, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10514648, "heap_mib": 10.027549743652344, "mobile_score": 26995.297592663374, "mobile_throughput": 411367.20642806817, "mobile_availability": 5658.809329259511, "mobile_accuracy": 5389.470327338346, "soft_acc_blocks": [ 24.999984428571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.272426170963858, "mobile_acc_per_sec": 2430.0977682246294 }, "started": "2026-08-18T00:15:01.306790394+10:00", "ended": "2026-08-18T00:15:03.605420856+10:00" }, { "cell": { "id": "uint|none|StepTweenSplit|bicameral|simd", "dtype": 22, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4232, "total_correct": 901, "total_train": 204, "infer_ms": 665.177102, "train_ms": 1794.843031, "blocked_train": 1794843031, "duration": 2364159374, "avg_accuracy": 20.3125, "soft_acc": 24.9999946875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1790.0654442089235, "availability": 27.03949829828486, "score": 121.0061531174513, "zero_downtime": 6.759873138097868, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10524736, "heap_mib": 10.03717041015625, "mobile_score": 25937.07032119473, "mobile_throughput": 383691.6727773541, "mobile_availability": 5795.7826998410355, "mobile_accuracy": 5358.625189991823, "soft_acc_blocks": [ 24.9999946875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.57458095356815, "mobile_acc_per_sec": 2266.609116510359 }, "started": "2026-08-18T00:15:07.507861537+10:00", "ended": "2026-08-18T00:15:09.872841743+10:00" }, { "cell": { "id": "uintptr|none|StepTweenSplit|bicameral|simd", "dtype": 23, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4312, "total_correct": 1019, "total_train": 219, "infer_ms": 628.111466, "train_ms": 1822.277407, "blocked_train": 1822277407, "duration": 2271441266, "avg_accuracy": 25, "soft_acc": 25.000014785714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1898.354170342875, "availability": 25.63313410866929, "score": 121.65198953379615, "zero_downtime": 6.408287317209293, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 16507056, "heap_mib": 15.742355346679688, "mobile_score": 26075.502162181077, "mobile_throughput": 406902.8255358648, "mobile_availability": 5494.335492872447, "mobile_accuracy": 5358.629497944632, "soft_acc_blocks": [ 25.000014785714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.090726019, "time_to_acc50_sec": 0, "acc_per_sec": 11.006234305912397, "mobile_acc_per_sec": 2359.1318772600976 }, "started": "2026-08-18T00:15:13.138734026+10:00", "ended": "2026-08-18T00:15:15.410805865+10:00" }, { "cell": { "id": "complex64|none|StepTweenSplit|bicameral|simd", "dtype": 24, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4448, "total_correct": 1056, "total_train": 229, "infer_ms": 628.074485, "train_ms": 1827.231453, "blocked_train": 1827231453, "duration": 2263775072, "avg_accuracy": 25.892857142857142, "soft_acc": 25.0000065, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1964.8595194001675, "availability": 25.580294303837587, "score": 125.65424459997801, "zero_downtime": 6.395075238678527, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10524272, "heap_mib": 10.036727905273438, "mobile_score": 27088.409783237366, "mobile_throughput": 423582.3469191098, "mobile_availability": 5514.572919395724, "mobile_accuracy": 5389.475085473685, "soft_acc_blocks": [ 25.0000065 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070032194, "time_to_acc50_sec": 0, "acc_per_sec": 11.04350286793864, "mobile_acc_per_sec": 2380.746723530351 }, "started": "2026-08-18T00:15:19.277452146+10:00", "ended": "2026-08-18T00:15:21.541867061+10:00" }, { "cell": { "id": "complex128|none|StepTweenSplit|bicameral|simd", "dtype": 25, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4448, "total_correct": 1039, "total_train": 226, "infer_ms": 648.505342, "train_ms": 1814.319705, "blocked_train": 1814319705, "duration": 2273314947, "avg_accuracy": 19.642857142857142, "soft_acc": 24.99998992857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1956.6140652309714, "availability": 26.331766553615044, "score": 128.80271011384147, "zero_downtime": 6.582938986418701, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 9681560, "heap_mib": 9.233055114746094, "mobile_score": 13883.576332270912, "mobile_throughput": 210902.40029436996, "mobile_availability": 2838.2872579896634, "mobile_accuracy": 2694.7357565112784, "soft_acc_blocks": [ 24.99998992857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.997151961527763, "mobile_acc_per_sec": 1185.377221958361 }, "started": "2026-08-18T00:15:25.669907496+10:00", "ended": "2026-08-18T00:15:27.944039734+10:00" }, { "cell": { "id": "nf4|none|StepTweenSplit|bicameral|simd", "dtype": 26, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3824, "total_correct": 830, "total_train": 198, "infer_ms": 608.365964, "train_ms": 1853.845004, "blocked_train": 1853845004, "duration": 2296612668, "avg_accuracy": 19.791666666666668, "soft_acc": 25.000002749999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1665.0609191884855, "availability": 24.708116887894555, "score": 102.85131085557856, "zero_downtime": 6.177029901446852, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9471200, "heap_mib": 9.032440185546875, "mobile_score": 354761.23727532616, "mobile_throughput": 5743233.2842071885, "mobile_availability": 85224.79728237145, "mobile_accuracy": 86231.5884328421, "soft_acc_blocks": [ 25.000002749999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.885598210938719, "mobile_acc_per_sec": 37547.29286063578 }, "started": "2026-08-18T00:15:31.790071852+10:00", "ended": "2026-08-18T00:15:34.087832279+10:00" }, { "cell": { "id": "fp6|none|StepTweenSplit|bicameral|simd", "dtype": 27, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1928, "total_correct": 527, "total_train": 117, "infer_ms": 587.798703, "train_ms": 1890.768595, "blocked_train": 1890768595, "duration": 2353792477, "avg_accuracy": 17.857142857142858, "soft_acc": 24.99999342857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 819.1036460687949, "availability": 23.71526096847583, "score": 48.56312905171013, "zero_downtime": 5.928813683687523, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10725752, "heap_mib": 10.228874206542969, "mobile_score": 111671.34124676754, "mobile_throughput": 1883536.019254896, "mobile_availability": 54533.450625615165, "mobile_accuracy": 57487.70418718797, "soft_acc_blocks": [ 24.99999342857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.621154444522183, "mobile_acc_per_sec": 24423.437813200202 }, "started": "2026-08-18T00:15:38.030443365+10:00", "ended": "2026-08-18T00:15:40.385321049+10:00" }, { "cell": { "id": "int6|none|StepTweenSplit|bicameral|simd", "dtype": 28, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1944, "total_correct": 486, "total_train": 118, "infer_ms": 590.56296, "train_ms": 1885.101783, "blocked_train": 1885101783, "duration": 2371305362, "avg_accuracy": 37.5, "soft_acc": 25.000016857142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 819.8016295802564, "availability": 23.85472272325364, "score": 48.89038437033679, "zero_downtime": 5.963684702038098, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10926472, "heap_mib": 10.420295715332031, "mobile_score": 112423.86772261024, "mobile_throughput": 1885141.0384621643, "mobile_availability": 54854.14415407546, "mobile_accuracy": 57487.758061393484, "soft_acc_blocks": [ 25.000016857142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071116567, "time_to_acc50_sec": 0, "acc_per_sec": 10.542723538590327, "mobile_acc_per_sec": 24243.085257019495 }, "started": "2026-08-18T00:15:44.181654516+10:00", "ended": "2026-08-18T00:15:46.553777637+10:00" }, { "cell": { "id": "uint6|none|StepTweenSplit|bicameral|simd", "dtype": 29, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2056, "total_correct": 445, "total_train": 125, "infer_ms": 576.352157, "train_ms": 1903.15164, "blocked_train": 1903151640, "duration": 2294961400, "avg_accuracy": 30.357142857142858, "soft_acc": 25.00001442857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 895.8756343352877, "availability": 23.244657164765776, "score": 52.06083500249879, "zero_downtime": 5.811167645063407, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 13657056, "heap_mib": 13.024383544921875, "mobile_score": 112788.7233958268, "mobile_throughput": 1940896.0519602452, "mobile_availability": 50359.06948595338, "mobile_accuracy": 54162.01473027627, "soft_acc_blocks": [ 25.00001442857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070265317, "time_to_acc50_sec": 0, "acc_per_sec": 10.893435692892886, "mobile_acc_per_sec": 23600.403357667048 }, "started": "2026-08-18T00:15:49.828986775+10:00", "ended": "2026-08-18T00:15:52.124894945+10:00" }, { "cell": { "id": "int5|none|StepTweenSplit|bicameral|simd", "dtype": 30, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2336, "total_correct": 555, "total_train": 133, "infer_ms": 607.201281, "train_ms": 1874.825843, "blocked_train": 1874825843, "duration": 2360108698, "avg_accuracy": 25, "soft_acc": 25.00000877777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 989.7849204909799, "availability": 24.463926083992302, "score": 60.535084089387, "zero_downtime": 6.115983668387144, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 10520104, "heap_mib": 10.032752990722656, "mobile_score": 167041.14824766596, "mobile_throughput": 2731222.9283914464, "mobile_availability": 67506.01515117977, "mobile_accuracy": 68985.28737938714, "soft_acc_blocks": [ 25.00000877777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077961088, "time_to_acc50_sec": 0, "acc_per_sec": 10.592736173110692, "mobile_acc_per_sec": 29229.707698567676 }, "started": "2026-08-18T00:15:55.944746066+10:00", "ended": "2026-08-18T00:15:58.305609711+10:00" }, { "cell": { "id": "uint5|none|StepTweenSplit|bicameral|simd", "dtype": 31, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2408, "total_correct": 680, "total_train": 135, "infer_ms": 624.347756, "train_ms": 1868.477563, "blocked_train": 1868477563, "duration": 2248313953, "avg_accuracy": 28.125, "soft_acc": 24.999998875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1071.0247991775907, "availability": 25.045788457029065, "score": 67.06164836331061, "zero_downtime": 6.261446832492146, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 14379296, "heap_mib": 13.713165283203125, "mobile_score": 172351.06616227154, "mobile_throughput": 2752575.734858925, "mobile_availability": 64368.65852234732, "mobile_accuracy": 64250.97750086274, "soft_acc_blocks": [ 24.999998875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082574936, "time_to_acc50_sec": 0, "acc_per_sec": 11.119443012681424, "mobile_acc_per_sec": 28577.404599179994 }, "started": "2026-08-18T00:16:02.412070102+10:00", "ended": "2026-08-18T00:16:04.661302648+10:00" }, { "cell": { "id": "int3|none|StepTweenSplit|bicameral|simd", "dtype": 32, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2608, "total_correct": 731, "total_train": 159, "infer_ms": 589.603758, "train_ms": 1888.506378, "blocked_train": 1888506378, "duration": 2442792161, "avg_accuracy": 28.125, "soft_acc": 25.0000065, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1067.6307389705923, "availability": 23.792475945064286, "score": 63.50396319894871, "zero_downtime": 5.948120532777008, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 9877872, "heap_mib": 9.420272827148438, "mobile_score": 292055.8408565826, "mobile_throughput": 4910052.498889596, "mobile_availability": 109422.01428320934, "mobile_accuracy": 114975.46849010527, "soft_acc_blocks": [ 25.0000065 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070823806, "time_to_acc50_sec": 0, "acc_per_sec": 10.234193026788578, "mobile_acc_per_sec": 47067.23327744675 }, "started": "2026-08-18T00:16:08.540251527+10:00", "ended": "2026-08-18T00:16:10.983787384+10:00" }, { "cell": { "id": "uint3|none|StepTweenSplit|bicameral|simd", "dtype": 33, "format": 0, "mode": "StepTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 672, "total_train": 163, "infer_ms": 571.978348, "train_ms": 1899.920639, "blocked_train": 1899920639, "duration": 2437300286, "avg_accuracy": 40, "soft_acc": 25.000035, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1079.883350901966, "availability": 23.139228221221806, "score": 62.469255728881436, "zero_downtime": 5.784815154035329, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 11114072, "heap_mib": 10.599205017089844, "mobile_score": 255874.07146549836, "mobile_throughput": 4423202.205294453, "mobile_availability": 94778.27879412452, "mobile_accuracy": 102400.14336, "soft_acc_blocks": [ 25.000035 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072921928, "time_to_acc50_sec": 0, "acc_per_sec": 10.257265033611866, "mobile_acc_per_sec": 42013.7575776742 }, "started": "2026-08-18T00:16:14.924082155+10:00", "ended": "2026-08-18T00:16:17.381499443+10:00" }, { "cell": { "id": "float64|none|StepTweenSplit|tricameral|simd", "dtype": 0, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8176, "total_correct": 1987, "total_train": 279, "infer_ms": 810.774675, "train_ms": 1705.276117, "blocked_train": 1705276117, "duration": 2377758802, "avg_accuracy": 20.535714285714285, "soft_acc": 25.000009678571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3438.532113990257, "availability": 32.22409808172108, "score": 277.00909748797636, "zero_downtime": 8.05602763926262, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 15116208, "heap_mib": 14.415939331054688, "mobile_score": 54029.96491955958, "mobile_throughput": 670677.5018525759, "mobile_availability": 6285.233606796645, "mobile_accuracy": 4876.192363972788, "soft_acc_blocks": [ 25.000009678571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.514106669500379, "mobile_acc_per_sec": 2050.7514722987407 }, "started": "2026-08-18T00:16:20.765154005+10:00", "ended": "2026-08-18T00:16:23.144342076+10:00" }, { "cell": { "id": "float32|none|StepTweenSplit|tricameral|simd", "dtype": 1, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13808, "total_correct": 3752, "total_train": 346, "infer_ms": 843.310176, "train_ms": 1596.545485, "blocked_train": 1596545485, "duration": 2420398579, "avg_accuracy": 26.595744680851062, "soft_acc": 25.000003255319147, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5704.845524122248, "availability": 34.56393710004798, "score": 492.95486884213767, "zero_downtime": 8.640985400178458, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 15742712, "heap_mib": 15.013420104980469, "mobile_score": 192299.34693118057, "mobile_throughput": 2225433.0730290217, "mobile_availability": 13483.22727255205, "mobile_accuracy": 9752.38222226545, "soft_acc_blocks": [ 25.000003255319147 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087454511, "time_to_acc50_sec": 0, "acc_per_sec": 10.328878669912303, "mobile_acc_per_sec": 4029.246383996266 }, "started": "2026-08-18T00:16:26.777241169+10:00", "ended": "2026-08-18T00:16:29.19826407+10:00" }, { "cell": { "id": "float16|none|StepTweenSplit|tricameral|simd", "dtype": 2, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5392, "total_correct": 1473, "total_train": 235, "infer_ms": 689.316765, "train_ms": 1853.655212, "blocked_train": 1853655212, "duration": 2371881037, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999987142857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2273.301196766556, "availability": 27.106738541932426, "score": 154.05437369152844, "zero_downtime": 6.776681150331009, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 14330648, "heap_mib": 13.666770935058594, "mobile_score": 120191.75516961914, "mobile_throughput": 1773607.9432296788, "mobile_availability": 21148.419251000993, "mobile_accuracy": 19504.751873741498, "soft_acc_blocks": [ 24.999987142857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.540152205305203, "mobile_acc_per_sec": 8223.326368177164 }, "started": "2026-08-18T00:16:33.021718089+10:00", "ended": "2026-08-18T00:16:35.394322719+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenSplit|tricameral|simd", "dtype": 3, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7448, "total_correct": 1474, "total_train": 265, "infer_ms": 725.688048, "train_ms": 1723.286913, "blocked_train": 1723286913, "duration": 2500004024, "avg_accuracy": 22.413793103448278, "soft_acc": 24.999998586206896, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2979.1952046873985, "availability": 29.6323179924909, "score": 220.70113668647198, "zero_downtime": 7.408079079183056, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11088072, "heap_mib": 10.574409484863281, "mobile_score": 172188.92492719795, "mobile_throughput": 2324339.7254094444, "mobile_availability": 23118.852285189092, "mobile_accuracy": 19504.760801733988, "soft_acc_blocks": [ 24.999998586206896 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.999983338509578, "mobile_acc_per_sec": 7801.891762768615 }, "started": "2026-08-18T00:16:39.471374178+10:00", "ended": "2026-08-18T00:16:41.973608615+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenSplit|tricameral|simd", "dtype": 4, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5536, "total_correct": 1538, "total_train": 232, "infer_ms": 708.682075, "train_ms": 1804.657193, "blocked_train": 1804657193, "duration": 2386151993, "avg_accuracy": 26.136363636363637, "soft_acc": 25.000006090909093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2320.0533814444234, "availability": 28.196832955382767, "score": 163.54543395600348, "zero_downtime": 7.049209956289154, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 17382056, "heap_mib": 16.576820373535156, "mobile_score": 255193.17999382486, "mobile_throughput": 3620167.1049128985, "mobile_availability": 43997.80106104679, "mobile_accuracy": 39009.53331366234, "soft_acc_blocks": [ 25.000006090909093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073486822, "time_to_acc50_sec": 0, "acc_per_sec": 10.47712223037298, "mobile_acc_per_sec": 16348.30196404104 }, "started": "2026-08-18T00:16:45.9069048+10:00", "ended": "2026-08-18T00:16:48.293884812+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenSplit|tricameral|simd", "dtype": 5, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1488, "total_train": 246, "infer_ms": 699.502014, "train_ms": 1769.466666, "blocked_train": 1769466666, "duration": 2307560485, "avg_accuracy": 21.59090909090909, "soft_acc": 24.99996409090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2679.886416931776, "availability": 28.331749190111235, "score": 189.81440191334616, "zero_downtime": 7.082927123854236, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13811608, "heap_mib": 13.171775817871094, "mobile_score": 296182.77723316796, "mobile_throughput": 4181643.719524782, "mobile_availability": 44208.32178388404, "mobile_accuracy": 39009.467777662336, "soft_acc_blocks": [ 24.99996409090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.8339366414957, "mobile_acc_per_sec": 16905.068374691957 }, "started": "2026-08-18T00:16:51.960843192+10:00", "ended": "2026-08-18T00:16:54.269272634+10:00" }, { "cell": { "id": "int64|none|StepTweenSplit|tricameral|simd", "dtype": 6, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1144, "total_train": 222, "infer_ms": 628.566819, "train_ms": 1824.761486, "blocked_train": 1824761486, "duration": 2407044243, "avg_accuracy": 20.833333333333332, "soft_acc": 24.99998533333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1801.3794356334147, "availability": 25.620982634853675, "score": 115.38271040663575, "zero_downtime": 6.4052419009692985, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12568216, "heap_mib": 11.985984802246094, "mobile_score": 22505.12294407524, "mobile_throughput": 351354.7699216413, "mobile_availability": 4997.3116605886025, "mobile_accuracy": 4876.187615492063, "soft_acc_blocks": [ 24.99998533333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.386176077168736, "mobile_acc_per_sec": 2025.798914861102 }, "started": "2026-08-18T00:16:58.064045144+10:00", "ended": "2026-08-18T00:17:00.472098812+10:00" }, { "cell": { "id": "int32|none|StepTweenSplit|tricameral|simd", "dtype": 7, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4416, "total_correct": 1116, "total_train": 226, "infer_ms": 648.605522, "train_ms": 1807.284885, "blocked_train": 1807284885, "duration": 2427211707, "avg_accuracy": 22.22222222222222, "soft_acc": 24.999995277777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1819.3715806760486, "availability": 26.410198115978066, "score": 120.12488704032582, "zero_downtime": 6.602548281846271, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 9700864, "heap_mib": 9.25146484375, "mobile_score": 46860.14641115948, "mobile_throughput": 709728.1899475328, "mobile_availability": 10302.492522194872, "mobile_accuracy": 9752.37911026455, "soft_acc_blocks": [ 24.999995277777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.299882455938475, "mobile_acc_per_sec": 4017.935099002285 }, "started": "2026-08-18T00:17:04.290891797+10:00", "ended": "2026-08-18T00:17:06.718743555+10:00" }, { "cell": { "id": "int16|none|StepTweenSplit|tricameral|simd", "dtype": 8, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4528, "total_correct": 1243, "total_train": 226, "infer_ms": 656.619271, "train_ms": 1796.273024, "blocked_train": 1796273024, "duration": 2335052198, "avg_accuracy": 25, "soft_acc": 25.0000189375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1939.1429467308208, "availability": 26.769184783957257, "score": 129.77328796205296, "zero_downtime": 6.692301265403683, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10556112, "heap_mib": 10.067092895507812, "mobile_score": 101247.8833319179, "mobile_throughput": 1512900.8590113223, "mobile_availability": 20885.063023826464, "mobile_accuracy": 19504.776679619048, "soft_acc_blocks": [ 25.0000189375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066752039, "time_to_acc50_sec": 0, "acc_per_sec": 10.706406888425368, "mobile_acc_per_sec": 8353.036688569582 }, "started": "2026-08-18T00:17:10.788078201+10:00", "ended": "2026-08-18T00:17:13.123928835+10:00" }, { "cell": { "id": "int8|none|StepTweenSplit|tricameral|simd", "dtype": 9, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11104, "total_correct": 2917, "total_train": 314, "infer_ms": 804.854732, "train_ms": 1622.564462, "blocked_train": 1622564462, "duration": 2385010453, "avg_accuracy": 21.306818181818183, "soft_acc": 24.999992795454546, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4655.744793920197, "availability": 33.15680843215743, "score": 385.9239843862581, "zero_downtime": 8.289199719242024, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9697856, "heap_mib": 9.24859619140625, "mobile_score": 602188.4343032812, "mobile_throughput": 7264735.495579857, "mobile_availability": 51737.252319282605, "mobile_accuracy": 39009.51256768831, "soft_acc_blocks": [ 24.999992795454546 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.482131331545382, "mobile_acc_per_sec": 16356.118070099004 }, "started": "2026-08-18T00:17:17.218448017+10:00", "ended": "2026-08-18T00:17:19.604272167+10:00" }, { "cell": { "id": "uint64|none|StepTweenSplit|tricameral|simd", "dtype": 10, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4328, "total_correct": 871, "total_train": 221, "infer_ms": 637.87035, "train_ms": 1832.938805, "blocked_train": 1832938805, "duration": 2451822694, "avg_accuracy": 28.90625, "soft_acc": 24.9999935, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1765.2173668965966, "availability": 25.816253299417617, "score": 113.92821705948971, "zero_downtime": 6.45406164679794, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11105744, "heap_mib": 10.591262817382812, "mobile_score": 22089.939743226976, "mobile_throughput": 342264.15786075545, "mobile_availability": 5005.603479972287, "mobile_accuracy": 4847.336017798816, "soft_acc_blocks": [ 24.9999935 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075308485, "time_to_acc50_sec": 0, "acc_per_sec": 10.196493229783279, "mobile_acc_per_sec": 1977.033669547565 }, "started": "2026-08-18T00:17:23.601166792+10:00", "ended": "2026-08-18T00:17:26.053831672+10:00" }, { "cell": { "id": "uint32|none|StepTweenSplit|tricameral|simd", "dtype": 11, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4248, "total_correct": 1194, "total_train": 228, "infer_ms": 631.076808, "train_ms": 1825.166609, "blocked_train": 1825166609, "duration": 2500220846, "avg_accuracy": 26.5625, "soft_acc": 25.0000058125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1699.0499086495497, "availability": 25.692763332503212, "score": 109.13324335608338, "zero_downtime": 6.423192326517672, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 10770168, "heap_mib": 10.271232604980469, "mobile_score": 42071.50727402518, "mobile_throughput": 654993.7341956288, "mobile_availability": 9904.711398581943, "mobile_accuracy": 9637.649299576471, "soft_acc_blocks": [ 25.0000058125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075031662, "time_to_acc50_sec": 0, "acc_per_sec": 9.999119018824468, "mobile_acc_per_sec": 3854.7192001040016 }, "started": "2026-08-18T00:17:29.91855752+10:00", "ended": "2026-08-18T00:17:32.419429355+10:00" }, { "cell": { "id": "uint16|none|StepTweenSplit|tricameral|simd", "dtype": 12, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4584, "total_correct": 1244, "total_train": 230, "infer_ms": 640.087779, "train_ms": 1840.249295, "blocked_train": 1840249295, "duration": 2434554843, "avg_accuracy": 28.04054054054054, "soft_acc": 25.00000583783784, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1882.8904237586733, "availability": 25.80648355054987, "score": 121.47698023705006, "zero_downtime": 6.45162239417813, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 9922776, "heap_mib": 9.463096618652344, "mobile_score": 92571.10903273619, "mobile_throughput": 1434850.0792028885, "mobile_availability": 19665.740767079493, "mobile_accuracy": 19051.167239401635, "soft_acc_blocks": [ 25.00000583783784 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061133505, "time_to_acc50_sec": 0, "acc_per_sec": 10.268820154008681, "mobile_acc_per_sec": 7825.318576896662 }, "started": "2026-08-18T00:17:36.396206646+10:00", "ended": "2026-08-18T00:17:38.831276643+10:00" }, { "cell": { "id": "uint8|none|StepTweenSplit|tricameral|simd", "dtype": 13, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9528, "total_correct": 1590, "total_train": 291, "infer_ms": 805.366415, "train_ms": 1667.492256, "blocked_train": 1667492256, "duration": 2385341002, "avg_accuracy": 12.903225806451612, "soft_acc": 24.99999529032258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3994.397443389102, "availability": 32.56823466883846, "score": 325.2261219738452, "zero_downtime": 8.14205713335082, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 10777576, "heap_mib": 10.278297424316406, "mobile_score": 484409.5256744981, "mobile_throughput": 5949473.428407914, "mobile_availability": 48508.905164931755, "mobile_accuracy": 37236.356621513194, "soft_acc_blocks": [ 24.99999529032258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.48067981448406, "mobile_acc_per_sec": 15610.496189136984 }, "started": "2026-08-18T00:17:42.619217011+10:00", "ended": "2026-08-18T00:17:45.005454627+10:00" }, { "cell": { "id": "int4|none|StepTweenSplit|tricameral|simd", "dtype": 14, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10640, "total_correct": 2800, "total_train": 309, "infer_ms": 750.66541, "train_ms": 1670.541365, "blocked_train": 1670541365, "duration": 2443666485, "avg_accuracy": 30.303030303030305, "soft_acc": 24.999993757575755, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4354.11299590664, "availability": 31.00377124956624, "score": 337.4847240306985, "zero_downtime": 7.750940877004626, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10572440, "heap_mib": 10.082664489746094, "mobile_score": 1053209.4701940883, "mobile_throughput": 13588149.96665417, "mobile_availability": 96755.38821959871, "mobile_accuracy": 78019.02813792785, "soft_acc_blocks": [ 24.999993757575755 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078696656, "time_to_acc50_sec": 0, "acc_per_sec": 10.230526101263672, "mobile_acc_per_sec": 31927.036122496 }, "started": "2026-08-18T00:17:48.709921097+10:00", "ended": "2026-08-18T00:17:51.154295237+10:00" }, { "cell": { "id": "uint4|none|StepTweenSplit|tricameral|simd", "dtype": 15, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 1164, "total_train": 216, "infer_ms": 648.222846, "train_ms": 1822.280414, "blocked_train": 1822280414, "duration": 2368003307, "avg_accuracy": 28.40909090909091, "soft_acc": 25.000014909090908, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1810.8082819497515, "availability": 26.23849385246308, "score": 118.78227577220714, "zero_downtime": 6.559627375036671, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 12992184, "heap_mib": 12.390312194824219, "mobile_score": 338457.1836959725, "mobile_throughput": 5159701.372428648, "mobile_availability": 74763.7362223922, "mobile_accuracy": 71234.82509052964, "soft_acc_blocks": [ 25.000014909090908 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076388742, "time_to_acc50_sec": 0, "acc_per_sec": 10.557423984666297, "mobile_acc_per_sec": 30082.232098221324 }, "started": "2026-08-18T00:17:55.216274509+10:00", "ended": "2026-08-18T00:17:57.606233514+10:00" }, { "cell": { "id": "fp4|none|StepTweenSplit|tricameral|simd", "dtype": 16, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7584, "total_correct": 1863, "total_train": 262, "infer_ms": 693.320139, "train_ms": 1762.135646, "blocked_train": 1762135646, "duration": 2310198439, "avg_accuracy": 24.107142857142858, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3282.8348733898524, "availability": 28.235904031967735, "score": 231.73452609458207, "zero_downtime": 7.058976007991934, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10767344, "heap_mib": 10.268539428710938, "mobile_score": 723188.2810540253, "mobile_throughput": 10244946.012498923, "mobile_availability": 88117.53364947798, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.821581201838912, "mobile_acc_per_sec": 33771.578363986424 }, "started": "2026-08-18T00:18:01.796054412+10:00", "ended": "2026-08-18T00:18:04.107389828+10:00" }, { "cell": { "id": "int2|none|StepTweenSplit|tricameral|simd", "dtype": 17, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9888, "total_correct": 2735, "total_train": 291, "infer_ms": 744.467901, "train_ms": 1695.586425, "blocked_train": 1695586425, "duration": 2521326456, "avg_accuracy": 29.51388888888889, "soft_acc": 25.00002463888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3921.745229170752, "availability": 30.510300244847908, "score": 299.1343558777345, "zero_downtime": 7.627582578610953, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9724520, "heap_mib": 9.274024963378906, "mobile_score": 1867054.2044574483, "mobile_throughput": 24477666.222755656, "mobile_availability": 190430.76541393832, "mobile_accuracy": 156038.24902230687, "soft_acc_blocks": [ 25.00002463888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074768848, "time_to_acc50_sec": 0, "acc_per_sec": 9.915425501285775, "mobile_acc_per_sec": 61887.364347834715 }, "started": "2026-08-18T00:18:08.110785626+10:00", "ended": "2026-08-18T00:18:10.632760884+10:00" }, { "cell": { "id": "uint2|none|StepTweenSplit|tricameral|simd", "dtype": 18, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3896, "total_correct": 1093, "total_train": 205, "infer_ms": 636.970398, "train_ms": 1837.713387, "blocked_train": 1837713387, "duration": 2516527604, "avg_accuracy": 19.53125, "soft_acc": 24.999988125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1548.1650166711224, "availability": 25.739466264777743, "score": 99.62230572667087, "zero_downtime": 6.434863509632817, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 13951552, "heap_mib": 13.30523681640625, "mobile_score": 522307.7942482482, "mobile_throughput": 8116843.4026046945, "mobile_availability": 134948.93289027794, "mobile_accuracy": 131071.93774080001, "soft_acc_blocks": [ 24.999988125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.934319053469839, "mobile_acc_per_sec": 52084.442679055945 }, "started": "2026-08-18T00:18:14.752830354+10:00", "ended": "2026-08-18T00:18:17.270245196+10:00" }, { "cell": { "id": "ternary|none|StepTweenSplit|tricameral|simd", "dtype": 19, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10024, "total_correct": 1966, "total_train": 306, "infer_ms": 741.994478, "train_ms": 1674.532943, "blocked_train": 1674532943, "duration": 2551141349, "avg_accuracy": 21.283783783783782, "soft_acc": 24.99996608108108, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3929.221720281874, "availability": 30.70498896689325, "score": 301.61636470373463, "zero_downtime": 7.676236826923, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 11646440, "heap_mib": 11.106910705566406, "mobile_score": 1882545.7216403764, "mobile_throughput": 24524330.92003742, "mobile_availability": 191645.9197080301, "mobile_accuracy": 156037.88353235522, "soft_acc_blocks": [ 24.99996608108108 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.799522120121098, "mobile_acc_per_sec": 61163.95063469108 }, "started": "2026-08-18T00:18:21.211540233+10:00", "ended": "2026-08-18T00:18:23.763617882+10:00" }, { "cell": { "id": "binary|none|StepTweenSplit|tricameral|simd", "dtype": 20, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10504, "total_correct": 3072, "total_train": 310, "infer_ms": 769.051878, "train_ms": 1645.55163, "blocked_train": 1645551630, "duration": 2446537279, "avg_accuracy": 18.58974358974359, "soft_acc": 24.999608230769233, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4293.415060609015, "availability": 31.850027362753252, "score": 341.8581106366213, "zero_downtime": 7.962382062081115, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 10583728, "heap_mib": 10.093429565429688, "mobile_score": 4267431.074034593, "mobile_throughput": 53594904.649918556, "mobile_availability": 397585.4082372185, "mobile_accuracy": 312071.30000222713, "soft_acc_blocks": [ 24.999608230769233 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.218363907778913, "mobile_acc_per_sec": 127556.32324956168 }, "started": "2026-08-18T00:18:27.310078231+10:00", "ended": "2026-08-18T00:18:29.757811862+10:00" }, { "cell": { "id": "int|none|StepTweenSplit|tricameral|simd", "dtype": 21, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3680, "total_correct": 989, "total_train": 198, "infer_ms": 647.484657, "train_ms": 1849.592745, "blocked_train": 1849592745, "duration": 2405456605, "avg_accuracy": 23.958333333333332, "soft_acc": 24.999971916666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1529.8550771403336, "availability": 25.9296991147093, "score": 99.1715931955166, "zero_downtime": 6.482417496753491, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9755440, "heap_mib": 9.303512573242188, "mobile_score": 19343.183129944573, "mobile_throughput": 298394.5902841336, "mobile_availability": 5057.5260749452045, "mobile_accuracy": 4876.184998603175, "soft_acc_blocks": [ 24.999971916666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.393025533988657, "mobile_acc_per_sec": 2027.1348851055973 }, "started": "2026-08-18T00:18:33.660212564+10:00", "ended": "2026-08-18T00:18:36.066474376+10:00" }, { "cell": { "id": "uint|none|StepTweenSplit|tricameral|simd", "dtype": 22, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3896, "total_correct": 926, "total_train": 199, "infer_ms": 640.052915, "train_ms": 1820.874173, "blocked_train": 1820874173, "duration": 2415847314, "avg_accuracy": 27.5, "soft_acc": 24.9999886, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1612.684699658962, "availability": 26.008609443206716, "score": 104.85916845536003, "zero_downtime": 6.502149395820202, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12691000, "heap_mib": 12.103080749511719, "mobile_score": 20331.51024819667, "mobile_throughput": 312689.0664995554, "mobile_availability": 5042.900084230755, "mobile_accuracy": 4847.33506772071, "soft_acc_blocks": [ 24.9999886 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07146203, "time_to_acc50_sec": 0, "acc_per_sec": 10.348331392933385, "mobile_acc_per_sec": 2006.4741010866342 }, "started": "2026-08-18T00:18:39.99156415+10:00", "ended": "2026-08-18T00:18:42.40825266+10:00" }, { "cell": { "id": "uintptr|none|StepTweenSplit|tricameral|simd", "dtype": 23, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3888, "total_correct": 848, "total_train": 204, "infer_ms": 625.182128, "train_ms": 1833.360778, "blocked_train": 1833360778, "duration": 2426154116, "avg_accuracy": 28.125, "soft_acc": 25.0000115, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1602.536283395774, "availability": 25.428969593097676, "score": 101.87716291924062, "zero_downtime": 6.357245322605922, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10580072, "heap_mib": 10.089942932128906, "mobile_score": 19753.318784246607, "mobile_throughput": 310721.3546409037, "mobile_availability": 4930.51169009837, "mobile_accuracy": 4847.339507881657, "soft_acc_blocks": [ 25.0000115 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075908742, "time_to_acc50_sec": 0, "acc_per_sec": 10.304378990242183, "mobile_acc_per_sec": 1997.9520162855376 }, "started": "2026-08-18T00:18:46.45585438+10:00", "ended": "2026-08-18T00:18:48.882715838+10:00" }, { "cell": { "id": "complex64|none|StepTweenSplit|tricameral|simd", "dtype": 24, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 951, "total_train": 201, "infer_ms": 635.186604, "train_ms": 1848.149868, "blocked_train": 1848149868, "duration": 2378285223, "avg_accuracy": 24.21875, "soft_acc": 24.999971875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1554.0608688380185, "availability": 25.57795172590692, "score": 99.37412290963546, "zero_downtime": 6.3944807376778074, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10780160, "heap_mib": 10.28076171875, "mobile_score": 19382.68606846985, "mobile_throughput": 303115.87232192967, "mobile_availability": 4988.918584253083, "mobile_accuracy": 4876.18499047619, "soft_acc_blocks": [ 24.999971875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.51176353165274, "mobile_acc_per_sec": 2050.2944488404582 }, "started": "2026-08-18T00:18:52.909031487+10:00", "ended": "2026-08-18T00:18:55.288116501+10:00" }, { "cell": { "id": "complex128|none|StepTweenSplit|tricameral|simd", "dtype": 25, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3608, "total_correct": 835, "total_train": 197, "infer_ms": 627.405476, "train_ms": 1850.655332, "blocked_train": 1850655332, "duration": 2512498144, "avg_accuracy": 24.107142857142858, "soft_acc": 24.99998942857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1436.020961295484, "availability": 25.318405180959548, "score": 90.89436293072836, "zero_downtime": 6.329598618722767, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 10595328, "heap_mib": 10.1044921875, "mobile_score": 8864.364537244366, "mobile_throughput": 140046.23470157865, "mobile_availability": 2469.147324314531, "mobile_accuracy": 2438.0942071292516, "soft_acc_blocks": [ 24.99998942857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.950251899000577, "mobile_acc_per_sec": 970.3864709120562 }, "started": "2026-08-18T00:18:59.298960341+10:00", "ended": "2026-08-18T00:19:01.812259369+10:00" }, { "cell": { "id": "nf4|none|StepTweenSplit|tricameral|simd", "dtype": 26, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3120, "total_correct": 660, "total_train": 177, "infer_ms": 586.363203, "train_ms": 1869.071494, "blocked_train": 1869071494, "duration": 2505787992, "avg_accuracy": 20.535714285714285, "soft_acc": 24.999999214285715, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1245.1173083919862, "availability": 23.880219812663174, "score": 74.33418520616306, "zero_downtime": 5.970054765535496, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9744336, "heap_mib": 9.292922973632812, "mobile_score": 231979.2934129096, "mobile_throughput": 3885714.6629893905, "mobile_availability": 74524.4802686997, "mobile_accuracy": 78019.0451670204, "soft_acc_blocks": [ 24.999999214285715 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.97690119599141, "mobile_acc_per_sec": 31135.533180023478 }, "started": "2026-08-18T00:19:05.936105949+10:00", "ended": "2026-08-18T00:19:08.443287533+10:00" }, { "cell": { "id": "fp6|none|StepTweenSplit|tricameral|simd", "dtype": 27, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1800, "total_correct": 502, "total_train": 110, "infer_ms": 588.215636, "train_ms": 1905.554456, "blocked_train": 1905554456, "duration": 2528070454, "avg_accuracy": 25.833333333333332, "soft_acc": 25.000018866666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 712.0054732461978, "availability": 23.587404383707717, "score": 41.98593423753926, "zero_downtime": 5.89685554608389, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10579400, "heap_mib": 10.089302062988281, "mobile_score": 87352.06940290073, "mobile_throughput": 1481333.0379258038, "mobile_availability": 49073.782021925996, "mobile_accuracy": 52012.73766494815, "soft_acc_blocks": [ 25.000018866666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063668499, "time_to_acc50_sec": 0, "acc_per_sec": 9.888972369069375, "mobile_acc_per_sec": 20574.085497756525 }, "started": "2026-08-18T00:19:12.427441135+10:00", "ended": "2026-08-18T00:19:14.95606263+10:00" }, { "cell": { "id": "int6|none|StepTweenSplit|tricameral|simd", "dtype": 28, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1896, "total_correct": 397, "total_train": 114, "infer_ms": 609.70717, "train_ms": 1887.937025, "blocked_train": 1887937025, "duration": 2414338952, "avg_accuracy": 14.583333333333334, "soft_acc": 24.999957166666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 785.3081268598942, "availability": 24.411290095705567, "score": 47.925879135083115, "zero_downtime": 6.102812067757133, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10585328, "heap_mib": 10.094955444335938, "mobile_score": 99710.17190466054, "mobile_throughput": 1633839.7905361913, "mobile_availability": 50787.882784513014, "mobile_accuracy": 52012.60929760846, "soft_acc_blocks": [ 24.999957166666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.3547835095636, "mobile_acc_per_sec": 21543.20927246857 }, "started": "2026-08-18T00:19:18.626286691+10:00", "ended": "2026-08-18T00:19:21.041487829+10:00" }, { "cell": { "id": "uint6|none|StepTweenSplit|tricameral|simd", "dtype": 29, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1896, "total_correct": 469, "total_train": 116, "infer_ms": 597.071817, "train_ms": 1914.47453, "blocked_train": 1914474530, "duration": 2460413669, "avg_accuracy": 14.583333333333334, "soft_acc": 24.999962999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 770.6021243048133, "availability": 23.773075806990075, "score": 45.79888901285872, "zero_downtime": 5.94326015570947, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 11007368, "heap_mib": 10.497444152832031, "mobile_score": 89596.29821930475, "mobile_throughput": 1507527.785625082, "mobile_availability": 46507.23271901199, "mobile_accuracy": 48907.390303522385, "soft_acc_blocks": [ 24.999962999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.160877951129605, "mobile_acc_per_sec": 19877.710370305365 }, "started": "2026-08-18T00:19:24.93268171+10:00", "ended": "2026-08-18T00:19:27.393941889+10:00" }, { "cell": { "id": "int5|none|StepTweenSplit|tricameral|simd", "dtype": 30, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2088, "total_correct": 619, "total_train": 125, "infer_ms": 601.209877, "train_ms": 1908.949646, "blocked_train": 1908949646, "duration": 2402175003, "avg_accuracy": 23.214285714285715, "soft_acc": 24.999956142857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 869.212275289004, "availability": 23.95106253173376, "score": 52.046302592748496, "zero_downtime": 5.98775512868173, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 10798872, "heap_mib": 10.298606872558594, "mobile_score": 129939.29473212821, "mobile_throughput": 2170083.644698673, "mobile_availability": 59796.450822083956, "mobile_accuracy": 62415.12860107755, "soft_acc_blocks": [ 24.999956142857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.407216839587246, "mobile_acc_per_sec": 25982.756678064372 }, "started": "2026-08-18T00:19:31.315667957+10:00", "ended": "2026-08-18T00:19:33.718793322+10:00" }, { "cell": { "id": "uint5|none|StepTweenSplit|tricameral|simd", "dtype": 31, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2104, "total_correct": 623, "total_train": 126, "infer_ms": 603.627068, "train_ms": 1878.950685, "blocked_train": 1878950685, "duration": 2490213043, "avg_accuracy": 23.214285714285715, "soft_acc": 24.999985428571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 844.9076298569528, "availability": 24.31452820644043, "score": 51.358796060125435, "zero_downtime": 6.078628508635997, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 9536920, "heap_mib": 9.095115661621094, "mobile_score": 119145.13481757099, "mobile_throughput": 1960066.0683293897, "mobile_availability": 56406.26267388601, "mobile_accuracy": 57996.42637334007, "soft_acc_blocks": [ 24.999985428571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.039295834083955, "mobile_acc_per_sec": 23289.74484185933 }, "started": "2026-08-18T00:19:37.886078702+10:00", "ended": "2026-08-18T00:19:40.37733294+10:00" }, { "cell": { "id": "int3|none|StepTweenSplit|tricameral|simd", "dtype": 32, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2560, "total_correct": 640, "total_train": 146, "infer_ms": 625.388217, "train_ms": 1847.986804, "blocked_train": 1847986804, "duration": 2511663578, "avg_accuracy": 25, "soft_acc": 24.9999925, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1019.2447835862197, "availability": 25.28481171234405, "score": 64.42851177585673, "zero_downtime": 6.321201031725135, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 10551368, "heap_mib": 10.062568664550781, "mobile_score": 268088.06017412996, "mobile_throughput": 4241093.722990888, "mobile_availability": 105210.50288128125, "mobile_accuracy": 104025.36561777779, "soft_acc_blocks": [ 24.9999925 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076783479, "time_to_acc50_sec": 0, "acc_per_sec": 9.953559353640475, "mobile_acc_per_sec": 41416.91846350363 }, "started": "2026-08-18T00:19:44.760737727+10:00", "ended": "2026-08-18T00:19:47.273335314+10:00" }, { "cell": { "id": "uint3|none|StepTweenSplit|tricameral|simd", "dtype": 33, "format": 0, "mode": "StepTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2648, "total_correct": 610, "total_train": 150, "infer_ms": 614.949812, "train_ms": 1854.117374, "blocked_train": 1854117374, "duration": 2491376677, "avg_accuracy": 21.428571428571427, "soft_acc": 24.999999714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1062.8661753342728, "availability": 24.906159519954027, "score": 66.17978552175664, "zero_downtime": 6.226539808828051, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 13711264, "heap_mib": 13.076080322265625, "mobile_score": 244346.95346218836, "mobile_throughput": 3924281.558687713, "mobile_availability": 91957.75043942012, "mobile_accuracy": 92304.22429720724, "soft_acc_blocks": [ 24.999999714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.034612567855277, "mobile_acc_per_sec": 37049.48559137822 }, "started": "2026-08-18T00:19:51.425729032+10:00", "ended": "2026-08-18T00:19:53.917985343+10:00" }, { "cell": { "id": "float64|none|TweenAlt|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12952, "total_correct": 2555, "total_train": 293, "infer_ms": 655.5402, "train_ms": 1672.975913, "blocked_train": 1672975913, "duration": 2556078605, "avg_accuracy": 18.8953488372093, "soft_acc": 24.99954581395349, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5067.136814440807, "availability": 28.152701900585903, "score": 356.62750143898387, "zero_downtime": 7.038047609502728, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9755024, "heap_mib": 9.303115844726562, "mobile_score": 112365.09583800599, "mobile_throughput": 1596537.876303811, "mobile_availability": 8870.266691138451, "mobile_accuracy": 7876.779973381038, "soft_acc_blocks": [ 24.99954581395349 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.780429195350779, "mobile_acc_per_sec": 3081.58753724283 }, "started": "2026-08-18T00:19:58.287804559+10:00", "ended": "2026-08-18T00:20:00.857905435+10:00" }, { "cell": { "id": "float32|none|TweenAlt|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27280, "total_correct": 7253, "total_train": 363, "infer_ms": 722.08631, "train_ms": 1554.891318, "blocked_train": 1554891318, "duration": 2511495022, "avg_accuracy": 25.602409638554217, "soft_acc": 24.999975204819275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10862.056170143585, "availability": 31.712490325794278, "score": 861.1562739329163, "zero_downtime": 7.928114718279281, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9783400, "heap_mib": 9.330177307128906, "mobile_score": 542660.9381583424, "mobile_throughput": 6844766.472755096, "mobile_availability": 19983.747749915903, "mobile_accuracy": 15753.830529067654, "soft_acc_blocks": [ 24.999975204819275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072960515, "time_to_acc50_sec": 0, "acc_per_sec": 9.954220488524335, "mobile_acc_per_sec": 6272.690326307027 }, "started": "2026-08-18T00:20:05.201212339+10:00", "ended": "2026-08-18T00:20:07.723154168+10:00" }, { "cell": { "id": "float16|none|TweenAlt|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8496, "total_correct": 2141, "total_train": 256, "infer_ms": 527.889884, "train_ms": 1809.276581, "blocked_train": 1809276581, "duration": 2449160475, "avg_accuracy": 19.921875, "soft_acc": 24.9994305625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3468.9437816441978, "availability": 22.586747324393087, "score": 195.87593003068343, "zero_downtime": 5.646558213688976, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 13766712, "heap_mib": 13.128959655761719, "mobile_score": 246863.94135559365, "mobile_throughput": 4371936.532189118, "mobile_availability": 28466.251397142794, "mobile_accuracy": 31506.97464123077, "soft_acc_blocks": [ 24.9994305625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.207346891999798, "mobile_acc_per_sec": 12864.39780604036 }, "started": "2026-08-18T00:20:11.877267754+10:00", "ended": "2026-08-18T00:20:14.330510411+10:00" }, { "cell": { "id": "bfloat16|none|TweenAlt|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11296, "total_correct": 2980, "total_train": 272, "infer_ms": 569.573047, "train_ms": 1736.726074, "blocked_train": 1736726074, "duration": 2610003144, "avg_accuracy": 27.027027027027028, "soft_acc": 24.999865837837838, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4327.964135203356, "availability": 24.69640827652208, "score": 267.21148922827575, "zero_downtime": 6.1740689358952, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 9780336, "heap_mib": 9.327255249023438, "mobile_score": 336768.69534739, "mobile_throughput": 5454566.491628598, "mobile_availability": 31125.073323272136, "mobile_accuracy": 31507.52322208732, "soft_acc_blocks": [ 24.999865837837838 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076538374, "time_to_acc50_sec": 0, "acc_per_sec": 9.57848111995908, "mobile_acc_per_sec": 12071.833436108427 }, "started": "2026-08-18T00:20:18.431563028+10:00", "ended": "2026-08-18T00:20:21.042321276+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenAlt|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8944, "total_correct": 1996, "total_train": 251, "infer_ms": 538.378876, "train_ms": 1804.171178, "blocked_train": 1804171178, "duration": 2444608962, "avg_accuracy": 23.4375, "soft_acc": 25.00007703125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3658.662853253501, "availability": 22.982598603632653, "score": 210.2145971775982, "zero_downtime": 5.745667354691149, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10615712, "heap_mib": 10.123931884765625, "mobile_score": 529870.1477165798, "mobile_throughput": 9222081.875031594, "mobile_availability": 57930.29161875652, "mobile_accuracy": 63015.57878153846, "soft_acc_blocks": [ 25.00007703125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.226615961841507, "mobile_acc_per_sec": 25777.36552597096 }, "started": "2026-08-18T00:20:25.162635627+10:00", "ended": "2026-08-18T00:20:27.607889484+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenAlt|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8328, "total_correct": 2231, "total_train": 247, "infer_ms": 531.937521, "train_ms": 1823.165995, "blocked_train": 1823165995, "duration": 2513114948, "avg_accuracy": 28.37837837837838, "soft_acc": 25.000121567567568, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3313.8157912862803, "availability": 22.586587697149866, "score": 187.1203873616079, "zero_downtime": 5.646674382252727, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10828392, "heap_mib": 10.326759338378906, "mobile_score": 471658.52715885907, "mobile_throughput": 8352855.065297603, "mobile_availability": 56932.10043540053, "mobile_accuracy": 63015.691040465696, "soft_acc_blocks": [ 25.000121567567568 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067292919, "time_to_acc50_sec": 0, "acc_per_sec": 9.947862348064616, "mobile_acc_per_sec": 25074.734878567797 }, "started": "2026-08-18T00:20:31.725035968+10:00", "ended": "2026-08-18T00:20:34.249963398+10:00" }, { "cell": { "id": "int64|none|TweenAlt|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6120, "total_correct": 1655, "total_train": 229, "infer_ms": 497.356438, "train_ms": 1831.138852, "blocked_train": 1831138852, "duration": 2421847582, "avg_accuracy": 28.645833333333332, "soft_acc": 25.000200666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2526.996350012253, "availability": 21.359563840904315, "score": 134.93993276871387, "zero_downtime": 5.339933821750853, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9926144, "heap_mib": 9.46630859375, "mobile_score": 42516.45881697323, "mobile_throughput": 796198.234588476, "mobile_availability": 6729.905653257237, "mobile_accuracy": 7876.986302358975, "soft_acc_blocks": [ 25.000200666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07574624, "time_to_acc50_sec": 0, "acc_per_sec": 10.322780365071987, "mobile_acc_per_sec": 3252.4698750257585 }, "started": "2026-08-18T00:20:38.493955099+10:00", "ended": "2026-08-18T00:20:40.916755752+10:00" }, { "cell": { "id": "int32|none|TweenAlt|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6448, "total_correct": 1753, "total_train": 222, "infer_ms": 528.413984, "train_ms": 1802.220347, "blocked_train": 1802220347, "duration": 2583599051, "avg_accuracy": 23.275862068965516, "soft_acc": 25.000286689655173, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2495.743291709391, "availability": 22.67253927274274, "score": 141.46371671867712, "zero_downtime": 5.668199818010345, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9570368, "heap_mib": 9.12701416015625, "mobile_score": 89143.90518149253, "mobile_throughput": 1572702.2342833332, "mobile_availability": 14287.187824792964, "mobile_accuracy": 15754.026812435013, "soft_acc_blocks": [ 25.000286689655173 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.676535018070485, "mobile_acc_per_sec": 6097.705759079493 }, "started": "2026-08-18T00:20:45.224333443+10:00", "ended": "2026-08-18T00:20:47.808652492+10:00" }, { "cell": { "id": "int16|none|TweenAlt|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5752, "total_correct": 1498, "total_train": 221, "infer_ms": 486.210923, "train_ms": 1870.362314, "blocked_train": 1870362314, "duration": 2656192113, "avg_accuracy": 22.82608695652174, "soft_acc": 25.00011082608696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2165.506015867008, "availability": 20.63211596253904, "score": 111.69792325191521, "zero_downtime": 5.1580518564015385, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 9788544, "heap_mib": 9.3350830078125, "mobile_score": 140773.75188918298, "mobile_throughput": 2729203.889535774, "mobile_availability": 26002.81445617228, "mobile_accuracy": 31507.83198266221, "soft_acc_blocks": [ 25.00011082608696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.412011542286724, "mobile_acc_per_sec": 11862.030546832744 }, "started": "2026-08-18T00:20:51.842988923+10:00", "ended": "2026-08-18T00:20:54.500007493+10:00" }, { "cell": { "id": "int8|none|TweenAlt|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19808, "total_correct": 4711, "total_train": 328, "infer_ms": 649.274042, "train_ms": 1662.137254, "blocked_train": 1662137254, "duration": 2607774526, "avg_accuracy": 16.80327868852459, "soft_acc": 24.999369081967213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7595.7487131308835, "availability": 28.08993981830917, "score": 533.3968490397621, "zero_downtime": 7.02230773008158, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11672152, "heap_mib": 11.131431579589844, "mobile_score": 1344488.303794994, "mobile_throughput": 19145961.063990213, "mobile_availability": 70803.93445895037, "mobile_accuracy": 63013.79431368474, "soft_acc_blocks": [ 24.999369081967213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.586476450597559, "mobile_acc_per_sec": 24163.82002562929 }, "started": "2026-08-18T00:20:58.713018281+10:00", "ended": "2026-08-18T00:21:01.321363326+10:00" }, { "cell": { "id": "uint64|none|TweenAlt|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6288, "total_correct": 1715, "total_train": 226, "infer_ms": 508.012249, "train_ms": 1826.870747, "blocked_train": 1826870747, "duration": 2630561622, "avg_accuracy": 40.86538461538461, "soft_acc": 25.00044296153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2390.3640756452883, "availability": 21.757503475347594, "score": 130.02319047807632, "zero_downtime": 5.439472246209024, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 9791400, "heap_mib": 9.337806701660156, "mobile_score": 40771.29096254167, "mobile_throughput": 749544.9763707637, "mobile_availability": 6822.486831389378, "mobile_accuracy": 7839.373348934854, "soft_acc_blocks": [ 25.00044296153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075552593, "time_to_acc50_sec": 0, "acc_per_sec": 9.503842355356335, "mobile_acc_per_sec": 2980.113935888195 }, "started": "2026-08-18T00:21:05.61271232+10:00", "ended": "2026-08-18T00:21:08.243965556+10:00" }, { "cell": { "id": "uint32|none|TweenAlt|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6400, "total_correct": 1359, "total_train": 227, "infer_ms": 498.796168, "train_ms": 1832.875594, "blocked_train": 1832875594, "duration": 2648216694, "avg_accuracy": 22.580645161290324, "soft_acc": 24.999790387096777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2416.7206613040103, "availability": 21.392212065567744, "score": 129.24641854686922, "zero_downtime": 5.348008175555162, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 9572816, "heap_mib": 9.129348754882812, "mobile_score": 80669.4598655964, "mobile_throughput": 1508401.9548497107, "mobile_availability": 13352.000094562358, "mobile_accuracy": 15603.6786934169, "soft_acc_blocks": [ 24.999790387096777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.440235930744713, "mobile_acc_per_sec": 5892.145732926529 }, "started": "2026-08-18T00:21:12.535831885+10:00", "ended": "2026-08-18T00:21:15.184750453+10:00" }, { "cell": { "id": "uint16|none|TweenAlt|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6424, "total_correct": 1681, "total_train": 230, "infer_ms": 497.495296, "train_ms": 1818.049159, "blocked_train": 1818049159, "duration": 2556343810, "avg_accuracy": 34.23913043478261, "soft_acc": 25.00044039130435, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2512.964013240457, "availability": 21.485024609471385, "score": 134.9801118887843, "zero_downtime": 5.371350770547963, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 10621368, "heap_mib": 10.129325866699219, "mobile_score": 166906.7285423277, "mobile_throughput": 3107351.1239948412, "mobile_availability": 26566.840996345596, "mobile_accuracy": 30913.752103481544, "soft_acc_blocks": [ 25.00044039130435 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070992965, "time_to_acc50_sec": 0, "acc_per_sec": 9.779764479842932, "mobile_acc_per_sec": 12092.95556511295 }, "started": "2026-08-18T00:21:19.422241233+10:00", "ended": "2026-08-18T00:21:21.979171916+10:00" }, { "cell": { "id": "uint8|none|TweenAlt|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14240, "total_correct": 3610, "total_train": 303, "infer_ms": 629.245135, "train_ms": 1717.347018, "blocked_train": 1717347018, "duration": 2618864594, "avg_accuracy": 17.410714285714285, "soft_acc": 24.999688964285717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5437.4708920135945, "availability": 26.81527483144192, "score": 364.5136557662405, "zero_downtime": 6.70373530277887, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 12722360, "heap_mib": 12.132987976074219, "mobile_score": 884769.1460850495, "mobile_throughput": 13198151.569592701, "mobile_availability": 65087.62412419917, "mobile_accuracy": 60680.726517164025, "soft_acc_blocks": [ 24.999688964285717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.54600288291412, "mobile_acc_per_sec": 23170.623886468882 }, "started": "2026-08-18T00:21:26.054438457+10:00", "ended": "2026-08-18T00:21:28.673864979+10:00" }, { "cell": { "id": "int4|none|TweenAlt|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16888, "total_correct": 4049, "total_train": 308, "infer_ms": 560.140279, "train_ms": 1707.954211, "blocked_train": 1707954211, "duration": 2631158686, "avg_accuracy": 31.060606060606062, "soft_acc": 25.000137515151515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6418.465024499857, "availability": 24.69651425324877, "score": 396.28646220757406, "zero_downtime": 6.174162524761186, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10821120, "heap_mib": 10.31982421875, "mobile_score": 1997771.5067104287, "mobile_throughput": 32356963.3727402, "mobile_availability": 124500.82754622394, "mobile_accuracy": 126031.46247638228, "soft_acc_blocks": [ 25.000137515151515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075030198, "time_to_acc50_sec": 0, "acc_per_sec": 9.501569649969609, "mobile_acc_per_sec": 47899.60527541602 }, "started": "2026-08-18T00:21:32.882859329+10:00", "ended": "2026-08-18T00:21:35.514704837+10:00" }, { "cell": { "id": "uint4|none|TweenAlt|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6032, "total_correct": 1553, "total_train": 211, "infer_ms": 513.621404, "train_ms": 1816.349522, "blocked_train": 1816349522, "duration": 2473036268, "avg_accuracy": 18.181818181818183, "soft_acc": 24.99994590909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2439.1069706705975, "availability": 22.044112150436334, "score": 134.4195781852176, "zero_downtime": 5.51101611374842, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 13096000, "heap_mib": 12.48931884765625, "mobile_score": 629237.2482818872, "mobile_throughput": 11417808.17356202, "mobile_availability": 103191.63813507112, "mobile_accuracy": 117028.31822129872, "soft_acc_blocks": [ 24.99994590909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.109009007501912, "mobile_acc_per_sec": 47321.71530826038 }, "started": "2026-08-18T00:21:39.782662424+10:00", "ended": "2026-08-18T00:21:42.256435097+10:00" }, { "cell": { "id": "fp4|none|TweenAlt|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10320, "total_correct": 2585, "total_train": 252, "infer_ms": 473.741785, "train_ms": 1779.283935, "blocked_train": 1779283935, "duration": 2651554167, "avg_accuracy": 23.511904761904763, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3892.057016386043, "availability": 21.026914197854786, "score": 204.59487234177004, "zero_downtime": 5.256728549463697, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10869656, "heap_mib": 10.366111755371094, "mobile_score": 1031409.9656761724, "mobile_throughput": 19620757.586605825, "mobile_availability": 106001.52683620086, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.428432694733631, "mobile_acc_per_sec": 47530.90500631256 }, "started": "2026-08-18T00:21:46.359393346+10:00", "ended": "2026-08-18T00:21:49.012027356+10:00" }, { "cell": { "id": "int2|none|TweenAlt|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17288, "total_correct": 3489, "total_train": 313, "infer_ms": 572.123622, "train_ms": 1705.196121, "blocked_train": 1705196121, "duration": 2607664023, "avg_accuracy": 21.58273381294964, "soft_acc": 24.999301151079138, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6629.688428998968, "availability": 25.122674308629133, "score": 416.37711821020514, "zero_downtime": 6.280493007618985, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10617632, "heap_mib": 10.125762939453125, "mobile_score": 4198106.279849847, "mobile_throughput": 66843578.5973656, "mobile_availability": 253298.39746004905, "mobile_accuracy": 252054.49234417267, "soft_acc_blocks": [ 24.999301151079138 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.586856638961706, "mobile_acc_per_sec": 96659.11333707605 }, "started": "2026-08-18T00:21:52.872730449+10:00", "ended": "2026-08-18T00:21:55.502858031+10:00" }, { "cell": { "id": "uint2|none|TweenAlt|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6320, "total_correct": 1415, "total_train": 216, "infer_ms": 522.739411, "train_ms": 1835.908894, "blocked_train": 1835908894, "duration": 2559417634, "avg_accuracy": 18.452380952380953, "soft_acc": 25.00050214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2469.3117356243083, "availability": 22.162668757858757, "score": 136.8190931953552, "zero_downtime": 5.540778477722808, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10596032, "heap_mib": 10.10516357421875, "mobile_score": 1195543.478886773, "mobile_throughput": 21577175.187449954, "mobile_availability": 193660.35462867087, "mobile_accuracy": 218457.7211245714, "soft_acc_blocks": [ 25.00050214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.768043249661044, "mobile_acc_per_sec": 85354.46432130483 }, "started": "2026-08-18T00:21:59.471509859+10:00", "ended": "2026-08-18T00:22:02.031618794+10:00" }, { "cell": { "id": "ternary|none|TweenAlt|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18816, "total_correct": 4431, "total_train": 314, "infer_ms": 587.731645, "train_ms": 1690.818289, "blocked_train": 1690818289, "duration": 2539741463, "avg_accuracy": 19.82758620689655, "soft_acc": 24.999863982758622, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7408.628112002439, "availability": 25.79410862276938, "score": 477.7447963914209, "zero_downtime": 6.448492071257358, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 11862560, "heap_mib": 11.313018798828125, "mobile_score": 4816843.5348166395, "mobile_throughput": 74697207.99202952, "mobile_availability": 260068.10810797138, "mobile_accuracy": 252060.1670729337, "soft_acc_blocks": [ 24.999863982758622 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.843468064354951, "mobile_acc_per_sec": 99246.38816393324 }, "started": "2026-08-18T00:22:06.131980882+10:00", "ended": "2026-08-18T00:22:08.672257656+10:00" }, { "cell": { "id": "binary|none|TweenAlt|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18504, "total_correct": 4809, "total_train": 315, "infer_ms": 598.876755, "train_ms": 1685.208039, "blocked_train": 1685208039, "duration": 2560689239, "avg_accuracy": 26.008064516129032, "soft_acc": 25.002187000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7226.179466910315, "availability": 26.219550017283634, "score": 473.709371387254, "zero_downtime": 6.555460925879787, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 13955840, "heap_mib": 13.309326171875, "mobile_score": 9552313.034841564, "mobile_throughput": 145715353.0902875, "mobile_availability": 528715.2092100616, "mobile_accuracy": 504167.1776098462, "soft_acc_blocks": [ 25.002187000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067594844, "time_to_acc50_sec": 0, "acc_per_sec": 9.76385053649222, "mobile_acc_per_sec": 196887.2950029397 }, "started": "2026-08-18T00:22:12.746940664+10:00", "ended": "2026-08-18T00:22:15.308185839+10:00" }, { "cell": { "id": "int|none|TweenAlt|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5624, "total_correct": 1682, "total_train": 198, "infer_ms": 523.760857, "train_ms": 1850.812463, "blocked_train": 1850812463, "duration": 2713156292, "avg_accuracy": 25.625, "soft_acc": 25.0000273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2072.8625242058115, "availability": 22.05705136954878, "score": 114.3032127650224, "zero_downtime": 5.514268863962219, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10600576, "heap_mib": 10.1094970703125, "mobile_score": 36014.304575810136, "mobile_throughput": 653111.1460882311, "mobile_availability": 6949.6678776670615, "mobile_accuracy": 7876.931678523077, "soft_acc_blocks": [ 25.0000273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070461819, "time_to_acc50_sec": 0, "acc_per_sec": 9.214370500407576, "mobile_acc_per_sec": 2903.235505359187 }, "started": "2026-08-18T00:22:18.854405279+10:00", "ended": "2026-08-18T00:22:21.568318288+10:00" }, { "cell": { "id": "uint|none|TweenAlt|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5800, "total_correct": 1503, "total_train": 197, "infer_ms": 523.01805, "train_ms": 1817.569032, "blocked_train": 1817569032, "duration": 2617520654, "avg_accuracy": 23.91304347826087, "soft_acc": 25.000021782608695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2215.8373387184743, "availability": 22.345592437991588, "score": 123.78560305455751, "zero_downtime": 5.586402976950858, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13949672, "heap_mib": 13.303443908691406, "mobile_score": 38815.374553987946, "mobile_throughput": 694818.7360299231, "mobile_availability": 7006.893521608692, "mobile_accuracy": 7839.241280119825, "soft_acc_blocks": [ 25.000021782608695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.551031333565438, "mobile_acc_per_sec": 2994.9109544332277 }, "started": "2026-08-18T00:22:26.068601357+10:00", "ended": "2026-08-18T00:22:28.686837427+10:00" }, { "cell": { "id": "uintptr|none|TweenAlt|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5360, "total_correct": 1372, "total_train": 194, "infer_ms": 513.279423, "train_ms": 1826.695821, "blocked_train": 1826695821, "duration": 2671619004, "avg_accuracy": 22.61904761904762, "soft_acc": 24.999267333333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2006.2740952115191, "availability": 21.935250140620713, "score": 110.01708599421922, "zero_downtime": 5.483651822889147, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12967072, "heap_mib": 12.366363525390625, "mobile_score": 34497.98922352704, "mobile_throughput": 629106.12011379, "mobile_availability": 6878.2227426589425, "mobile_accuracy": 7839.004707929824, "soft_acc_blocks": [ 24.999267333333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.357347472039965, "mobile_acc_per_sec": 2934.1776264479004 }, "started": "2026-08-18T00:22:32.893186984+10:00", "ended": "2026-08-18T00:22:35.565504997+10:00" }, { "cell": { "id": "complex64|none|TweenAlt|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1868, "total_train": 208, "infer_ms": 555.147309, "train_ms": 1803.993675, "blocked_train": 1803993675, "duration": 2659891675, "avg_accuracy": 28.47222222222222, "soft_acc": 24.99997711111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2324.906708841818, "availability": 23.531756379338116, "score": 136.77272046974736, "zero_downtime": 5.8829337086769575, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 7713808, "heap_mib": 7.3564605712890625, "mobile_score": 43093.92792646809, "mobile_throughput": 732524.4522627759, "mobile_availability": 7414.31339459761, "mobile_accuracy": 7876.915865162393, "soft_acc_blocks": [ 24.99997711111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07253119, "time_to_acc50_sec": 0, "acc_per_sec": 9.398870392385852, "mobile_acc_per_sec": 2961.367163631727 }, "started": "2026-08-18T00:22:39.146620617+10:00", "ended": "2026-08-18T00:22:41.809931245+10:00" }, { "cell": { "id": "complex128|none|TweenAlt|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6096, "total_correct": 1412, "total_train": 207, "infer_ms": 547.914979, "train_ms": 1815.399328, "blocked_train": 1815399328, "duration": 2572099568, "avg_accuracy": 26.08695652173913, "soft_acc": 25.000023086956524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2370.0482189109407, "availability": 23.184177296143286, "score": 137.3691721264267, "zero_downtime": 5.796049676556754, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 10661704, "heap_mib": 10.167793273925781, "mobile_score": 21640.928039609375, "mobile_throughput": 373373.7501792005, "mobile_availability": 3652.399623269342, "mobile_accuracy": 3938.465175545151, "soft_acc_blocks": [ 25.000023086956524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069593278, "time_to_acc50_sec": 0, "acc_per_sec": 9.719694913053429, "mobile_acc_per_sec": 1531.2257832256478 }, "started": "2026-08-18T00:22:45.692127854+10:00", "ended": "2026-08-18T00:22:48.264900909+10:00" }, { "cell": { "id": "nf4|none|TweenAlt|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4880, "total_correct": 1243, "total_train": 175, "infer_ms": 516.542835, "train_ms": 1845.34819, "blocked_train": 1845348190, "duration": 2620310582, "avg_accuracy": 24.21875, "soft_acc": 25.00001225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1862.3746488384786, "availability": 21.869884322880647, "score": 101.82484523405721, "zero_downtime": 5.467473759780992, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11922464, "heap_mib": 11.370147705078125, "mobile_score": 513322.54286609025, "mobile_throughput": 9388660.383559886, "mobile_availability": 110251.13376802354, "mobile_accuracy": 126030.83098584616, "soft_acc_blocks": [ 25.00001225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.540858408822013, "mobile_acc_per_sec": 48097.668975427645 }, "started": "2026-08-18T00:22:52.623621359+10:00", "ended": "2026-08-18T00:22:55.244955378+10:00" }, { "cell": { "id": "fp6|none|TweenAlt|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1944, "total_correct": 463, "total_train": 118, "infer_ms": 364.727668, "train_ms": 1929.052479, "blocked_train": 1929052479, "duration": 2644320906, "avg_accuracy": 25, "soft_acc": 25.000023, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 735.1603943337731, "availability": 15.900724769853019, "score": 29.223984616035956, "zero_downtime": 3.9751848496299518, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 7921712, "heap_mib": 7.5547332763671875, "mobile_score": 98216.56696392474, "mobile_throughput": 2470742.1334901615, "mobile_availability": 53439.481975235256, "mobile_accuracy": 84020.59011938461, "soft_acc_blocks": [ 25.000023 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083550287, "time_to_acc50_sec": 0, "acc_per_sec": 9.454231876045986, "mobile_acc_per_sec": 31773.97642197691 }, "started": "2026-08-18T00:22:59.565090724+10:00", "ended": "2026-08-18T00:23:02.210206421+10:00" }, { "cell": { "id": "int6|none|TweenAlt|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2096, "total_correct": 484, "total_train": 117, "infer_ms": 399.010473, "train_ms": 1902.466009, "blocked_train": 1902466009, "duration": 2629029520, "avg_accuracy": 21.428571428571427, "soft_acc": 25.000098714285713, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 797.2523640586584, "availability": 17.337151872751573, "score": 34.555349735215884, "zero_downtime": 4.334305082433527, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 12972232, "heap_mib": 12.371284484863281, "mobile_score": 116134.32821780042, "mobile_throughput": 2679422.0990229864, "mobile_availability": 58267.055647828056, "mobile_accuracy": 84020.84458150915, "soft_acc_blocks": [ 25.000098714285713 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.5092499053741, "mobile_acc_per_sec": 31958.882143517796 }, "started": "2026-08-18T00:23:06.564927073+10:00", "ended": "2026-08-18T00:23:09.194732269+10:00" }, { "cell": { "id": "uint6|none|TweenAlt|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2232, "total_correct": 605, "total_train": 115, "infer_ms": 401.754753, "train_ms": 1881.32864, "blocked_train": 1881328640, "duration": 2694621862, "avg_accuracy": 12.5, "soft_acc": 24.999332428571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 828.31659294242, "availability": 17.59702489325584, "score": 36.4387962178086, "zero_downtime": 4.399138750603494, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 9808976, "heap_mib": 9.354568481445312, "mobile_score": 116490.38775269777, "mobile_throughput": 2648027.1334182653, "mobile_availability": 56255.5426050934, "mobile_accuracy": 79919.8170750662, "soft_acc_blocks": [ 24.999332428571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.277491874134965, "mobile_acc_per_sec": 29659.010120161416 }, "started": "2026-08-18T00:23:13.172885685+10:00", "ended": "2026-08-18T00:23:15.868289995+10:00" }, { "cell": { "id": "int5|none|TweenAlt|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2552, "total_correct": 617, "total_train": 127, "infer_ms": 419.281214, "train_ms": 1881.451507, "blocked_train": 1881451507, "duration": 2566814402, "avg_accuracy": 26.25, "soft_acc": 25.0002602, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 994.2284872687106, "availability": 18.223812360862233, "score": 45.297054936363175, "zero_downtime": 4.556000508575321, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 9808872, "heap_mib": 9.354469299316406, "mobile_score": 182682.32568058444, "mobile_throughput": 4009708.193331829, "mobile_availability": 73496.35488501337, "mobile_accuracy": 100825.6647672123, "soft_acc_blocks": [ 25.0002602 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068129009, "time_to_acc50_sec": 0, "acc_per_sec": 9.739800501555703, "mobile_acc_per_sec": 39280.46557968951 }, "started": "2026-08-18T00:23:20.044181485+10:00", "ended": "2026-08-18T00:23:22.611892968+10:00" }, { "cell": { "id": "uint5|none|TweenAlt|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2464, "total_correct": 586, "total_train": 131, "infer_ms": 406.517382, "train_ms": 1899.187098, "blocked_train": 1899187098, "duration": 2627303262, "avg_accuracy": 25, "soft_acc": 25.000294099999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 937.8437714587667, "availability": 17.630940370988043, "score": 41.338155326068595, "zero_downtime": 4.407786945342641, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 9816944, "heap_mib": 9.362167358398438, "mobile_score": 157051.4404318395, "mobile_throughput": 3563045.182975173, "mobile_availability": 66983.26424075782, "mobile_accuracy": 94980.82748623767, "soft_acc_blocks": [ 25.000294099999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073736083, "time_to_acc50_sec": 0, "acc_per_sec": 9.515572283410044, "mobile_acc_per_sec": 36151.45189365569 }, "started": "2026-08-18T00:23:26.849292221+10:00", "ended": "2026-08-18T00:23:29.47738668+10:00" }, { "cell": { "id": "int3|none|TweenAlt|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3168, "total_correct": 718, "total_train": 149, "infer_ms": 453.773143, "train_ms": 1856.986533, "blocked_train": 1856986533, "duration": 2738663346, "avg_accuracy": 26.785714285714285, "soft_acc": 25.000283, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1156.768685945673, "availability": 19.637400968736653, "score": 56.79046914581801, "zero_downtime": 4.9094058160289045, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 9608216, "heap_mib": 9.163108825683594, "mobile_score": 381725.1472759312, "mobile_throughput": 7775383.856629295, "mobile_availability": 131995.5599884231, "mobile_accuracy": 168042.9278654359, "soft_acc_blocks": [ 25.000283 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078419878, "time_to_acc50_sec": 0, "acc_per_sec": 9.128644101698216, "mobile_acc_per_sec": 61359.46870245069 }, "started": "2026-08-18T00:23:33.615315926+10:00", "ended": "2026-08-18T00:23:36.354537865+10:00" }, { "cell": { "id": "uint3|none|TweenAlt|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3352, "total_correct": 990, "total_train": 154, "infer_ms": 445.763566, "train_ms": 1868.398609, "blocked_train": 1868398609, "duration": 2600261162, "avg_accuracy": 28.571428571428573, "soft_acc": 25.000063, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1289.1012829733602, "availability": 19.262416904727086, "score": 62.07817229922855, "zero_downtime": 4.815616361504421, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 9641128, "heap_mib": 9.194496154785156, "mobile_score": 378451.6371909063, "mobile_throughput": 7858841.086599268, "mobile_availability": 117430.86086215761, "mobile_accuracy": 152409.68639702327, "soft_acc_blocks": [ 25.000063 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069199788, "time_to_acc50_sec": 0, "acc_per_sec": 9.61444310492686, "mobile_acc_per_sec": 58613.22263483597 }, "started": "2026-08-18T00:23:40.561899706+10:00", "ended": "2026-08-18T00:23:43.162805294+10:00" }, { "cell": { "id": "float64|none|TweenAlt|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6848, "total_correct": 1622, "total_train": 220, "infer_ms": 574.25119, "train_ms": 1778.311343, "blocked_train": 1778311343, "duration": 2663812049, "avg_accuracy": 31.52173913043478, "soft_acc": 25.000000869565216, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2570.7519427171114, "availability": 24.409603653243245, "score": 156.87759548793625, "zero_downtime": 6.102401125568234, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13845216, "heap_mib": 13.203826904296875, "mobile_score": 33819.50690097825, "mobile_throughput": 554199.9977562784, "mobile_availability": 5262.196661246544, "mobile_accuracy": 5389.473871670481, "soft_acc_blocks": [ 25.000000869565216 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075568372, "time_to_acc50_sec": 0, "acc_per_sec": 9.385046846285668, "mobile_acc_per_sec": 2023.218520125584 }, "started": "2026-08-18T00:23:47.179734978+10:00", "ended": "2026-08-18T00:23:49.857333152+10:00" }, { "cell": { "id": "float32|none|TweenAlt|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10520, "total_correct": 2513, "total_train": 282, "infer_ms": 567.866539, "train_ms": 1771.985045, "blocked_train": 1771985045, "duration": 2660029812, "avg_accuracy": 22.96511627906977, "soft_acc": 25.000000279069766, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3954.8428940690387, "availability": 24.269340110419584, "score": 239.9535708771454, "zero_downtime": 6.067335095333286, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10692392, "heap_mib": 10.197059631347656, "mobile_score": 103457.87645397765, "mobile_throughput": 1705161.7362217666, "mobile_availability": 10463.917588660906, "mobile_accuracy": 10778.947488744185, "soft_acc_blocks": [ 25.000000279069766 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.398391012871011, "mobile_acc_per_sec": 4052.1904830231224 }, "started": "2026-08-18T00:23:54.238646377+10:00", "ended": "2026-08-18T00:23:56.909823047+10:00" }, { "cell": { "id": "float16|none|TweenAlt|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4600, "total_correct": 1074, "total_train": 174, "infer_ms": 486.303298, "train_ms": 1858.650796, "blocked_train": 1858650796, "duration": 2627694547, "avg_accuracy": 25.892857142857142, "soft_acc": 24.999996642857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1750.5839882537916, "availability": 20.73828648689956, "score": 90.76026848165675, "zero_downtime": 5.184570925510988, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10695408, "heap_mib": 10.199935913085938, "mobile_score": 78264.01256860339, "mobile_throughput": 1509556.213871059, "mobile_availability": 17882.951884282233, "mobile_accuracy": 21557.891841924815, "soft_acc_blocks": [ 24.999996642857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072307127, "time_to_acc50_sec": 0, "acc_per_sec": 9.514042136822665, "mobile_acc_per_sec": 8204.108756300135 }, "started": "2026-08-18T00:24:01.276302592+10:00", "ended": "2026-08-18T00:24:03.938605731+10:00" }, { "cell": { "id": "bfloat16|none|TweenAlt|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6064, "total_correct": 1386, "total_train": 205, "infer_ms": 490.117625, "train_ms": 1856.575077, "blocked_train": 1856575077, "duration": 2640943481, "avg_accuracy": 25, "soft_acc": 24.999999666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2296.1491011173975, "availability": 20.885462531259027, "score": 119.8903384453909, "zero_downtime": 5.221365563196548, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13253552, "heap_mib": 12.639572143554688, "mobile_score": 103383.33184680445, "mobile_throughput": 1980005.624879339, "mobile_availability": 18009.86411116568, "mobile_accuracy": 21557.89444940351, "soft_acc_blocks": [ 24.999999666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076283006, "time_to_acc50_sec": 0, "acc_per_sec": 9.466313780104205, "mobile_acc_per_sec": 8162.951840696173 }, "started": "2026-08-18T00:24:07.88008083+10:00", "ended": "2026-08-18T00:24:10.521634102+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenAlt|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4696, "total_correct": 1174, "total_train": 177, "infer_ms": 503.135411, "train_ms": 1867.106242, "blocked_train": 1867106242, "duration": 2671820773, "avg_accuracy": 21.666666666666668, "soft_acc": 24.99999946666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1757.6029228664136, "availability": 21.22717784337241, "score": 93.27237256448063, "zero_downtime": 5.306794347631487, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 9798552, "heap_mib": 9.344627380371094, "mobile_score": 160860.47916804743, "mobile_throughput": 3031217.5040256125, "mobile_availability": 36609.061240611954, "mobile_accuracy": 43115.7885538807, "soft_acc_blocks": [ 24.99999946666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.356914849717231, "mobile_acc_per_sec": 16137.230831343908 }, "started": "2026-08-18T00:24:15.157198007+10:00", "ended": "2026-08-18T00:24:17.829806175+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenAlt|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5032, "total_correct": 1191, "total_train": 180, "infer_ms": 513.69628, "train_ms": 1846.528775, "blocked_train": 1846528775, "duration": 2630417501, "avg_accuracy": 19.166666666666668, "soft_acc": 24.999992866666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1913.0043037225062, "availability": 21.76471599230608, "score": 104.08995870610562, "zero_downtime": 5.441177445526779, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11041304, "heap_mib": 10.529808044433594, "mobile_score": 179516.82983587732, "mobile_throughput": 3299227.632862057, "mobile_availability": 37536.11650715188, "mobile_accuracy": 43115.77717131228, "soft_acc_blocks": [ 24.999992866666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.504191960843658, "mobile_acc_per_sec": 16391.22958804868 }, "started": "2026-08-18T00:24:22.294306957+10:00", "ended": "2026-08-18T00:24:24.925418155+10:00" }, { "cell": { "id": "int64|none|TweenAlt|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3952, "total_correct": 1215, "total_train": 160, "infer_ms": 526.26746, "train_ms": 1836.972755, "blocked_train": 1836972755, "duration": 2681370440, "avg_accuracy": 25, "soft_acc": 25.000006705882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1473.8731885177342, "availability": 22.268894065853566, "score": 82.05383676373725, "zero_downtime": 5.567225009789229, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13784992, "heap_mib": 13.146392822265625, "mobile_score": 17689.079757066724, "mobile_throughput": 317736.03053519153, "mobile_availability": 4800.704741775589, "mobile_accuracy": 5389.475129857585, "soft_acc_blocks": [ 25.000006705882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075185195, "time_to_acc50_sec": 0, "acc_per_sec": 9.323593015324787, "mobile_acc_per_sec": 2009.9703679352806 }, "started": "2026-08-18T00:24:28.866483292+10:00", "ended": "2026-08-18T00:24:31.54863472+10:00" }, { "cell": { "id": "int32|none|TweenAlt|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 946, "total_train": 163, "infer_ms": 490.300691, "train_ms": 1869.184198, "blocked_train": 1869184198, "duration": 2651458243, "avg_accuracy": 16.071428571428573, "soft_acc": 25.00000442857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1393.9499178452647, "availability": 20.77998860199524, "score": 72.41567133935864, "zero_downtime": 5.194998070755449, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 9587328, "heap_mib": 9.1431884765625, "mobile_score": 31222.588400632947, "mobile_throughput": 601012.5119467584, "mobile_availability": 8959.456138291842, "mobile_accuracy": 10778.949277834587, "soft_acc_blocks": [ 25.00000442857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.428775465188961, "mobile_acc_per_sec": 4065.2909795172613 }, "started": "2026-08-18T00:24:35.531324058+10:00", "ended": "2026-08-18T00:24:38.183576311+10:00" }, { "cell": { "id": "int16|none|TweenAlt|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3480, "total_correct": 1015, "total_train": 163, "infer_ms": 473.504517, "train_ms": 1873.319672, "blocked_train": 1873319672, "duration": 2640631382, "avg_accuracy": 33.333333333333336, "soft_acc": 24.999994933333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1317.8666373964952, "availability": 20.176394943404944, "score": 66.4744809249576, "zero_downtime": 5.044097713580559, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10635720, "heap_mib": 10.143013000488281, "mobile_score": 57321.994498658176, "mobile_throughput": 1136417.2098475883, "mobile_availability": 17398.423934355083, "mobile_accuracy": 21557.89036777544, "soft_acc_blocks": [ 24.999994933333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069918744, "time_to_acc50_sec": 0, "acc_per_sec": 9.467430821184315, "mobile_acc_per_sec": 8163.915082857044 }, "started": "2026-08-18T00:24:42.629840595+10:00", "ended": "2026-08-18T00:24:45.290491477+10:00" }, { "cell": { "id": "int8|none|TweenAlt|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9128, "total_correct": 1991, "total_train": 253, "infer_ms": 544.256004, "train_ms": 1798.520771, "blocked_train": 1798520771, "duration": 2690271666, "avg_accuracy": 25.36764705882353, "soft_acc": 25.000004911764705, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3392.965890902707, "availability": 23.231236104429968, "score": 197.05701798049654, "zero_downtime": 5.807810167171148, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10692032, "heap_mib": 10.19671630859375, "mobile_score": 339850.75606236374, "mobile_throughput": 5851616.1217421, "mobile_availability": 40065.32340368217, "mobile_accuracy": 43115.79794466873, "soft_acc_blocks": [ 25.000004911764705 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067517342, "time_to_acc50_sec": 0, "acc_per_sec": 9.292743639134288, "mobile_acc_per_sec": 16026.559135113283 }, "started": "2026-08-18T00:24:49.777399703+10:00", "ended": "2026-08-18T00:24:52.468445743+10:00" }, { "cell": { "id": "uint64|none|TweenAlt|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3952, "total_correct": 920, "total_train": 165, "infer_ms": 482.617304, "train_ms": 1893.565258, "blocked_train": 1893565258, "duration": 2747516417, "avg_accuracy": 25, "soft_acc": 25.00000966666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1438.389949391156, "availability": 20.310615510694923, "score": 73.03649128209497, "zero_downtime": 5.077655841033231, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10696656, "heap_mib": 10.201126098632812, "mobile_score": 15655.010605603846, "mobile_throughput": 308311.7701497917, "mobile_availability": 4353.47996110843, "mobile_accuracy": 5358.6284007020995, "soft_acc_blocks": [ 25.00000966666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.059487407, "time_to_acc50_sec": 0, "acc_per_sec": 9.099130222473452, "mobile_acc_per_sec": 1950.3535511366154 }, "started": "2026-08-18T00:24:56.80351717+10:00", "ended": "2026-08-18T00:24:59.565171325+10:00" }, { "cell": { "id": "uint32|none|TweenAlt|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3680, "total_correct": 842, "total_train": 158, "infer_ms": 480.043934, "train_ms": 1869.005664, "blocked_train": 1869005664, "duration": 2855002495, "avg_accuracy": 22.65625, "soft_acc": 24.9999975625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1288.9655986097484, "availability": 20.435666169361145, "score": 65.85217027186171, "zero_downtime": 5.108916044220923, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 10693040, "heap_mib": 10.197677612304688, "mobile_score": 28069.51434755596, "mobile_throughput": 549422.1103771608, "mobile_availability": 8710.711011871557, "mobile_accuracy": 10656.259123616259, "soft_acc_blocks": [ 24.9999975625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.756558919399474, "mobile_acc_per_sec": 3732.4867989708223 }, "started": "2026-08-18T00:25:03.874595183+10:00", "ended": "2026-08-18T00:25:06.730095281+10:00" }, { "cell": { "id": "uint16|none|TweenAlt|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3976, "total_correct": 883, "total_train": 166, "infer_ms": 489.314077, "train_ms": 1874.668612, "blocked_train": 1874668612, "duration": 2711740008, "avg_accuracy": 25.833333333333332, "soft_acc": 25.00001113333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1466.2172583913878, "availability": 20.69871658861373, "score": 75.87207251029182, "zero_downtime": 5.174681451610546, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 9673296, "heap_mib": 9.225173950195312, "mobile_score": 63953.08223838565, "mobile_throughput": 1235884.4276004885, "mobile_availability": 17447.087978796008, "mobile_accuracy": 21072.67819465123, "soft_acc_blocks": [ 25.00001113333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068575517, "time_to_acc50_sec": 0, "acc_per_sec": 9.219177007965333, "mobile_acc_per_sec": 7770.906551691525 }, "started": "2026-08-18T00:25:10.503302061+10:00", "ended": "2026-08-18T00:25:13.21600811+10:00" }, { "cell": { "id": "uint8|none|TweenAlt|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6768, "total_correct": 1387, "total_train": 228, "infer_ms": 512.507214, "train_ms": 1843.715174, "blocked_train": 1843715174, "duration": 2750060779, "avg_accuracy": 19.29824561403509, "soft_acc": 24.9999850877193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2461.0365166042025, "availability": 21.75122418877551, "score": 133.82631269728367, "zero_downtime": 5.43780280359027, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 12297376, "heap_mib": 11.727691650390625, "mobile_score": 220640.0309164574, "mobile_throughput": 4057521.7396773086, "mobile_availability": 35861.33908014067, "mobile_accuracy": 41217.58547695024, "soft_acc_blocks": [ 24.9999850877193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.090702750507937, "mobile_acc_per_sec": 14987.88164672423 }, "started": "2026-08-18T00:25:17.4460675+10:00", "ended": "2026-08-18T00:25:20.196650518+10:00" }, { "cell": { "id": "int4|none|TweenAlt|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7896, "total_correct": 2157, "total_train": 227, "infer_ms": 483.70581, "train_ms": 1825.034935, "blocked_train": 1825034935, "duration": 2780685675, "avg_accuracy": 32.69230769230769, "soft_acc": 24.99998873076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2839.5873978097147, "availability": 20.9510665520827, "score": 148.7308943365756, "zero_downtime": 5.237764276996636, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10694544, "heap_mib": 10.199111938476562, "mobile_score": 513011.99427588517, "mobile_throughput": 9794484.194887236, "mobile_availability": 72265.74197669957, "mobile_accuracy": 86231.5400768259, "soft_acc_blocks": [ 24.99998873076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071336242, "time_to_acc50_sec": 0, "acc_per_sec": 8.990584212927708, "mobile_acc_per_sec": 31010.89089360159 }, "started": "2026-08-18T00:25:24.04205004+10:00", "ended": "2026-08-18T00:25:26.82360587+10:00" }, { "cell": { "id": "uint4|none|TweenAlt|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3376, "total_correct": 818, "total_train": 158, "infer_ms": 447.147457, "train_ms": 1869.255494, "blocked_train": 1869255494, "duration": 2642734119, "avg_accuracy": 16.25, "soft_acc": 24.9999784, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1277.464870842726, "availability": 19.303526478714108, "score": 61.64888913516292, "zero_downtime": 4.825877450116807, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 9694904, "heap_mib": 9.245780944824219, "mobile_score": 194709.4746198572, "mobile_throughput": 4034695.796411995, "mobile_availability": 60967.51379802447, "mobile_accuracy": 78958.96792397108, "soft_acc_blocks": [ 24.9999784 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.45989164035158, "mobile_acc_per_sec": 29877.757038172585 }, "started": "2026-08-18T00:25:30.795972637+10:00", "ended": "2026-08-18T00:25:33.43953488+10:00" }, { "cell": { "id": "fp4|none|TweenAlt|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5768, "total_correct": 1468, "total_train": 188, "infer_ms": 427.843039, "train_ms": 1834.0431, "blocked_train": 1834043100, "duration": 2746024682, "avg_accuracy": 29.41176470588235, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2100.49095254272, "availability": 18.915321669956082, "score": 99.32865508044502, "zero_downtime": 4.7288304174890206, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13878208, "heap_mib": 13.23529052734375, "mobile_score": 342610.67049221287, "mobile_throughput": 7245146.056096827, "mobile_availability": 65243.922155907465, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077093524, "time_to_acc50_sec": 0, "acc_per_sec": 9.104069662546465, "mobile_acc_per_sec": 31402.33207392869 }, "started": "2026-08-18T00:25:37.496371144+10:00", "ended": "2026-08-18T00:25:40.243628846+10:00" }, { "cell": { "id": "int2|none|TweenAlt|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7880, "total_correct": 1541, "total_train": 225, "infer_ms": 495.844674, "train_ms": 1814.418754, "blocked_train": 1814418754, "duration": 2792085909, "avg_accuracy": 18.98148148148148, "soft_acc": 24.99995337037037, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2822.2627300254753, "availability": 21.462689838329553, "score": 151.43309159074917, "zero_downtime": 5.365662451609608, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10935176, "heap_mib": 10.428596496582031, "mobile_score": 1044665.1674201408, "mobile_throughput": 19469453.713152584, "mobile_availability": 148060.93065734374, "mobile_accuracy": 172462.83621900974, "soft_acc_blocks": [ 24.99995337037037 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.953862518981099, "mobile_acc_per_sec": 61768.45621515214 }, "started": "2026-08-18T00:25:44.307527179+10:00", "ended": "2026-08-18T00:25:47.100437618+10:00" }, { "cell": { "id": "uint2|none|TweenAlt|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3112, "total_correct": 723, "total_train": 157, "infer_ms": 446.430026, "train_ms": 1875.668761, "blocked_train": 1875668761, "duration": 2762042933, "avg_accuracy": 17.708333333333332, "soft_acc": 25.00001333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1126.7022546314633, "availability": 19.225281391958283, "score": 54.15294860716647, "zero_downtime": 4.8063229113604224, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 11134400, "heap_mib": 10.61859130859375, "mobile_score": 315463.7902150455, "mobile_throughput": 6563516.351958008, "mobile_availability": 111995.38144918917, "mobile_accuracy": 145635.63322785185, "soft_acc_blocks": [ 25.00001333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.051276153111603, "mobile_acc_per_sec": 52727.5052418064 }, "started": "2026-08-18T00:25:51.35567601+10:00", "ended": "2026-08-18T00:25:54.118399775+10:00" }, { "cell": { "id": "ternary|none|TweenAlt|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8536, "total_correct": 2115, "total_train": 221, "infer_ms": 523.708745, "train_ms": 1783.994844, "blocked_train": 1783994844, "duration": 2713560611, "avg_accuracy": 29.910714285714285, "soft_acc": 25.000065642857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3145.682453304154, "availability": 22.693934675854074, "score": 178.47024887631375, "zero_downtime": 5.673498565910638, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10928520, "heap_mib": 10.422248840332031, "mobile_score": 1231181.708458747, "mobile_throughput": 21700573.1852359, "mobile_availability": 156554.70557018658, "mobile_accuracy": 172463.6107337143, "soft_acc_blocks": [ 25.000065642857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070967961, "time_to_acc50_sec": 0, "acc_per_sec": 9.213011694492474, "mobile_acc_per_sec": 63556.2036221325 }, "started": "2026-08-18T00:25:58.30558655+10:00", "ended": "2026-08-18T00:26:01.084461902+10:00" }, { "cell": { "id": "binary|none|TweenAlt|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7840, "total_correct": 1744, "total_train": 222, "infer_ms": 490.253891, "train_ms": 1812.948227, "blocked_train": 1812948227, "duration": 2781016908, "avg_accuracy": 18.26923076923077, "soft_acc": 24.999403692307695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2819.1126697026184, "availability": 21.28575200450558, "score": 150.01375464054047, "zero_downtime": 5.321311072549827, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 10929088, "heap_mib": 10.42279052734375, "mobile_score": 2069747.6682363073, "mobile_throughput": 38895445.87823806, "mobile_availability": 293680.6407089005, "mobile_accuracy": 344918.08850085834, "soft_acc_blocks": [ 24.999403692307695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.989303020917735, "mobile_acc_per_sec": 124025.88690081361 }, "started": "2026-08-18T00:26:05.25022678+10:00", "ended": "2026-08-18T00:26:08.056334117+10:00" }, { "cell": { "id": "int|none|TweenAlt|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2968, "total_correct": 639, "total_train": 144, "infer_ms": 458.769306, "train_ms": 1880.526294, "blocked_train": 1880526294, "duration": 2717473933, "avg_accuracy": 11.538461538461538, "soft_acc": 24.999980230769232, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1092.1907893789537, "availability": 19.61142944055467, "score": 53.54851415927181, "zero_downtime": 4.902853483109925, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10934160, "heap_mib": 10.427627563476562, "mobile_score": 11543.932315598808, "mobile_throughput": 235453.3406997997, "mobile_availability": 4227.811315184838, "mobile_accuracy": 5389.469422380567, "soft_acc_blocks": [ 24.999980230769232 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.199712986085608, "mobile_acc_per_sec": 1983.264441631929 }, "started": "2026-08-18T00:26:12.350746548+10:00", "ended": "2026-08-18T00:26:15.086929931+10:00" }, { "cell": { "id": "uint|none|TweenAlt|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2648, "total_correct": 684, "total_train": 141, "infer_ms": 409.801643, "train_ms": 1860.680537, "blocked_train": 1860680537, "duration": 2887963192, "avg_accuracy": 18.75, "soft_acc": 24.999996625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 916.9091930725688, "availability": 18.04910193129109, "score": 41.373463133343364, "zero_downtime": 4.512274873665582, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10892016, "heap_mib": 10.387435913085938, "mobile_score": 8868.197154233167, "mobile_throughput": 196534.94972102655, "mobile_availability": 3868.7357127361993, "mobile_accuracy": 5358.625605285364, "soft_acc_blocks": [ 24.999996625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.656618856588253, "mobile_acc_per_sec": 1855.5034288973598 }, "started": "2026-08-18T00:26:19.323966563+10:00", "ended": "2026-08-18T00:26:22.223203955+10:00" }, { "cell": { "id": "uintptr|none|TweenAlt|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2784, "total_correct": 579, "total_train": 141, "infer_ms": 436.834464, "train_ms": 1870.274956, "blocked_train": 1870274956, "duration": 2939078056, "avg_accuracy": 23.4375, "soft_acc": 24.999994375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 947.2358157744688, "availability": 18.934275947778847, "score": 44.83805072016931, "zero_downtime": 4.73356792189169, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10896760, "heap_mib": 10.391960144042969, "mobile_score": 9610.814364667265, "mobile_throughput": 203035.31127586457, "mobile_availability": 4058.468384345493, "mobile_accuracy": 5358.625123008995, "soft_acc_blocks": [ 24.999994375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.506066834109287, "mobile_acc_per_sec": 1823.2333476375675 }, "started": "2026-08-18T00:26:26.529941306+10:00", "ended": "2026-08-18T00:26:29.469757433+10:00" }, { "cell": { "id": "complex64|none|TweenAlt|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2824, "total_correct": 882, "total_train": 146, "infer_ms": 438.395966, "train_ms": 1855.517791, "blocked_train": 1855517791, "duration": 2826662294, "avg_accuracy": 42.5, "soft_acc": 25.0000044, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 999.0581492505662, "availability": 19.111266265447487, "score": 47.733174163519045, "zero_downtime": 4.777817407257587, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12796936, "heap_mib": 12.204109191894531, "mobile_score": 10290.267440724949, "mobile_throughput": 215375.90417527995, "mobile_availability": 4119.9866643827845, "mobile_accuracy": 5389.474632757895, "soft_acc_blocks": [ 25.0000044 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071655668, "time_to_acc50_sec": 0, "acc_per_sec": 8.844354860878191, "mobile_acc_per_sec": 1906.6567110608985 }, "started": "2026-08-18T00:26:34.016455442+10:00", "ended": "2026-08-18T00:26:36.843885755+10:00" }, { "cell": { "id": "complex128|none|TweenAlt|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3136, "total_correct": 836, "total_train": 150, "infer_ms": 466.255828, "train_ms": 1850.417226, "blocked_train": 1850417226, "duration": 2842134245, "avg_accuracy": 35, "soft_acc": 25.000009499999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1103.396155729442, "availability": 20.126095358814496, "score": 55.51766171860362, "zero_downtime": 5.031525751682683, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 10699664, "heap_mib": 10.203994750976562, "mobile_score": 5984.219536826327, "mobile_throughput": 118934.49089125774, "mobile_availability": 2169.3812260448467, "mobile_accuracy": 2694.737866105263, "soft_acc_blocks": [ 25.000009499999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071509418, "time_to_acc50_sec": 0, "acc_per_sec": 8.796209941166941, "mobile_acc_per_sec": 948.138839974205 }, "started": "2026-08-18T00:26:41.277543104+10:00", "ended": "2026-08-18T00:26:44.128356086+10:00" }, { "cell": { "id": "nf4|none|TweenAlt|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2584, "total_correct": 701, "total_train": 128, "infer_ms": 416.390126, "train_ms": 1889.796006, "blocked_train": 1889796006, "duration": 2811023407, "avg_accuracy": 35, "soft_acc": 25.0000116, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 919.2381655611024, "availability": 18.055356426885325, "score": 41.49295105372517, "zero_downtime": 4.513841201142677, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 9642704, "heap_mib": 9.195999145507812, "mobile_score": 143120.10738194385, "mobile_throughput": 3170694.337800653, "mobile_availability": 62277.67572591351, "mobile_accuracy": 86231.61895882105, "soft_acc_blocks": [ 25.0000116 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069798848, "time_to_acc50_sec": 0, "acc_per_sec": 8.893562229949799, "mobile_acc_per_sec": 30676.23654221 }, "started": "2026-08-18T00:26:48.300613012+10:00", "ended": "2026-08-18T00:26:51.112892198+10:00" }, { "cell": { "id": "fp6|none|TweenAlt|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1320, "total_correct": 378, "total_train": 82, "infer_ms": 386.116215, "train_ms": 1943.376082, "blocked_train": 1943376082, "duration": 2758399737, "avg_accuracy": 40, "soft_acc": 24.999992, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 478.538328688943, "availability": 16.575123064251112, "score": 19.829572876985345, "zero_downtime": 4.143779440052933, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 13841344, "heap_mib": 13.20013427734375, "mobile_score": 45598.27677424953, "mobile_throughput": 1100403.084524862, "mobile_availability": 38114.64088206179, "mobile_accuracy": 57487.700902175435, "soft_acc_blocks": [ 24.999992 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071087283, "time_to_acc50_sec": 0, "acc_per_sec": 9.063223021906778, "mobile_acc_per_sec": 20840.96084083097 }, "started": "2026-08-18T00:26:55.078823823+10:00", "ended": "2026-08-18T00:26:57.838154288+10:00" }, { "cell": { "id": "int6|none|TweenAlt|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1320, "total_correct": 302, "total_train": 83, "infer_ms": 395.051512, "train_ms": 1929.105849, "blocked_train": 1929105849, "duration": 2708684241, "avg_accuracy": 20, "soft_acc": 24.9999978, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 487.3214751353515, "availability": 16.99762325172439, "score": 20.708265269735698, "zero_downtime": 4.249405438983386, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10691536, "heap_mib": 10.196243286132812, "mobile_score": 47618.83763920697, "mobile_throughput": 1120600.0068235225, "mobile_availability": 39086.18376929859, "mobile_accuracy": 57487.71423932631, "soft_acc_blocks": [ 24.9999978 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.229572580512531, "mobile_acc_per_sec": 21223.483110051555 }, "started": "2026-08-18T00:27:02.095503728+10:00", "ended": "2026-08-18T00:27:04.805116353+10:00" }, { "cell": { "id": "uint6|none|TweenAlt|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1352, "total_correct": 317, "total_train": 83, "infer_ms": 390.244016, "train_ms": 1910.213787, "blocked_train": 1910213787, "duration": 2760214521, "avg_accuracy": 37.5, "soft_acc": 25.0000152, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 489.8170014373314, "availability": 16.963754583591466, "score": 20.772851138019707, "zero_downtime": 4.240941224388563, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 9642864, "heap_mib": 9.196151733398438, "mobile_score": 45003.95279938048, "mobile_throughput": 1061178.4134279983, "mobile_availability": 36751.62381455373, "mobile_accuracy": 54162.01640156033, "soft_acc_blocks": [ 25.0000152 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079212322, "time_to_acc50_sec": 0, "acc_per_sec": 9.057272545230552, "mobile_acc_per_sec": 19622.393835511717 }, "started": "2026-08-18T00:27:09.169943952+10:00", "ended": "2026-08-18T00:27:11.931021388+10:00" }, { "cell": { "id": "int5|none|TweenAlt|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1544, "total_correct": 387, "total_train": 91, "infer_ms": 407.792428, "train_ms": 1934.441092, "blocked_train": 1934441092, "duration": 2761290871, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999980166666663, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 559.1587674502546, "availability": 17.410408676928167, "score": 24.337937333378655, "zero_downtime": 4.352598716167654, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 10690536, "heap_mib": 10.195289611816406, "mobile_score": 67158.36046653909, "mobile_throughput": 1542948.588783995, "mobile_availability": 48042.46497057534, "mobile_accuracy": 68985.20842958595, "soft_acc_blocks": [ 24.999980166666663 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.053729336965118, "mobile_acc_per_sec": 24982.95603483562 }, "started": "2026-08-18T00:27:16.400863973+10:00", "ended": "2026-08-18T00:27:19.163077395+10:00" }, { "cell": { "id": "uint5|none|TweenAlt|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1480, "total_correct": 359, "total_train": 87, "infer_ms": 397.485726, "train_ms": 1917.488095, "blocked_train": 1917488095, "duration": 2894399302, "avg_accuracy": 31.25, "soft_acc": 25.000000166666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 511.3323510606623, "availability": 17.170203930353647, "score": 21.9492020060749, "zero_downtime": 4.292551011205418, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 11070776, "heap_mib": 10.557914733886719, "mobile_score": 56410.309908632335, "mobile_throughput": 1314144.1944749632, "mobile_availability": 44128.09744233947, "mobile_accuracy": 64250.980820496734, "soft_acc_blocks": [ 25.000000166666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080233882, "time_to_acc50_sec": 0, "acc_per_sec": 8.637370852526091, "mobile_acc_per_sec": 22198.381811417643 }, "started": "2026-08-18T00:27:23.722658218+10:00", "ended": "2026-08-18T00:27:26.618092415+10:00" }, { "cell": { "id": "int3|none|TweenAlt|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2000, "total_correct": 527, "total_train": 107, "infer_ms": 430.973275, "train_ms": 1902.195572, "blocked_train": 1902195572, "duration": 2789819155, "avg_accuracy": 18.75, "soft_acc": 24.9999955, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 716.8923463786311, "availability": 18.471585352862377, "score": 33.10533945340448, "zero_downtime": 4.6178955069942536, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 10724088, "heap_mib": 10.227287292480469, "mobile_score": 152252.03694163624, "mobile_throughput": 3297000.478054033, "mobile_availability": 84951.145100715, "mobile_accuracy": 114975.41790091229, "soft_acc_blocks": [ 24.9999955 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.96115271672511, "mobile_acc_per_sec": 41212.49855742433 }, "started": "2026-08-18T00:27:30.309962427+10:00", "ended": "2026-08-18T00:27:33.100562569+10:00" }, { "cell": { "id": "uint3|none|TweenAlt|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1784, "total_correct": 424, "total_train": 103, "infer_ms": 394.09464, "train_ms": 1905.87655, "blocked_train": 1905876550, "duration": 2830661743, "avg_accuracy": 25, "soft_acc": 24.99998575, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 630.2413223380325, "availability": 17.134764196763697, "score": 26.99757572466989, "zero_downtime": 4.283688607487026, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 10724080, "heap_mib": 10.227279663085938, "mobile_score": 110582.07016824787, "mobile_throughput": 2581468.4562965813, "mobile_availability": 70183.9941499441, "mobile_accuracy": 102399.941632, "soft_acc_blocks": [ 24.99998575 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067468642, "time_to_acc50_sec": 0, "acc_per_sec": 8.831852061385634, "mobile_acc_per_sec": 36175.26604343556 }, "started": "2026-08-18T00:27:37.494127191+10:00", "ended": "2026-08-18T00:27:40.325703151+10:00" }, { "cell": { "id": "float64|none|TweenAlt|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5592, "total_correct": 1329, "total_train": 190, "infer_ms": 576.252983, "train_ms": 1808.087538, "blocked_train": 1808087538, "duration": 2834071058, "avg_accuracy": 27.976190476190474, "soft_acc": 25.00000257142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1973.1333073724222, "availability": 24.168233434975875, "score": 119.21787818966583, "zero_downtime": 6.042058980212828, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10729584, "heap_mib": 10.232528686523438, "mobile_score": 23253.163288803393, "mobile_throughput": 384854.9536665448, "mobile_availability": 4713.956388079104, "mobile_accuracy": 4876.190977741497, "soft_acc_blocks": [ 25.00000257142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077608835, "time_to_acc50_sec": 0, "acc_per_sec": 8.821233504664148, "mobile_acc_per_sec": 1720.5605921478261 }, "started": "2026-08-18T00:27:44.812421579+10:00", "ended": "2026-08-18T00:27:47.652079711+10:00" }, { "cell": { "id": "float32|none|TweenAlt|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8088, "total_correct": 2375, "total_train": 245, "infer_ms": 526.527603, "train_ms": 1802.751662, "blocked_train": 1802751662, "duration": 2671203763, "avg_accuracy": 34.642857142857146, "soft_acc": 25.000013285714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3027.848385072824, "availability": 22.60474348918398, "score": 171.10943110417008, "zero_downtime": 5.65118887549763, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 10727120, "heap_mib": 10.230178833007812, "mobile_score": 66748.97426692197, "mobile_throughput": 1181149.2366912654, "mobile_availability": 8818.002793495009, "mobile_accuracy": 9752.38613507483, "soft_acc_blocks": [ 25.000013285714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065173438, "time_to_acc50_sec": 0, "acc_per_sec": 9.359081337036244, "mobile_acc_per_sec": 3650.933062523853 }, "started": "2026-08-18T00:27:52.063820442+10:00", "ended": "2026-08-18T00:27:54.735772225+10:00" }, { "cell": { "id": "float16|none|TweenAlt|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4016, "total_correct": 930, "total_train": 152, "infer_ms": 507.227835, "train_ms": 1851.418713, "blocked_train": 1851418713, "duration": 2843244581, "avg_accuracy": 37.5, "soft_acc": 25.00000205882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1412.4708183168432, "availability": 21.505037939241078, "score": 75.9381025936621, "zero_downtime": 5.37625992756105, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10719120, "heap_mib": 10.222549438476562, "mobile_score": 59246.18442355046, "mobile_throughput": 1101996.2803477694, "mobile_availability": 16778.025790310752, "mobile_accuracy": 19504.763511036414, "soft_acc_blocks": [ 25.00000205882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073995299, "time_to_acc50_sec": 0, "acc_per_sec": 8.7927722524774, "mobile_acc_per_sec": 6860.037170694749 }, "started": "2026-08-18T00:27:59.22566215+10:00", "ended": "2026-08-18T00:28:02.069745479+10:00" }, { "cell": { "id": "bfloat16|none|TweenAlt|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5528, "total_correct": 1287, "total_train": 183, "infer_ms": 503.650648, "train_ms": 1841.204622, "blocked_train": 1841204622, "duration": 2823281849, "avg_accuracy": 31.61764705882353, "soft_acc": 25.000027470588236, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1958.0050082346563, "availability": 21.47896522415219, "score": 105.1399192315602, "zero_downtime": 5.369747206436142, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 9677632, "heap_mib": 9.22930908203125, "mobile_score": 82029.16365189916, "mobile_throughput": 1527616.8597579338, "mobile_availability": 16757.684106309975, "mobile_accuracy": 19504.78333705322, "soft_acc_blocks": [ 25.000027470588236 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068302651, "time_to_acc50_sec": 0, "acc_per_sec": 8.854952784626583, "mobile_acc_per_sec": 6908.549829681997 }, "started": "2026-08-18T00:28:06.69488305+10:00", "ended": "2026-08-18T00:28:09.519304272+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenAlt|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4088, "total_correct": 1160, "total_train": 161, "infer_ms": 474.202675, "train_ms": 1879.317681, "blocked_train": 1879317681, "duration": 2824173565, "avg_accuracy": 18.26923076923077, "soft_acc": 25.000005769230768, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1447.5031034432898, "availability": 20.148654070107394, "score": 72.9131150678139, "zero_downtime": 5.037164679949199, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13819008, "heap_mib": 13.1788330078125, "mobile_score": 113772.23593057743, "mobile_throughput": 2258656.271125225, "mobile_availability": 31439.576027108527, "mobile_accuracy": 39009.53281172161, "soft_acc_blocks": [ 25.000005769230768 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.852149201825267, "mobile_acc_per_sec": 13812.725002162397 }, "started": "2026-08-18T00:28:13.688579129+10:00", "ended": "2026-08-18T00:28:16.513400557+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenAlt|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1095, "total_train": 163, "infer_ms": 492.643122, "train_ms": 1869.427788, "blocked_train": 1869427788, "duration": 2767716100, "avg_accuracy": 39.285714285714285, "soft_acc": 25.000017857142858, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1566.6346703695513, "availability": 20.856406973827895, "score": 81.68598400842994, "zero_downtime": 5.2141054678153615, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10906840, "heap_mib": 10.401573181152344, "mobile_score": 127461.25352324915, "mobile_throughput": 2444546.89898426, "mobile_availability": 32543.940177066306, "mobile_accuracy": 39009.55167346939, "soft_acc_blocks": [ 25.000017857142858 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067377705, "time_to_acc50_sec": 0, "acc_per_sec": 9.032724800474607, "mobile_acc_per_sec": 14094.491726759616 }, "started": "2026-08-18T00:28:20.825652161+10:00", "ended": "2026-08-18T00:28:23.594273052+10:00" }, { "cell": { "id": "int64|none|TweenAlt|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3120, "total_correct": 773, "total_train": 152, "infer_ms": 450.674592, "train_ms": 1852.215432, "blocked_train": 1852215432, "duration": 2797531416, "avg_accuracy": 28.75, "soft_acc": 25.0000182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1115.2689768399728, "availability": 19.56995719740024, "score": 54.56445507376094, "zero_downtime": 4.892492861082269, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12179168, "heap_mib": 11.614959716796875, "mobile_score": 10642.667046767849, "mobile_throughput": 217530.55853031087, "mobile_availability": 3817.0735562167324, "mobile_accuracy": 4876.194026057143, "soft_acc_blocks": [ 25.0000182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076770034, "time_to_acc50_sec": 0, "acc_per_sec": 8.936456640671377, "mobile_acc_per_sec": 1743.034590485236 }, "started": "2026-08-18T00:28:28.118298638+10:00", "ended": "2026-08-18T00:28:30.91654125+10:00" }, { "cell": { "id": "int32|none|TweenAlt|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 741, "total_train": 149, "infer_ms": 430.48686, "train_ms": 1883.343967, "blocked_train": 1883343967, "duration": 2902871193, "avg_accuracy": 26.19047619047619, "soft_acc": 25.00001223809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 981.0976135860534, "availability": 18.604940991219667, "score": 45.633180357004754, "zero_downtime": 4.651237524695315, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 14099184, "heap_mib": 13.446029663085938, "mobile_score": 17801.286356408713, "mobile_throughput": 382721.5071665214, "mobile_availability": 7257.698885717691, "mobile_accuracy": 9752.385726403629, "soft_acc_blocks": [ 25.00001223809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061041257, "time_to_acc50_sec": 0, "acc_per_sec": 8.612167256466773, "mobile_acc_per_sec": 3359.565436427419 }, "started": "2026-08-18T00:28:35.428905548+10:00", "ended": "2026-08-18T00:28:38.332258927+10:00" }, { "cell": { "id": "int16|none|TweenAlt|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2872, "total_correct": 866, "total_train": 145, "infer_ms": 446.711525, "train_ms": 1851.309074, "blocked_train": 1851309074, "duration": 2793461886, "avg_accuracy": 25, "soft_acc": 25.0000024, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1028.1149760423114, "availability": 19.43896957209129, "score": 49.963744136263614, "zero_downtime": 4.859742859558092, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11794872, "heap_mib": 11.248466491699219, "mobile_score": 38981.23732993062, "mobile_throughput": 802125.512737011, "mobile_availability": 15166.098927102079, "mobile_accuracy": 19504.763777219046, "soft_acc_blocks": [ 25.0000024 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070495721, "time_to_acc50_sec": 0, "acc_per_sec": 8.949469661745725, "mobile_acc_per_sec": 6982.2909970496175 }, "started": "2026-08-18T00:28:42.838986044+10:00", "ended": "2026-08-18T00:28:45.633279439+10:00" }, { "cell": { "id": "int8|none|TweenAlt|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7168, "total_correct": 1489, "total_train": 223, "infer_ms": 514.043806, "train_ms": 1801.450822, "blocked_train": 1801450822, "duration": 2970039570, "avg_accuracy": 16.477272727272727, "soft_acc": 24.999997545454548, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2413.4358587013708, "availability": 22.200172688113877, "score": 133.9467189360084, "zero_downtime": 5.55004262711514, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 9911584, "heap_mib": 9.452423095703125, "mobile_score": 209007.90886167256, "mobile_throughput": 3765879.3437107867, "mobile_availability": 34640.72660210074, "mobile_accuracy": 39009.51997949784, "soft_acc_blocks": [ 24.999997545454548 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.417395444147079, "mobile_acc_per_sec": 13134.34351970531 }, "started": "2026-08-18T00:28:50.317200799+10:00", "ended": "2026-08-18T00:28:53.288054691+10:00" }, { "cell": { "id": "uint64|none|TweenAlt|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3232, "total_correct": 842, "total_train": 149, "infer_ms": 461.097902, "train_ms": 1836.585539, "blocked_train": 1836585539, "duration": 2864618174, "avg_accuracy": 33.333333333333336, "soft_acc": 25.00002875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1128.2480957966582, "availability": 20.067947297357918, "score": 56.60412340664646, "zero_downtime": 5.016992593874328, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 9903024, "heap_mib": 9.444259643554688, "mobile_score": 10975.171099343142, "mobile_throughput": 218759.96214831297, "mobile_availability": 3891.044361182392, "mobile_accuracy": 4847.342852544379, "soft_acc_blocks": [ 25.00002875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072539415, "time_to_acc50_sec": 0, "acc_per_sec": 8.727176618827107, "mobile_acc_per_sec": 1692.142742282406 }, "started": "2026-08-18T00:28:57.526671084+10:00", "ended": "2026-08-18T00:29:00.402404969+10:00" }, { "cell": { "id": "uint32|none|TweenAlt|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3216, "total_correct": 754, "total_train": 156, "infer_ms": 439.891898, "train_ms": 1859.026138, "blocked_train": 1859026138, "duration": 2777447166, "avg_accuracy": 35.22727272727273, "soft_acc": 25.000016818181816, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1157.8978132756315, "availability": 19.134736041541935, "score": 55.39020981274926, "zero_downtime": 4.783687228500181, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 13059488, "heap_mib": 12.454498291015625, "mobile_score": 21353.251707578445, "mobile_throughput": 446376.41818136343, "mobile_availability": 7376.553301285248, "mobile_accuracy": 9637.65354233155, "soft_acc_blocks": [ 25.000016818181816 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076334045, "time_to_acc50_sec": 0, "acc_per_sec": 9.001077364933687, "mobile_acc_per_sec": 3469.9682716958478 }, "started": "2026-08-18T00:29:04.900412402+10:00", "ended": "2026-08-18T00:29:07.67866665+10:00" }, { "cell": { "id": "uint16|none|TweenAlt|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3128, "total_correct": 637, "total_train": 156, "infer_ms": 442.807023, "train_ms": 1837.834071, "blocked_train": 1837834071, "duration": 2855349946, "avg_accuracy": 13.636363636363637, "soft_acc": 24.99998990909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1095.4874390727307, "availability": 19.415901264120606, "score": 53.174668419562735, "zero_downtime": 4.853973356789206, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 10746376, "heap_mib": 10.248542785644531, "mobile_score": 40521.57057609841, "mobile_throughput": 834812.3814775638, "mobile_availability": 14795.819828434976, "mobile_accuracy": 19051.155100955602, "soft_acc_blocks": [ 24.99998990909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.7554907040774, "mobile_acc_per_sec": 6672.09114863275 }, "started": "2026-08-18T00:29:11.949647202+10:00", "ended": "2026-08-18T00:29:14.806507663+10:00" }, { "cell": { "id": "uint8|none|TweenAlt|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6256, "total_correct": 1574, "total_train": 204, "infer_ms": 522.547363, "train_ms": 1812.704151, "blocked_train": 1812704151, "duration": 2855369843, "avg_accuracy": 33.65384615384615, "soft_acc": 25.000000346153847, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2190.9596108317514, "availability": 22.37649177689389, "score": 122.5649759852618, "zero_downtime": 5.594123021680559, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 9943000, "heap_mib": 9.482383728027344, "mobile_score": 182554.9605947754, "mobile_throughput": 3263334.751260674, "mobile_availability": 33328.76738842086, "mobile_accuracy": 37236.36415194406, "soft_acc_blocks": [ 25.000000346153847 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077523614, "time_to_acc50_sec": 0, "acc_per_sec": 8.755433348657752, "mobile_acc_per_sec": 13040.8199985826 }, "started": "2026-08-18T00:29:19.563055658+10:00", "ended": "2026-08-18T00:29:22.425030576+10:00" }, { "cell": { "id": "int4|none|TweenAlt|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6096, "total_correct": 1373, "total_train": 214, "infer_ms": 434.565322, "train_ms": 1857.861725, "blocked_train": 1857861725, "duration": 2933225325, "avg_accuracy": 24.074074074074073, "soft_acc": 25.000001111111114, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2078.258341779454, "availability": 18.95656058362672, "score": 98.49157978832794, "zero_downtime": 4.739140356535132, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 9729832, "heap_mib": 9.279090881347656, "mobile_score": 307368.77014323144, "mobile_throughput": 6485749.461278967, "mobile_availability": 59158.912114693376, "mobile_accuracy": 78019.05108656085, "soft_acc_blocks": [ 25.000001111111114 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.523041478619142, "mobile_acc_per_sec": 26598.383159180194 }, "started": "2026-08-18T00:29:26.458206307+10:00", "ended": "2026-08-18T00:29:29.392322148+10:00" }, { "cell": { "id": "uint4|none|TweenAlt|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2584, "total_correct": 649, "total_train": 140, "infer_ms": 418.860562, "train_ms": 1875.471546, "blocked_train": 1875471546, "duration": 3022462121, "avg_accuracy": 17.1875, "soft_acc": 25.000006375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 854.9321369642402, "availability": 18.256317842543133, "score": 39.0197920156039, "zero_downtime": 4.564080624476046, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 14331440, "heap_mib": 13.667526245117188, "mobile_score": 111182.65606672248, "mobile_throughput": 2436036.1968734106, "mobile_availability": 52019.393309952466, "mobile_accuracy": 71234.80077356522, "soft_acc_blocks": [ 25.000006375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.271404363118567, "mobile_acc_per_sec": 23568.467667014713 }, "started": "2026-08-18T00:29:33.849150327+10:00", "ended": "2026-08-18T00:29:36.872514059+10:00" }, { "cell": { "id": "fp4|none|TweenAlt|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4864, "total_correct": 1150, "total_train": 168, "infer_ms": 420.781053, "train_ms": 1832.316701, "blocked_train": 1832316701, "duration": 2844728572, "avg_accuracy": 27.941176470588236, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1709.8292075649035, "availability": 18.675667855643336, "score": 79.83050592589997, "zero_downtime": 4.668916963910834, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13967680, "heap_mib": 13.32061767578125, "mobile_score": 249132.00173141813, "mobile_throughput": 5335969.854617787, "mobile_availability": 58282.312789878175, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088482065, "time_to_acc50_sec": 0, "acc_per_sec": 8.788184660592638, "mobile_acc_per_sec": 27425.831900790432 }, "started": "2026-08-18T00:29:41.635056016+10:00", "ended": "2026-08-18T00:29:44.480928333+10:00" }, { "cell": { "id": "int2|none|TweenAlt|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6560, "total_correct": 1674, "total_train": 202, "infer_ms": 457.293483, "train_ms": 1829.275162, "blocked_train": 1829275162, "duration": 3022775249, "avg_accuracy": 28.571428571428573, "soft_acc": 25.00002266666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2170.191118962679, "availability": 19.999114568458538, "score": 108.50485043660652, "zero_downtime": 4.999783175247271, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9961824, "heap_mib": 9.500335693359375, "mobile_score": 677235.6074488995, "mobile_throughput": 13545299.540222678, "mobile_availability": 124824.94974842845, "mobile_accuracy": 156038.23671263494, "soft_acc_blocks": [ 25.00002266666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070547926, "time_to_acc50_sec": 0, "acc_per_sec": 8.270552921503914, "mobile_acc_per_sec": 51620.85297749338 }, "started": "2026-08-18T00:29:49.058908387+10:00", "ended": "2026-08-18T00:29:52.082493059+10:00" }, { "cell": { "id": "uint2|none|TweenAlt|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2648, "total_correct": 833, "total_train": 144, "infer_ms": 405.457181, "train_ms": 1893.27651, "blocked_train": 1893276510, "duration": 2891853201, "avg_accuracy": 31.818181818181817, "soft_acc": 25.000011363636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 915.6758023140055, "availability": 17.638284181740826, "score": 40.3773934022472, "zero_downtime": 4.409573049785681, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 11197968, "heap_mib": 10.679214477539062, "mobile_score": 211693.8283207738, "mobile_throughput": 4800778.350436053, "mobile_availability": 92475.40737076534, "mobile_accuracy": 131072.05957818183, "soft_acc_blocks": [ 25.000011363636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069180329, "time_to_acc50_sec": 0, "acc_per_sec": 8.644979404553242, "mobile_acc_per_sec": 45324.5896205441 }, "started": "2026-08-18T00:29:56.627936848+10:00", "ended": "2026-08-18T00:29:59.520615306+10:00" }, { "cell": { "id": "ternary|none|TweenAlt|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6432, "total_correct": 1791, "total_train": 210, "infer_ms": 460.311129, "train_ms": 1849.108527, "blocked_train": 1849108527, "duration": 2913139035, "avg_accuracy": 28.125, "soft_acc": 25.000044199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2207.927573219999, "availability": 19.93189621488179, "score": 110.02065261466198, "zero_downtime": 4.982982863618574, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9958936, "heap_mib": 9.497581481933594, "mobile_score": 686696.5228337607, "mobile_throughput": 13780832.517956749, "mobile_availability": 124405.40479414219, "mobile_accuracy": 156038.37111344762, "soft_acc_blocks": [ 25.000044199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068254347, "time_to_acc50_sec": 0, "acc_per_sec": 8.581823215313854, "mobile_acc_per_sec": 53563.65392750559 }, "started": "2026-08-18T00:30:03.629212033+10:00", "ended": "2026-08-18T00:30:06.563909518+10:00" }, { "cell": { "id": "binary|none|TweenAlt|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6232, "total_correct": 1682, "total_train": 195, "infer_ms": 489.544701, "train_ms": 1795.940484, "blocked_train": 1795940484, "duration": 2985765127, "avg_accuracy": 31.52173913043478, "soft_acc": 25.000516043478264, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2087.237185418436, "availability": 21.419727601515824, "score": 111.77243700840725, "zero_downtime": 5.355042435486306, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 13968976, "heap_mib": 13.321853637695312, "mobile_score": 1395260.653672948, "mobile_throughput": 26055081.177825265, "mobile_availability": 267383.47963675065, "mobile_accuracy": 312082.63227150316, "soft_acc_blocks": [ 25.000516043478264 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085561203, "time_to_acc50_sec": 0, "acc_per_sec": 8.373235998170415, "mobile_acc_per_sec": 104523.50369068501 }, "started": "2026-08-18T00:30:11.08170757+10:00", "ended": "2026-08-18T00:30:14.067918268+10:00" }, { "cell": { "id": "int|none|TweenAlt|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2352, "total_correct": 583, "total_train": 126, "infer_ms": 436.18741, "train_ms": 1908.003085, "blocked_train": 1908003085, "duration": 2937922612, "avg_accuracy": 25, "soft_acc": 24.999995363636366, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 800.5656753493819, "availability": 18.607165711590348, "score": 37.240638554146, "zero_downtime": 4.651790565201723, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10802464, "heap_mib": 10.302032470703125, "mobile_score": 7263.697881799144, "mobile_throughput": 156148.4288681461, "mobile_availability": 3629.2833692701934, "mobile_accuracy": 4876.189571878788, "soft_acc_blocks": [ 24.999995363636366 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067514615, "time_to_acc50_sec": 0, "acc_per_sec": 8.50941248810415, "mobile_acc_per_sec": 1659.7406452987905 }, "started": "2026-08-18T00:30:18.668877996+10:00", "ended": "2026-08-18T00:30:21.60761623+10:00" }, { "cell": { "id": "uint|none|TweenAlt|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2624, "total_correct": 697, "total_train": 134, "infer_ms": 441.578739, "train_ms": 1868.584306, "blocked_train": 1868584306, "duration": 2897703345, "avg_accuracy": 19.318181818181817, "soft_acc": 24.999994909090912, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 905.5447323576872, "availability": 19.11461357481805, "score": 43.27283527239846, "zero_downtime": 4.778652420596913, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12905896, "heap_mib": 12.308021545410156, "mobile_score": 8390.321101810372, "mobile_throughput": 175579.22952601593, "mobile_availability": 3706.1991575126503, "mobile_accuracy": 4847.336291012372, "soft_acc_blocks": [ 24.999994909090912 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.627520464518396, "mobile_acc_per_sec": 1672.8200626114722 }, "started": "2026-08-18T00:30:26.52048216+10:00", "ended": "2026-08-18T00:30:29.419023001+10:00" }, { "cell": { "id": "uintptr|none|TweenAlt|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2616, "total_correct": 600, "total_train": 131, "infer_ms": 436.156486, "train_ms": 1879.891405, "blocked_train": 1879891405, "duration": 2879052629, "avg_accuracy": 15.625, "soft_acc": 24.99998875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 908.6322263266969, "availability": 18.831928635624227, "score": 42.778223855322395, "zero_downtime": 4.7079800403140855, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 15027944, "heap_mib": 14.331764221191406, "mobile_score": 8294.419167403576, "mobile_throughput": 176177.87451049234, "mobile_availability": 3651.3883877641106, "mobile_accuracy": 4847.335096804733, "soft_acc_blocks": [ 24.99998875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.68340804130538, "mobile_acc_per_sec": 1683.6562999851758 }, "started": "2026-08-18T00:30:34.269629609+10:00", "ended": "2026-08-18T00:30:37.14962661+10:00" }, { "cell": { "id": "complex64|none|TweenAlt|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2560, "total_correct": 686, "total_train": 141, "infer_ms": 420.202872, "train_ms": 1898.752694, "blocked_train": 1898752694, "duration": 2986129315, "avg_accuracy": 36.53846153846154, "soft_acc": 25.000008153846156, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 857.2970993387806, "availability": 18.12035030601358, "score": 38.83632205748176, "zero_downtime": 4.530089054008882, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11021080, "heap_mib": 10.510520935058594, "mobile_score": 7574.9321498783465, "mobile_throughput": 167213.75804245932, "mobile_availability": 3534.331183496744, "mobile_accuracy": 4876.192066578755, "soft_acc_blocks": [ 25.000008153846156 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.059494445, "time_to_acc50_sec": 0, "acc_per_sec": 8.372044716303975, "mobile_acc_per_sec": 1632.9473884752897 }, "started": "2026-08-18T00:30:41.728805209+10:00", "ended": "2026-08-18T00:30:44.715429678+10:00" }, { "cell": { "id": "complex128|none|TweenAlt|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2488, "total_correct": 585, "total_train": 130, "infer_ms": 443.710405, "train_ms": 1873.63301, "blocked_train": 1873633010, "duration": 2825486407, "avg_accuracy": 21.875, "soft_acc": 24.99997675, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 880.556350876828, "availability": 19.14737376117385, "score": 42.15081471974077, "zero_downtime": 4.7868389885290625, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 11019440, "heap_mib": 10.508956909179688, "mobile_score": 4110.708026001385, "mobile_throughput": 85875.20983789256, "mobile_availability": 1867.3248315659068, "mobile_accuracy": 2438.0929706666666, "soft_acc_blocks": [ 24.99997675 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.848025843643706, "mobile_acc_per_sec": 862.8931870372528 }, "started": "2026-08-18T00:30:49.226545309+10:00", "ended": "2026-08-18T00:30:52.052813797+10:00" }, { "cell": { "id": "nf4|none|TweenAlt|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1912, "total_correct": 499, "total_train": 111, "infer_ms": 370.802111, "train_ms": 1893.476266, "blocked_train": 1893476266, "duration": 2878151854, "avg_accuracy": 28.125, "soft_acc": 25.00000475, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 664.3151914805118, "availability": 16.376171532905115, "score": 27.19735398649519, "zero_downtime": 4.094043661094426, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10799584, "heap_mib": 10.299285888671875, "mobile_score": 84876.46623137852, "mobile_throughput": 2073169.5423269914, "mobile_availability": 51106.13226573665, "mobile_accuracy": 78019.06244266666, "soft_acc_blocks": [ 25.00000475 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068124778, "time_to_acc50_sec": 0, "acc_per_sec": 8.686131246082612, "mobile_acc_per_sec": 27107.347492536668 }, "started": "2026-08-18T00:30:56.6476586+10:00", "ended": "2026-08-18T00:30:59.537299055+10:00" }, { "cell": { "id": "fp6|none|TweenAlt|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1232, "total_correct": 294, "total_train": 72, "infer_ms": 413.833149, "train_ms": 1915.343526, "blocked_train": 1915343526, "duration": 3000057602, "avg_accuracy": 18.75, "soft_acc": 25.000027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 410.6587817442846, "availability": 17.76735760072816, "score": 18.24082326789306, "zero_downtime": 4.441844197368592, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10799080, "heap_mib": 10.298805236816406, "mobile_score": 37950.177577290146, "mobile_throughput": 854378.8546156647, "mobile_availability": 36965.12849908955, "mobile_accuracy": 52012.754586412695, "soft_acc_blocks": [ 25.000027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.333182330677129, "mobile_acc_per_sec": 17337.25197534147 }, "started": "2026-08-18T00:31:04.183859362+10:00", "ended": "2026-08-18T00:31:07.189814336+10:00" }, { "cell": { "id": "int6|none|TweenAlt|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1264, "total_correct": 267, "total_train": 73, "infer_ms": 416.547213, "train_ms": 1933.881213, "blocked_train": 1933881213, "duration": 2902456874, "avg_accuracy": 31.25, "soft_acc": 24.99999375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 435.49312009519286, "availability": 17.722182406927715, "score": 19.294716454542396, "zero_downtime": 4.430544494095528, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10800064, "heap_mib": 10.29974365234375, "mobile_score": 40142.81071634573, "mobile_throughput": 906046.8926526527, "mobile_availability": 36871.14114985443, "mobile_accuracy": 52012.685409523816, "soft_acc_blocks": [ 24.99999375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074749548, "time_to_acc50_sec": 0, "acc_per_sec": 8.61339025359796, "mobile_acc_per_sec": 17920.226782850663 }, "started": "2026-08-18T00:31:11.469636494+10:00", "ended": "2026-08-18T00:31:14.372940708+10:00" }, { "cell": { "id": "uint6|none|TweenAlt|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1304, "total_correct": 247, "total_train": 75, "infer_ms": 402.420614, "train_ms": 1938.775467, "blocked_train": 1938775467, "duration": 3008764615, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999989166666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 433.40047057818776, "availability": 17.188676218359003, "score": 18.623942833753514, "zero_downtime": 4.29716719248316, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 9751784, "heap_mib": 9.300025939941406, "mobile_score": 36433.9915687424, "mobile_throughput": 847860.6937257347, "mobile_availability": 33626.18163123509, "mobile_accuracy": 48907.44149333333, "soft_acc_blocks": [ 24.999989166666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.30905450098384, "mobile_acc_per_sec": 16254.990918700805 }, "started": "2026-08-18T00:31:19.003579472+10:00", "ended": "2026-08-18T00:31:22.013178406+10:00" }, { "cell": { "id": "int5|none|TweenAlt|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1320, "total_correct": 354, "total_train": 82, "infer_ms": 401.437132, "train_ms": 1913.241822, "blocked_train": 1913241822, "duration": 3083117065, "avg_accuracy": 26.136363636363637, "soft_acc": 25.000008636363635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 428.1381381799721, "availability": 17.343102001522755, "score": 18.56311491570346, "zero_downtime": 4.335776998194043, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 11033824, "heap_mib": 10.522674560546875, "mobile_score": 46344.84949011588, "mobile_throughput": 1068893.7532861962, "mobile_availability": 43298.95362940172, "mobile_accuracy": 62415.2596568658, "soft_acc_blocks": [ 25.000008636363635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063299337, "time_to_acc50_sec": 0, "acc_per_sec": 8.108679660648447, "mobile_acc_per_sec": 20244.206866295488 }, "started": "2026-08-18T00:31:26.204725891+10:00", "ended": "2026-08-18T00:31:29.288270662+10:00" }, { "cell": { "id": "uint5|none|TweenAlt|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1312, "total_correct": 313, "total_train": 79, "infer_ms": 397.01097, "train_ms": 1941.265253, "blocked_train": 1941265253, "duration": 2774363291, "avg_accuracy": 17.5, "soft_acc": 24.999988600000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 472.9012974818805, "availability": 16.978788309733414, "score": 20.073218399966027, "zero_downtime": 4.244695141851486, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 9799592, "heap_mib": 9.345619201660156, "mobile_score": 46567.02446230703, "mobile_throughput": 1097064.0506822132, "mobile_availability": 39388.38480236067, "mobile_accuracy": 57996.43373060531, "soft_acc_blocks": [ 24.999988600000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.011072443576388, "mobile_acc_per_sec": 20904.412165034413 }, "started": "2026-08-18T00:31:33.799024631+10:00", "ended": "2026-08-18T00:31:36.574211356+10:00" }, { "cell": { "id": "int3|none|TweenAlt|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1680, "total_correct": 393, "total_train": 95, "infer_ms": 415.403927, "train_ms": 1926.16636, "blocked_train": 1926166360, "duration": 2918184481, "avg_accuracy": 37.5, "soft_acc": 25.0000075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 575.7004092572995, "availability": 17.740399650023406, "score": 25.53289600713282, "zero_downtime": 4.435101243035825, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 11042248, "heap_mib": 10.530708312988281, "mobile_score": 106242.78556974327, "mobile_throughput": 2395498.5410213573, "mobile_availability": 73818.08453739263, "mobile_accuracy": 104025.42803301587, "soft_acc_blocks": [ 25.0000075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070261344, "time_to_acc50_sec": 0, "acc_per_sec": 8.566972945943784, "mobile_acc_per_sec": 35647.310411769635 }, "started": "2026-08-18T00:31:41.178020089+10:00", "ended": "2026-08-18T00:31:44.097163629+10:00" }, { "cell": { "id": "uint3|none|TweenAlt|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1840, "total_correct": 509, "total_train": 99, "infer_ms": 423.224949, "train_ms": 1913.617758, "blocked_train": 1913617758, "duration": 2948024499, "avg_accuracy": 30.357142857142858, "soft_acc": 24.999994285714283, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 624.1467805386783, "availability": 18.110972883721775, "score": 28.259757085121098, "zero_downtime": 4.527742186017707, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 10833048, "heap_mib": 10.331199645996094, "mobile_score": 104339.79945523923, "mobile_throughput": 2304455.403345511, "mobile_availability": 66868.77289620227, "mobile_accuracy": 92304.20425400401, "soft_acc_blocks": [ 24.999994285714283 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075959293, "time_to_acc50_sec": 0, "acc_per_sec": 8.480253232018438, "mobile_acc_per_sec": 31310.52821484847 }, "started": "2026-08-18T00:31:48.623184817+10:00", "ended": "2026-08-18T00:31:51.571975199+10:00" }, { "cell": { "id": "float64|none|StepTweenAlt|cnn|simd", "dtype": 0, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11648, "total_correct": 3793, "total_train": 287, "infer_ms": 556.864145, "train_ms": 1743.598709, "blocked_train": 1743598709, "duration": 3013144698, "avg_accuracy": 26.5, "soft_acc": 25.00018658, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3865.72872113691, "availability": 24.20661320532672, "score": 233.94224571794663, "zero_downtime": 6.051698466030598, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10834256, "heap_mib": 10.332351684570312, "mobile_score": 73709.80295851611, "mobile_throughput": 1218001.9109059065, "mobile_availability": 7626.945206847557, "mobile_accuracy": 7876.981863975385, "soft_acc_blocks": [ 25.00018658 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076401794, "time_to_acc50_sec": 0, "acc_per_sec": 8.297041491765757, "mobile_acc_per_sec": 2614.2063038671185 }, "started": "2026-08-18T00:31:56.250625513+10:00", "ended": "2026-08-18T00:31:59.264420313+10:00" }, { "cell": { "id": "float32|none|StepTweenAlt|cnn|simd", "dtype": 1, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26344, "total_correct": 4984, "total_train": 338, "infer_ms": 683.280667, "train_ms": 1573.430606, "blocked_train": 1573430606, "duration": 3001648361, "avg_accuracy": 32.59493670886076, "soft_acc": 25.000441506329114, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8776.511047157932, "availability": 30.277717631625443, "score": 664.3435404596408, "zero_downtime": 7.569563085946015, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 9995768, "heap_mib": 9.532707214355469, "mobile_score": 418638.63718810596, "mobile_throughput": 5530552.19217829, "mobile_availability": 19079.620218328895, "mobile_accuracy": 15754.124370757547, "soft_acc_blocks": [ 25.000441506329114 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070846921, "time_to_acc50_sec": 0, "acc_per_sec": 8.328904155182325, "mobile_acc_per_sec": 5248.490987634893 }, "started": "2026-08-18T00:32:03.544336421+10:00", "ended": "2026-08-18T00:32:06.546637696+10:00" }, { "cell": { "id": "float16|none|StepTweenAlt|cnn|simd", "dtype": 2, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6696, "total_correct": 1754, "total_train": 216, "infer_ms": 445.771881, "train_ms": 1823.964645, "blocked_train": 1823964645, "duration": 3071749584, "avg_accuracy": 22.023809523809526, "soft_acc": 24.999870952380952, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2179.865193073629, "availability": 19.63980734740134, "score": 107.02977860780405, "zero_downtime": 4.909926492146568, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11552432, "heap_mib": 11.017257690429688, "mobile_score": 134890.45328540474, "mobile_throughput": 2747300.8710244875, "mobile_availability": 24752.200275371044, "mobile_accuracy": 31507.52966798535, "soft_acc_blocks": [ 24.999870952380952 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.138642252154677, "mobile_acc_per_sec": 10257.19343533094 }, "started": "2026-08-18T00:32:11.030460599+10:00", "ended": "2026-08-18T00:32:14.102775753+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenAlt|cnn|simd", "dtype": 3, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9960, "total_correct": 2877, "total_train": 260, "infer_ms": 502.156431, "train_ms": 1806.252151, "blocked_train": 1806252151, "duration": 3077657503, "avg_accuracy": 29.605263157894736, "soft_acc": 25.000145815789473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3236.2275497813894, "availability": 21.75336008172924, "score": 175.9980845180155, "zero_downtime": 5.43837174026605, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10783656, "heap_mib": 10.284095764160156, "mobile_score": 221811.7397494743, "mobile_throughput": 4078642.4750475604, "mobile_availability": 27415.92704454245, "mobile_accuracy": 31507.87608045344, "soft_acc_blocks": [ 25.000145815789473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066372775, "time_to_acc50_sec": 0, "acc_per_sec": 8.123108497751991, "mobile_acc_per_sec": 10237.616125166816 }, "started": "2026-08-18T00:32:18.362632782+10:00", "ended": "2026-08-18T00:32:21.440948251+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenAlt|cnn|simd", "dtype": 4, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7920, "total_correct": 1757, "total_train": 223, "infer_ms": 480.89306, "train_ms": 1826.406861, "blocked_train": 1826406861, "duration": 3027493964, "avg_accuracy": 21, "soft_acc": 24.9994274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2616.0250339643617, "availability": 20.842243161503582, "score": 136.3064526516661, "zero_downtime": 5.210441447691552, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10784232, "heap_mib": 10.284645080566406, "mobile_score": 343576.14157613803, "mobile_throughput": 6593992.947149554, "mobile_availability": 52535.27876278072, "mobile_accuracy": 63013.941311015384, "soft_acc_blocks": [ 24.9994274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.257465645602853, "mobile_acc_per_sec": 20813.89494423956 }, "started": "2026-08-18T00:32:25.909196909+10:00", "ended": "2026-08-18T00:32:28.93736035+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenAlt|cnn|simd", "dtype": 5, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8352, "total_correct": 2387, "total_train": 231, "infer_ms": 487.656707, "train_ms": 1829.457796, "blocked_train": 1829457796, "duration": 2954135036, "avg_accuracy": 20.37037037037037, "soft_acc": 24.999887555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2827.2235013700974, "availability": 21.04586140946527, "score": 148.75271589887632, "zero_downtime": 5.261441687464378, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 9938616, "heap_mib": 9.478202819824219, "mobile_score": 374948.3841980292, "mobile_throughput": 7126343.053299642, "mobile_availability": 53048.52205118138, "mobile_accuracy": 63015.10118618804, "soft_acc_blocks": [ 24.999887555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.462675961287896, "mobile_acc_per_sec": 21331.15122303706 }, "started": "2026-08-18T00:32:33.465313589+10:00", "ended": "2026-08-18T00:32:36.420017217+10:00" }, { "cell": { "id": "int64|none|StepTweenAlt|cnn|simd", "dtype": 6, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5848, "total_correct": 1459, "total_train": 200, "infer_ms": 454.494443, "train_ms": 1859.260215, "blocked_train": 1859260215, "duration": 3010525427, "avg_accuracy": 34.65909090909091, "soft_acc": 25.000353090909094, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1942.5180560017902, "availability": 19.643156262421666, "score": 95.39431158708614, "zero_downtime": 4.910858423804438, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12884328, "heap_mib": 12.287452697753906, "mobile_score": 30056.54617390037, "mobile_throughput": 612042.6121064102, "mobile_availability": 6189.105234683011, "mobile_accuracy": 7877.034327720281, "soft_acc_blocks": [ 25.000353090909094 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07886612, "time_to_acc50_sec": 0, "acc_per_sec": 8.304315541298065, "mobile_acc_per_sec": 2616.498189012067 }, "started": "2026-08-18T00:32:41.020993688+10:00", "ended": "2026-08-18T00:32:44.032037341+10:00" }, { "cell": { "id": "int32|none|StepTweenAlt|cnn|simd", "dtype": 7, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5552, "total_correct": 1488, "total_train": 196, "infer_ms": 460.364894, "train_ms": 1835.043528, "blocked_train": 1835043528, "duration": 3162883075, "avg_accuracy": 32.66129032258065, "soft_acc": 25.00039964516129, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1755.360494949691, "availability": 20.055903323683108, "score": 88.01475792670247, "zero_downtime": 5.014055983367964, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 10784832, "heap_mib": 10.28521728515625, "mobile_score": 55462.83822581128, "mobile_throughput": 1106147.1672790668, "mobile_availability": 12638.304617508617, "mobile_accuracy": 15754.097991781638, "soft_acc_blocks": [ 25.00039964516129 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066297782, "time_to_acc50_sec": 0, "acc_per_sec": 7.904307257757637, "mobile_acc_per_sec": 4980.929619657735 }, "started": "2026-08-18T00:32:48.476951834+10:00", "ended": "2026-08-18T00:32:51.640503969+10:00" }, { "cell": { "id": "int16|none|StepTweenAlt|cnn|simd", "dtype": 8, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5928, "total_correct": 1647, "total_train": 198, "infer_ms": 457.486725, "train_ms": 1823.386907, "blocked_train": 1823386907, "duration": 2990561948, "avg_accuracy": 20.238095238095237, "soft_acc": 24.999952, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1982.2361492844088, "availability": 20.057521757522778, "score": 99.39667089007597, "zero_downtime": 5.0143708117702515, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14746976, "heap_mib": 14.063812255859375, "mobile_score": 125270.38891253882, "mobile_throughput": 2498227.4669135194, "mobile_availability": 25278.648959634862, "mobile_accuracy": 31507.63181292308, "soft_acc_blocks": [ 24.999952 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.359616832789314, "mobile_acc_per_sec": 10535.68939910924 }, "started": "2026-08-18T00:32:56.344737587+10:00", "ended": "2026-08-18T00:32:59.357925339+10:00" }, { "cell": { "id": "int8|none|StepTweenAlt|cnn|simd", "dtype": 9, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19848, "total_correct": 4854, "total_train": 318, "infer_ms": 594.025096, "train_ms": 1673.713156, "blocked_train": 1673713156, "duration": 2978469403, "avg_accuracy": 27.850877192982455, "soft_acc": 25.000186824561403, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6663.825379575336, "availability": 26.194605813793007, "score": 436.3939587148407, "zero_downtime": 6.548700391405674, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13122304, "heap_mib": 12.514404296875, "mobile_score": 1099981.3260898385, "mobile_throughput": 16796940.772148047, "mobile_availability": 66026.52640818225, "mobile_accuracy": 63015.855528248314, "soft_acc_blocks": [ 25.000186824561403 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079361175, "time_to_acc50_sec": 0, "acc_per_sec": 8.393635603367454, "mobile_acc_per_sec": 21157.12703470344 }, "started": "2026-08-18T00:33:03.6618268+10:00", "ended": "2026-08-18T00:33:06.640826513+10:00" }, { "cell": { "id": "uint64|none|StepTweenAlt|cnn|simd", "dtype": 10, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6280, "total_correct": 1606, "total_train": 206, "infer_ms": 469.030375, "train_ms": 1838.308605, "blocked_train": 1838308605, "duration": 2976949584, "avg_accuracy": 33.333333333333336, "soft_acc": 25.00062695833333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2109.5419397603073, "availability": 20.327761939860263, "score": 107.20835442342067, "zero_downtime": 5.082067931562527, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12931504, "heap_mib": 12.332443237304688, "mobile_score": 33617.25701192965, "mobile_throughput": 661487.753895366, "mobile_availability": 6374.163667419532, "mobile_accuracy": 7839.431044695374, "soft_acc_blocks": [ 25.00062695833333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070152981, "time_to_acc50_sec": 0, "acc_per_sec": 8.398068644730309, "mobile_acc_per_sec": 2633.3771612490214 }, "started": "2026-08-18T00:33:11.481900857+10:00", "ended": "2026-08-18T00:33:14.492231626+10:00" }, { "cell": { "id": "uint32|none|StepTweenAlt|cnn|simd", "dtype": 11, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5928, "total_correct": 1547, "total_train": 196, "infer_ms": 469.796414, "train_ms": 1806.177987, "blocked_train": 1806177987, "duration": 2862947659, "avg_accuracy": 23.125, "soft_acc": 24.99990405, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2070.593215829378, "availability": 20.641550880079517, "score": 106.85022794847514, "zero_downtime": 5.16036791445181, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 13677416, "heap_mib": 13.043800354003906, "mobile_score": 66690.82417934539, "mobile_throughput": 1292365.6856437535, "mobile_availability": 12883.473128351345, "mobile_accuracy": 15603.749636388573, "soft_acc_blocks": [ 24.99990405 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.732225324277227, "mobile_acc_per_sec": 5450.2392271603085 }, "started": "2026-08-18T00:33:19.403757141+10:00", "ended": "2026-08-18T00:33:22.278030803+10:00" }, { "cell": { "id": "uint16|none|StepTweenAlt|cnn|simd", "dtype": 12, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5960, "total_correct": 1765, "total_train": 200, "infer_ms": 471.936838, "train_ms": 1827.104099, "blocked_train": 1827104099, "duration": 3101786164, "avg_accuracy": 29.5, "soft_acc": 24.9999894, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1921.473526825623, "availability": 20.527552615736656, "score": 98.60783049440727, "zero_downtime": 5.131885978013587, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 11074544, "heap_mib": 10.561508178710938, "mobile_score": 121931.37319399009, "mobile_throughput": 2375956.3972461135, "mobile_availability": 25382.899777828632, "mobile_accuracy": 30913.19443996981, "soft_acc_blocks": [ 24.9999894 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068992259, "time_to_acc50_sec": 0, "acc_per_sec": 8.059868758896172, "mobile_acc_per_sec": 9966.255829868294 }, "started": "2026-08-18T00:33:27.009903571+10:00", "ended": "2026-08-18T00:33:30.112510096+10:00" }, { "cell": { "id": "uint8|none|StepTweenAlt|cnn|simd", "dtype": 13, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13504, "total_correct": 3250, "total_train": 295, "infer_ms": 545.183129, "train_ms": 1757.791785, "blocked_train": 1757791785, "duration": 3066800573, "avg_accuracy": 30.182926829268293, "soft_acc": 25.000332268292684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4403.285990908154, "availability": 23.67299468551658, "score": 260.6008781842677, "zero_downtime": 5.9183273292344145, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 7978128, "heap_mib": 7.6085357666015625, "mobile_score": 632545.894543858, "mobile_throughput": 10687916.6925984, "mobile_availability": 57460.495544815356, "mobile_accuracy": 60682.28798277146, "soft_acc_blocks": [ 25.000332268292684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079581756, "time_to_acc50_sec": 0, "acc_per_sec": 8.151926306651529, "mobile_acc_per_sec": 19786.83860861906 }, "started": "2026-08-18T00:33:34.532278641+10:00", "ended": "2026-08-18T00:33:37.599661919+10:00" }, { "cell": { "id": "int4|none|StepTweenAlt|cnn|simd", "dtype": 14, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15672, "total_correct": 4018, "total_train": 296, "infer_ms": 512.147456, "train_ms": 1757.471926, "blocked_train": 1757471926, "duration": 3055940260, "avg_accuracy": 22.045454545454547, "soft_acc": 24.999948345454545, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5128.372502936298, "availability": 22.565345540391586, "score": 289.3081462070344, "zero_downtime": 5.641324729071227, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10864712, "heap_mib": 10.361396789550781, "mobile_score": 1458469.1284480158, "mobile_throughput": 25853309.257879477, "mobile_availability": 113757.11425654638, "mobile_accuracy": 126030.50882828531, "soft_acc_blocks": [ 24.999948345454545 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.180771290815269, "mobile_acc_per_sec": 41241.15594729765 }, "started": "2026-08-18T00:33:41.987205151+10:00", "ended": "2026-08-18T00:33:45.043663273+10:00" }, { "cell": { "id": "uint4|none|StepTweenAlt|cnn|simd", "dtype": 15, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1282, "total_train": 188, "infer_ms": 452.569349, "train_ms": 1861.6616, "blocked_train": 1861661600, "duration": 3077953427, "avg_accuracy": 23.284313725490197, "soft_acc": 24.999758333333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1767.4081590319006, "availability": 19.555928469263595, "score": 86.40743355511971, "zero_downtime": 4.888934857155432, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 13281616, "heap_mib": 12.666336059570312, "mobile_score": 404485.5403905947, "mobile_throughput": 8273490.0793081885, "mobile_availability": 91544.09486868992, "mobile_accuracy": 117027.44015238096, "soft_acc_blocks": [ 24.999758333333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.122201627235127, "mobile_acc_per_sec": 38021.186131605806 }, "started": "2026-08-18T00:33:49.550650512+10:00", "ended": "2026-08-18T00:33:52.635716624+10:00" }, { "cell": { "id": "fp4|none|StepTweenAlt|cnn|simd", "dtype": 16, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9888, "total_correct": 2506, "total_train": 241, "infer_ms": 434.180604, "train_ms": 1824.962655, "blocked_train": 1824962655, "duration": 3079468955, "avg_accuracy": 25.25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3210.9432322560956, "availability": 19.218816791290525, "score": 154.27632426991033, "zero_downtime": 4.804704197822631, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11635432, "heap_mib": 11.096412658691406, "mobile_score": 777742.5528732956, "mobile_throughput": 16187105.82070273, "mobile_availability": 96886.49055646276, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066623575, "time_to_acc50_sec": 0, "acc_per_sec": 8.118282848543931, "mobile_acc_per_sec": 40926.13728939808 }, "started": "2026-08-18T00:33:56.95443856+10:00", "ended": "2026-08-18T00:34:00.034411211+10:00" }, { "cell": { "id": "int2|none|StepTweenAlt|cnn|simd", "dtype": 17, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15488, "total_correct": 4132, "total_train": 277, "infer_ms": 557.54703, "train_ms": 1728.799365, "blocked_train": 1728799365, "duration": 2738801317, "avg_accuracy": 27.205882352941178, "soft_acc": 25.00113325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5655.028681293715, "availability": 24.38593868450104, "score": 344.7735845809855, "zero_downtime": 6.096761024775401, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10036648, "heap_mib": 9.571693420410156, "mobile_score": 3476166.4060153025, "mobile_throughput": 57016609.17804075, "mobile_availability": 245870.28886576308, "mobile_accuracy": 252072.96441107691, "soft_acc_blocks": [ 25.00113325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079301398, "time_to_acc50_sec": 0, "acc_per_sec": 9.128494679338582, "mobile_acc_per_sec": 92037.69650848204 }, "started": "2026-08-18T00:34:04.678625521+10:00", "ended": "2026-08-18T00:34:07.417964597+10:00" }, { "cell": { "id": "uint2|none|StepTweenAlt|cnn|simd", "dtype": 18, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5616, "total_correct": 1162, "total_train": 187, "infer_ms": 468.990658, "train_ms": 1833.765249, "blocked_train": 1833765249, "duration": 3005303137, "avg_accuracy": 25, "soft_acc": 25.00114965, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1868.696681828273, "availability": 20.36649462386983, "score": 95.15137774029552, "zero_downtime": 5.0918577993729, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10864960, "heap_mib": 10.36163330078125, "mobile_score": 831445.4255450676, "mobile_throughput": 16328920.765373027, "mobile_availability": 177965.1455559911, "mobile_accuracy": 218463.37912832, "soft_acc_blocks": [ 25.00114965 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073199338, "time_to_acc50_sec": 0, "acc_per_sec": 8.319010931774766, "mobile_acc_per_sec": 72692.62672330548 }, "started": "2026-08-18T00:34:12.325555198+10:00", "ended": "2026-08-18T00:34:15.33156427+10:00" }, { "cell": { "id": "ternary|none|StepTweenAlt|cnn|simd", "dtype": 19, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15800, "total_correct": 4099, "total_train": 291, "infer_ms": 531.681106, "train_ms": 1745.702658, "blocked_train": 1745702658, "duration": 3173246444, "avg_accuracy": 25.795454545454547, "soft_acc": 25.000034854545454, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4979.127930600778, "availability": 23.34613578987472, "score": 290.6088971184849, "zero_downtime": 5.83654208465819, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10868584, "heap_mib": 10.365089416503906, "mobile_score": 2930053.02793185, "mobile_throughput": 50201865.85536194, "mobile_availability": 235386.51617311224, "mobile_accuracy": 252061.88988115246, "soft_acc_blocks": [ 25.000034854545454 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064429993, "time_to_acc50_sec": 0, "acc_per_sec": 7.878377962674699, "mobile_acc_per_sec": 79433.44279413062 }, "started": "2026-08-18T00:34:20.330810922+10:00", "ended": "2026-08-18T00:34:23.504354709+10:00" }, { "cell": { "id": "binary|none|StepTweenAlt|cnn|simd", "dtype": 20, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15232, "total_correct": 4735, "total_train": 294, "infer_ms": 498.959543, "train_ms": 1749.665718, "blocked_train": 1749665718, "duration": 3081879366, "avg_accuracy": 30.535714285714285, "soft_acc": 25.00267924285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4942.438749563957, "availability": 22.18953738775062, "score": 274.20545692175847, "zero_downtime": 5.547978858533148, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 11085256, "heap_mib": 10.571723937988281, "mobile_score": 5529331.946099804, "mobile_throughput": 99663897.19736107, "mobile_availability": 447450.31453649985, "mobile_accuracy": 504177.1036491956, "soft_acc_blocks": [ 25.00267924285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072156636, "time_to_acc50_sec": 0, "acc_per_sec": 8.11280270042119, "mobile_acc_per_sec": 163594.0423922471 }, "started": "2026-08-18T00:34:28.32051291+10:00", "ended": "2026-08-18T00:34:31.40308592+10:00" }, { "cell": { "id": "int|none|StepTweenAlt|cnn|simd", "dtype": 21, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4840, "total_correct": 1214, "total_train": 174, "infer_ms": 452.336077, "train_ms": 1861.892711, "blocked_train": 1861892711, "duration": 3093390328, "avg_accuracy": 15, "soft_acc": 24.999760266666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1564.6263441734018, "availability": 19.54586682809859, "score": 76.45421224541374, "zero_downtime": 4.886419849066571, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11100472, "heap_mib": 10.586235046386719, "mobile_score": 24088.957950554977, "mobile_throughput": 492977.6542872503, "mobile_availability": 6158.451579068602, "mobile_accuracy": 7876.847542482051, "soft_acc_blocks": [ 24.999760266666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.08167014695168, "mobile_acc_per_sec": 2546.34776322416 }, "started": "2026-08-18T00:34:36.11203546+10:00", "ended": "2026-08-18T00:34:39.206113755+10:00" }, { "cell": { "id": "uint|none|StepTweenAlt|cnn|simd", "dtype": 22, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5032, "total_correct": 1221, "total_train": 179, "infer_ms": 443.362911, "train_ms": 1853.538877, "blocked_train": 1853538877, "duration": 3020845262, "avg_accuracy": 28.94736842105263, "soft_acc": 24.99982742105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1665.7589394924792, "availability": 19.302649913736754, "score": 80.38334922146944, "zero_downtime": 4.825629166124153, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11273976, "heap_mib": 10.751701354980469, "mobile_score": 25205.75681616374, "mobile_throughput": 522330.994538656, "mobile_availability": 6052.719927017473, "mobile_accuracy": 7839.180334287585, "soft_acc_blocks": [ 24.99982742105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0717019, "time_to_acc50_sec": 0, "acc_per_sec": 8.27577226001344, "mobile_acc_per_sec": 2595.0287599628746 }, "started": "2026-08-18T00:34:43.854512236+10:00", "ended": "2026-08-18T00:34:46.87591182+10:00" }, { "cell": { "id": "uintptr|none|StepTweenAlt|cnn|simd", "dtype": 23, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4904, "total_correct": 1448, "total_train": 170, "infer_ms": 462.355845, "train_ms": 1850.330325, "blocked_train": 1850330325, "duration": 3202601915, "avg_accuracy": 33.59375, "soft_acc": 25.0004065625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1531.2549390016836, "availability": 19.992156782776974, "score": 76.53396665070025, "zero_downtime": 4.998120476306664, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10031288, "heap_mib": 9.566581726074219, "mobile_score": 23998.70831780044, "mobile_throughput": 480154.65876753273, "mobile_availability": 6268.928167062544, "mobile_accuracy": 7839.361935311005, "soft_acc_blocks": [ 25.0004065625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066230357, "time_to_acc50_sec": 0, "acc_per_sec": 7.806279776891972, "mobile_acc_per_sec": 2447.810294059293 }, "started": "2026-08-18T00:34:51.155747635+10:00", "ended": "2026-08-18T00:34:54.358862361+10:00" }, { "cell": { "id": "complex64|none|StepTweenAlt|cnn|simd", "dtype": 24, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4624, "total_correct": 1160, "total_train": 174, "infer_ms": 423.873719, "train_ms": 1858.547316, "blocked_train": 1858547316, "duration": 3270232853, "avg_accuracy": 17.708333333333332, "soft_acc": 24.999982, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1413.9665913263946, "availability": 18.571232585928215, "score": 65.64770882425206, "zero_downtime": 4.642804803660188, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9821832, "heap_mib": 9.366828918457031, "mobile_score": 20684.078103395113, "mobile_throughput": 445508.24292868556, "mobile_availability": 5851.366820920151, "mobile_accuracy": 7876.917405538461, "soft_acc_blocks": [ 24.999982 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.644710063097149, "mobile_acc_per_sec": 2408.67172449584 }, "started": "2026-08-18T00:34:58.959348154+10:00", "ended": "2026-08-18T00:35:02.230055902+10:00" }, { "cell": { "id": "complex128|none|StepTweenAlt|cnn|simd", "dtype": 25, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5104, "total_correct": 1478, "total_train": 178, "infer_ms": 450.108305, "train_ms": 1850.940548, "blocked_train": 1850940548, "duration": 3075655259, "avg_accuracy": 22.115384615384617, "soft_acc": 25.00020846153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1659.4837750637514, "availability": 19.56100603484232, "score": 81.15360703745081, "zero_downtime": 4.890292285884698, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 10026016, "heap_mib": 9.561553955078125, "mobile_score": 12784.814400976866, "mobile_throughput": 261432.52087158177, "mobile_availability": 3081.6107968736205, "mobile_accuracy": 3938.4943791715973, "soft_acc_blocks": [ 25.00020846153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.128416989642355, "mobile_acc_per_sec": 1280.5383072913496 }, "started": "2026-08-18T00:35:06.704942971+10:00", "ended": "2026-08-18T00:35:09.781274426+10:00" }, { "cell": { "id": "nf4|none|StepTweenAlt|cnn|simd", "dtype": 26, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4304, "total_correct": 1279, "total_train": 154, "infer_ms": 429.73065, "train_ms": 1860.934828, "blocked_train": 1860934828, "duration": 3072331629, "avg_accuracy": 31.25, "soft_acc": 25.000328214285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1400.8904375342095, "availability": 18.76007885600134, "score": 65.70290026579481, "zero_downtime": 4.690081287259151, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13168128, "heap_mib": 12.55810546875, "mobile_score": 331223.48244762525, "mobile_throughput": 7062211.978018612, "mobile_availability": 94573.88676206952, "mobile_accuracy": 126032.42383472527, "soft_acc_blocks": [ 25.000328214285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080084222, "time_to_acc50_sec": 0, "acc_per_sec": 8.13724924038326, "mobile_acc_per_sec": 41021.751247519795 }, "started": "2026-08-18T00:35:14.357724951+10:00", "ended": "2026-08-18T00:35:17.430985639+10:00" }, { "cell": { "id": "fp6|none|StepTweenAlt|cnn|simd", "dtype": 27, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1864, "total_correct": 407, "total_train": 92, "infer_ms": 377.983378, "train_ms": 1907.222886, "blocked_train": 1907222886, "duration": 3146080356, "avg_accuracy": 22.5, "soft_acc": 24.9993919, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 592.4832773088901, "availability": 16.540449059437726, "score": 24.499252732922052, "zero_downtime": 4.135011682388701, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10867512, "heap_mib": 10.364067077636719, "mobile_score": 82337.59113357845, "mobile_throughput": 1991229.9518828422, "mobile_availability": 55589.48049022107, "mobile_accuracy": 84018.46910555896, "soft_acc_blocks": [ 24.9993919 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.946202598520022, "mobile_acc_per_sec": 26705.760692133754 }, "started": "2026-08-18T00:35:21.899934611+10:00", "ended": "2026-08-18T00:35:25.046456893+10:00" }, { "cell": { "id": "int6|none|StepTweenAlt|cnn|simd", "dtype": 28, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1856, "total_correct": 326, "total_train": 97, "infer_ms": 345.950573, "train_ms": 1910.629318, "blocked_train": 1910629318, "duration": 3028683860, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999922333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 612.8074390702501, "availability": 15.330747844548616, "score": 23.486917847872526, "zero_downtime": 3.832675054256328, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 14513208, "heap_mib": 13.840873718261719, "mobile_score": 78935.3152860602, "mobile_throughput": 2059535.811636303, "mobile_availability": 51523.89183283785, "mobile_accuracy": 84020.25179678632, "soft_acc_blocks": [ 24.999922333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.254384904119155, "mobile_acc_per_sec": 27741.506106479635 }, "started": "2026-08-18T00:35:29.923385696+10:00", "ended": "2026-08-18T00:35:32.952842469+10:00" }, { "cell": { "id": "uint6|none|StepTweenAlt|cnn|simd", "dtype": 29, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1856, "total_correct": 503, "total_train": 99, "infer_ms": 331.817077, "train_ms": 1918.670781, "blocked_train": 1918670781, "duration": 3087036646, "avg_accuracy": 12.5, "soft_acc": 24.999819375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 601.2238314063733, "availability": 14.744228715585454, "score": 22.161294082283806, "zero_downtime": 3.686030547133246, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10304008, "heap_mib": 9.826667785644531, "mobile_score": 70846.95458422203, "mobile_throughput": 1922039.2690267356, "mobile_availability": 47135.50112705406, "mobile_accuracy": 79921.37378341465, "soft_acc_blocks": [ 24.999819375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.09832283895732, "mobile_acc_per_sec": 25889.350515800335 }, "started": "2026-08-18T00:35:37.57413274+10:00", "ended": "2026-08-18T00:35:40.66190553+10:00" }, { "cell": { "id": "int5|none|StepTweenAlt|cnn|simd", "dtype": 30, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2072, "total_correct": 533, "total_train": 108, "infer_ms": 341.809029, "train_ms": 1894.583552, "blocked_train": 1894583552, "duration": 3135621912, "avg_accuracy": 25, "soft_acc": 24.99989066666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 660.7939535281574, "availability": 15.283945757285625, "score": 25.248736934540926, "zero_downtime": 3.8209697288740454, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 10312016, "heap_mib": 9.834304809570312, "mobile_score": 101827.76761489687, "mobile_throughput": 2664971.8485182356, "mobile_availability": 61639.91810150589, "mobile_accuracy": 100824.17444496411, "soft_acc_blocks": [ 24.99989066666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078589493, "time_to_acc50_sec": 0, "acc_per_sec": 7.972865150288779, "mobile_acc_per_sec": 32154.442491650796 }, "started": "2026-08-18T00:35:45.034893899+10:00", "ended": "2026-08-18T00:35:48.186711594+10:00" }, { "cell": { "id": "uint5|none|StepTweenAlt|cnn|simd", "dtype": 31, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1976, "total_correct": 455, "total_train": 106, "infer_ms": 348.294855, "train_ms": 1926.037661, "blocked_train": 1926037661, "duration": 3074325023, "avg_accuracy": 12.5, "soft_acc": 24.99987366666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 642.7427110721598, "availability": 15.314157123012349, "score": 24.60753281688074, "zero_downtime": 3.828519933867922, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 11350368, "heap_mib": 10.824554443359375, "mobile_score": 93488.653373165, "mobile_throughput": 2441900.6558159455, "mobile_availability": 58181.36818630361, "mobile_accuracy": 94979.23018079228, "soft_acc_blocks": [ 24.99987366666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.131825190776736, "mobile_acc_per_sec": 30894.335982767778 }, "started": "2026-08-18T00:35:52.937338445+10:00", "ended": "2026-08-18T00:35:56.012448153+10:00" }, { "cell": { "id": "int3|none|StepTweenAlt|cnn|simd", "dtype": 32, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2760, "total_correct": 646, "total_train": 133, "infer_ms": 372.438022, "train_ms": 1899.898183, "blocked_train": 1899898183, "duration": 3147965005, "avg_accuracy": 24.03846153846154, "soft_acc": 24.999776153846156, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 876.7568875817284, "availability": 16.390093208060293, "score": 35.92499610091508, "zero_downtime": 4.0974866134218155, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 10302936, "heap_mib": 9.825645446777344, "mobile_score": 241474.92763790468, "mobile_throughput": 5893245.065082682, "mobile_availability": 110168.32292137839, "mobile_accuracy": 168039.52102753453, "soft_acc_blocks": [ 24.999776153846156 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.941567366263068, "mobile_acc_per_sec": 53380.365016965785 }, "started": "2026-08-18T00:36:00.695850504+10:00", "ended": "2026-08-18T00:36:03.844495663+10:00" }, { "cell": { "id": "uint3|none|StepTweenAlt|cnn|simd", "dtype": 33, "format": 0, "mode": "StepTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 718, "total_train": 133, "infer_ms": 366.281118, "train_ms": 1888.168047, "blocked_train": 1888168047, "duration": 3132052450, "avg_accuracy": 27.77777777777778, "soft_acc": 24.99884488888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 896.5367102967897, "availability": 16.247033807036406, "score": 36.413473061568844, "zero_downtime": 4.06157078046637, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 11149520, "heap_mib": 10.633010864257812, "mobile_score": 221990.0809826024, "mobile_throughput": 5465621.381024224, "mobile_availability": 99047.96349562213, "mobile_accuracy": 152402.2603384393, "soft_acc_blocks": [ 24.99884488888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077632939, "time_to_acc50_sec": 0, "acc_per_sec": 7.981617577601196, "mobile_acc_per_sec": 48658.910657271816 }, "started": "2026-08-18T00:36:08.352114521+10:00", "ended": "2026-08-18T00:36:11.484872906+10:00" }, { "cell": { "id": "float64|none|StepTweenAlt|bicameral|simd", "dtype": 0, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5664, "total_correct": 1431, "total_train": 198, "infer_ms": 477.455156, "train_ms": 1845.045084, "blocked_train": 1845045084, "duration": 3266150369, "avg_accuracy": 20.454545454545453, "soft_acc": 24.99999018181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1734.151634217059, "availability": 20.557808682939037, "score": 89.12585880643174, "zero_downtime": 5.139450152331724, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14511960, "heap_mib": 13.839683532714844, "mobile_score": 19213.658824797072, "mobile_throughput": 373846.5838817407, "mobile_availability": 4431.830756069384, "mobile_accuracy": 5389.4715676172245, "soft_acc_blocks": [ 24.99999018181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.65426797832105, "mobile_acc_per_sec": 1650.0990336422642 }, "started": "2026-08-18T00:36:15.510706908+10:00", "ended": "2026-08-18T00:36:18.806906613+10:00" }, { "cell": { "id": "float32|none|StepTweenAlt|bicameral|simd", "dtype": 1, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9512, "total_correct": 2683, "total_train": 253, "infer_ms": 518.035521, "train_ms": 1812.307448, "blocked_train": 1812307448, "duration": 3141830333, "avg_accuracy": 23.214285714285715, "soft_acc": 24.999987285714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3027.5345871135555, "availability": 22.230011972113275, "score": 168.25523972395226, "zero_downtime": 5.557500166641082, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10562744, "heap_mib": 10.073417663574219, "mobile_score": 72544.57493782195, "mobile_throughput": 1305345.438822855, "mobile_availability": 9584.645161871154, "mobile_accuracy": 10778.941886556391, "soft_acc_blocks": [ 24.999987285714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.957141104383846, "mobile_acc_per_sec": 3430.78420669013 }, "started": "2026-08-18T00:36:23.424407156+10:00", "ended": "2026-08-18T00:36:26.567000195+10:00" }, { "cell": { "id": "float16|none|StepTweenAlt|bicameral|simd", "dtype": 2, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4176, "total_correct": 1061, "total_train": 153, "infer_ms": 433.979535, "train_ms": 1860.23593, "blocked_train": 1860235930, "duration": 3181797553, "avg_accuracy": 25, "soft_acc": 25.00000697142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1312.4656520219532, "availability": 18.91625009161901, "score": 62.06733858368356, "zero_downtime": 4.729063841637615, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 17587624, "heap_mib": 16.772865295410156, "mobile_score": 53521.64607131955, "mobile_throughput": 1131759.8548804044, "mobile_availability": 16311.781131636097, "mobile_accuracy": 21557.900748415035, "soft_acc_blocks": [ 25.00000697142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080512048, "time_to_acc50_sec": 0, "acc_per_sec": 7.8571959890587575, "mobile_acc_per_sec": 6775.384162354668 }, "started": "2026-08-18T00:36:30.945208571+10:00", "ended": "2026-08-18T00:36:34.127574247+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenAlt|bicameral|simd", "dtype": 3, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5248, "total_correct": 1355, "total_train": 174, "infer_ms": 442.853976, "train_ms": 1845.522396, "blocked_train": 1845522396, "duration": 2994145566, "avg_accuracy": 32.03125, "soft_acc": 25.000011125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1752.7537938013531, "availability": 19.352322520833997, "score": 84.79967952898849, "zero_downtime": 4.83808278315438, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11152880, "heap_mib": 10.636215209960938, "mobile_score": 73124.10260015512, "mobile_throughput": 1511427.271454809, "mobile_availability": 16687.813272702326, "mobile_accuracy": 21557.904330105262, "soft_acc_blocks": [ 25.000011125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069008074, "time_to_acc50_sec": 0, "acc_per_sec": 8.349631163189745, "mobile_acc_per_sec": 7200.018788300041 }, "started": "2026-08-18T00:36:38.891626267+10:00", "ended": "2026-08-18T00:36:41.886444644+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenAlt|bicameral|simd", "dtype": 4, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4216, "total_correct": 1028, "total_train": 156, "infer_ms": 444.547664, "train_ms": 1869.224038, "blocked_train": 1869224038, "duration": 3143162460, "avg_accuracy": 10.833333333333334, "soft_acc": 24.999967933333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1341.324240682106, "availability": 19.213116990571613, "score": 64.42746625721796, "zero_downtime": 4.803273086636722, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11152176, "heap_mib": 10.635543823242188, "mobile_score": 111113.64285876411, "mobile_throughput": 2313290.1430879603, "mobile_availability": 33135.548291950035, "mobile_accuracy": 43115.73417049825, "soft_acc_blocks": [ 24.999967933333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.953762572404015, "mobile_acc_per_sec": 13717.31010381762 }, "started": "2026-08-18T00:36:46.828374331+10:00", "ended": "2026-08-18T00:36:49.972158299+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenAlt|bicameral|simd", "dtype": 5, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4328, "total_correct": 1074, "total_train": 156, "infer_ms": 437.959485, "train_ms": 1847.070118, "blocked_train": 1847070118, "duration": 3115624308, "avg_accuracy": 19.166666666666668, "soft_acc": 24.99999013333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1389.1276906804771, "availability": 19.16646875931086, "score": 66.56165494562566, "zero_downtime": 4.79161529873613, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 14704320, "heap_mib": 14.02313232421875, "mobile_score": 114794.3320662243, "mobile_throughput": 2395733.4825377828, "mobile_availability": 33055.0972792157, "mobile_accuracy": 43115.77245731929, "soft_acc_blocks": [ 24.99999013333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.02407083201295, "mobile_acc_per_sec": 13838.565948600017 }, "started": "2026-08-18T00:36:54.45085148+10:00", "ended": "2026-08-18T00:36:57.567262348+10:00" }, { "cell": { "id": "int64|none|StepTweenAlt|bicameral|simd", "dtype": 6, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3208, "total_correct": 956, "total_train": 136, "infer_ms": 422.459281, "train_ms": 1871.660551, "blocked_train": 1871660551, "duration": 3193108084, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000032333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1004.6637682183764, "availability": 18.414874197382378, "score": 46.2519520751378, "zero_downtime": 4.603724503488252, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11357384, "heap_mib": 10.831245422363281, "mobile_score": 9970.947142092866, "mobile_throughput": 216584.35761170893, "mobile_availability": 3969.8591953935907, "mobile_accuracy": 5389.480654596491, "soft_acc_blocks": [ 25.000032333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06055831, "time_to_acc50_sec": 0, "acc_per_sec": 7.829372409472542, "mobile_acc_per_sec": 1687.847862589449 }, "started": "2026-08-18T00:37:02.16928799+10:00", "ended": "2026-08-18T00:37:05.379644356+10:00" }, { "cell": { "id": "int32|none|StepTweenAlt|bicameral|simd", "dtype": 7, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3248, "total_correct": 740, "total_train": 137, "infer_ms": 424.114483, "train_ms": 1867.34387, "blocked_train": 1867343870, "duration": 3183435611, "avg_accuracy": 16.071428571428573, "soft_acc": 24.99999907142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1020.2813553938095, "availability": 18.508496235366668, "score": 47.20968230980025, "zero_downtime": 4.627123886977059, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10106240, "heap_mib": 9.6380615234375, "mobile_score": 20354.827235888613, "mobile_throughput": 439902.36123084667, "mobile_availability": 7980.08427158546, "mobile_accuracy": 10778.946968060149, "soft_acc_blocks": [ 24.99999907142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.853150534926452, "mobile_acc_per_sec": 3385.9478516903946 }, "started": "2026-08-18T00:37:10.325959208+10:00", "ended": "2026-08-18T00:37:13.555794422+10:00" }, { "cell": { "id": "int16|none|StepTweenAlt|bicameral|simd", "dtype": 8, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3120, "total_correct": 761, "total_train": 142, "infer_ms": 402.824577, "train_ms": 1884.916813, "blocked_train": 1884916813, "duration": 3192198549, "avg_accuracy": 18.75, "soft_acc": 25.000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 977.3828137906343, "availability": 17.607959481818877, "score": 43.024295900572426, "zero_downtime": 4.401990222613909, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11153648, "heap_mib": 10.636947631835938, "mobile_score": 37100.52968605151, "mobile_throughput": 842812.6326918816, "mobile_availability": 15183.621481585289, "mobile_accuracy": 21557.896461473683, "soft_acc_blocks": [ 25.000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.83159368574727, "mobile_acc_per_sec": 6753.306891962277 }, "started": "2026-08-18T00:37:18.008127053+10:00", "ended": "2026-08-18T00:37:21.201141953+10:00" }, { "cell": { "id": "int8|none|StepTweenAlt|bicameral|simd", "dtype": 9, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7672, "total_correct": 2079, "total_train": 220, "infer_ms": 476.699234, "train_ms": 1830.415445, "blocked_train": 1830415445, "duration": 3254124613, "avg_accuracy": 20.089285714285715, "soft_acc": 24.9999915, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.623297322695, "availability": 20.66213865912471, "score": 121.78380728165227, "zero_downtime": 5.165532908499391, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11153440, "heap_mib": 10.636749267578125, "mobile_score": 210032.19984237797, "mobile_throughput": 4066031.589824741, "mobile_availability": 35634.57682011571, "mobile_accuracy": 43115.77481431579, "soft_acc_blocks": [ 24.9999915 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.682555056474108, "mobile_acc_per_sec": 13249.57705739703 }, "started": "2026-08-18T00:37:25.940260737+10:00", "ended": "2026-08-18T00:37:29.195170191+10:00" }, { "cell": { "id": "uint64|none|StepTweenAlt|bicameral|simd", "dtype": 10, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3448, "total_correct": 912, "total_train": 139, "infer_ms": 442.074864, "train_ms": 1874.499136, "blocked_train": 1874499136, "duration": 3235783622, "avg_accuracy": 20.192307692307693, "soft_acc": 25.000008076923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1065.5842302177275, "availability": 19.083131555478047, "score": 50.83672654588714, "zero_downtime": 4.7707844301993685, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11195720, "heap_mib": 10.677070617675781, "mobile_score": 10896.600853348355, "mobile_throughput": 228402.708459686, "mobile_availability": 4090.3748474891554, "mobile_accuracy": 5358.628059948424, "soft_acc_blocks": [ 25.000008076923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.726106253504944, "mobile_acc_per_sec": 1656.052655534587 }, "started": "2026-08-18T00:37:34.072876976+10:00", "ended": "2026-08-18T00:37:37.309306169+10:00" }, { "cell": { "id": "uint32|none|StepTweenAlt|bicameral|simd", "dtype": 11, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3336, "total_correct": 876, "total_train": 143, "infer_ms": 415.200679, "train_ms": 1883.158411, "blocked_train": 1883158411, "duration": 3225750312, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000011916666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1034.1779980892704, "availability": 18.065091778152038, "score": 46.7063233894074, "zero_downtime": 4.51627509729478, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 10342448, "heap_mib": 9.863327026367188, "mobile_score": 19908.589331045227, "mobile_throughput": 440818.7920831117, "mobile_availability": 7700.252713970549, "mobile_accuracy": 10656.265242085636, "soft_acc_blocks": [ 25.000011916666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071823959, "time_to_acc50_sec": 0, "acc_per_sec": 7.750138571998273, "mobile_acc_per_sec": 3303.499716777098 }, "started": "2026-08-18T00:37:42.035438464+10:00", "ended": "2026-08-18T00:37:45.262938928+10:00" }, { "cell": { "id": "uint16|none|StepTweenAlt|bicameral|simd", "dtype": 12, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3560, "total_correct": 868, "total_train": 136, "infer_ms": 451.769273, "train_ms": 1843.136203, "blocked_train": 1843136203, "duration": 3199147883, "avg_accuracy": 27.083333333333332, "soft_acc": 25.000000666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1112.7963227075363, "availability": 19.68574643812476, "score": 54.76556707566061, "zero_downtime": 4.921436740769499, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 11188080, "heap_mib": 10.669784545898438, "mobile_score": 46162.266287723396, "mobile_throughput": 937983.534468953, "mobile_availability": 16593.24859895748, "mobile_accuracy": 21072.66937222722, "soft_acc_blocks": [ 25.000000666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074061766, "time_to_acc50_sec": 0, "acc_per_sec": 7.814581126278826, "mobile_acc_per_sec": 6586.963198608478 }, "started": "2026-08-18T00:37:50.065824507+10:00", "ended": "2026-08-18T00:37:53.27362372+10:00" }, { "cell": { "id": "uint8|none|StepTweenAlt|bicameral|simd", "dtype": 13, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6344, "total_correct": 1581, "total_train": 195, "infer_ms": 491.514046, "train_ms": 1800.736195, "blocked_train": 1800736195, "duration": 3238105731, "avg_accuracy": 23.14814814814815, "soft_acc": 25.000004481481483, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1959.170121983889, "availability": 21.442425316774134, "score": 105.02341638515347, "zero_downtime": 5.3606072901318536, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 10139744, "heap_mib": 9.670013427734375, "mobile_score": 173152.56896144446, "mobile_throughput": 3230092.4053921043, "mobile_availability": 35352.221020380115, "mobile_accuracy": 41217.61745153133, "soft_acc_blocks": [ 25.000004481481483 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.720564601132069, "mobile_acc_per_sec": 12728.928847793492 }, "started": "2026-08-18T00:37:57.717897374+10:00", "ended": "2026-08-18T00:38:00.984717711+10:00" }, { "cell": { "id": "int4|none|StepTweenAlt|bicameral|simd", "dtype": 14, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7520, "total_correct": 1619, "total_train": 201, "infer_ms": 457.268332, "train_ms": 1815.173948, "blocked_train": 1815173948, "duration": 3284327520, "avg_accuracy": 21.52777777777778, "soft_acc": 25.00000220833333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2289.6620249371476, "availability": 20.12232988377597, "score": 115.18334664487746, "zero_downtime": 5.03058291531211, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 14292432, "heap_mib": 13.630325317382812, "mobile_score": 397297.6739851942, "mobile_throughput": 7897646.866646363, "mobile_availability": 69407.21111911273, "mobile_accuracy": 86231.58656449123, "soft_acc_blocks": [ 25.00000220833333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.611908999968837, "mobile_acc_per_sec": 26255.47727483988 }, "started": "2026-08-18T00:38:05.788917066+10:00", "ended": "2026-08-18T00:38:09.074277031+10:00" }, { "cell": { "id": "uint4|none|StepTweenAlt|bicameral|simd", "dtype": 15, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2640, "total_correct": 665, "total_train": 132, "infer_ms": 380.385168, "train_ms": 1898.987217, "blocked_train": 1898987217, "duration": 3220926440, "avg_accuracy": 39.583333333333336, "soft_acc": 25.000011083333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 819.6399542735288, "availability": 16.68815374368941, "score": 34.19570908855899, "zero_downtime": 4.172040285526059, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 11340384, "heap_mib": 10.815032958984375, "mobile_score": 108002.40919652059, "mobile_throughput": 2588719.231000963, "mobile_availability": 52707.221385370074, "mobile_accuracy": 78959.071149751, "soft_acc_blocks": [ 25.000011083333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065207158, "time_to_acc50_sec": 0, "acc_per_sec": 7.761745432265548, "mobile_acc_per_sec": 24514.397525250843 }, "started": "2026-08-18T00:38:13.366953582+10:00", "ended": "2026-08-18T00:38:16.588327572+10:00" }, { "cell": { "id": "fp4|none|StepTweenAlt|bicameral|simd", "dtype": 16, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5144, "total_correct": 1256, "total_train": 168, "infer_ms": 392.571638, "train_ms": 1853.679406, "blocked_train": 1853679406, "duration": 3258559190, "avg_accuracy": 36.666666666666664, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1578.611803580588, "availability": 17.476748159944318, "score": 68.97250233373356, "zero_downtime": 4.3691870399860795, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11354424, "heap_mib": 10.828422546386719, "mobile_score": 237904.31120755593, "mobile_throughput": 5445047.534708285, "mobile_availability": 60281.90354790057, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076946137, "time_to_acc50_sec": 0, "acc_per_sec": 7.672102466857445, "mobile_acc_per_sec": 26463.10038252471 }, "started": "2026-08-18T00:38:21.479293998+10:00", "ended": "2026-08-18T00:38:24.73918782+10:00" }, { "cell": { "id": "int2|none|StepTweenAlt|bicameral|simd", "dtype": 17, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7792, "total_correct": 1780, "total_train": 204, "infer_ms": 473.285868, "train_ms": 1802.107069, "blocked_train": 1802107069, "duration": 3224848856, "avg_accuracy": 16.517857142857142, "soft_acc": 24.999957464285718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2416.2372712453102, "availability": 20.80018181932152, "score": 125.64522262457399, "zero_downtime": 5.200036607324471, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11132208, "heap_mib": 10.616500854492188, "mobile_score": 866766.8747288507, "mobile_throughput": 16668476.400877122, "mobile_availability": 143490.60165379528, "mobile_accuracy": 172462.8644609925, "soft_acc_blocks": [ 24.999957464285718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.75228811662661, "mobile_acc_per_sec": 53479.36358013068 }, "started": "2026-08-18T00:38:28.902611462+10:00", "ended": "2026-08-18T00:38:32.138653308+10:00" }, { "cell": { "id": "uint2|none|StepTweenAlt|bicameral|simd", "dtype": 18, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2680, "total_correct": 638, "total_train": 132, "infer_ms": 372.64552, "train_ms": 1888.24758, "blocked_train": 1888247580, "duration": 3260824733, "avg_accuracy": 23.75, "soft_acc": 24.999996799999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 821.8779662942407, "availability": 16.48222642636222, "score": 33.865942503408235, "zero_downtime": 4.120556079159309, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 10284600, "heap_mib": 9.808158874511719, "mobile_score": 197283.4140358544, "mobile_throughput": 4787786.168805276, "mobile_availability": 96015.92809582884, "mobile_accuracy": 145635.53691420442, "soft_acc_blocks": [ 24.999996799999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.666771092293478, "mobile_acc_per_sec": 44662.17869373737 }, "started": "2026-08-18T00:38:36.522765653+10:00", "ended": "2026-08-18T00:38:39.784305072+10:00" }, { "cell": { "id": "ternary|none|StepTweenAlt|bicameral|simd", "dtype": 19, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7112, "total_correct": 1953, "total_train": 194, "infer_ms": 465.076612, "train_ms": 1808.658877, "blocked_train": 1808658877, "duration": 3325644231, "avg_accuracy": 22.767857142857142, "soft_acc": 24.999985607142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2138.533019769666, "availability": 20.454297091722967, "score": 109.35541135956177, "zero_downtime": 5.113571328972982, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11136760, "heap_mib": 10.620841979980469, "mobile_score": 754391.18303792, "mobile_throughput": 14752726.314065773, "mobile_availability": 141104.50675822698, "mobile_accuracy": 172463.0586052331, "soft_acc_blocks": [ 24.999985607142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.51733615222742, "mobile_acc_per_sec": 51858.54127077644 }, "started": "2026-08-18T00:38:44.508723086+10:00", "ended": "2026-08-18T00:38:47.834748149+10:00" }, { "cell": { "id": "binary|none|StepTweenAlt|bicameral|simd", "dtype": 20, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7088, "total_correct": 1721, "total_train": 190, "infer_ms": 452.858969, "train_ms": 1821.176615, "blocked_train": 1821176615, "duration": 3412674919, "avg_accuracy": 16.666666666666668, "soft_acc": 24.999261999999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2076.9631354389194, "availability": 19.91433081286383, "score": 103.40027494690862, "zero_downtime": 4.978435735454559, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 13442112, "heap_mib": 12.81939697265625, "mobile_score": 1426619.0355622324, "mobile_throughput": 28655969.693500005, "mobile_availability": 274759.0703477566, "mobile_accuracy": 344916.1335646316, "soft_acc_blocks": [ 24.999261999999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.325415573811939, "mobile_acc_per_sec": 101069.14422007142 }, "started": "2026-08-18T00:38:52.881712829+10:00", "ended": "2026-08-18T00:38:56.295208006+10:00" }, { "cell": { "id": "int|none|StepTweenAlt|bicameral|simd", "dtype": 21, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2328, "total_correct": 527, "total_train": 122, "infer_ms": 357.21574, "train_ms": 1894.139768, "blocked_train": 1894139768, "duration": 3201334918, "avg_accuracy": 20, "soft_acc": 24.9999916, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 727.1966412856276, "availability": 15.866696251687674, "score": 28.845510864221428, "zero_downtime": 3.9666727301194338, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14305400, "heap_mib": 13.642692565917969, "mobile_score": 6218.4848684132085, "mobile_throughput": 156768.2864582069, "mobile_availability": 3420.5256761533005, "mobile_accuracy": 5389.471873347368, "soft_acc_blocks": [ 24.9999916 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.809239657941968, "mobile_acc_per_sec": 1683.507665206858 }, "started": "2026-08-18T00:39:00.710207102+10:00", "ended": "2026-08-18T00:39:03.912392695+10:00" }, { "cell": { "id": "uint|none|StepTweenAlt|bicameral|simd", "dtype": 22, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2288, "total_correct": 492, "total_train": 126, "infer_ms": 335.102365, "train_ms": 1896.782343, "blocked_train": 1896782343, "duration": 3155521123, "avg_accuracy": 14.772727272727273, "soft_acc": 24.999973272727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 725.0783343908548, "availability": 15.01432237063385, "score": 27.216370544460922, "zero_downtime": 3.753576579739575, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13640392, "heap_mib": 13.008491516113281, "mobile_score": 5833.694390848049, "mobile_throughput": 155416.95412146873, "mobile_availability": 3218.245726514669, "mobile_accuracy": 5358.620599841225, "soft_acc_blocks": [ 24.999973272727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.922613190736443, "mobile_acc_per_sec": 1698.1729454394228 }, "started": "2026-08-18T00:39:08.237257976+10:00", "ended": "2026-08-18T00:39:11.393589826+10:00" }, { "cell": { "id": "uintptr|none|StepTweenAlt|bicameral|simd", "dtype": 23, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2608, "total_correct": 549, "total_train": 122, "infer_ms": 409.39471, "train_ms": 1848.066505, "blocked_train": 1848066505, "duration": 3192151947, "avg_accuracy": 27.083333333333332, "soft_acc": 24.999995833333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 817.0037151430122, "availability": 18.135182446534305, "score": 37.04127241049074, "zero_downtime": 4.533794856000974, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12000904, "heap_mib": 11.444953918457031, "mobile_score": 7939.613503496063, "mobile_throughput": 175120.70474443972, "mobile_availability": 3887.186645351013, "mobile_accuracy": 5358.62543559553, "soft_acc_blocks": [ 24.999995833333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08890408, "time_to_acc50_sec": 0, "acc_per_sec": 7.831706086807193, "mobile_acc_per_sec": 1678.6874574161773 }, "started": "2026-08-18T00:39:16.463940615+10:00", "ended": "2026-08-18T00:39:19.656975946+10:00" }, { "cell": { "id": "complex64|none|StepTweenAlt|bicameral|simd", "dtype": 24, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 557, "total_train": 131, "infer_ms": 375.97705, "train_ms": 1895.866551, "blocked_train": 1895866551, "duration": 3242816638, "avg_accuracy": 30.555555555555557, "soft_acc": 24.999992444444445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 782.0361997291566, "availability": 16.549424873900023, "score": 32.355613561631486, "zero_downtime": 4.137354968074016, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14496464, "heap_mib": 13.824905395507812, "mobile_score": 6975.189113075925, "mobile_throughput": 168590.54074161185, "mobile_availability": 3567.7075938681314, "mobile_accuracy": 5389.472055391813, "soft_acc_blocks": [ 24.999992444444445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069990278, "time_to_acc50_sec": 0, "acc_per_sec": 7.709345064870253, "mobile_acc_per_sec": 1661.9724939846608 }, "started": "2026-08-18T00:39:24.210165239+10:00", "ended": "2026-08-18T00:39:27.453683697+10:00" }, { "cell": { "id": "complex128|none|StepTweenAlt|bicameral|simd", "dtype": 25, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 655, "total_train": 125, "infer_ms": 381.102404, "train_ms": 1881.817029, "blocked_train": 1881817029, "duration": 3324121247, "avg_accuracy": 21.875, "soft_acc": 24.99999, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 762.9083933953148, "availability": 16.84118305063846, "score": 32.12068691181758, "zero_downtime": 4.21029407854131, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11151032, "heap_mib": 10.634452819824219, "mobile_score": 3462.2719366001265, "mobile_throughput": 82233.49419334761, "mobile_availability": 1815.3022572477666, "mobile_accuracy": 2694.735764210526, "soft_acc_blocks": [ 24.99999 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.520781626892324, "mobile_acc_per_sec": 810.6610932566042 }, "started": "2026-08-18T00:39:32.283437657+10:00", "ended": "2026-08-18T00:39:35.608014268+10:00" }, { "cell": { "id": "nf4|none|StepTweenAlt|bicameral|simd", "dtype": 26, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2032, "total_correct": 623, "total_train": 106, "infer_ms": 337.752376, "train_ms": 1889.334482, "blocked_train": 1889334482, "duration": 3233809186, "avg_accuracy": 32.5, "soft_acc": 24.9999946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 628.3611317566465, "availability": 15.165657988899147, "score": 23.82376989841183, "zero_downtime": 3.7914136782792554, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 15440216, "heap_mib": 14.724937438964844, "mobile_score": 82174.45179275356, "mobile_throughput": 2167382.901621241, "mobile_availability": 52310.34536634182, "mobile_accuracy": 86231.56032134737, "soft_acc_blocks": [ 24.9999946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077677082, "time_to_acc50_sec": 0, "acc_per_sec": 7.730819340928175, "mobile_acc_per_sec": 26665.630333003624 }, "started": "2026-08-18T00:39:40.379439223+10:00", "ended": "2026-08-18T00:39:43.614682885+10:00" }, { "cell": { "id": "fp6|none|StepTweenAlt|bicameral|simd", "dtype": 27, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1168, "total_correct": 308, "total_train": 69, "infer_ms": 338.203468, "train_ms": 1946.702733, "blocked_train": 1946702733, "duration": 3193958342, "avg_accuracy": 21.875, "soft_acc": 25.000021, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 365.69043016028166, "availability": 14.801634651434865, "score": 13.532051723810264, "zero_downtime": 3.7004117712019933, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11462184, "heap_mib": 10.931190490722656, "mobile_score": 31117.071641109807, "mobile_throughput": 840908.3519643586, "mobile_availability": 34036.48871987492, "mobile_accuracy": 57487.767587929826, "soft_acc_blocks": [ 25.000021 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.827284617727804, "mobile_acc_per_sec": 17998.90963885647 }, "started": "2026-08-18T00:39:48.637949041+10:00", "ended": "2026-08-18T00:39:51.83271462+10:00" }, { "cell": { "id": "int6|none|StepTweenAlt|bicameral|simd", "dtype": 28, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1128, "total_correct": 236, "total_train": 69, "infer_ms": 325.687832, "train_ms": 1954.574873, "blocked_train": 1954574873, "duration": 3429004518, "avg_accuracy": 25, "soft_acc": 24.9999935, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 328.9584467091682, "availability": 14.282908337090046, "score": 11.746205298632253, "zero_downtime": 3.5707261558834693, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10379648, "heap_mib": 9.8988037109375, "mobile_score": 27010.50212109345, "mobile_throughput": 756442.833808142, "mobile_availability": 32843.67300980818, "mobile_accuracy": 57487.704351438595, "soft_acc_blocks": [ 24.9999935 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068898148, "time_to_acc50_sec": 0, "acc_per_sec": 7.290743820478103, "mobile_acc_per_sec": 16765.12936908256 }, "started": "2026-08-18T00:39:56.295506554+10:00", "ended": "2026-08-18T00:39:59.725258413+10:00" }, { "cell": { "id": "uint6|none|StepTweenAlt|bicameral|simd", "dtype": 29, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1136, "total_correct": 277, "total_train": 71, "infer_ms": 315.212126, "train_ms": 1952.448435, "blocked_train": 1952448435, "duration": 3222581253, "avg_accuracy": 18.75, "soft_acc": 25.0000045, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 352.5124460221019, "availability": 13.900322271380722, "score": 12.250093715966266, "zero_downtime": 3.475081193359683, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 11633640, "heap_mib": 11.094703674316406, "mobile_score": 26539.57493453108, "mobile_throughput": 763710.9309918834, "mobile_availability": 30114.76100420519, "mobile_accuracy": 54161.9932202314, "soft_acc_blocks": [ 25.0000045 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.757757690896614, "mobile_acc_per_sec": 16807.021753077704 }, "started": "2026-08-18T00:40:04.701125486+10:00", "ended": "2026-08-18T00:40:07.92465158+10:00" }, { "cell": { "id": "int5|none|StepTweenAlt|bicameral|simd", "dtype": 30, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1288, "total_correct": 271, "total_train": 72, "infer_ms": 353.192814, "train_ms": 1948.735397, "blocked_train": 1948735397, "duration": 3336394998, "avg_accuracy": 25, "soft_acc": 25.0000076, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 386.04541751563914, "availability": 15.343346170060036, "score": 14.808075697423165, "zero_downtime": 3.835837708609318, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 11222256, "heap_mib": 10.702377319335938, "mobile_score": 40861.559953950506, "mobile_throughput": 1065257.7887286285, "mobile_availability": 42338.59093057072, "mobile_accuracy": 68985.28412941474, "soft_acc_blocks": [ 25.0000076 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065597378, "time_to_acc50_sec": 0, "acc_per_sec": 7.493119853910056, "mobile_acc_per_sec": 20676.593799825238 }, "started": "2026-08-18T00:40:12.867252025+10:00", "ended": "2026-08-18T00:40:16.205299675+10:00" }, { "cell": { "id": "uint5|none|StepTweenAlt|bicameral|simd", "dtype": 31, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1280, "total_correct": 370, "total_train": 77, "infer_ms": 331.890736, "train_ms": 1943.496163, "blocked_train": 1943496163, "duration": 3334766862, "avg_accuracy": 25, "soft_acc": 25.00002175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 383.83492848802337, "availability": 14.586123183967581, "score": 13.99667105018246, "zero_downtime": 3.6465339684736877, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 10374856, "heap_mib": 9.894233703613281, "mobile_score": 35971.993488029715, "mobile_throughput": 986470.8185643569, "mobile_availability": 37486.908587627426, "mobile_accuracy": 64251.0362905098, "soft_acc_blocks": [ 25.00002175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077551878, "time_to_acc50_sec": 0, "acc_per_sec": 7.49678246922678, "mobile_acc_per_sec": 19267.024937382204 }, "started": "2026-08-18T00:40:21.256780095+10:00", "ended": "2026-08-18T00:40:24.647941756+10:00" }, { "cell": { "id": "int3|none|StepTweenAlt|bicameral|simd", "dtype": 32, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1656, "total_correct": 380, "total_train": 92, "infer_ms": 359.29906, "train_ms": 1928.711642, "blocked_train": 1928711642, "duration": 3320076206, "avg_accuracy": 25, "soft_acc": 25.00000316666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 498.78373183341324, "availability": 15.703556792191963, "score": 19.581699130016872, "zero_downtime": 3.9258896953272893, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 10374488, "heap_mib": 9.893882751464844, "mobile_score": 90056.57783752882, "mobile_throughput": 2293915.133293654, "mobile_availability": 72220.93318828719, "mobile_accuracy": 114975.45316004679, "soft_acc_blocks": [ 25.00000316666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075710113, "time_to_acc50_sec": 0, "acc_per_sec": 7.529948596206008, "mobile_acc_per_sec": 34630.365698312766 }, "started": "2026-08-18T00:40:29.16467609+10:00", "ended": "2026-08-18T00:40:32.485606669+10:00" }, { "cell": { "id": "uint3|none|StepTweenAlt|bicameral|simd", "dtype": 33, "format": 0, "mode": "StepTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1656, "total_correct": 433, "total_train": 92, "infer_ms": 341.89597, "train_ms": 1928.42682, "blocked_train": 1928426820, "duration": 3327179398, "avg_accuracy": 25.735294117647058, "soft_acc": 25.00000694117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 497.71887893855006, "availability": 15.059355062017413, "score": 18.738318500149788, "zero_downtime": 3.7648398108007632, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 10385176, "heap_mib": 9.904075622558594, "mobile_score": 76752.15257661353, "mobile_throughput": 2038656.528132301, "mobile_availability": 61683.118334023326, "mobile_accuracy": 102400.02843105882, "soft_acc_blocks": [ 25.00000694117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065882536, "time_to_acc50_sec": 0, "acc_per_sec": 7.513874050856475, "mobile_acc_per_sec": 30776.82811230812 }, "started": "2026-08-18T00:40:36.923585995+10:00", "ended": "2026-08-18T00:40:40.251447995+10:00" }, { "cell": { "id": "float64|none|StepTweenAlt|tricameral|simd", "dtype": 0, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5456, "total_correct": 1457, "total_train": 174, "infer_ms": 522.435481, "train_ms": 1795.929897, "blocked_train": 1795929897, "duration": 3334561809, "avg_accuracy": 30.113636363636363, "soft_acc": 25.00001340909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1636.1969915430047, "availability": 22.53464816019177, "score": 92.17785825378944, "zero_downtime": 5.633665061739402, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10393720, "heap_mib": 9.912223815917969, "mobile_score": 17979.07178131055, "mobile_throughput": 319136.32749334036, "mobile_availability": 4395.329469721214, "mobile_accuracy": 4876.193091601732, "soft_acc_blocks": [ 25.00001340909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0684368, "time_to_acc50_sec": 0, "acc_per_sec": 7.497240969297898, "mobile_acc_per_sec": 1462.3190004878186 }, "started": "2026-08-18T00:40:45.21348688+10:00", "ended": "2026-08-18T00:40:48.548835771+10:00" }, { "cell": { "id": "float32|none|StepTweenAlt|tricameral|simd", "dtype": 1, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8392, "total_correct": 2206, "total_train": 218, "infer_ms": 517.073039, "train_ms": 1798.04424, "blocked_train": 1798044240, "duration": 3406001134, "avg_accuracy": 26.339285714285715, "soft_acc": 24.999987214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2463.8864374494365, "availability": 22.33463694000618, "score": 137.57495224479874, "zero_downtime": 5.583656379358679, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 18401880, "heap_mib": 17.549400329589844, "mobile_score": 53667.333751875776, "mobile_throughput": 961150.3664564659, "mobile_availability": 8712.635514882411, "mobile_accuracy": 9752.375964734694, "soft_acc_blocks": [ 24.999987214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075540376, "time_to_acc50_sec": 0, "acc_per_sec": 7.33998205835175, "mobile_acc_per_sec": 2863.2920486675016 }, "started": "2026-08-18T00:40:52.783014937+10:00", "ended": "2026-08-18T00:40:56.189752788+10:00" }, { "cell": { "id": "float16|none|StepTweenAlt|tricameral|simd", "dtype": 2, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3240, "total_correct": 692, "total_train": 134, "infer_ms": 413.946939, "train_ms": 1872.879725, "blocked_train": 1872879725, "duration": 3432506048, "avg_accuracy": 12.5, "soft_acc": 24.9999775625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 943.9167636391591, "availability": 18.101369269323857, "score": 42.71542640821415, "zero_downtime": 4.5253382558362345, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10374104, "heap_mib": 9.893516540527344, "mobile_score": 33326.16887010384, "mobile_throughput": 736434.8693078087, "mobile_availability": 14122.515909933432, "mobile_accuracy": 19504.744399238094, "soft_acc_blocks": [ 24.9999775625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.28330182464401, "mobile_acc_per_sec": 5682.3627188079745 }, "started": "2026-08-18T00:41:00.936997278+10:00", "ended": "2026-08-18T00:41:04.370254366+10:00" }, { "cell": { "id": "bfloat16|none|StepTweenAlt|tricameral|simd", "dtype": 3, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4472, "total_correct": 1276, "total_train": 166, "infer_ms": 413.088247, "train_ms": 1866.367626, "blocked_train": 1866367626, "duration": 3322741158, "avg_accuracy": 35.833333333333336, "soft_acc": 25.00003986666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1345.8767286861892, "availability": 18.12223048022128, "score": 60.975817923992665, "zero_downtime": 4.530564844784538, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 13516624, "heap_mib": 12.890457153320312, "mobile_score": 47572.75242222361, "mobile_throughput": 1050040.2058473583, "mobile_availability": 14138.791627997402, "mobile_accuracy": 19504.79300835556, "soft_acc_blocks": [ 25.00003986666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080557917, "time_to_acc50_sec": 0, "acc_per_sec": 7.523920365110387, "mobile_acc_per_sec": 5870.091012474694 }, "started": "2026-08-18T00:41:09.45468876+10:00", "ended": "2026-08-18T00:41:12.77822101+10:00" }, { "cell": { "id": "fp8e4m3|none|StepTweenAlt|tricameral|simd", "dtype": 4, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3544, "total_correct": 895, "total_train": 141, "infer_ms": 419.619183, "train_ms": 1871.798671, "blocked_train": 1871798671, "duration": 3307213989, "avg_accuracy": 29.545454545454547, "soft_acc": 25.000006272727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1071.5968219134186, "availability": 18.312643513163444, "score": 49.05943878330441, "zero_downtime": 4.578162026993045, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12659880, "heap_mib": 12.073402404785156, "mobile_score": 76551.41381196756, "mobile_throughput": 1672099.269545662, "mobile_availability": 28574.700125682844, "mobile_accuracy": 39009.53359736797, "soft_acc_blocks": [ 25.000006272727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072804083, "time_to_acc50_sec": 0, "acc_per_sec": 7.5592345569046495, "mobile_acc_per_sec": 11795.285617173884 }, "started": "2026-08-18T00:41:17.309440006+10:00", "ended": "2026-08-18T00:41:20.648894121+10:00" }, { "cell": { "id": "fp8e5m2|none|StepTweenAlt|tricameral|simd", "dtype": 5, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3704, "total_correct": 1069, "total_train": 141, "infer_ms": 432.511435, "train_ms": 1880.358975, "blocked_train": 1880358975, "duration": 3322048460, "avg_accuracy": 30.88235294117647, "soft_acc": 25.000007411764706, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1114.9747044930223, "availability": 18.70020184139932, "score": 52.1256455089014, "zero_downtime": 4.67505184636479, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 17522200, "heap_mib": 16.710472106933594, "mobile_score": 81335.86438265147, "mobile_throughput": 1739785.2912774931, "mobile_availability": 29179.43875899871, "mobile_accuracy": 39009.53537470028, "soft_acc_blocks": [ 25.000007411764706 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070073258, "time_to_acc50_sec": 0, "acc_per_sec": 7.525479448233186, "mobile_acc_per_sec": 11742.614788557383 }, "started": "2026-08-18T00:41:24.879800283+10:00", "ended": "2026-08-18T00:41:28.202485617+10:00" }, { "cell": { "id": "int64|none|StepTweenAlt|tricameral|simd", "dtype": 6, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2160, "total_correct": 571, "total_train": 121, "infer_ms": 351.05071, "train_ms": 1880.617281, "blocked_train": 1880617281, "duration": 2895242342, "avg_accuracy": 25, "soft_acc": 24.99999009090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 746.051537263681, "availability": 15.73041829769202, "score": 29.339245252970123, "zero_downtime": 3.932603015681556, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11221888, "heap_mib": 10.7020263671875, "mobile_score": 5722.549931245982, "mobile_throughput": 145515.57603009703, "mobile_availability": 3068.1806355879294, "mobile_accuracy": 4876.188543445887, "soft_acc_blocks": [ 24.99999009090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082534008, "time_to_acc50_sec": 0, "acc_per_sec": 8.63485233282385, "mobile_acc_per_sec": 1684.207388345071 }, "started": "2026-08-18T00:41:33.020535732+10:00", "ended": "2026-08-18T00:41:35.91642177+10:00" }, { "cell": { "id": "int32|none|StepTweenAlt|tricameral|simd", "dtype": 7, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2528, "total_correct": 614, "total_train": 129, "infer_ms": 374.921971, "train_ms": 1891.991276, "blocked_train": 1891991276, "duration": 3420677698, "avg_accuracy": 22.727272727272727, "soft_acc": 24.999985272727272, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 739.034841393584, "availability": 16.538876002254003, "score": 30.55699600702569, "zero_downtime": 4.134716564838126, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13719240, "heap_mib": 13.083686828613281, "mobile_score": 11920.138632835926, "mobile_throughput": 288293.97241410665, "mobile_availability": 6451.736771926895, "mobile_accuracy": 9752.375207341991, "soft_acc_blocks": [ 24.999985272727272 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.308488983730987, "mobile_acc_per_sec": 2851.006750224964 }, "started": "2026-08-18T00:41:41.136531685+10:00", "ended": "2026-08-18T00:41:44.558070631+10:00" }, { "cell": { "id": "int16|none|StepTweenAlt|tricameral|simd", "dtype": 8, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2672, "total_correct": 649, "total_train": 126, "infer_ms": 395.572332, "train_ms": 1863.357143, "blocked_train": 1863357143, "duration": 3346385312, "avg_accuracy": 20.454545454545453, "soft_acc": 24.999993545454547, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 798.4735022647626, "availability": 17.5114954396706, "score": 34.95615370897236, "zero_downtime": 4.377872729630218, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10163248, "heap_mib": 9.692428588867188, "mobile_score": 27272.458207990625, "mobile_throughput": 622961.4219574224, "mobile_availability": 13662.301965883958, "mobile_accuracy": 19504.756868987013, "soft_acc_blocks": [ 24.999993545454547 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.4707456597438435, "mobile_acc_per_sec": 5828.604613773483 }, "started": "2026-08-18T00:41:48.977874763+10:00", "ended": "2026-08-18T00:41:52.325178407+10:00" }, { "cell": { "id": "int8|none|StepTweenAlt|tricameral|simd", "dtype": 9, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6136, "total_correct": 1740, "total_train": 201, "infer_ms": 438.312041, "train_ms": 1811.785054, "blocked_train": 1811785054, "duration": 3442546298, "avg_accuracy": 33.17307692307692, "soft_acc": 25.000018115384613, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1782.401591393209, "availability": 19.479694541803763, "score": 86.80165927568373, "zero_downtime": 4.869927164272529, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 17545328, "heap_mib": 16.732528686523438, "mobile_score": 135443.6557688383, "mobile_throughput": 2781225.4927034606, "mobile_availability": 30395.744321229795, "mobile_accuracy": 39009.5520764249, "soft_acc_blocks": [ 25.000018115384613 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065120513, "time_to_acc50_sec": 0, "acc_per_sec": 7.262071719967501, "mobile_acc_per_sec": 11331.59838666167 }, "started": "2026-08-18T00:41:57.090738474+10:00", "ended": "2026-08-18T00:42:00.533742479+10:00" }, { "cell": { "id": "uint64|none|StepTweenAlt|tricameral|simd", "dtype": 10, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 682, "total_train": 130, "infer_ms": 379.691756, "train_ms": 1896.238978, "blocked_train": 1896238978, "duration": 3320883980, "avg_accuracy": 23.75, "soft_acc": 24.9999916, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 792.5600580602036, "availability": 16.68292230197547, "score": 33.05553356400585, "zero_downtime": 4.170729174128394, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11466808, "heap_mib": 10.935600280761719, "mobile_score": 6409.2528037002585, "mobile_throughput": 153672.23658293937, "mobile_availability": 3234.710047284806, "mobile_accuracy": 4847.335649401184, "soft_acc_blocks": [ 24.9999916 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.52811352355646, "mobile_acc_per_sec": 1459.6522126621187 }, "started": "2026-08-18T00:42:05.665340728+10:00", "ended": "2026-08-18T00:42:08.987201215+10:00" }, { "cell": { "id": "uint32|none|StepTweenAlt|tricameral|simd", "dtype": 11, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2696, "total_correct": 693, "total_train": 130, "infer_ms": 372.993026, "train_ms": 1867.013071, "blocked_train": 1867013071, "duration": 3267763986, "avg_accuracy": 30, "soft_acc": 25.0000098, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 825.0289835956348, "availability": 16.651429051891547, "score": 34.34479242839563, "zero_downtime": 4.162858894812934, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 11251520, "heap_mib": 10.73028564453125, "mobile_score": 13240.11950933727, "mobile_throughput": 318053.52628778544, "mobile_availability": 6419.223849086849, "mobile_accuracy": 9637.650836781177, "soft_acc_blocks": [ 25.0000098 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077302567, "time_to_acc50_sec": 0, "acc_per_sec": 7.650494315717697, "mobile_acc_per_sec": 2949.3105616169114 }, "started": "2026-08-18T00:42:14.034889879+10:00", "ended": "2026-08-18T00:42:17.303467821+10:00" }, { "cell": { "id": "uint16|none|StepTweenAlt|tricameral|simd", "dtype": 12, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2440, "total_correct": 612, "total_train": 126, "infer_ms": 358.431661, "train_ms": 1885.387213, "blocked_train": 1885387213, "duration": 3134447890, "avg_accuracy": 28.125, "soft_acc": 24.99999425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 778.4465033808553, "availability": 15.974179785778913, "score": 31.087603846391307, "zero_downtime": 3.993544027929391, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 10402824, "heap_mib": 9.920906066894531, "mobile_score": 23690.2000660128, "mobile_throughput": 593212.4423903226, "mobile_availability": 12173.067981869848, "mobile_accuracy": 19051.158408930234, "soft_acc_blocks": [ 24.99999425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070168575, "time_to_acc50_sec": 0, "acc_per_sec": 7.975884470677864, "mobile_acc_per_sec": 6077.994938027262 }, "started": "2026-08-18T00:42:22.260913109+10:00", "ended": "2026-08-18T00:42:25.39622209+10:00" }, { "cell": { "id": "uint8|none|StepTweenAlt|tricameral|simd", "dtype": 13, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5304, "total_correct": 1065, "total_train": 182, "infer_ms": 450.354084, "train_ms": 1839.357496, "blocked_train": 1839357496, "duration": 3343225677, "avg_accuracy": 17.36111111111111, "soft_acc": 25.000004055555554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1586.4917634754095, "availability": 19.66859441746807, "score": 78.0101702611099, "zero_downtime": 4.917149402037791, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 12495440, "heap_mib": 11.916580200195312, "mobile_score": 116192.60268709315, "mobile_throughput": 2363007.368434646, "mobile_availability": 29295.477357799715, "mobile_accuracy": 37236.36967692929, "soft_acc_blocks": [ 25.000004055555554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.477809298829322, "mobile_acc_per_sec": 11137.8570501836 }, "started": "2026-08-18T00:42:30.361959586+10:00", "ended": "2026-08-18T00:42:33.70607474+10:00" }, { "cell": { "id": "int4|none|StepTweenAlt|tricameral|simd", "dtype": 14, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6048, "total_correct": 1745, "total_train": 185, "infer_ms": 423.379113, "train_ms": 1832.163415, "blocked_train": 1832163415, "duration": 3338255144, "avg_accuracy": 37.5, "soft_acc": 25.000030809523807, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1811.7249099040105, "availability": 18.770610961408572, "score": 85.01806340676576, "zero_downtime": 4.692658523487996, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 14765216, "heap_mib": 14.081207275390625, "mobile_score": 265321.13349646673, "mobile_throughput": 5653962.08073663, "mobile_availability": 58578.6076174701, "mobile_accuracy": 78019.14376823582, "soft_acc_blocks": [ 25.000030809523807 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070192221, "time_to_acc50_sec": 0, "acc_per_sec": 7.48895148247057, "mobile_acc_per_sec": 23371.234493104348 }, "started": "2026-08-18T00:42:38.467405808+10:00", "ended": "2026-08-18T00:42:41.8065097+10:00" }, { "cell": { "id": "uint4|none|StepTweenAlt|tricameral|simd", "dtype": 15, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2312, "total_correct": 598, "total_train": 124, "infer_ms": 356.689065, "train_ms": 1893.886672, "blocked_train": 1893886672, "duration": 3395292218, "avg_accuracy": 26.5625, "soft_acc": 25.000042375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 680.9428619260011, "availability": 15.84879189515585, "score": 26.98035000950834, "zero_downtime": 3.962204689714528, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 13552216, "heap_mib": 12.924400329589844, "mobile_score": 76877.57470535385, "mobile_throughput": 1940272.66952967, "mobile_availability": 45159.40981047538, "mobile_accuracy": 71234.90335165217, "soft_acc_blocks": [ 25.000042375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076293978, "time_to_acc50_sec": 0, "acc_per_sec": 7.363148963280191, "mobile_acc_per_sec": 20980.492628588287 }, "started": "2026-08-18T00:42:46.767624686+10:00", "ended": "2026-08-18T00:42:50.175887133+10:00" }, { "cell": { "id": "fp4|none|StepTweenAlt|tricameral|simd", "dtype": 16, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4400, "total_correct": 1062, "total_train": 154, "infer_ms": 385.724893, "train_ms": 1857.024058, "blocked_train": 1857024058, "duration": 3452614709, "avg_accuracy": 25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1274.3964707473533, "availability": 17.198754806150394, "score": 54.79508106551785, "zero_downtime": 4.299688701537598, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10410320, "heap_mib": 9.928054809570312, "mobile_score": 171002.40155760845, "mobile_throughput": 3977087.9574713595, "mobile_availability": 53673.21880837487, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07934043, "time_to_acc50_sec": 0, "acc_per_sec": 7.240889038337234, "mobile_acc_per_sec": 22597.090667450902 }, "started": "2026-08-18T00:42:55.179059348+10:00", "ended": "2026-08-18T00:42:58.632982283+10:00" }, { "cell": { "id": "int2|none|StepTweenAlt|tricameral|simd", "dtype": 17, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6016, "total_correct": 1810, "total_train": 183, "infer_ms": 421.906253, "train_ms": 1812.159766, "blocked_train": 1812159766, "duration": 3342242404, "avg_accuracy": 21.875, "soft_acc": 25.00001935, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1799.9891308901006, "availability": 18.885129150697672, "score": 84.98263379328667, "zero_downtime": 4.721285941946908, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 14585168, "heap_mib": 13.909500122070312, "mobile_score": 530421.1322168414, "mobile_throughput": 11234675.01733463, "mobile_availability": 117871.98324001169, "mobile_accuracy": 156038.21601158095, "soft_acc_blocks": [ 25.00001935 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.480013813504354, "mobile_acc_per_sec": 46686.68431255441 }, "started": "2026-08-18T00:43:03.68399286+10:00", "ended": "2026-08-18T00:43:07.027090471+10:00" }, { "cell": { "id": "uint2|none|StepTweenAlt|tricameral|simd", "dtype": 18, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2272, "total_correct": 648, "total_train": 116, "infer_ms": 362.143755, "train_ms": 1874.943527, "blocked_train": 1874943527, "duration": 3430461017, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000046166666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 662.3016523845839, "availability": 16.188181744801497, "score": 26.803698294114753, "zero_downtime": 4.04705290974428, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 12213512, "heap_mib": 11.647712707519531, "mobile_score": 140528.57371224836, "mobile_throughput": 3472368.0872540874, "mobile_availability": 84872.69430618487, "mobile_accuracy": 131072.24204629334, "soft_acc_blocks": [ 25.000046166666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085968018, "time_to_acc50_sec": 0, "acc_per_sec": 7.287663682162947, "mobile_acc_per_sec": 38208.34616593847 }, "started": "2026-08-18T00:43:12.282044651+10:00", "ended": "2026-08-18T00:43:15.713432489+10:00" }, { "cell": { "id": "ternary|none|StepTweenAlt|tricameral|simd", "dtype": 19, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5344, "total_correct": 1388, "total_train": 180, "infer_ms": 401.808696, "train_ms": 1848.355951, "blocked_train": 1848355951, "duration": 3574104913, "avg_accuracy": 32.06521739130435, "soft_acc": 25.000036608695655, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1495.1995338923616, "availability": 17.856857565321086, "score": 66.74901051475126, "zero_downtime": 4.464220928492911, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 15713928, "heap_mib": 14.985969543457031, "mobile_score": 416615.5383899751, "mobile_throughput": 9332323.490778077, "mobile_availability": 111454.00165722692, "mobile_accuracy": 156038.3237321408, "soft_acc_blocks": [ 25.000036608695655 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082369017, "time_to_acc50_sec": 0, "acc_per_sec": 6.994768541282507, "mobile_acc_per_sec": 43658.0143925229 }, "started": "2026-08-18T00:43:20.861896035+10:00", "ended": "2026-08-18T00:43:24.443079369+10:00" }, { "cell": { "id": "binary|none|StepTweenAlt|tricameral|simd", "dtype": 20, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5944, "total_correct": 1629, "total_train": 183, "infer_ms": 464.531174, "train_ms": 1831.661219, "blocked_train": 1831661219, "duration": 3493977636, "avg_accuracy": 25.657894736842106, "soft_acc": 25.000352894736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1701.2129496068703, "availability": 20.23049877772154, "score": 86.04218078033023, "zero_downtime": 5.057696086795808, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 10601360, "heap_mib": 10.110244750976562, "mobile_score": 1074068.639927566, "mobile_throughput": 21236322.26008302, "mobile_availability": 252538.27959938263, "mobile_accuracy": 312080.595677995, "soft_acc_blocks": [ 25.000352894736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077289864, "time_to_acc50_sec": 0, "acc_per_sec": 7.155269866969705, "mobile_acc_per_sec": 89319.57447651934 }, "started": "2026-08-18T00:43:29.199104225+10:00", "ended": "2026-08-18T00:43:32.693833474+10:00" }, { "cell": { "id": "int|none|StepTweenAlt|tricameral|simd", "dtype": 21, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1984, "total_correct": 328, "total_train": 107, "infer_ms": 373.60633, "train_ms": 1900.044551, "blocked_train": 1900044551, "duration": 3161813780, "avg_accuracy": 26.5625, "soft_acc": 24.999983125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 627.4879351054002, "availability": 16.43200075799148, "score": 25.777188163592356, "zero_downtime": 4.107997416597743, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11442248, "heap_mib": 10.912178039550781, "mobile_score": 5027.779177051157, "mobile_throughput": 122390.0277234152, "mobile_availability": 3205.0226240349098, "mobile_accuracy": 4876.187184761905, "soft_acc_blocks": [ 24.999983125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077992935, "time_to_acc50_sec": 0, "acc_per_sec": 7.906848683858921, "mobile_acc_per_sec": 1542.212009956483 }, "started": "2026-08-18T00:43:37.322075083+10:00", "ended": "2026-08-18T00:43:40.484790007+10:00" }, { "cell": { "id": "uint|none|StepTweenAlt|tricameral|simd", "dtype": 22, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2200, "total_correct": 555, "total_train": 112, "infer_ms": 365.032034, "train_ms": 1905.210748, "blocked_train": 1905210748, "duration": 3361178894, "avg_accuracy": 21.09375, "soft_acc": 25.0000039375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 654.5322547178889, "availability": 16.078986657031468, "score": 26.31054261942396, "zero_downtime": 4.019747297367967, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 15914688, "heap_mib": 15.17742919921875, "mobile_score": 5101.442961853753, "mobile_throughput": 126909.54392068512, "mobile_availability": 3117.6108566722314, "mobile_accuracy": 4847.3380415621305, "soft_acc_blocks": [ 25.0000039375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.43786770234908, "mobile_acc_per_sec": 1442.1541353288442 }, "started": "2026-08-18T00:43:45.666067288+10:00", "ended": "2026-08-18T00:43:49.028044254+10:00" }, { "cell": { "id": "uintptr|none|StepTweenAlt|tricameral|simd", "dtype": 23, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2064, "total_correct": 462, "total_train": 111, "infer_ms": 360.233141, "train_ms": 1899.646043, "blocked_train": 1899646043, "duration": 3450791879, "avg_accuracy": 25, "soft_acc": 25.00003442857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 598.1235821727167, "availability": 15.940371660151545, "score": 23.835813321610598, "zero_downtime": 3.9850984030801295, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11400248, "heap_mib": 10.872123718261719, "mobile_score": 4621.609058713231, "mobile_throughput": 115972.26947121647, "mobile_availability": 3090.7343110050047, "mobile_accuracy": 4847.343953582417, "soft_acc_blocks": [ 25.00003442857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071622431, "time_to_acc50_sec": 0, "acc_per_sec": 7.244723908361623, "mobile_acc_per_sec": 1404.704810823631 }, "started": "2026-08-18T00:43:53.851893531+10:00", "ended": "2026-08-18T00:43:57.303554419+10:00" }, { "cell": { "id": "complex64|none|StepTweenAlt|tricameral|simd", "dtype": 24, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2312, "total_correct": 594, "total_train": 116, "infer_ms": 377.558313, "train_ms": 1891.399148, "blocked_train": 1891399148, "duration": 3447552226, "avg_accuracy": 26.5625, "soft_acc": 24.999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 670.6207327517365, "availability": 16.640167102718546, "score": 27.898100406992917, "zero_downtime": 4.160041442876294, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11406464, "heap_mib": 10.8780517578125, "mobile_score": 5441.458060335381, "mobile_throughput": 130802.97720719583, "mobile_availability": 3245.62497393977, "mobile_accuracy": 4876.190086095238, "soft_acc_blocks": [ 24.999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075656016, "time_to_acc50_sec": 0, "acc_per_sec": 7.25152118406226, "mobile_acc_per_sec": 1414.391941424715 }, "started": "2026-08-18T00:44:02.598301555+10:00", "ended": "2026-08-18T00:44:06.067683052+10:00" }, { "cell": { "id": "complex128|none|StepTweenAlt|tricameral|simd", "dtype": 25, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2056, "total_correct": 519, "total_train": 110, "infer_ms": 374.209158, "train_ms": 1856.357843, "blocked_train": 1856357843, "duration": 3326642019, "avg_accuracy": 8.928571428571429, "soft_acc": 24.999934857142854, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 618.0406512805489, "availability": 16.776414150852045, "score": 25.921197276451988, "zero_downtime": 4.194092609077506, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 18648608, "heap_mib": 17.784698486328125, "mobile_score": 2527.933905817794, "mobile_throughput": 60273.67875345544, "mobile_availability": 1636.0998181402374, "mobile_accuracy": 2438.088885115646, "soft_acc_blocks": [ 24.999934857142854 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.515066158112775, "mobile_acc_per_sec": 732.8978805626173 }, "started": "2026-08-18T00:44:10.906753613+10:00", "ended": "2026-08-18T00:44:14.233993183+10:00" }, { "cell": { "id": "nf4|none|StepTweenAlt|tricameral|simd", "dtype": 26, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1840, "total_correct": 423, "total_train": 101, "infer_ms": 328.233425, "train_ms": 1899.289002, "blocked_train": 1899289002, "duration": 3421093223, "avg_accuracy": 31.25, "soft_acc": 25.000015833333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 537.8397722779622, "availability": 14.735358936074137, "score": 19.81316778486202, "zero_downtime": 3.6838420671170327, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 15797456, "heap_mib": 15.065628051757812, "mobile_score": 61832.17923565321, "mobile_throughput": 1678469.8721908825, "mobile_availability": 45985.54682069308, "mobile_accuracy": 78019.0970311111, "soft_acc_blocks": [ 25.000015833333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080117308, "time_to_acc50_sec": 0, "acc_per_sec": 7.307610229752962, "mobile_acc_per_sec": 22805.311619861433 }, "started": "2026-08-18T00:44:19.437389938+10:00", "ended": "2026-08-18T00:44:22.859927741+10:00" }, { "cell": { "id": "fp6|none|StepTweenAlt|tricameral|simd", "dtype": 27, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 904, "total_correct": 208, "total_train": 58, "infer_ms": 309.87608, "train_ms": 1933.060967, "blocked_train": 1933060967, "duration": 3198608154, "avg_accuracy": 20, "soft_acc": 24.999995000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 282.62292737217854, "availability": 13.815638758763612, "score": 9.761538721487623, "zero_downtime": 3.4539089989089655, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 14269696, "heap_mib": 13.608642578125, "mobile_score": 20308.958782584537, "mobile_throughput": 587999.2434369236, "mobile_availability": 28743.54608553435, "mobile_accuracy": 52012.68801015874, "soft_acc_blocks": [ 24.999995000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.815897976979897, "mobile_acc_per_sec": 16261.037772043 }, "started": "2026-08-18T00:44:28.243487697+10:00", "ended": "2026-08-18T00:44:31.443054962+10:00" }, { "cell": { "id": "int6|none|StepTweenAlt|tricameral|simd", "dtype": 28, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1056, "total_correct": 361, "total_train": 62, "infer_ms": 343.897464, "train_ms": 1936.815078, "blocked_train": 1936815078, "duration": 3489037121, "avg_accuracy": 37.5, "soft_acc": 25.0000315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 302.6623000495156, "availability": 15.078509793190763, "score": 11.409255513959486, "zero_downtime": 3.7696321980282756, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13531408, "heap_mib": 12.904556274414062, "mobile_score": 23737.04664643965, "mobile_throughput": 629691.3173347636, "mobile_availability": 31370.959295446028, "mobile_accuracy": 52012.76394869841, "soft_acc_blocks": [ 25.0000315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075859976, "time_to_acc50_sec": 0, "acc_per_sec": 7.165309692329868, "mobile_acc_per_sec": 14907.48368242953 }, "started": "2026-08-18T00:44:36.668638092+10:00", "ended": "2026-08-18T00:44:40.158779741+10:00" }, { "cell": { "id": "uint6|none|StepTweenAlt|tricameral|simd", "dtype": 29, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1024, "total_correct": 200, "total_train": 60, "infer_ms": 341.404398, "train_ms": 1953.865363, "blocked_train": 1953865363, "duration": 3321574625, "avg_accuracy": 21.875, "soft_acc": 25.000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 308.28751890528423, "availability": 14.874260263475845, "score": 11.463872897555827, "zero_downtime": 3.7185653633541667, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 15733432, "heap_mib": 15.004570007324219, "mobile_score": 22426.75743923041, "mobile_throughput": 603102.4131037823, "mobile_availability": 29098.49315304934, "mobile_accuracy": 48907.466599164174, "soft_acc_blocks": [ 25.000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.526551356647601, "mobile_acc_per_sec": 14724.18118535096 }, "started": "2026-08-18T00:44:45.426807494+10:00", "ended": "2026-08-18T00:44:48.749346387+10:00" }, { "cell": { "id": "int5|none|StepTweenAlt|tricameral|simd", "dtype": 30, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1096, "total_correct": 251, "total_train": 67, "infer_ms": 327.480375, "train_ms": 1931.431214, "blocked_train": 1931431214, "duration": 3549677961, "avg_accuracy": 18.75, "soft_acc": 24.999984, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 308.7604036314437, "availability": 14.497263929881056, "score": 11.190445494464413, "zero_downtime": 3.6243136629080355, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 11215488, "heap_mib": 10.6959228515625, "mobile_score": 27938.17279715123, "mobile_throughput": 770854.164281535, "mobile_availability": 36194.00719652133, "mobile_accuracy": 62415.19814948572, "soft_acc_blocks": [ 24.999984 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.042887911149301, "mobile_acc_per_sec": 17583.34103409831 }, "started": "2026-08-18T00:44:53.737003068+10:00", "ended": "2026-08-18T00:44:57.287645819+10:00" }, { "cell": { "id": "uint5|none|StepTweenAlt|tricameral|simd", "dtype": 31, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1048, "total_correct": 241, "total_train": 66, "infer_ms": 312.318119, "train_ms": 1922.799111, "blocked_train": 1922799111, "duration": 3189202793, "avg_accuracy": 31.25, "soft_acc": 25.0000235, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 328.6087677774086, "availability": 13.973232133331997, "score": 11.47932727356229, "zero_downtime": 3.4933113170425507, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 14681128, "heap_mib": 14.001014709472656, "mobile_score": 26630.413883192152, "mobile_throughput": 762325.8125685045, "mobile_availability": 32415.920038585693, "mobile_accuracy": 57996.51469366372, "soft_acc_blocks": [ 25.0000235 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086128183, "time_to_acc50_sec": 0, "acc_per_sec": 7.838956981623338, "mobile_acc_per_sec": 18185.270256554588 }, "started": "2026-08-18T00:45:02.395348864+10:00", "ended": "2026-08-18T00:45:05.614552159+10:00" }, { "cell": { "id": "int3|none|StepTweenAlt|tricameral|simd", "dtype": 32, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1456, "total_correct": 456, "total_train": 83, "infer_ms": 345.874036, "train_ms": 1920.9209, "blocked_train": 1920920900, "duration": 3495157876, "avg_accuracy": 25, "soft_acc": 25.000028166666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 416.5763183396755, "availability": 15.2582851896754, "score": 15.890618574639527, "zero_downtime": 3.8145755951691784, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 11225472, "heap_mib": 10.7054443359375, "mobile_score": 66121.11612111593, "mobile_throughput": 1733380.672933903, "mobile_availability": 63489.96686924235, "mobile_accuracy": 104025.51402734392, "soft_acc_blocks": [ 25.000028166666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072555559, "time_to_acc50_sec": 0, "acc_per_sec": 7.1527607775124915, "mobile_acc_per_sec": 29762.751131114834 }, "started": "2026-08-18T00:45:10.894421759+10:00", "ended": "2026-08-18T00:45:14.390485935+10:00" }, { "cell": { "id": "uint3|none|StepTweenAlt|tricameral|simd", "dtype": 33, "format": 0, "mode": "StepTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1400, "total_correct": 346, "total_train": 80, "infer_ms": 348.011689, "train_ms": 1928.967399, "blocked_train": 1928967399, "duration": 3459856522, "avg_accuracy": 39.583333333333336, "soft_acc": 25.000044833333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 404.6410569623037, "availability": 15.283921175827679, "score": 15.461282774972673, "zero_downtime": 3.820987146248247, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 11254776, "heap_mib": 10.733390808105469, "mobile_score": 57085.66917975263, "mobile_throughput": 1494003.1723426217, "mobile_availability": 56430.820179101, "mobile_accuracy": 92304.3908843568, "soft_acc_blocks": [ 25.000044833333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070608792, "time_to_acc50_sec": 0, "acc_per_sec": 7.225746118189272, "mobile_acc_per_sec": 26678.675921219838 }, "started": "2026-08-18T00:45:19.357850105+10:00", "ended": "2026-08-18T00:45:22.834174401+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxy|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22248, "total_correct": 5706, "total_train": 463, "infer_ms": 1059.330175, "train_ms": 1499.533781, "blocked_train": 1499533781, "duration": 3511579131, "avg_accuracy": 30.65068493150685, "soft_acc": 25.000036602739726, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6335.611179482204, "availability": 41.398456237428825, "score": 655.712265411107, "zero_downtime": 10.349629212326393, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11665536, "heap_mib": 11.1251220703125, "mobile_score": 206599.80300953033, "mobile_throughput": 1996204.876243008, "mobile_availability": 13043.698211423729, "mobile_accuracy": 7876.934609601686, "soft_acc_blocks": [ 25.000036602739726 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077467475, "time_to_acc50_sec": 0, "acc_per_sec": 7.119314607505488, "mobile_acc_per_sec": 2243.1317409494213 }, "started": "2026-08-18T00:45:28.020371943+10:00", "ended": "2026-08-18T00:45:31.532625657+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxy|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 36144, "total_correct": 9271, "total_train": 488, "infer_ms": 1008.201317, "train_ms": 1423.879422, "blocked_train": 1423879422, "duration": 3206416479, "avg_accuracy": 37.786259541984734, "soft_acc": 25.000345778625956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11272.39715636454, "availability": 41.4542700344127, "score": 1168.2386469923879, "zero_downtime": 10.3637108486085, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 11244504, "heap_mib": 10.723594665527344, "mobile_score": 736170.0766278186, "mobile_throughput": 7103344.423456793, "mobile_availability": 26122.567701685297, "mobile_accuracy": 15754.064047577218, "soft_acc_blocks": [ 25.000345778625956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068060882, "time_to_acc50_sec": 0, "acc_per_sec": 7.796973955929434, "mobile_acc_per_sec": 4913.2931266903015 }, "started": "2026-08-18T00:45:36.562008338+10:00", "ended": "2026-08-18T00:45:39.76896242+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxy|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15792, "total_correct": 3720, "total_train": 366, "infer_ms": 1002.331698, "train_ms": 1459.610518, "blocked_train": 1459610518, "duration": 3455041753, "avg_accuracy": 27.34375, "soft_acc": 24.99991622916667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4570.711768182791, "availability": 40.713047263494346, "score": 465.2174517432215, "zero_downtime": 10.17822771021462, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11465320, "heap_mib": 10.934181213378906, "mobile_score": 586317.1330277647, "mobile_throughput": 5760503.200762065, "mobile_availability": 51310.966643468564, "mobile_accuracy": 31507.58673066667, "soft_acc_blocks": [ 24.99991622916667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073857536, "time_to_acc50_sec": 0, "acc_per_sec": 7.23577832524291, "mobile_acc_per_sec": 9119.30708313691 }, "started": "2026-08-18T00:45:45.092304081+10:00", "ended": "2026-08-18T00:45:48.547896146+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxy|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18616, "total_correct": 5137, "total_train": 447, "infer_ms": 915.044085, "train_ms": 1624.85544, "blocked_train": 1624855440, "duration": 3294595531, "avg_accuracy": 32.327586206896555, "soft_acc": 25.000257913793106, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5650.465990388062, "availability": 36.02678279173268, "score": 508.92552757182244, "zero_downtime": 9.006788615975202, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11277736, "heap_mib": 10.755287170410156, "mobile_score": 641402.7572105183, "mobile_throughput": 7121325.7528090775, "mobile_availability": 45404.83148151909, "mobile_accuracy": 31508.01735842971, "soft_acc_blocks": [ 25.000257913793106 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065185057, "time_to_acc50_sec": 0, "acc_per_sec": 7.588263165707883, "mobile_acc_per_sec": 9563.546438996766 }, "started": "2026-08-18T00:45:53.428277098+10:00", "ended": "2026-08-18T00:45:56.723886846+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxy|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15888, "total_correct": 3976, "total_train": 377, "infer_ms": 976.283732, "train_ms": 1515.487849, "blocked_train": 1515487849, "duration": 3587805966, "avg_accuracy": 22.395833333333332, "soft_acc": 24.999756458333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4428.333123519868, "availability": 39.18030606995674, "score": 433.7543923662206, "zero_downtime": 9.794981097118777, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11254056, "heap_mib": 10.732704162597656, "mobile_score": 1093327.9945427936, "mobile_throughput": 11162124.59934608, "mobile_availability": 98758.4822538725, "mobile_accuracy": 63014.770740512824, "soft_acc_blocks": [ 24.999756458333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.967978952943559, "mobile_acc_per_sec": 17563.594948465736 }, "started": "2026-08-18T00:46:01.917086841+10:00", "ended": "2026-08-18T00:46:05.505571086+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxy|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16496, "total_correct": 3810, "total_train": 381, "infer_ms": 975.800945, "train_ms": 1489.885878, "blocked_train": 1489885878, "duration": 3633375360, "avg_accuracy": 17.857142857142858, "soft_acc": 25.00011242857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4540.130970668552, "availability": 39.575218389363144, "score": 449.19370678048347, "zero_downtime": 9.893849091193461, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 18015744, "heap_mib": 17.18115234375, "mobile_score": 1132244.5679832986, "mobile_throughput": 11443923.972835932, "mobile_availability": 99753.90432174242, "mobile_accuracy": 63015.66800457143, "soft_acc_blocks": [ 25.00011242857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.880685299900154, "mobile_acc_per_sec": 17343.56122362525 }, "started": "2026-08-18T00:46:10.143523749+10:00", "ended": "2026-08-18T00:46:13.777497388+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxy|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13048, "total_correct": 2654, "total_train": 352, "infer_ms": 1015.735048, "train_ms": 1493.561036, "blocked_train": 1493561036, "duration": 3441668113, "avg_accuracy": 15.548780487804878, "soft_acc": 24.999834780487806, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3791.1848474623675, "availability": 40.47888387809718, "score": 383.65479249501357, "zero_downtime": 10.11965409050981, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 14409976, "heap_mib": 13.742424011230469, "mobile_score": 120880.77154304428, "mobile_throughput": 1194514.8565542968, "mobile_availability": 12753.962181898927, "mobile_accuracy": 7876.871020067542, "soft_acc_blocks": [ 24.999834780487806 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.263871459905584, "mobile_acc_per_sec": 2288.6782692133283 }, "started": "2026-08-18T00:46:18.776681067+10:00", "ended": "2026-08-18T00:46:22.219045533+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxy|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13096, "total_correct": 2819, "total_train": 349, "infer_ms": 1026.323224, "train_ms": 1511.999964, "blocked_train": 1511999964, "duration": 3587657172, "avg_accuracy": 23.26732673267327, "soft_acc": 25.00022896039604, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3650.293038646001, "availability": 40.43311855842369, "score": 368.98520730042503, "zero_downtime": 10.108372215434306, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 11269304, "heap_mib": 10.747245788574219, "mobile_score": 232517.44755423706, "mobile_throughput": 2300246.1978913876, "mobile_availability": 25479.085171585146, "mobile_accuracy": 15753.990434120335, "soft_acc_blocks": [ 25.00022896039604 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.968399644066113, "mobile_acc_per_sec": 4391.1638372453535 }, "started": "2026-08-18T00:46:27.283628515+10:00", "ended": "2026-08-18T00:46:30.89901177+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxy|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12920, "total_correct": 3616, "total_train": 351, "infer_ms": 1008.10227, "train_ms": 1498.692822, "blocked_train": 1498692822, "duration": 3529316962, "avg_accuracy": 31.41891891891892, "soft_acc": 25.00027272972973, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3660.764997621089, "availability": 40.21478553301716, "score": 368.0462132072398, "zero_downtime": 10.053806060930185, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14710416, "heap_mib": 14.028945922851562, "mobile_score": 463851.4736298013, "mobile_throughput": 4613690.286232609, "mobile_availability": 50683.00355176562, "mobile_accuracy": 31508.03603106861, "soft_acc_blocks": [ 25.00027272972973 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075060349, "time_to_acc50_sec": 0, "acc_per_sec": 7.0836008777070925, "mobile_acc_per_sec": 8927.516675411769 }, "started": "2026-08-18T00:46:36.302601087+10:00", "ended": "2026-08-18T00:46:39.832432319+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxy|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32960, "total_correct": 9852, "total_train": 496, "infer_ms": 1004.073286, "train_ms": 1437.878126, "blocked_train": 1437878126, "duration": 3545219913, "avg_accuracy": 30.778301886792452, "soft_acc": 25.000286009433964, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9297.025518540802, "availability": 41.11766028864787, "score": 955.6907757536586, "zero_downtime": 10.279532672549417, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13584896, "heap_mib": 12.95556640625, "mobile_score": 2408928.8722996833, "mobile_throughput": 23434225.55319577, "mobile_availability": 103641.80710295487, "mobile_accuracy": 63016.10553516401, "soft_acc_blocks": [ 25.000286009433964 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070358225, "time_to_acc50_sec": 0, "acc_per_sec": 7.051829399287808, "mobile_acc_per_sec": 17774.949673527914 }, "started": "2026-08-18T00:46:44.379802219+10:00", "ended": "2026-08-18T00:46:47.925791036+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxy|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12968, "total_correct": 2920, "total_train": 361, "infer_ms": 969.727565, "train_ms": 1525.734177, "blocked_train": 1525734177, "duration": 3449522389, "avg_accuracy": 27.564102564102566, "soft_acc": 25.000018282051283, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3759.3610180217906, "availability": 38.859644637260885, "score": 365.21885013653986, "zero_downtime": 9.714918263655383, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 15666536, "heap_mib": 14.940773010253906, "mobile_score": 114521.4476676951, "mobile_throughput": 1178820.496062565, "mobile_availability": 12185.194597835069, "mobile_accuracy": 7839.240182452215, "soft_acc_blocks": [ 25.000018282051283 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077963676, "time_to_acc50_sec": 0, "acc_per_sec": 7.24738542407277, "mobile_acc_per_sec": 2272.5581394834117 }, "started": "2026-08-18T00:46:53.078986035+10:00", "ended": "2026-08-18T00:46:56.529204568+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxy|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13480, "total_correct": 3170, "total_train": 350, "infer_ms": 1009.634826, "train_ms": 1469.715304, "blocked_train": 1469715304, "duration": 3541887301, "avg_accuracy": 20.192307692307693, "soft_acc": 24.999189923076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3805.880553058286, "availability": 40.72175259893608, "score": 387.44276101245305, "zero_downtime": 10.180108272213543, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 13353168, "heap_mib": 12.734573364257812, "mobile_score": 241823.32176868687, "mobile_throughput": 2375449.4088116935, "mobile_availability": 25416.57884117976, "mobile_accuracy": 15603.30391236923, "soft_acc_blocks": [ 24.999189923076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.058155101665365, "mobile_acc_per_sec": 4405.364311835632 }, "started": "2026-08-18T00:47:01.234814311+10:00", "ended": "2026-08-18T00:47:04.777404683+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxy|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12888, "total_correct": 3128, "total_train": 330, "infer_ms": 1035.955925, "train_ms": 1450.903731, "blocked_train": 1450903731, "duration": 2925645541, "avg_accuracy": 14.244186046511627, "soft_acc": 24.99927851162791, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4405.181632356878, "availability": 41.657192938112466, "score": 458.7555131134694, "zero_downtime": 10.413997682724927, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 11274952, "heap_mib": 10.752632141113281, "mobile_score": 567264.1756114025, "mobile_throughput": 5447131.763361139, "mobile_availability": 51510.29804513469, "mobile_accuracy": 30912.31540637824, "soft_acc_blocks": [ 24.99927851162791 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.544876049161799, "mobile_acc_per_sec": 10565.981070903163 }, "started": "2026-08-18T00:47:10.08128809+10:00", "ended": "2026-08-18T00:47:13.007615922+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxy|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23896, "total_correct": 5088, "total_train": 483, "infer_ms": 977.538929, "train_ms": 1531.933457, "blocked_train": 1531933457, "duration": 3543409677, "avg_accuracy": 18.140243902439025, "soft_acc": 24.99978570731707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6743.786967424935, "availability": 38.953962372869874, "score": 656.7374300400146, "zero_downtime": 9.738407117726393, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 11461848, "heap_mib": 10.930870056152344, "mobile_score": 1594072.0079667554, "mobile_throughput": 16368919.359154094, "mobile_availability": 94551.36585438519, "mobile_accuracy": 60680.961337582645, "soft_acc_blocks": [ 24.99978570731707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.055290803541221, "mobile_acc_per_sec": 17125.01992966213 }, "started": "2026-08-18T00:47:18.274299543+10:00", "ended": "2026-08-18T00:47:21.81829401+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxy|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26776, "total_correct": 7072, "total_train": 453, "infer_ms": 903.884092, "train_ms": 1529.572583, "blocked_train": 1529572583, "duration": 3483047590, "avg_accuracy": 28.63372093023256, "soft_acc": 25.00033223255814, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7687.520571603789, "availability": 37.14403881877207, "score": 713.8733930826705, "zero_downtime": 9.286133109283382, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 10212648, "heap_mib": 9.739540100097656, "mobile_score": 3598800.5145435305, "mobile_throughput": 38754565.24466353, "mobile_availability": 187251.67138669587, "mobile_accuracy": 126032.44409176387, "soft_acc_blocks": [ 25.00033223255814 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069107291, "time_to_acc50_sec": 0, "acc_per_sec": 7.17771767010457, "mobile_acc_per_sec": 36184.53117138255 }, "started": "2026-08-18T00:47:26.723169571+10:00", "ended": "2026-08-18T00:47:30.218587863+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxy|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12408, "total_correct": 4187, "total_train": 331, "infer_ms": 1003.092775, "train_ms": 1470.867512, "blocked_train": 1470867512, "duration": 3529790576, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000520444444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3515.222711615059, "availability": 40.54603383372742, "score": 356.3282653037988, "zero_downtime": 10.136719478012385, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 10404104, "heap_mib": 9.922126770019531, "mobile_score": 1668023.5139249826, "mobile_throughput": 16455259.687743178, "mobile_availability": 189801.77666622572, "mobile_accuracy": 117031.00770336507, "soft_acc_blocks": [ 25.000520444444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075997798, "time_to_acc50_sec": 0, "acc_per_sec": 7.082720605134407, "mobile_acc_per_sec": 33155.22696986346 }, "started": "2026-08-18T00:47:35.391925602+10:00", "ended": "2026-08-18T00:47:38.92221175+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxy|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17328, "total_correct": 4243, "total_train": 393, "infer_ms": 780.636169, "train_ms": 1614.746362, "blocked_train": 1614746362, "duration": 3670592307, "avg_accuracy": 22.45762711864407, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4720.763994125594, "availability": 32.58920689690877, "score": 384.614886290091, "zero_downtime": 8.147301724227193, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11261152, "heap_mib": 10.739471435546875, "mobile_score": 1938932.3990698005, "mobile_throughput": 23798460.701462686, "mobile_availability": 164289.7125535241, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.810889880721367, "mobile_acc_per_sec": 34335.26763253504 }, "started": "2026-08-18T00:47:44.02069786+10:00", "ended": "2026-08-18T00:47:47.692305529+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxy|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29152, "total_correct": 6092, "total_train": 462, "infer_ms": 928.673174, "train_ms": 1461.056044, "blocked_train": 1461056044, "duration": 3563327461, "avg_accuracy": 28.720238095238095, "soft_acc": 25.000252357142855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8181.117317749652, "availability": 38.861021031379465, "score": 794.8244534672683, "zero_downtime": 9.715353326407225, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 15952184, "heap_mib": 15.213188171386719, "mobile_score": 8013786.981912445, "mobile_throughput": 82485800.69785249, "mobile_availability": 391814.7498942284, "mobile_accuracy": 252064.08284272527, "soft_acc_blocks": [ 25.000252357142855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088568603, "time_to_acc50_sec": 0, "acc_per_sec": 7.015985095606922, "mobile_acc_per_sec": 70738.3998808762 }, "started": "2026-08-18T00:47:52.824670286+10:00", "ended": "2026-08-18T00:47:56.388685298+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxy|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10992, "total_correct": 2573, "total_train": 322, "infer_ms": 979.85808, "train_ms": 1536.791398, "blocked_train": 1536791398, "duration": 3877381045, "avg_accuracy": 23.64864864864865, "soft_acc": 25.000323513513514, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2834.90321751444, "availability": 38.93502406933127, "score": 275.94613336629055, "zero_downtime": 9.733881977397171, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 11242256, "heap_mib": 10.721450805664062, "mobile_score": 2411254.106172429, "mobile_throughput": 24771762.301736843, "mobile_availability": 340219.4316543592, "mobile_accuracy": 218456.16023754954, "soft_acc_blocks": [ 25.000323513513514 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.4477344948472854, "mobile_acc_per_sec": 56341.16371390822 }, "started": "2026-08-18T00:48:01.340584859+10:00", "ended": "2026-08-18T00:48:05.218510538+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxy|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26880, "total_correct": 6450, "total_train": 463, "infer_ms": 904.636201, "train_ms": 1528.374984, "blocked_train": 1528374984, "duration": 3641368780, "avg_accuracy": 23.626373626373628, "soft_acc": 24.999820142857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7381.839529035562, "availability": 37.18175266013008, "score": 686.1693923292569, "zero_downtime": 9.295371290994522, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 14626992, "heap_mib": 13.949386596679688, "mobile_score": 6918276.507029259, "mobile_throughput": 74427113.1345961, "mobile_availability": 374883.5911283515, "mobile_accuracy": 252059.72505881317, "soft_acc_blocks": [ 24.999820142857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.865500764483718, "mobile_acc_per_sec": 69221.14740018538 }, "started": "2026-08-18T00:48:10.683335224+10:00", "ended": "2026-08-18T00:48:14.325243481+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxy|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28048, "total_correct": 7321, "total_train": 482, "infer_ms": 909.681097, "train_ms": 1521.75863, "blocked_train": 1521758630, "duration": 3742078415, "avg_accuracy": 20.888157894736842, "soft_acc": 24.999869407894735, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7495.299908085972, "availability": 37.41326946740309, "score": 701.0555258887441, "zero_downtime": 9.353268508074526, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 14838912, "heap_mib": 14.1514892578125, "mobile_score": 14136730.75219838, "mobile_throughput": 151142146.08502224, "mobile_availability": 754435.7008663781, "mobile_accuracy": 504120.4435433198, "soft_acc_blocks": [ 24.999869407894735 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.680744398001808, "mobile_acc_per_sec": 134716.69688229123 }, "started": "2026-08-18T00:48:19.494704322+10:00", "ended": "2026-08-18T00:48:23.23744508+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxy|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9968, "total_correct": 2427, "total_train": 312, "infer_ms": 972.599451, "train_ms": 1555.254871, "blocked_train": 1555254871, "duration": 3592957983, "avg_accuracy": 19.11764705882353, "soft_acc": 24.998747882352944, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2774.3157718969633, "availability": 38.475296718463355, "score": 266.8431908539866, "zero_downtime": 9.61834242363587, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11477792, "heap_mib": 10.946075439453125, "mobile_score": 84076.13151830224, "mobile_throughput": 874122.877053074, "mobile_availability": 12122.67810452507, "mobile_accuracy": 7876.528563547512, "soft_acc_blocks": [ 24.998747882352944 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.957706714254372, "mobile_acc_per_sec": 2192.212823198916 }, "started": "2026-08-18T00:48:28.450598608+10:00", "ended": "2026-08-18T00:48:32.044242631+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxy|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9896, "total_correct": 2289, "total_train": 316, "infer_ms": 937.866355, "train_ms": 1614.625011, "blocked_train": 1614625011, "duration": 3465410262, "avg_accuracy": 28.676470588235293, "soft_acc": 25.00018175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2855.650342043109, "availability": 36.74317443313146, "score": 262.3160536181494, "zero_downtime": 9.185860389002396, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11291056, "heap_mib": 10.767990112304688, "mobile_score": 82254.28176994756, "mobile_throughput": 895444.5015126182, "mobile_availability": 11521.534352390925, "mobile_accuracy": 7839.291440995215, "soft_acc_blocks": [ 25.00018175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064704648, "time_to_acc50_sec": 0, "acc_per_sec": 7.214205493687085, "mobile_acc_per_sec": 2262.1539293506066 }, "started": "2026-08-18T00:48:37.439993901+10:00", "ended": "2026-08-18T00:48:40.905814267+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxy|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10856, "total_correct": 3069, "total_train": 323, "infer_ms": 976.704781, "train_ms": 1575.630739, "blocked_train": 1575630739, "duration": 3625981484, "avg_accuracy": 32.25806451612903, "soft_acc": 24.999727161290323, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2993.947996674326, "availability": 38.26709981295876, "score": 286.42114115376313, "zero_downtime": 9.56667054577833, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10461568, "heap_mib": 9.9769287109375, "mobile_score": 89812.89907489484, "mobile_throughput": 938810.4110528643, "mobile_availability": 11999.390685847204, "mobile_accuracy": 7839.148895896281, "soft_acc_blocks": [ 24.999727161290323 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069961981, "time_to_acc50_sec": 0, "acc_per_sec": 6.894609713702091, "mobile_acc_per_sec": 2161.9384794123457 }, "started": "2026-08-18T00:48:46.273560727+10:00", "ended": "2026-08-18T00:48:49.900268355+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxy|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9816, "total_correct": 2304, "total_train": 314, "infer_ms": 916.039476, "train_ms": 1566.877368, "blocked_train": 1566877368, "duration": 3101542817, "avg_accuracy": 19.82758620689655, "soft_acc": 24.999898448275864, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3164.876507974386, "availability": 36.89368325860856, "score": 291.9086928364868, "zero_downtime": 9.223383348480693, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 15776728, "heap_mib": 15.045860290527344, "mobile_score": 91973.69275832691, "mobile_throughput": 997179.5520510066, "mobile_availability": 11624.348202096975, "mobile_accuracy": 7876.8910803183035, "soft_acc_blocks": [ 24.999898448275864 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.060471811399102, "mobile_acc_per_sec": 2539.668656883902 }, "started": "2026-08-18T00:48:55.2347021+10:00", "ended": "2026-08-18T00:48:58.38223492+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxy|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11072, "total_correct": 2872, "total_train": 317, "infer_ms": 1008.714507, "train_ms": 1512.910604, "blocked_train": 1512910604, "duration": 3617387836, "avg_accuracy": 30.714285714285715, "soft_acc": 24.99998097142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3060.772165431697, "availability": 40.002556391103454, "score": 306.09654488662716, "zero_downtime": 10.000631485860847, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 10498120, "heap_mib": 10.011787414550781, "mobile_score": 48221.97876367788, "mobile_throughput": 482189.33806185506, "mobile_availability": 6301.9411914599905, "mobile_accuracy": 3938.45854072967, "soft_acc_blocks": [ 24.99998097142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078218056, "time_to_acc50_sec": 0, "acc_per_sec": 6.9110590583156295, "mobile_acc_per_sec": 1088.757611648493 }, "started": "2026-08-18T00:49:03.823668398+10:00", "ended": "2026-08-18T00:49:07.469284922+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxy|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8832, "total_correct": 2115, "total_train": 299, "infer_ms": 876.481239, "train_ms": 1657.726137, "blocked_train": 1657726137, "duration": 3643836126, "avg_accuracy": 23.333333333333332, "soft_acc": 24.9998687, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2423.8192099201992, "availability": 34.58601088847907, "score": 209.5744932739924, "zero_downtime": 8.646457310687472, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11334728, "heap_mib": 10.809638977050781, "mobile_score": 1056513.3839387973, "mobile_throughput": 12219031.980102321, "mobile_availability": 174356.06227595112, "mobile_accuracy": 126030.10731716923, "soft_acc_blocks": [ 24.9998687 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.8608652627426086, "mobile_acc_per_sec": 34587.205066084585 }, "started": "2026-08-18T00:49:12.808385941+10:00", "ended": "2026-08-18T00:49:16.453061388+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxy|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3544, "total_correct": 860, "total_train": 216, "infer_ms": 703.017296, "train_ms": 1849.525767, "blocked_train": 1849525767, "duration": 3436703733, "avg_accuracy": 22.727272727272727, "soft_acc": 25.000317363636363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1031.2206914927572, "availability": 27.5418388112812, "score": 71.00518652700406, "zero_downtime": 6.885547110601473, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10492184, "heap_mib": 10.006126403808594, "mobile_score": 238635.68739660195, "mobile_throughput": 3465747.653213812, "mobile_availability": 92563.17683774998, "mobile_accuracy": 84021.57942273193, "soft_acc_blocks": [ 25.000317363636363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.274504672479536, "mobile_acc_per_sec": 24448.30452387789 }, "started": "2026-08-18T00:49:21.723891643+10:00", "ended": "2026-08-18T00:49:25.161374853+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxy|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4144, "total_correct": 943, "total_train": 219, "infer_ms": 773.644815, "train_ms": 1816.031732, "blocked_train": 1816031732, "duration": 3588767683, "avg_accuracy": 21.666666666666668, "soft_acc": 25.000132599999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1154.713920221177, "availability": 29.874187025257093, "score": 86.24080645219937, "zero_downtime": 7.4685863694862675, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10690352, "heap_mib": 10.195114135742188, "mobile_score": 289839.87136673526, "mobile_throughput": 3880786.229518721, "mobile_availability": 100401.78055832046, "mobile_accuracy": 84020.95846531281, "soft_acc_blocks": [ 25.000132599999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.966216486630126, "mobile_acc_per_sec": 23412.20326501497 }, "started": "2026-08-18T00:49:30.729817912+10:00", "ended": "2026-08-18T00:49:34.319458406+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxy|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3904, "total_correct": 876, "total_train": 217, "infer_ms": 755.074436, "train_ms": 1834.526336, "blocked_train": 1834526336, "duration": 3720880584, "avg_accuracy": 19.642857142857142, "soft_acc": 24.99986357142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1049.2139997148588, "availability": 29.15794759424794, "score": 76.48189967216264, "zero_downtime": 7.2894471187906245, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10493112, "heap_mib": 10.007011413574219, "mobile_score": 244503.30619096835, "mobile_throughput": 3354209.204161609, "mobile_availability": 93214.40261154308, "mobile_accuracy": 79921.51507400697, "soft_acc_blocks": [ 24.99986357142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.718802984145586, "mobile_acc_per_sec": 21479.19377409586 }, "started": "2026-08-18T00:49:39.328822195+10:00", "ended": "2026-08-18T00:49:43.050481631+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxy|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4640, "total_correct": 1018, "total_train": 242, "infer_ms": 768.441024, "train_ms": 1786.778577, "blocked_train": 1786778577, "duration": 3586034227, "avg_accuracy": 16.666666666666668, "soft_acc": 24.999231333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1293.9084532613972, "availability": 30.07338483546644, "score": 97.27752609034913, "zero_downtime": 7.518115044781842, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 17842904, "heap_mib": 17.016319274902344, "mobile_score": 392318.76614505355, "mobile_throughput": 5218312.885719319, "mobile_availability": 121285.49837397716, "mobile_accuracy": 100821.51536377436, "soft_acc_blocks": [ 24.999231333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.971275161042498, "mobile_acc_per_sec": 28115.0454740973 }, "started": "2026-08-18T00:49:48.284182916+10:00", "ended": "2026-08-18T00:49:51.891681264+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxy|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4104, "total_correct": 912, "total_train": 236, "infer_ms": 719.284407, "train_ms": 1826.621529, "blocked_train": 1826621529, "duration": 3567609385, "avg_accuracy": 23.333333333333332, "soft_acc": 24.999621733333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1150.3501524733208, "availability": 28.252591614995154, "score": 81.24970329941162, "zero_downtime": 7.063041033612239, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 15714696, "heap_mib": 14.986701965332031, "mobile_score": 308682.93074957916, "mobile_throughput": 4370396.961883568, "mobile_availability": 107336.91849740999, "mobile_accuracy": 94978.27303859324, "soft_acc_blocks": [ 24.999621733333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.007387590817579, "mobile_acc_per_sec": 26622.38568996063 }, "started": "2026-08-18T00:49:56.584910105+10:00", "ended": "2026-08-18T00:50:00.153111364+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxy|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6216, "total_correct": 1715, "total_train": 271, "infer_ms": 846.502729, "train_ms": 1698.999886, "blocked_train": 1698999886, "duration": 3700796503, "avg_accuracy": 27.63157894736842, "soft_acc": 25.000448842105264, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1679.63842242098, "availability": 33.25483635380198, "score": 139.64275923491022, "zero_downtime": 8.313858350158087, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 10493040, "heap_mib": 10.006942749023438, "mobile_score": 938628.4994070847, "mobile_throughput": 11289926.528387832, "mobile_availability": 223527.072336694, "mobile_accuracy": 168044.04259653442, "soft_acc_blocks": [ 25.000448842105264 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080437532, "time_to_acc50_sec": 0, "acc_per_sec": 6.755423818045384, "mobile_acc_per_sec": 45407.53388096639 }, "started": "2026-08-18T00:50:05.678297832+10:00", "ended": "2026-08-18T00:50:09.380544125+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxy|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6328, "total_correct": 1798, "total_train": 276, "infer_ms": 832.4937, "train_ms": 1759.937615, "blocked_train": 1759937615, "duration": 3613272229, "avg_accuracy": 25.625, "soft_acc": 25.0001022, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1751.3211291448474, "availability": 32.112468908361414, "score": 140.59868803563785, "zero_downtime": 8.028150046033579, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10702360, "heap_mib": 10.206565856933594, "mobile_score": 857141.9180561453, "mobile_throughput": 10676705.257640624, "mobile_availability": 195769.5592910115, "mobile_accuracy": 152409.9253748093, "soft_acc_blocks": [ 25.0001022 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076850666, "time_to_acc50_sec": 0, "acc_per_sec": 6.918964477503253, "mobile_acc_per_sec": 42180.58195327006 }, "started": "2026-08-18T00:50:14.530632526+10:00", "ended": "2026-08-18T00:50:18.14466491+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11528, "total_correct": 2246, "total_train": 346, "infer_ms": 1034.67212, "train_ms": 1479.420377, "blocked_train": 1479420377, "duration": 3567916142, "avg_accuracy": 10.416666666666666, "soft_acc": 24.999988766666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3231.0176420060043, "availability": 41.15489470791735, "score": 332.43032776835685, "zero_downtime": 10.288719053912832, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 16136384, "heap_mib": 15.38885498046875, "mobile_score": 71664.98013364155, "mobile_throughput": 696539.3821924523, "mobile_availability": 8872.128880191025, "mobile_accuracy": 5389.471262540351, "soft_acc_blocks": [ 24.999988766666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.006887990549266, "mobile_acc_per_sec": 1510.5375373310417 }, "started": "2026-08-18T00:50:23.098713392+10:00", "ended": "2026-08-18T00:50:26.667300627+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18456, "total_correct": 3845, "total_train": 446, "infer_ms": 986.948026, "train_ms": 1577.123771, "blocked_train": 1577123771, "duration": 3775347788, "avg_accuracy": 25.201612903225808, "soft_acc": 24.999994096774195, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4888.556243391053, "availability": 38.491434879270656, "score": 470.4187496607964, "zero_downtime": 9.622856447581347, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 12545944, "heap_mib": 11.964744567871094, "mobile_score": 202824.75774848653, "mobile_throughput": 2107739.618203132, "mobile_availability": 16595.88602794659, "mobile_accuracy": 10778.944823198643, "soft_acc_blocks": [ 24.999994096774195 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.103282327, "time_to_acc50_sec": 0, "acc_per_sec": 6.621904921246475, "mobile_acc_per_sec": 2855.0865849921647 }, "started": "2026-08-18T00:50:32.131994058+10:00", "ended": "2026-08-18T00:50:35.908017261+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8936, "total_correct": 2205, "total_train": 298, "infer_ms": 992.564898, "train_ms": 1610.084881, "blocked_train": 1610084881, "duration": 3393426650, "avg_accuracy": 25.35211267605634, "soft_acc": 24.999981690140846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2633.3264047419443, "availability": 38.13670613728779, "score": 251.06580427369494, "zero_downtime": 9.534169551544768, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11334328, "heap_mib": 10.809257507324219, "mobile_score": 216498.00722211672, "mobile_throughput": 2270758.9376469483, "mobile_availability": 32885.883860701215, "mobile_accuracy": 21557.878947961453, "soft_acc_blocks": [ 24.999981690140846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063014446, "time_to_acc50_sec": 0, "acc_per_sec": 7.367179040142461, "mobile_acc_per_sec": 6352.834810194426 }, "started": "2026-08-18T00:50:40.653445138+10:00", "ended": "2026-08-18T00:50:44.047308766+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12160, "total_correct": 3380, "total_train": 345, "infer_ms": 993.268326, "train_ms": 1540.34869, "blocked_train": 1540348690, "duration": 3713688677, "avg_accuracy": 37.5, "soft_acc": 25.000019914285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3274.3724791231334, "availability": 39.20357022104875, "score": 320.9179841718265, "zero_downtime": 9.80090036237317, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10511816, "heap_mib": 10.024848937988281, "mobile_score": 276732.64487743186, "mobile_throughput": 2823543.0893659694, "mobile_availability": 33805.85760535067, "mobile_accuracy": 21557.91190924511, "soft_acc_blocks": [ 25.000019914285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072108073, "time_to_acc50_sec": 0, "acc_per_sec": 6.731856676387123, "mobile_acc_per_sec": 5804.986304522454 }, "started": "2026-08-18T00:50:49.427301325+10:00", "ended": "2026-08-18T00:50:53.150047013+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9008, "total_correct": 2285, "total_train": 294, "infer_ms": 1003.486783, "train_ms": 1594.167645, "blocked_train": 1594167645, "duration": 3653184862, "avg_accuracy": 27.678571428571427, "soft_acc": 24.99999310714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2465.793640420489, "availability": 38.63049573428479, "score": 238.13701111193166, "zero_downtime": 9.657621270826315, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11345296, "heap_mib": 10.819717407226562, "mobile_score": 410698.6094797777, "mobile_throughput": 4252585.579436767, "mobile_availability": 66623.37285373916, "mobile_accuracy": 43115.777586045115, "soft_acc_blocks": [ 24.99999310714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072394063, "time_to_acc50_sec": 0, "acc_per_sec": 6.843341919865555, "mobile_acc_per_sec": 11802.243580534448 }, "started": "2026-08-18T00:50:58.143020324+10:00", "ended": "2026-08-18T00:51:01.796815705+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9960, "total_correct": 2522, "total_train": 294, "infer_ms": 1023.047255, "train_ms": 1550.555758, "blocked_train": 1550555758, "duration": 3723113056, "avg_accuracy": 23.106060606060606, "soft_acc": 24.999991363636365, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2675.180648610419, "availability": 39.75155646897745, "score": 265.85639470355034, "zero_downtime": 9.937885684155395, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13445160, "heap_mib": 12.822303771972656, "mobile_score": 458504.3337708388, "mobile_throughput": 4613701.025982432, "mobile_availability": 68556.78959870806, "mobile_accuracy": 43115.77457913876, "soft_acc_blocks": [ 24.999991363636365 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.714808545324058, "mobile_acc_per_sec": 11580.570863851512 }, "started": "2026-08-18T00:51:07.17290034+10:00", "ended": "2026-08-18T00:51:10.896675062+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7056, "total_correct": 1565, "total_train": 281, "infer_ms": 974.555881, "train_ms": 1668.757977, "blocked_train": 1668757977, "duration": 3676449315, "avg_accuracy": 26.041666666666668, "soft_acc": 25.000007041666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1919.2431053547652, "availability": 36.868716064515105, "score": 176.90012260211154, "zero_downtime": 9.217181612300866, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10486008, "heap_mib": 10.000236511230469, "mobile_score": 38135.94221990783, "mobile_throughput": 413748.4083964799, "mobile_availability": 7948.119000013362, "mobile_accuracy": 5389.475202245614, "soft_acc_blocks": [ 25.000007041666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072299636, "time_to_acc50_sec": 0, "acc_per_sec": 6.800041262548091, "mobile_acc_per_sec": 1465.9457374419464 }, "started": "2026-08-18T00:51:16.072954938+10:00", "ended": "2026-08-18T00:51:19.767943327+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7576, "total_correct": 1929, "total_train": 288, "infer_ms": 973.882681, "train_ms": 1645.340467, "blocked_train": 1645340467, "duration": 3752153539, "avg_accuracy": 28.365384615384617, "soft_acc": 24.999998692307692, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2019.1071397411704, "availability": 37.18211950530608, "score": 187.68669759222382, "zero_downtime": 9.295529390098805, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 10284264, "heap_mib": 9.807838439941406, "mobile_score": 80922.60140397356, "mobile_throughput": 870553.9836189299, "mobile_availability": 16031.364367761444, "mobile_accuracy": 10778.94680459919, "soft_acc_blocks": [ 24.999998692307692 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082260917, "time_to_acc50_sec": 0, "acc_per_sec": 6.662840001736851, "mobile_acc_per_sec": 2872.736068117278 }, "started": "2026-08-18T00:51:24.530686246+10:00", "ended": "2026-08-18T00:51:28.283464575+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7504, "total_correct": 1721, "total_train": 287, "infer_ms": 993.770027, "train_ms": 1647.769255, "blocked_train": 1647769255, "duration": 3615753947, "avg_accuracy": 30, "soft_acc": 25.000021320000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2075.3624582851076, "availability": 37.62086877797943, "score": 195.19251323475544, "zero_downtime": 9.405225215264082, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11332576, "heap_mib": 10.807586669921875, "mobile_score": 168317.5861493807, "mobile_throughput": 1789617.8166601686, "mobile_availability": 32441.06916096921, "mobile_accuracy": 21557.91312141474, "soft_acc_blocks": [ 25.000021320000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071493909, "time_to_acc50_sec": 0, "acc_per_sec": 6.914193190812274, "mobile_acc_per_sec": 5962.217959908858 }, "started": "2026-08-18T00:51:33.064970853+10:00", "ended": "2026-08-18T00:51:36.681356986+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16776, "total_correct": 4024, "total_train": 406, "infer_ms": 993.331974, "train_ms": 1545.120468, "blocked_train": 1545120468, "duration": 3751306950, "avg_accuracy": 24.278846153846153, "soft_acc": 24.999986, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4472.041404129833, "availability": 39.13139980741069, "score": 437.49285535461075, "zero_downtime": 9.782844473456699, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 17761720, "heap_mib": 16.93889617919922, "mobile_score": 754513.993908415, "mobile_throughput": 7712623.82792244, "mobile_availability": 67487.24783627545, "mobile_accuracy": 43115.765328842106, "soft_acc_blocks": [ 24.999986 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.664340277459833, "mobile_acc_per_sec": 11493.531695358095 }, "started": "2026-08-18T00:51:42.149744512+10:00", "ended": "2026-08-18T00:51:45.901882085+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7928, "total_correct": 2113, "total_train": 284, "infer_ms": 993.915378, "train_ms": 1643.813211, "blocked_train": 1643813211, "duration": 3704231957, "avg_accuracy": 25.714285714285715, "soft_acc": 24.99998242857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2140.254738912399, "availability": 37.68072963021595, "score": 201.6157586846906, "zero_downtime": 9.420175786511495, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11537672, "heap_mib": 11.003181457519531, "mobile_score": 43215.34051074369, "mobile_throughput": 458753.01576243, "mobile_availability": 8076.677995243933, "mobile_accuracy": 5358.622562351127, "soft_acc_blocks": [ 24.99998242857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07796176, "time_to_acc50_sec": 0, "acc_per_sec": 6.7490326520530655, "mobile_acc_per_sec": 1446.6217625018796 }, "started": "2026-08-18T00:51:50.500627795+10:00", "ended": "2026-08-18T00:51:54.20571376+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8088, "total_correct": 1958, "total_train": 286, "infer_ms": 1010.701421, "train_ms": 1617.807675, "blocked_train": 1617807675, "duration": 3713631739, "avg_accuracy": 16, "soft_acc": 24.99999828, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2177.921928838836, "availability": 38.45150935707472, "score": 209.3609491602775, "zero_downtime": 9.612876677902719, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 11519560, "heap_mib": 10.985908508300781, "mobile_score": 89240.18968564518, "mobile_throughput": 928340.1075016712, "mobile_availability": 16389.97149414796, "mobile_accuracy": 10656.259429450927, "soft_acc_blocks": [ 24.99999828 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.731954064656921, "mobile_acc_per_sec": 2869.4981566267056 }, "started": "2026-08-18T00:51:59.472772427+10:00", "ended": "2026-08-18T00:52:03.187214478+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7504, "total_correct": 2006, "total_train": 274, "infer_ms": 979.92802, "train_ms": 1630.924587, "blocked_train": 1630924587, "duration": 3666680393, "avg_accuracy": 23.557692307692307, "soft_acc": 25.000006230769234, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2046.5377932382012, "availability": 37.53287402638888, "score": 192.03116081969526, "zero_downtime": 9.383220845183988, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 11793336, "heap_mib": 11.247001647949219, "mobile_score": 161864.36212835432, "mobile_throughput": 1725040.5249859646, "mobile_availability": 31636.71295425623, "mobile_accuracy": 21072.67406224685, "soft_acc_blocks": [ 25.000006230769234 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.818157993398153, "mobile_acc_per_sec": 5747.071411644262 }, "started": "2026-08-18T00:52:08.579322894+10:00", "ended": "2026-08-18T00:52:12.298523174+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12936, "total_correct": 2742, "total_train": 361, "infer_ms": 1004.83744, "train_ms": 1491.390718, "blocked_train": 1491390718, "duration": 3758869738, "avg_accuracy": 14.090909090909092, "soft_acc": 24.999976363636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3441.4600402946976, "availability": 40.254230639120934, "score": 346.3329880509456, "zero_downtime": 10.063548145143901, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 10278856, "heap_mib": 9.802680969238281, "mobile_score": 571000.7221360194, "mobile_throughput": 5673950.319515807, "mobile_availability": 66367.327274602, "mobile_accuracy": 41217.57109351629, "soft_acc_blocks": [ 24.999976363636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.650929163865684, "mobile_acc_per_sec": 10965.416193285571 }, "started": "2026-08-18T00:52:17.540023751+10:00", "ended": "2026-08-18T00:52:21.299368436+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15440, "total_correct": 4131, "total_train": 372, "infer_ms": 948.992971, "train_ms": 1478.50007, "blocked_train": 1478500070, "duration": 3721735141, "avg_accuracy": 27.16346153846154, "soft_acc": 24.99998805769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4148.602577842602, "availability": 39.093540330359275, "score": 405.4587117942053, "zero_downtime": 9.773380413918945, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10364248, "heap_mib": 9.884117126464844, "mobile_score": 1398533.7966392126, "mobile_throughput": 14309622.028499618, "mobile_availability": 134843.90837318028, "mobile_accuracy": 86231.53775520649, "soft_acc_blocks": [ 24.99998805769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080412746, "time_to_acc50_sec": 0, "acc_per_sec": 6.717293711280867, "mobile_acc_per_sec": 23169.7137190791 }, "started": "2026-08-18T00:52:26.679724044+10:00", "ended": "2026-08-18T00:52:30.402304027+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6440, "total_correct": 1905, "total_train": 281, "infer_ms": 914.78242, "train_ms": 1689.275204, "blocked_train": 1689275204, "duration": 3492909544, "avg_accuracy": 20.625, "soft_acc": 24.99999325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1843.7351207855959, "availability": 35.1291158678292, "score": 161.9219180002285, "zero_downtime": 8.78227659574198, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 11317928, "heap_mib": 10.793617248535156, "mobile_score": 511407.9430391795, "mobile_throughput": 5823181.921725533, "mobile_availability": 110950.44518140021, "mobile_accuracy": 78959.01482563856, "soft_acc_blocks": [ 24.99999325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.1573549028614645, "mobile_acc_per_sec": 22605.51377898453 }, "started": "2026-08-18T00:52:35.425885307+10:00", "ended": "2026-08-18T00:52:38.997885933+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11960, "total_correct": 2990, "total_train": 328, "infer_ms": 900.309917, "train_ms": 1565.059281, "blocked_train": 1565059281, "duration": 3809352632, "avg_accuracy": 27.5, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3139.641076946116, "availability": 36.518259323202585, "score": 286.6355675742432, "zero_downtime": 9.129564830800646, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11519864, "heap_mib": 10.986198425292969, "mobile_score": 988681.5029760845, "mobile_throughput": 10829448.295723192, "mobile_availability": 125961.08647396867, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074856612, "time_to_acc50_sec": 0, "acc_per_sec": 6.562794893282014, "mobile_acc_per_sec": 22636.80663821737 }, "started": "2026-08-18T00:52:44.440080138+10:00", "ended": "2026-08-18T00:52:48.250695319+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14352, "total_correct": 4064, "total_train": 377, "infer_ms": 924.656343, "train_ms": 1546.126601, "blocked_train": 1546126601, "duration": 3563518112, "avg_accuracy": 30.42452830188679, "soft_acc": 25.000012264150943, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4027.480582088311, "availability": 37.42361688409, "score": 376.8074106292896, "zero_downtime": 9.355908810711362, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11912960, "heap_mib": 11.361083984375, "mobile_score": 2599415.8382106447, "mobile_throughput": 27783680.78186732, "mobile_availability": 258167.80590691813, "mobile_accuracy": 172463.24249930485, "soft_acc_blocks": [ 25.000012264150943 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070396361, "time_to_acc50_sec": 0, "acc_per_sec": 7.015542359659808, "mobile_acc_per_sec": 48396.903587648965 }, "started": "2026-08-18T00:52:53.225239179+10:00", "ended": "2026-08-18T00:52:56.809411257+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6648, "total_correct": 1618, "total_train": 289, "infer_ms": 923.464142, "train_ms": 1684.834354, "blocked_train": 1684834354, "duration": 3877893913, "avg_accuracy": 19.047619047619047, "soft_acc": 24.999965857142858, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1714.3326117596143, "availability": 35.404848924162394, "score": 151.73901058036725, "zero_downtime": 8.851200142813608, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 11319304, "heap_mib": 10.794929504394531, "mobile_score": 883943.8042128843, "mobile_throughput": 9986711.29282472, "mobile_availability": 206248.19369723616, "mobile_accuracy": 145635.35665899684, "soft_acc_blocks": [ 24.999965857142858 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.4467895249363565, "mobile_acc_per_sec": 37555.270960553695 }, "started": "2026-08-18T00:53:01.798527286+10:00", "ended": "2026-08-18T00:53:05.67722427+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14592, "total_correct": 3706, "total_train": 369, "infer_ms": 935.153462, "train_ms": 1523.853339, "blocked_train": 1523853339, "duration": 3981947036, "avg_accuracy": 19.897959183673468, "soft_acc": 25.000008408163268, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3664.538947423609, "availability": 38.029722472491855, "score": 348.4036150777329, "zero_downtime": 9.50743381572412, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 10276152, "heap_mib": 9.800102233886719, "mobile_score": 2403471.5071299267, "mobile_throughput": 25279918.364037227, "mobile_availability": 262349.0412586554, "mobile_accuracy": 172463.2158986724, "soft_acc_blocks": [ 25.000008408163268 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.278337753401315, "mobile_acc_per_sec": 43311.278211253535 }, "started": "2026-08-18T00:53:10.782266265+10:00", "ended": "2026-08-18T00:53:14.789560331+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14312, "total_correct": 3394, "total_train": 361, "infer_ms": 945.444221, "train_ms": 1498.667879, "blocked_train": 1498667879, "duration": 3539488764, "avg_accuracy": 16.136363636363637, "soft_acc": 24.9994446, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4043.521806190426, "availability": 38.68252282700126, "score": 391.02537421088766, "zero_downtime": 9.670415864018533, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 10463736, "heap_mib": 9.978996276855469, "mobile_score": 5394997.668270471, "mobile_throughput": 55788683.176946476, "mobile_availability": 533704.8033663904, "mobile_accuracy": 344918.6529064421, "soft_acc_blocks": [ 24.9994446 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.0630100183586855, "mobile_acc_per_sec": 97448.72096066417 }, "started": "2026-08-18T00:53:20.281090792+10:00", "ended": "2026-08-18T00:53:23.821352054+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5760, "total_correct": 1469, "total_train": 275, "infer_ms": 896.739352, "train_ms": 1703.642766, "blocked_train": 1703642766, "duration": 3842916779, "avg_accuracy": 13.75, "soft_acc": 24.99998995, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1498.8614979840552, "availability": 34.484906883212155, "score": 129.2201960254904, "zero_downtime": 8.621223255069896, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11307440, "heap_mib": 10.783615112304688, "mobile_score": 27857.153837916245, "mobile_throughput": 323122.98398645734, "mobile_availability": 7434.219925980894, "mobile_accuracy": 5389.471517642105, "soft_acc_blocks": [ 24.99998995 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.505472636465855, "mobile_acc_per_sec": 1402.442943103376 }, "started": "2026-08-18T00:53:29.32481688+10:00", "ended": "2026-08-18T00:53:33.168525531+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1305, "total_train": 269, "infer_ms": 887.801054, "train_ms": 1693.82533, "blocked_train": 1693825330, "duration": 3764685494, "avg_accuracy": 8.333333333333334, "soft_acc": 24.999987904761902, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1500.2581248822905, "availability": 34.38921524440075, "score": 128.98168654424683, "zero_downtime": 8.597299651642723, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11616560, "heap_mib": 11.078414916992188, "mobile_score": 27646.586457444842, "mobile_throughput": 321572.90751360846, "mobile_availability": 7371.158169278979, "mobile_accuracy": 5358.623736145465, "soft_acc_blocks": [ 24.999987904761902 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.640657750722032, "mobile_acc_per_sec": 1423.3921385161705 }, "started": "2026-08-18T00:53:37.994012636+10:00", "ended": "2026-08-18T00:53:41.799533512+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5936, "total_correct": 1390, "total_train": 272, "infer_ms": 893.162906, "train_ms": 1724.96188, "blocked_train": 1724961880, "duration": 3797071164, "avg_accuracy": 19.886363636363637, "soft_acc": 24.999991, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1563.3101787185783, "availability": 34.114604115741336, "score": 133.32922164419577, "zero_downtime": 8.528647958620965, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10954384, "heap_mib": 10.446914672851562, "mobile_score": 28578.459099506177, "mobile_throughput": 335087.8033442379, "mobile_availability": 7312.296632311445, "mobile_accuracy": 5358.624399594441, "soft_acc_blocks": [ 24.999991 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.584019608856612, "mobile_acc_per_sec": 1411.2520329878232 }, "started": "2026-08-18T00:53:47.065600064+10:00", "ended": "2026-08-18T00:53:50.910739565+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5968, "total_correct": 1692, "total_train": 286, "infer_ms": 920.344846, "train_ms": 1721.669914, "blocked_train": 1721669914, "duration": 3878557305, "avg_accuracy": 33.75, "soft_acc": 25.0000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1538.7164686999513, "availability": 34.83496231489638, "score": 134.00282710921698, "zero_downtime": 8.708740683228982, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10539840, "heap_mib": 10.05157470703125, "mobile_score": 28888.188412597512, "mobile_throughput": 331714.8766207895, "mobile_availability": 7509.684507463978, "mobile_accuracy": 5389.47374888421, "soft_acc_blocks": [ 25.0000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071562766, "time_to_acc50_sec": 0, "acc_per_sec": 6.445695740468117, "mobile_acc_per_sec": 1389.556302787232 }, "started": "2026-08-18T00:53:56.372745769+10:00", "ended": "2026-08-18T00:54:00.252065572+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5976, "total_correct": 1394, "total_train": 292, "infer_ms": 887.005584, "train_ms": 1725.593395, "blocked_train": 1725593395, "duration": 3517261719, "avg_accuracy": 28.37837837837838, "soft_acc": 25.000009837837837, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1699.0489981789156, "availability": 33.95108055731962, "score": 144.21143026913816, "zero_downtime": 8.487773479382154, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 10777656, "heap_mib": 10.278373718261719, "mobile_score": 15544.47416795763, "mobile_throughput": 183139.59727739048, "mobile_availability": 3659.5691042837148, "mobile_accuracy": 2694.737902520626, "soft_acc_blocks": [ 25.000009837837837 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07052631, "time_to_acc50_sec": 0, "acc_per_sec": 7.107804830897156, "mobile_acc_per_sec": 766.1465417724935 }, "started": "2026-08-18T00:54:05.172138034+10:00", "ended": "2026-08-18T00:54:08.690006783+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4920, "total_correct": 1266, "total_train": 258, "infer_ms": 779.115601, "train_ms": 1791.320867, "blocked_train": 1791320867, "duration": 3788386627, "avg_accuracy": 19.11764705882353, "soft_acc": 24.999988470588235, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1298.7058831152399, "availability": 30.31063442724234, "score": 98.41145274397002, "zero_downtime": 7.577655112172733, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10553696, "heap_mib": 10.064788818359375, "mobile_score": 339446.9982646747, "mobile_throughput": 4479578.355570545, "mobile_availability": 104549.35462230285, "mobile_accuracy": 86231.53917939319, "soft_acc_blocks": [ 24.999988470588235 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.599112216375226, "mobile_acc_per_sec": 22762.07464275615 }, "started": "2026-08-18T00:54:14.349115984+10:00", "ended": "2026-08-18T00:54:18.164311513+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2672, "total_correct": 659, "total_train": 162, "infer_ms": 816.697253, "train_ms": 1866.147429, "blocked_train": 1866147429, "duration": 3727502493, "avg_accuracy": 22.5, "soft_acc": 25.0000065, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 716.8338599418342, "availability": 30.44146604831297, "score": 54.553698208209056, "zero_downtime": 7.610368490773536, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11626584, "heap_mib": 11.087974548339844, "mobile_score": 125446.70757098908, "mobile_throughput": 1648365.7489525632, "mobile_availability": 70000.41820849961, "mobile_accuracy": 57487.734245052634, "soft_acc_blocks": [ 25.0000065 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.706905373490249, "mobile_acc_per_sec": 15422.587738844104 }, "started": "2026-08-18T00:54:23.268618143+10:00", "ended": "2026-08-18T00:54:26.997015217+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2896, "total_correct": 640, "total_train": 170, "infer_ms": 846.111501, "train_ms": 1858.183295, "blocked_train": 1858183295, "duration": 3691278150, "avg_accuracy": 18.181818181818183, "soft_acc": 24.999998636363635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 784.5520934259587, "availability": 31.28769475323133, "score": 61.36706269550555, "zero_downtime": 7.8219232616574494, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11626736, "heap_mib": 11.088119506835938, "mobile_score": 141114.09897588252, "mobile_throughput": 1804084.4208688992, "mobile_availability": 71946.3285385182, "mobile_accuracy": 57487.716162551835, "soft_acc_blocks": [ 24.999998636363635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.77272143156257, "mobile_acc_per_sec": 15573.93234171525 }, "started": "2026-08-18T00:54:32.419889888+10:00", "ended": "2026-08-18T00:54:36.111603558+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2920, "total_correct": 659, "total_train": 175, "infer_ms": 819.780049, "train_ms": 1852.713513, "blocked_train": 1852713513, "duration": 3870166325, "avg_accuracy": 16.25, "soft_acc": 24.9999703, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 754.4895373456592, "availability": 30.67472493316338, "score": 57.85932882060519, "zero_downtime": 7.66867212289754, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 11411600, "heap_mib": 10.882949829101562, "mobile_score": 125351.04044916303, "mobile_throughput": 1634585.994032566, "mobile_availability": 66456.15779238992, "mobile_accuracy": 54161.91912663802, "soft_acc_blocks": [ 24.9999703 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.459663022363774, "mobile_acc_per_sec": 13994.726473839084 }, "started": "2026-08-18T00:54:41.623268368+10:00", "ended": "2026-08-18T00:54:45.494275056+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3192, "total_correct": 677, "total_train": 186, "infer_ms": 832.181119, "train_ms": 1864.055473, "blocked_train": 1864055473, "duration": 3858824588, "avg_accuracy": 13.75, "soft_acc": 24.9999885, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 827.1948950274492, "availability": 30.864543618655855, "score": 63.82745293611854, "zero_downtime": 7.716132355241448, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 13720680, "heap_mib": 13.085060119628906, "mobile_score": 176126.14549985115, "mobile_throughput": 2282570.300653428, "mobile_availability": 85167.94655125179, "mobile_accuracy": 68985.23142467368, "soft_acc_blocks": [ 24.9999885 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.478653779118089, "mobile_acc_per_sec": 17877.265434454024 }, "started": "2026-08-18T00:54:51.18460487+10:00", "ended": "2026-08-18T00:54:55.044454247+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3072, "total_correct": 811, "total_train": 176, "infer_ms": 842.11375, "train_ms": 1839.838603, "blocked_train": 1839838603, "duration": 3683295483, "avg_accuracy": 14.772727272727273, "soft_acc": 25.000004545454544, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 834.0357199628993, "availability": 31.399280791026047, "score": 65.47031630584331, "zero_downtime": 7.849821624996547, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 10564496, "heap_mib": 10.075088500976562, "mobile_score": 168261.28036940185, "mobile_throughput": 2143504.5075877868, "mobile_availability": 80697.38297728168, "mobile_accuracy": 64250.99207415329, "soft_acc_blocks": [ 25.000004545454544 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.787401298874979, "mobile_acc_per_sec": 17443.887510708653 }, "started": "2026-08-18T00:54:59.887036001+10:00", "ended": "2026-08-18T00:55:03.571074712+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3848, "total_correct": 946, "total_train": 217, "infer_ms": 808.95002, "train_ms": 1804.482962, "blocked_train": 1804482962, "duration": 3870456507, "avg_accuracy": 20.192307692307693, "soft_acc": 24.99996946153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 994.1979694231453, "availability": 30.953539867738606, "score": 76.93477222851213, "zero_downtime": 7.738375514199784, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 11416064, "heap_mib": 10.88720703125, "mobile_score": 353824.3672117734, "mobile_throughput": 4572333.903446685, "mobile_availability": 142355.87289628893, "mobile_accuracy": 114975.29814957084, "soft_acc_blocks": [ 24.99996946153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.459178501637781, "mobile_acc_per_sec": 29705.875247953234 }, "started": "2026-08-18T00:55:09.206720966+10:00", "ended": "2026-08-18T00:55:13.077946899+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxy|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3920, "total_correct": 1114, "total_train": 225, "infer_ms": 821.004122, "train_ms": 1827.366765, "blocked_train": 1827366765, "duration": 3867302772, "avg_accuracy": 30.208333333333332, "soft_acc": 25.000004833333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1013.626351777145, "availability": 31.00034538327109, "score": 78.55693267436206, "zero_downtime": 7.750087844167799, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 11611912, "heap_mib": 11.073982238769531, "mobile_score": 321769.196234187, "mobile_throughput": 4151813.536879186, "mobile_availability": 126977.41468987838, "mobile_accuracy": 102400.01979733334, "soft_acc_blocks": [ 25.000004833333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069227616, "time_to_acc50_sec": 0, "acc_per_sec": 6.464455023883332, "mobile_acc_per_sec": 26478.407777826127 }, "started": "2026-08-18T00:55:18.402052513+10:00", "ended": "2026-08-18T00:55:22.270277054+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10472, "total_correct": 2593, "total_train": 316, "infer_ms": 1056.163641, "train_ms": 1494.689916, "blocked_train": 1494689916, "duration": 3664588462, "avg_accuracy": 33.088235294117645, "soft_acc": 25.00002455882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2857.6196504981517, "availability": 41.404322804094235, "score": 295.79480672598396, "zero_downtime": 10.351090869438131, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 14781864, "heap_mib": 14.097084045410156, "mobile_score": 57694.072778553826, "mobile_throughput": 557371.9089733538, "mobile_availability": 8075.814581217618, "mobile_accuracy": 4876.195266330532, "soft_acc_blocks": [ 25.00002455882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.09250189, "time_to_acc50_sec": 0, "acc_per_sec": 6.822055141542256, "mobile_acc_per_sec": 1330.6256123693847 }, "started": "2026-08-18T00:55:27.787914724+10:00", "ended": "2026-08-18T00:55:31.453105164+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16728, "total_correct": 3518, "total_train": 423, "infer_ms": 1007.385327, "train_ms": 1601.06199, "blocked_train": 1601061990, "duration": 3803672034, "avg_accuracy": 18.859649122807017, "soft_acc": 24.999978403508774, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4397.855506592817, "availability": 38.62011398254358, "score": 424.61383555135296, "zero_downtime": 9.655020155046367, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 11572632, "heap_mib": 11.036521911621094, "mobile_score": 165639.8352779373, "mobile_throughput": 1715582.4909527788, "mobile_availability": 15065.522559285571, "mobile_accuracy": 9752.372527692565, "soft_acc_blocks": [ 24.999978403508774 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.572590428417776, "mobile_acc_per_sec": 2563.936228076115 }, "started": "2026-08-18T00:55:37.018430403+10:00", "ended": "2026-08-18T00:55:40.822655666+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8112, "total_correct": 2095, "total_train": 292, "infer_ms": 978.466309, "train_ms": 1654.989059, "blocked_train": 1654989059, "duration": 3843672480, "avg_accuracy": 18.98148148148148, "soft_acc": 24.999984222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2110.481588171113, "availability": 37.15522658518054, "score": 196.03843030876382, "zero_downtime": 9.288800784026053, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11358240, "heap_mib": 10.832061767578125, "mobile_score": 152947.31629422793, "mobile_throughput": 1646577.635266453, "mobile_availability": 28988.153922457048, "mobile_accuracy": 19504.74959508995, "soft_acc_blocks": [ 24.999984222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.504192111140079, "mobile_acc_per_sec": 5074.508740424717 }, "started": "2026-08-18T00:55:46.273705789+10:00", "ended": "2026-08-18T00:55:50.153995745+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9744, "total_correct": 2543, "total_train": 318, "infer_ms": 948.834478, "train_ms": 1603.209637, "blocked_train": 1603209637, "duration": 3614295620, "avg_accuracy": 28.819444444444443, "soft_acc": 25.000001694444443, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2695.960990595451, "availability": 37.17939170499018, "score": 250.58549121093066, "zero_downtime": 9.294848556231681, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10518912, "heap_mib": 10.0316162109375, "mobile_score": 195504.41371428038, "mobile_throughput": 2103363.089043613, "mobile_availability": 29007.00731878853, "mobile_accuracy": 19504.76322675132, "soft_acc_blocks": [ 25.000001694444443 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069675168, "time_to_acc50_sec": 0, "acc_per_sec": 6.916977558809769, "mobile_acc_per_sec": 5396.5600154066315 }, "started": "2026-08-18T00:55:55.259677795+10:00", "ended": "2026-08-18T00:55:58.874585445+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7720, "total_correct": 1961, "total_train": 298, "infer_ms": 924.315415, "train_ms": 1702.166613, "blocked_train": 1702166613, "duration": 3829178150, "avg_accuracy": 22.22222222222222, "soft_acc": 25.000010015873016, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2016.0984152696058, "availability": 35.1921469534609, "score": 177.3771503204711, "zero_downtime": 8.798040263165975, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11386112, "heap_mib": 10.858642578125, "mobile_score": 276775.92674767604, "mobile_throughput": 3145881.5653121164, "mobile_availability": 54913.15577957175, "mobile_accuracy": 39009.53943810129, "soft_acc_blocks": [ 25.000010015873016 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.528818727296096, "mobile_acc_per_sec": 10187.44438362088 }, "started": "2026-08-18T00:56:04.528353658+10:00", "ended": "2026-08-18T00:56:08.389451586+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7968, "total_correct": 1818, "total_train": 300, "infer_ms": 923.111999, "train_ms": 1647.093511, "blocked_train": 1647093511, "duration": 3891380789, "avg_accuracy": 21.59090909090909, "soft_acc": 25.000013136363634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2047.6022347963542, "availability": 35.915882812032415, "score": 183.85370138321616, "zero_downtime": 8.978975421049071, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11386512, "heap_mib": 10.859024047851562, "mobile_score": 286881.81366310606, "mobile_throughput": 3195039.5252289018, "mobile_availability": 56042.459427841815, "mobile_accuracy": 39009.544307255404, "soft_acc_blocks": [ 25.000013136363634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.424458178709386, "mobile_acc_per_sec": 10024.602171426151 }, "started": "2026-08-18T00:56:14.124743287+10:00", "ended": "2026-08-18T00:56:18.016753919+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6120, "total_correct": 1674, "total_train": 296, "infer_ms": 902.585115, "train_ms": 1717.394047, "blocked_train": 1717394047, "duration": 4063777679, "avg_accuracy": 28.125, "soft_acc": 25.00000575, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1505.9878968344517, "availability": 34.45008754615431, "score": 129.70356705530273, "zero_downtime": 8.612523867418611, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11739952, "heap_mib": 11.196090698242188, "mobile_score": 25298.37193612, "mobile_throughput": 293739.3535920911, "mobile_availability": 6719.407551859431, "mobile_accuracy": 4876.191597714285, "soft_acc_blocks": [ 25.00000575 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070109646, "time_to_acc50_sec": 0, "acc_per_sec": 6.151912758217598, "mobile_acc_per_sec": 1199.9159360790134 }, "started": "2026-08-18T00:56:23.578048127+10:00", "ended": "2026-08-18T00:56:27.64251893+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5736, "total_correct": 1458, "total_train": 285, "infer_ms": 885.504314, "train_ms": 1730.482201, "blocked_train": 1730482201, "duration": 3684476231, "avg_accuracy": 27.38095238095238, "soft_acc": 24.999974238095238, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1556.8020093980083, "availability": 33.849727776597504, "score": 131.74317479211163, "zero_downtime": 8.462423223814744, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 11452736, "heap_mib": 10.92218017578125, "mobile_score": 51392.38513795136, "mobile_throughput": 607301.0505232612, "mobile_availability": 13204.617616470798, "mobile_accuracy": 9752.37090278458, "soft_acc_blocks": [ 24.999974238095238 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078889316, "time_to_acc50_sec": 0, "acc_per_sec": 6.785217944345381, "mobile_acc_per_sec": 2646.8812095274934 }, "started": "2026-08-18T00:56:32.825472786+10:00", "ended": "2026-08-18T00:56:36.510745631+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6240, "total_correct": 1058, "total_train": 283, "infer_ms": 946.378422, "train_ms": 1679.508289, "blocked_train": 1679508289, "duration": 4065808106, "avg_accuracy": 15.625, "soft_acc": 24.9999656, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1534.7502482449916, "availability": 36.040337080635005, "score": 138.28210042691236, "zero_downtime": 9.010071872282795, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11436744, "heap_mib": 10.906929016113281, "mobile_score": 107886.37778069201, "mobile_throughput": 1197397.5270117116, "mobile_availability": 28118.3277490059, "mobile_accuracy": 19504.735066209523, "soft_acc_blocks": [ 24.9999656 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.148830674794271, "mobile_acc_per_sec": 4797.259132182349 }, "started": "2026-08-18T00:56:41.743471685+10:00", "ended": "2026-08-18T00:56:45.810214894+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14224, "total_correct": 3924, "total_train": 381, "infer_ms": 974.487946, "train_ms": 1506.233808, "blocked_train": 1506233808, "duration": 3929982561, "avg_accuracy": 34.308510638297875, "soft_acc": 25.000013787234042, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3619.354482932017, "availability": 39.282436429184465, "score": 355.4428519989954, "zero_downtime": 9.820614523257564, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11436040, "heap_mib": 10.906257629394531, "mobile_score": 554626.2559191944, "mobile_throughput": 5647571.79508173, "mobile_availability": 61295.565567215075, "mobile_accuracy": 39009.545322861195, "soft_acc_blocks": [ 25.000013787234042 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077444944, "time_to_acc50_sec": 0, "acc_per_sec": 6.361354891323662, "mobile_acc_per_sec": 9926.137003756847 }, "started": "2026-08-18T00:56:51.385914937+10:00", "ended": "2026-08-18T00:56:55.316587496+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6064, "total_correct": 1217, "total_train": 282, "infer_ms": 898.221905, "train_ms": 1670.225038, "blocked_train": 1670225038, "duration": 3980306735, "avg_accuracy": 19.02173913043478, "soft_acc": 24.99999660869565, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1523.5006756332311, "availability": 34.97140197690274, "score": 133.19736828061656, "zero_downtime": 8.742849308239009, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10411504, "heap_mib": 9.929183959960938, "mobile_score": 25826.102744492564, "mobile_throughput": 295396.8647286965, "mobile_availability": 6780.727218811532, "mobile_accuracy": 4847.336620554669, "soft_acc_blocks": [ 24.99999660869565 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.280922118102953, "mobile_acc_per_sec": 1217.8299169585655 }, "started": "2026-08-18T00:57:00.585080266+10:00", "ended": "2026-08-18T00:57:04.566211635+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6024, "total_correct": 1726, "total_train": 283, "infer_ms": 897.269864, "train_ms": 1690.963802, "blocked_train": 1690963802, "duration": 3940540053, "avg_accuracy": 19.565217391304348, "soft_acc": 24.999972043478262, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1528.724468975725, "availability": 34.66726655274099, "score": 132.49159846886144, "zero_downtime": 8.666806946423339, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 11428240, "heap_mib": 10.898818969726562, "mobile_score": 51076.290572090016, "mobile_throughput": 589332.2752870183, "mobile_availability": 13364.43518117902, "mobile_accuracy": 9637.63628141995, "soft_acc_blocks": [ 24.999972043478262 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.3443009605867, "mobile_acc_per_sec": 2445.765339723588 }, "started": "2026-08-18T00:57:10.096131167+10:00", "ended": "2026-08-18T00:57:14.037484968+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6472, "total_correct": 1605, "total_train": 289, "infer_ms": 915.107893, "train_ms": 1665.063176, "blocked_train": 1665063176, "duration": 3709168869, "avg_accuracy": 28.804347826086957, "soft_acc": 25.000010695652172, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1744.8652861536782, "availability": 35.46694651353755, "score": 154.71267563344253, "zero_downtime": 8.866740421805623, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 13538760, "heap_mib": 12.911567687988281, "mobile_score": 117898.25477108476, "mobile_throughput": 1329668.5045740402, "mobile_availability": 27027.46286873485, "mobile_accuracy": 19051.1709412821, "soft_acc_blocks": [ 25.000010695652172 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083133578, "time_to_acc50_sec": 0, "acc_per_sec": 6.740057295474991, "mobile_acc_per_sec": 5136.237150188942 }, "started": "2026-08-18T00:57:19.576018763+10:00", "ended": "2026-08-18T00:57:23.286031068+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11824, "total_correct": 2313, "total_train": 342, "infer_ms": 1011.154888, "train_ms": 1496.221392, "blocked_train": 1496221392, "duration": 3945246568, "avg_accuracy": 9.45945945945946, "soft_acc": 24.999974162162165, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2997.024342129787, "availability": 40.327209604136485, "score": 302.1537598041013, "zero_downtime": 10.0817919813551, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 12730720, "heap_mib": 12.140960693359375, "mobile_score": 450044.2909663996, "mobile_throughput": 4463931.52922313, "mobile_availability": 60065.54565037929, "mobile_accuracy": 37236.32515207863, "soft_acc_blocks": [ 24.999974162162165 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.33673301053922, "mobile_acc_per_sec": 9438.275785879507 }, "started": "2026-08-18T00:57:29.091695103+10:00", "ended": "2026-08-18T00:57:33.037865523+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13208, "total_correct": 3781, "total_train": 361, "infer_ms": 936.683009, "train_ms": 1535.392924, "blocked_train": 1535392924, "duration": 3973230683, "avg_accuracy": 24.147727272727273, "soft_acc": 25.000007386363635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3324.2469551320537, "availability": 37.89054359116241, "score": 314.89390343985764, "zero_downtime": 9.472638696523937, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11503416, "heap_mib": 10.970512390136719, "mobile_score": 982708.8978968814, "mobile_throughput": 10374183.25959687, "mobile_availability": 118247.36499002, "mobile_accuracy": 78019.07067012986, "soft_acc_blocks": [ 25.000007386363635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.292110723228207, "mobile_acc_per_sec": 19636.179445594466 }, "started": "2026-08-18T00:57:38.628415948+10:00", "ended": "2026-08-18T00:57:42.602297671+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5680, "total_correct": 1308, "total_train": 285, "infer_ms": 867.619163, "train_ms": 1728.059822, "blocked_train": 1728059822, "duration": 3941057631, "avg_accuracy": 21.05263157894737, "soft_acc": 24.99997105263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1441.237487957963, "availability": 33.42551864131997, "score": 120.43513684939758, "zero_downtime": 8.356369984521963, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 11392768, "heap_mib": 10.864990234375, "mobile_score": 343166.8316766139, "mobile_throughput": 4106649.565687524, "mobile_availability": 95242.38215989328, "mobile_accuracy": 71234.70012631579, "soft_acc_blocks": [ 24.99997105263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.343467513893755, "mobile_acc_per_sec": 18075.021173501787 }, "started": "2026-08-18T00:57:48.239049+10:00", "ended": "2026-08-18T00:57:52.180918869+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9568, "total_correct": 2389, "total_train": 300, "infer_ms": 862.643181, "train_ms": 1635.671937, "blocked_train": 1635671937, "duration": 3291503033, "avg_accuracy": 25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2906.878682496417, "availability": 34.528998154987754, "score": 250.92902166173002, "zero_downtime": 8.632249538746938, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13498808, "heap_mib": 12.873466491699219, "mobile_score": 783089.7316011018, "mobile_throughput": 9071676.254099295, "mobile_availability": 107756.78205167988, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073091777, "time_to_acc50_sec": 0, "acc_per_sec": 7.595314283278681, "mobile_acc_per_sec": 23703.167469950076 }, "started": "2026-08-18T00:57:57.839518547+10:00", "ended": "2026-08-18T00:58:01.172611964+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13512, "total_correct": 2080, "total_train": 355, "infer_ms": 951.89212, "train_ms": 1522.891152, "blocked_train": 1522891152, "duration": 4002274444, "avg_accuracy": 14.634146341463415, "soft_acc": 24.99985470731707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3376.0803235911226, "availability": 38.46365581866597, "score": 324.6390922385956, "zero_downtime": 9.615858069789, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 11392936, "heap_mib": 10.865150451660156, "mobile_score": 2026242.6237093906, "mobile_throughput": 21071885.722558837, "mobile_availability": 240071.82359353267, "mobile_accuracy": 156037.18839035538, "soft_acc_blocks": [ 24.99985470731707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.246411898313355, "mobile_acc_per_sec": 38987.128587415624 }, "started": "2026-08-18T00:58:06.763856737+10:00", "ended": "2026-08-18T00:58:10.766957899+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5576, "total_correct": 1438, "total_train": 277, "infer_ms": 867.178675, "train_ms": 1731.583938, "blocked_train": 1731583938, "duration": 3898315913, "avg_accuracy": 23.529411764705884, "soft_acc": 24.999988411764704, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1430.3612443017519, "availability": 33.36890682750483, "score": 119.32392241677437, "zero_downtime": 8.342222840008768, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 11580648, "heap_mib": 11.044166564941406, "mobile_score": 625601.006360458, "mobile_throughput": 7499212.360524769, "mobile_availability": 174949.17422778852, "mobile_accuracy": 131071.93924427293, "soft_acc_blocks": [ 24.999988411764704 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.413022692284996, "mobile_acc_per_sec": 33622.70841292716 }, "started": "2026-08-18T00:58:16.441713187+10:00", "ended": "2026-08-18T00:58:20.340755297+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13224, "total_correct": 3305, "total_train": 365, "infer_ms": 919.581243, "train_ms": 1532.779828, "blocked_train": 1532779828, "duration": 4048520299, "avg_accuracy": 34.593023255813954, "soft_acc": 25.000031023255815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3266.3785836189036, "availability": 37.497791572144884, "score": 306.2053382896388, "zero_downtime": 9.374459526072025, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10540688, "heap_mib": 10.052383422851562, "mobile_score": 1911187.9095380732, "mobile_throughput": 20387179.700576045, "mobile_availability": 234043.35890210353, "mobile_accuracy": 156038.28887048506, "soft_acc_blocks": [ 25.000031023255815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078892859, "time_to_acc50_sec": 0, "acc_per_sec": 6.175103291301496, "mobile_acc_per_sec": 38542.05421892713 }, "started": "2026-08-18T00:58:26.077164634+10:00", "ended": "2026-08-18T00:58:30.132290389+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11928, "total_correct": 2624, "total_train": 342, "infer_ms": 933.854412, "train_ms": 1505.292599, "blocked_train": 1505292599, "duration": 3455163187, "avg_accuracy": 17.708333333333332, "soft_acc": 24.999116861111112, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3452.2247877839523, "availability": 38.28610607677718, "score": 330.41893842003157, "zero_downtime": 9.571188399702491, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 14337520, "heap_mib": 13.673324584960938, "mobile_score": 4124635.342532417, "mobile_throughput": 43094286.41756364, "mobile_availability": 477927.28530431795, "mobile_accuracy": 312065.16621138627, "soft_acc_blocks": [ 24.999116861111112 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.23529266437253, "mobile_acc_per_sec": 90318.50286710821 }, "started": "2026-08-18T00:58:35.535775677+10:00", "ended": "2026-08-18T00:58:38.991563602+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5088, "total_correct": 1054, "total_train": 256, "infer_ms": 887.755903, "train_ms": 1748.794239, "blocked_train": 1748794239, "duration": 3994084901, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999985166666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1273.8837871789146, "availability": 33.67111775566603, "score": 107.23266388808594, "zero_downtime": 8.417774444367375, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16249080, "heap_mib": 15.496330261230469, "mobile_score": 20915.47577550476, "mobile_throughput": 248467.99963261117, "mobile_availability": 6567.47134891467, "mobile_accuracy": 4876.1875829841265, "soft_acc_blocks": [ 24.999985166666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.259252315945365, "mobile_acc_per_sec": 1220.8522612434388 }, "started": "2026-08-18T00:58:44.468465727+10:00", "ended": "2026-08-18T00:58:48.463408544+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5392, "total_correct": 1212, "total_train": 259, "infer_ms": 892.086333, "train_ms": 1741.858728, "blocked_train": 1741858728, "duration": 3967057202, "avg_accuracy": 35.15625, "soft_acc": 25.0000003125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1359.1939126266223, "availability": 33.86882840530135, "score": 115.0857649292751, "zero_downtime": 8.467207207165426, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10592088, "heap_mib": 10.101402282714844, "mobile_score": 22314.380740843117, "mobile_throughput": 263538.8528340187, "mobile_availability": 6566.945379792394, "mobile_accuracy": 4847.337338698225, "soft_acc_blocks": [ 25.0000003125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078896974, "time_to_acc50_sec": 0, "acc_per_sec": 6.301900638058911, "mobile_acc_per_sec": 1221.8975154314462 }, "started": "2026-08-18T00:58:54.249070149+10:00", "ended": "2026-08-18T00:58:58.216945214+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5456, "total_correct": 1269, "total_train": 262, "infer_ms": 890.133481, "train_ms": 1720.92523, "blocked_train": 1720925230, "duration": 3979879578, "avg_accuracy": 24.264705882352942, "soft_acc": 24.99999794117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1370.8957502532755, "availability": 34.090902561861235, "score": 116.83767398895829, "zero_downtime": 8.522724938593786, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10371160, "heap_mib": 9.890708923339844, "mobile_score": 22654.064504557307, "mobile_throughput": 265807.7629840197, "mobile_availability": 6610.004113296266, "mobile_accuracy": 4847.336878914027, "soft_acc_blocks": [ 24.99999794117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.28159657879389, "mobile_acc_per_sec": 1217.9606904965572 }, "started": "2026-08-18T00:59:03.724061199+10:00", "ended": "2026-08-18T00:59:07.704786609+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5552, "total_correct": 1178, "total_train": 262, "infer_ms": 906.707868, "train_ms": 1707.076776, "blocked_train": 1707076776, "duration": 4014752585, "avg_accuracy": 25.78125, "soft_acc": 24.9999880625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1382.8996637908635, "availability": 34.6894634216085, "score": 119.9300609904382, "zero_downtime": 8.67236171434743, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12805184, "heap_mib": 12.21197509765625, "mobile_score": 23392.072848420707, "mobile_throughput": 269731.2868041608, "mobile_availability": 6766.09724642421, "mobile_accuracy": 4876.188147809524, "soft_acc_blocks": [ 24.9999880625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.089334766, "time_to_acc50_sec": 0, "acc_per_sec": 6.227030815275009, "mobile_acc_per_sec": 1214.5675342555446 }, "started": "2026-08-18T00:59:13.359360321+10:00", "ended": "2026-08-18T00:59:17.375136133+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5120, "total_correct": 1276, "total_train": 269, "infer_ms": 878.79482, "train_ms": 1760.416629, "blocked_train": 1760416629, "duration": 3652131091, "avg_accuracy": 26.875, "soft_acc": 24.99999005, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1401.9211995476533, "availability": 33.29762836293303, "score": 116.70158129438977, "zero_downtime": 8.324403777619237, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 11691856, "heap_mib": 11.150222778320312, "mobile_score": 11381.18278528144, "mobile_throughput": 136720.6960320759, "mobile_availability": 3247.3115660612784, "mobile_accuracy": 2438.0942677333333, "soft_acc_blocks": [ 24.99999005 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066971478, "time_to_acc50_sec": 0, "acc_per_sec": 6.84531563272957, "mobile_acc_per_sec": 667.5812578966743 }, "started": "2026-08-18T00:59:22.67750078+10:00", "ended": "2026-08-18T00:59:26.329987391+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4296, "total_correct": 1250, "total_train": 243, "infer_ms": 771.919886, "train_ms": 1824.369511, "blocked_train": 1824369511, "duration": 3997466381, "avg_accuracy": 23.076923076923077, "soft_acc": 24.999998923076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1074.6807078650952, "availability": 29.731658069086972, "score": 79.88009490823454, "zero_downtime": 7.4329141970846555, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10638752, "heap_mib": 10.145904541015625, "mobile_score": 249286.75713838375, "mobile_throughput": 3353822.6128879464, "mobile_availability": 92785.42586741352, "mobile_accuracy": 78019.0442582271, "soft_acc_blocks": [ 24.999998923076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.253961019385224, "mobile_acc_per_sec": 19517.12330316334 }, "started": "2026-08-18T00:59:32.040153922+10:00", "ended": "2026-08-18T00:59:36.039067591+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2552, "total_correct": 530, "total_train": 159, "infer_ms": 819.71994, "train_ms": 1889.809276, "blocked_train": 1889809276, "duration": 3901121374, "avg_accuracy": 19.444444444444443, "soft_acc": 24.999972666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 654.1708794318585, "availability": 30.253223886994245, "score": 49.47689109471642, "zero_downtime": 7.563297702534031, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 11881584, "heap_mib": 11.331161499023438, "mobile_score": 102937.06459629636, "mobile_throughput": 1361007.7064903579, "mobile_availability": 62942.07240184301, "mobile_accuracy": 52012.64154548148, "soft_acc_blocks": [ 24.999972666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.4084067810053895, "mobile_acc_per_sec": 13332.741168252991 }, "started": "2026-08-18T00:59:42.042642126+10:00", "ended": "2026-08-18T00:59:45.944816154+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2576, "total_correct": 592, "total_train": 160, "infer_ms": 841.483747, "train_ms": 1867.878378, "blocked_train": 1867878378, "duration": 4006147572, "avg_accuracy": 14.0625, "soft_acc": 24.9999875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 643.0117597275571, "availability": 31.058371239318923, "score": 49.92721989854309, "zero_downtime": 7.7645889275333255, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10840904, "heap_mib": 10.338691711425781, "mobile_score": 103873.97724669588, "mobile_throughput": 1337791.069381117, "mobile_availability": 64617.18785841286, "mobile_accuracy": 52012.67240634921, "soft_acc_blocks": [ 24.9999875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.240406038642053, "mobile_acc_per_sec": 12983.214290426844 }, "started": "2026-08-18T00:59:52.03820067+10:00", "ended": "2026-08-18T00:59:56.045554333+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2600, "total_correct": 633, "total_train": 156, "infer_ms": 831.86233, "train_ms": 1850.14285, "blocked_train": 1850142850, "duration": 4034632363, "avg_accuracy": 28.125, "soft_acc": 24.999967125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 644.4205484106955, "availability": 31.01643263791161, "score": 49.96900061634377, "zero_downtime": 7.754097962825673, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 11695480, "heap_mib": 11.153678894042969, "mobile_score": 97754.28132515539, "mobile_throughput": 1260678.9570341294, "mobile_availability": 60677.40087636344, "mobile_accuracy": 48907.39837325373, "soft_acc_blocks": [ 24.999967125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078153539, "time_to_acc50_sec": 0, "acc_per_sec": 6.196343278823791, "mobile_acc_per_sec": 12121.897108089432 }, "started": "2026-08-18T01:00:01.685023219+10:00", "ended": "2026-08-18T01:00:05.72332646+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 866, "total_train": 172, "infer_ms": 864.337414, "train_ms": 1855.109408, "blocked_train": 1855109408, "duration": 4039583296, "avg_accuracy": 32.5, "soft_acc": 24.999999, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 736.7096509550474, "availability": 31.7835747699721, "score": 58.53816334569786, "zero_downtime": 7.945893374657277, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 11473504, "heap_mib": 10.941986083984375, "mobile_score": 146146.93611518687, "mobile_throughput": 1839276.3308567614, "mobile_availability": 79351.17547142443, "mobile_accuracy": 62415.23559862857, "soft_acc_blocks": [ 24.999999 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069027568, "time_to_acc50_sec": 0, "acc_per_sec": 6.188756900929615, "mobile_acc_per_sec": 15450.909419402791 }, "started": "2026-08-18T01:00:11.361577855+10:00", "ended": "2026-08-18T01:00:15.402170731+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2728, "total_correct": 715, "total_train": 169, "infer_ms": 832.021281, "train_ms": 1880.56565, "blocked_train": 1880565650, "duration": 4023533645, "avg_accuracy": 36.25, "soft_acc": 25.000011399999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 678.0109825575971, "availability": 30.672612607968066, "score": 51.99094423770218, "zero_downtime": 7.668156648669854, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 11696832, "heap_mib": 11.15496826171875, "mobile_score": 120611.62908184247, "mobile_throughput": 1572889.477978573, "mobile_availability": 71156.11822569187, "mobile_accuracy": 57996.486623376986, "soft_acc_blocks": [ 25.000011399999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071682562, "time_to_acc50_sec": 0, "acc_per_sec": 6.213446588440297, "mobile_acc_per_sec": 14414.316305133567 }, "started": "2026-08-18T01:00:21.072162642+10:00", "ended": "2026-08-18T01:00:25.09663639+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3496, "total_correct": 948, "total_train": 205, "infer_ms": 837.31351, "train_ms": 1844.478913, "blocked_train": 1844478913, "duration": 4020497198, "avg_accuracy": 23.076923076923077, "soft_acc": 25.000004384615387, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 869.5441951157404, "availability": 31.222159583228862, "score": 67.87263096524805, "zero_downtime": 7.805541264778828, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 11483728, "heap_mib": 10.951736450195312, "mobile_score": 282419.0947897458, "mobile_throughput": 3618187.1981654074, "mobile_availability": 129915.90161564996, "mobile_accuracy": 104025.41506985105, "soft_acc_blocks": [ 25.000004384615387 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.218137497285575, "mobile_acc_per_sec": 25873.76882680047 }, "started": "2026-08-18T01:00:30.075197785+10:00", "ended": "2026-08-18T01:00:34.096572064+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxy|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3648, "total_correct": 771, "total_train": 203, "infer_ms": 835.821726, "train_ms": 1810.757831, "blocked_train": 1810757831, "duration": 4044424550, "avg_accuracy": 18.75, "soft_acc": 25.00001041666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 901.9824587900893, "availability": 31.58120540111162, "score": 71.21426292072096, "zero_downtime": 7.895304639986802, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 13016800, "heap_mib": 12.413787841796875, "mobile_score": 262935.0949167532, "mobile_throughput": 3330271.6855925233, "mobile_availability": 116603.1480094226, "mobile_accuracy": 92304.26381220658, "soft_acc_blocks": [ 25.00001041666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.181351662665254, "mobile_acc_per_sec": 22822.5950740524 }, "started": "2026-08-18T01:00:39.836634575+10:00", "ended": "2026-08-18T01:00:43.910664742+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinear|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19224, "total_correct": 4963, "total_train": 363, "infer_ms": 883.635945, "train_ms": 1521.928846, "blocked_train": 1521928846, "duration": 4121207836, "avg_accuracy": 23.940677966101696, "soft_acc": 25.00001854237288, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4664.651909101145, "availability": 36.73299294643692, "score": 428.36688190379226, "zero_downtime": 9.183255047777754, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11465696, "heap_mib": 10.934539794921875, "mobile_score": 134968.51909830255, "mobile_throughput": 1469724.1707444838, "mobile_availability": 11573.718392969664, "mobile_accuracy": 7876.928919196871, "soft_acc_blocks": [ 25.00001854237288 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.066187277426327, "mobile_acc_per_sec": 1911.315622179864 }, "started": "2026-08-18T01:00:49.606823702+10:00", "ended": "2026-08-18T01:00:53.728530757+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinear|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26616, "total_correct": 6231, "total_train": 433, "infer_ms": 773.256622, "train_ms": 1609.576434, "blocked_train": 1609576434, "duration": 4106630371, "avg_accuracy": 24.807692307692307, "soft_acc": 24.99987627692308, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6481.226113739274, "availability": 32.451145498965246, "score": 525.8054268881266, "zero_downtime": 8.112746225185603, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 20761464, "heap_mib": 19.79967498779297, "mobile_score": 331338.31208211795, "mobile_throughput": 4084169.563365549, "mobile_availability": 20449.21414827102, "mobile_accuracy": 15753.768189273374, "soft_acc_blocks": [ 24.99987627692308 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.087686014662039, "mobile_acc_per_sec": 3836.1787563162634 }, "started": "2026-08-18T01:00:59.145765759+10:00", "ended": "2026-08-18T01:01:03.270552342+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinear|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11064, "total_correct": 2264, "total_train": 290, "infer_ms": 744.595245, "train_ms": 1662.103774, "blocked_train": 1662103774, "duration": 3545635002, "avg_accuracy": 15.24390243902439, "soft_acc": 24.999765853658534, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3120.456559617413, "availability": 30.938444696312068, "score": 241.35292124510693, "zero_downtime": 7.734538732841654, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10756376, "heap_mib": 10.258079528808594, "mobile_score": 304178.9432061409, "mobile_throughput": 3932735.4055978227, "mobile_availability": 38991.959838798226, "mobile_accuracy": 31507.397211257034, "soft_acc_blocks": [ 24.999765853658534 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.050857135479771, "mobile_acc_per_sec": 8886.249485207736 }, "started": "2026-08-18T01:01:08.882619612+10:00", "ended": "2026-08-18T01:01:12.428938831+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinear|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15528, "total_correct": 3502, "total_train": 338, "infer_ms": 706.076638, "train_ms": 1629.631759, "blocked_train": 1629631759, "duration": 4067331969, "avg_accuracy": 20.535714285714285, "soft_acc": 24.999786166666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3817.736078183394, "availability": 30.229657045669295, "score": 288.5196630099472, "zero_downtime": 7.557349620334008, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 16806160, "heap_mib": 16.027603149414062, "mobile_score": 363623.5506734596, "mobile_throughput": 4811522.146535133, "mobile_availability": 38098.66931048044, "mobile_accuracy": 31507.422811897435, "soft_acc_blocks": [ 24.999786166666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.146482843595663, "mobile_acc_per_sec": 7746.459608420873 }, "started": "2026-08-18T01:01:18.187322112+10:00", "ended": "2026-08-18T01:01:22.306079082+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinear|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11376, "total_correct": 3097, "total_train": 309, "infer_ms": 721.721401, "train_ms": 1684.04983, "blocked_train": 1684049830, "duration": 4039498957, "avg_accuracy": 24.6875, "soft_acc": 25.000116325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2816.1908496811625, "availability": 29.999585650544347, "score": 211.21237927485117, "zero_downtime": 7.4999313096540945, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11716288, "heap_mib": 11.17352294921875, "mobile_score": 532385.1726214095, "mobile_throughput": 7098533.98171941, "mobile_availability": 75617.41712284902, "mobile_accuracy": 63015.67782596923, "soft_acc_blocks": [ 25.000116325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.188915157826094, "mobile_acc_per_sec": 15599.874760895804 }, "started": "2026-08-18T01:01:28.193295702+10:00", "ended": "2026-08-18T01:01:32.233309242+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinear|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12912, "total_correct": 2818, "total_train": 299, "infer_ms": 778.678273, "train_ms": 1652.269731, "blocked_train": 1652269731, "duration": 4065421514, "avg_accuracy": 16.071428571428573, "soft_acc": 24.999782238095236, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3176.0544276983924, "availability": 32.03187693520079, "score": 254.33524601843413, "zero_downtime": 8.007899480574851, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11508864, "heap_mib": 10.9757080078125, "mobile_score": 641081.3339640038, "mobile_throughput": 8005611.652832379, "mobile_availability": 80740.0418009738, "mobile_accuracy": 63014.83572137728, "soft_acc_blocks": [ 24.999782238095236 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.149370281040737, "mobile_acc_per_sec": 15500.197336087913 }, "started": "2026-08-18T01:01:38.082312248+10:00", "ended": "2026-08-18T01:01:42.148480271+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinear|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9224, "total_correct": 2503, "total_train": 300, "infer_ms": 726.540199, "train_ms": 1687.93831, "blocked_train": 1687938310, "duration": 4099011398, "avg_accuracy": 26.171875, "soft_acc": 25.00024075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2250.2986950708646, "availability": 30.090978084576523, "score": 169.2858519998772, "zero_downtime": 7.52281696517387, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13605232, "heap_mib": 12.974960327148438, "mobile_score": 53338.06536857669, "mobile_throughput": 709017.1888469432, "mobile_availability": 9480.972787263496, "mobile_accuracy": 7876.998931692307, "soft_acc_blocks": [ 25.00024075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079338694, "time_to_acc50_sec": 0, "acc_per_sec": 6.09909032265638, "mobile_acc_per_sec": 1921.6826124308102 }, "started": "2026-08-18T01:01:48.193377106+10:00", "ended": "2026-08-18T01:01:52.293062252+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinear|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9048, "total_correct": 2253, "total_train": 289, "infer_ms": 752.804239, "train_ms": 1688.61539, "blocked_train": 1688615390, "duration": 4109644142, "avg_accuracy": 26.68918918918919, "soft_acc": 25.000142729729728, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2201.650480519878, "availability": 30.834692654140206, "score": 169.71900869907404, "zero_downtime": 7.708717173808538, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 10480040, "heap_mib": 9.994544982910156, "mobile_score": 106949.08609713957, "mobile_throughput": 1387378.5181860647, "mobile_availability": 19430.600170978196, "mobile_accuracy": 15753.936095534302, "soft_acc_blocks": [ 25.000142729729728 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073686466, "time_to_acc50_sec": 0, "acc_per_sec": 6.0832865002182785, "mobile_acc_per_sec": 3833.4063853683183 }, "started": "2026-08-18T01:01:58.298569017+10:00", "ended": "2026-08-18T01:02:02.408901491+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinear|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8400, "total_correct": 1711, "total_train": 288, "infer_ms": 699.397736, "train_ms": 1706.97786, "blocked_train": 1706977860, "duration": 4139292211, "avg_accuracy": 19.35483870967742, "soft_acc": 24.999824290322582, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2029.3324490784544, "availability": 29.064362901725506, "score": 147.45210051293444, "zero_downtime": 7.266039656533078, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14667168, "heap_mib": 13.987701416015625, "mobile_score": 185835.0165233783, "mobile_throughput": 2557583.2958231843, "mobile_availability": 36630.04013706698, "mobile_accuracy": 31507.470859434245, "soft_acc_blocks": [ 24.999824290322582 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.039637458763257, "mobile_acc_per_sec": 7611.801548029015 }, "started": "2026-08-18T01:02:08.272301518+10:00", "ended": "2026-08-18T01:02:12.41226805+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinear|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24664, "total_correct": 7018, "total_train": 419, "infer_ms": 756.879222, "train_ms": 1586.293833, "blocked_train": 1586293833, "duration": 4177787138, "avg_accuracy": 34.298780487804876, "soft_acc": 25.000222597560978, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5903.603794377903, "availability": 32.301464903965446, "score": 476.74187175285687, "zero_downtime": 8.075438128264398, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12579200, "heap_mib": 11.9964599609375, "mobile_score": 1201682.8964305858, "mobile_throughput": 14880714.548782703, "mobile_availability": 81419.5693825492, "mobile_accuracy": 63015.945698221396, "soft_acc_blocks": [ 25.000222597560978 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087640188, "time_to_acc50_sec": 0, "acc_per_sec": 5.984082427313217, "mobile_acc_per_sec": 15083.570229092267 }, "started": "2026-08-18T01:02:18.333766977+10:00", "ended": "2026-08-18T01:02:22.5122638+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinear|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9600, "total_correct": 2979, "total_train": 289, "infer_ms": 729.991625, "train_ms": 1671.899496, "blocked_train": 1671899496, "duration": 4071486158, "avg_accuracy": 25.37878787878788, "soft_acc": 25.00020096969697, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.8613870851823, "availability": 30.392369521565836, "score": 179.15392656114764, "zero_downtime": 7.598153459844388, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 8782520, "heap_mib": 8.375663757324219, "mobile_score": 56177.18531632236, "mobile_throughput": 739353.1285359546, "mobile_availability": 9530.116406532721, "mobile_accuracy": 7839.297467703639, "soft_acc_blocks": [ 25.00020096969697 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076362137, "time_to_acc50_sec": 0, "acc_per_sec": 6.14031338914771, "mobile_acc_per_sec": 1925.4142501013605 }, "started": "2026-08-18T01:02:28.06966779+10:00", "ended": "2026-08-18T01:02:32.164495984+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinear|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9400, "total_correct": 1786, "total_train": 296, "infer_ms": 714.785512, "train_ms": 1684.232642, "blocked_train": 1684232642, "duration": 3914643353, "avg_accuracy": 19.35483870967742, "soft_acc": 25.000201451612906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2401.240458545548, "availability": 29.794918842452415, "score": 178.86335273976658, "zero_downtime": 7.4487897329576755, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 10482240, "heap_mib": 9.99664306640625, "mobile_score": 111637.98747765088, "mobile_throughput": 1498739.9494403908, "mobile_availability": 18596.569535799634, "mobile_accuracy": 15603.935260313367, "soft_acc_blocks": [ 25.000201451612906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.386329276319366, "mobile_acc_per_sec": 3986.0426233606286 }, "started": "2026-08-18T01:02:37.283494093+10:00", "ended": "2026-08-18T01:02:41.198713591+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinear|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9280, "total_correct": 2676, "total_train": 283, "infer_ms": 772.307958, "train_ms": 1644.268704, "blocked_train": 1644268704, "duration": 4048403139, "avg_accuracy": 23.046875, "soft_acc": 24.99978190625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2292.261832968606, "availability": 31.958760925913467, "score": 183.14302204072314, "zero_downtime": 7.98962053141821, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 10464592, "heap_mib": 9.979812622070312, "mobile_score": 226461.5300464308, "mobile_throughput": 2834446.6318005766, "mobile_availability": 39517.91237812575, "mobile_accuracy": 30912.93786807547, "soft_acc_blocks": [ 24.99978190625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.175220462956468, "mobile_acc_per_sec": 7635.834872836134 }, "started": "2026-08-18T01:02:46.961422177+10:00", "ended": "2026-08-18T01:02:51.01051469+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinear|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19248, "total_correct": 4466, "total_train": 383, "infer_ms": 781.070844, "train_ms": 1576.766564, "blocked_train": 1576766564, "duration": 4042334353, "avg_accuracy": 18.0327868852459, "soft_acc": 24.99947613114754, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4761.605131875146, "availability": 33.1265778272019, "score": 394.33094417754126, "zero_downtime": 8.281470916977351, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 11713520, "heap_mib": 11.170883178710938, "mobile_score": 957143.4354673831, "mobile_throughput": 11557650.145280354, "mobile_availability": 80406.79275864828, "mobile_accuracy": 60680.20991595871, "soft_acc_blocks": [ 24.99947613114754 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.18441572320565, "mobile_acc_per_sec": 15011.18032725946 }, "started": "2026-08-18T01:02:56.795552455+10:00", "ended": "2026-08-18T01:03:00.838548838+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinear|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22328, "total_correct": 4995, "total_train": 360, "infer_ms": 728.698604, "train_ms": 1526.144749, "blocked_train": 1526144749, "duration": 3956290572, "avg_accuracy": 19.366197183098592, "soft_acc": 25.00020328169014, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5643.670401264955, "availability": 32.317038921151166, "score": 455.97049762755995, "zero_downtime": 8.079325424910714, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11493016, "heap_mib": 10.960594177246094, "mobile_score": 2298652.502501521, "mobile_throughput": 28451044.878253855, "mobile_availability": 162917.6509797356, "mobile_accuracy": 126031.79402068039, "soft_acc_blocks": [ 25.00020328169014 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.319101902834184, "mobile_acc_per_sec": 31856.05094647239 }, "started": "2026-08-18T01:03:06.918294192+10:00", "ended": "2026-08-18T01:03:10.875318252+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinear|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8656, "total_correct": 2396, "total_train": 285, "infer_ms": 709.67305, "train_ms": 1714.237243, "blocked_train": 1714237243, "duration": 4082724192, "avg_accuracy": 27.5, "soft_acc": 25.000138466666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2120.1530137551845, "availability": 29.278024522997477, "score": 155.18558933956848, "zero_downtime": 7.319546671053992, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 15189112, "heap_mib": 14.485466003417969, "mobile_score": 726445.9130684257, "mobile_throughput": 9924739.136389984, "mobile_availability": 137054.61536708305, "mobile_accuracy": 117029.21961081904, "soft_acc_blocks": [ 25.000138466666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080630984, "time_to_acc50_sec": 0, "acc_per_sec": 6.123396362569345, "mobile_acc_per_sec": 28664.493144096043 }, "started": "2026-08-18T01:03:16.64375127+10:00", "ended": "2026-08-18T01:03:20.727004887+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinear|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15872, "total_correct": 4111, "total_train": 319, "infer_ms": 667.471132, "train_ms": 1631.646629, "blocked_train": 1631646629, "duration": 4125783392, "avg_accuracy": 25.219298245614034, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3847.0269745077303, "availability": 29.03162001191639, "score": 279.213563248752, "zero_downtime": 7.257905002979098, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 18410576, "heap_mib": 17.557693481445312, "mobile_score": 1407580.00623617, "mobile_throughput": 19393750.753949124, "mobile_availability": 146355.09608468867, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.089827306, "time_to_acc50_sec": 0, "acc_per_sec": 6.059455289988234, "mobile_acc_per_sec": 30547.11245266684 }, "started": "2026-08-18T01:03:26.797997355+10:00", "ended": "2026-08-18T01:03:30.940376284+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinear|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22304, "total_correct": 5384, "total_train": 364, "infer_ms": 702.373154, "train_ms": 1560.624966, "blocked_train": 1560624966, "duration": 4170800652, "avg_accuracy": 19.24342105263158, "soft_acc": 24.999009934210527, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5347.654290143235, "availability": 31.03728402567122, "score": 414.9252299038929, "zero_downtime": 7.7590137168866855, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 11511712, "heap_mib": 10.978424072265625, "mobile_score": 4183467.6718433117, "mobile_throughput": 53917518.701358005, "mobile_availability": 312932.22244713677, "mobile_accuracy": 252051.55616129556, "soft_acc_blocks": [ 24.999009934210527 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.993815581241673, "mobile_acc_per_sec": 60432.41506650066 }, "started": "2026-08-18T01:03:36.730754376+10:00", "ended": "2026-08-18T01:03:40.902316641+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinear|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7456, "total_correct": 1825, "total_train": 276, "infer_ms": 668.022593, "train_ms": 1756.394919, "blocked_train": 1756394919, "duration": 3842376891, "avg_accuracy": 21.296296296296298, "soft_acc": 24.99976048148148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1940.4655533568794, "availability": 27.553941913615414, "score": 133.6674072113741, "zero_downtime": 6.888419481610389, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10464480, "heap_mib": 9.979705810546875, "mobile_score": 1168003.6265339484, "mobile_throughput": 16956046.73397286, "mobile_availability": 240770.0183000933, "mobile_accuracy": 218451.24038858272, "soft_acc_blocks": [ 24.99976048148148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.506326992554641, "mobile_acc_per_sec": 56853.15277120812 }, "started": "2026-08-18T01:03:45.916761838+10:00", "ended": "2026-08-18T01:03:49.759822322+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinear|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23840, "total_correct": 5604, "total_train": 343, "infer_ms": 767.606828, "train_ms": 1531.505047, "blocked_train": 1531505047, "duration": 4225241862, "avg_accuracy": 30.65068493150685, "soft_acc": 25.000897000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5642.280555441491, "availability": 33.3871020521783, "score": 470.96538941075084, "zero_downtime": 8.347074995349983, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 11747592, "heap_mib": 11.203376770019531, "mobile_score": 4748490.4246804565, "mobile_throughput": 56888076.68944824, "mobile_availability": 336624.172321778, "mobile_accuracy": 252070.58242953848, "soft_acc_blocks": [ 25.000897000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079543944, "time_to_acc50_sec": 0, "acc_per_sec": 5.91703334780602, "mobile_acc_per_sec": 59658.261151048515 }, "started": "2026-08-18T01:03:55.507649395+10:00", "ended": "2026-08-18T01:03:59.734025682+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinear|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22488, "total_correct": 5947, "total_train": 368, "infer_ms": 716.805758, "train_ms": 1563.685152, "blocked_train": 1563685152, "duration": 4179593223, "avg_accuracy": 21.73913043478261, "soft_acc": 24.997757119565218, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5380.427902947626, "availability": 31.432081349537146, "score": 422.75718769592356, "zero_downtime": 7.857315353381453, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 10509616, "heap_mib": 10.022750854492188, "mobile_score": 8524866.17010463, "mobile_throughput": 108495914.78386942, "mobile_availability": 633825.5025610051, "mobile_accuracy": 504077.8494116388, "soft_acc_blocks": [ 24.997757119565218 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.980906702117412, "mobile_acc_per_sec": 120604.5235784513 }, "started": "2026-08-18T01:04:05.481252773+10:00", "ended": "2026-08-18T01:04:09.666477495+10:00" }, { "cell": { "id": "int|none|TweenSplitLinear|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7328, "total_correct": 1668, "total_train": 259, "infer_ms": 705.420528, "train_ms": 1785.043676, "blocked_train": 1785043676, "duration": 4220054503, "avg_accuracy": 19, "soft_acc": 24.999955439999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1736.470463779695, "availability": 28.324861159096592, "score": 122.96299281395078, "zero_downtime": 7.081202668216015, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10716264, "heap_mib": 10.219825744628906, "mobile_score": 38742.80142814941, "mobile_throughput": 547121.7707416639, "mobile_availability": 8924.510100589203, "mobile_accuracy": 7876.909037095384, "soft_acc_blocks": [ 24.999955439999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.924083544946575, "mobile_acc_per_sec": 1866.5420153923978 }, "started": "2026-08-18T01:04:15.388660751+10:00", "ended": "2026-08-18T01:04:19.625626103+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinear|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7648, "total_correct": 2674, "total_train": 264, "infer_ms": 699.85196, "train_ms": 1776.769062, "blocked_train": 1776769062, "duration": 4205144965, "avg_accuracy": 29.166666666666668, "soft_acc": 24.99957277777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1818.7244586465763, "availability": 28.258338832755005, "score": 128.48313431810664, "zero_downtime": 7.064463982285627, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10703048, "heap_mib": 10.207221984863281, "mobile_score": 40288.37651038965, "mobile_throughput": 570296.2972337896, "mobile_availability": 8860.949730829818, "mobile_accuracy": 7839.10048595428, "soft_acc_blocks": [ 24.99957277777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06872626, "time_to_acc50_sec": 0, "acc_per_sec": 5.944996661435614, "mobile_acc_per_sec": 1864.168905281552 }, "started": "2026-08-18T01:04:25.565306099+10:00", "ended": "2026-08-18T01:04:29.779776929+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinear|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7728, "total_correct": 1839, "total_train": 272, "infer_ms": 693.150542, "train_ms": 1757.788897, "blocked_train": 1757788897, "duration": 4219018749, "avg_accuracy": 21.666666666666668, "soft_acc": 24.999917466666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1831.705536229652, "availability": 28.281014657906447, "score": 129.50580025447124, "zero_downtime": 7.070230323212514, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11766192, "heap_mib": 11.221115112304688, "mobile_score": 40609.053231947495, "mobile_throughput": 574366.7656571601, "mobile_availability": 8868.060175217975, "mobile_accuracy": 7839.208569834768, "soft_acc_blocks": [ 24.999917466666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.925528885737281, "mobile_acc_per_sec": 1858.0644069649686 }, "started": "2026-08-18T01:04:35.598190066+10:00", "ended": "2026-08-18T01:04:39.817967042+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinear|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8208, "total_correct": 1717, "total_train": 281, "infer_ms": 728.37591, "train_ms": 1736.457193, "blocked_train": 1736457193, "duration": 4098219175, "avg_accuracy": 21.25, "soft_acc": 25.000318733333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2002.82113998942, "availability": 29.550719239914397, "score": 147.96389940600588, "zero_downtime": 7.387773997971056, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11747480, "heap_mib": 11.203269958496094, "mobile_score": 46620.010151307695, "mobile_throughput": 631042.7222612819, "mobile_availability": 9310.749692822259, "mobile_accuracy": 7877.023502441026, "soft_acc_blocks": [ 25.000318733333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.100288360817924, "mobile_acc_per_sec": 1922.0600866084783 }, "started": "2026-08-18T01:04:45.735226183+10:00", "ended": "2026-08-18T01:04:49.833946451+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinear|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7632, "total_correct": 1810, "total_train": 273, "infer_ms": 692.922068, "train_ms": 1723.332684, "blocked_train": 1723332684, "duration": 4133102080, "avg_accuracy": 21.875, "soft_acc": 24.999877875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1846.5549246729468, "availability": 28.67752530756327, "score": 132.3859172519201, "zero_downtime": 7.169346304463034, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13260888, "heap_mib": 12.646568298339844, "mobile_score": 20855.873733225566, "mobile_throughput": 290903.4219792458, "mobile_availability": 4517.8132176838135, "mobile_accuracy": 3938.442299076923, "soft_acc_blocks": [ 24.999877875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.048695965186516, "mobile_acc_per_sec": 952.9022566693834 }, "started": "2026-08-18T01:04:55.673639419+10:00", "ended": "2026-08-18T01:04:59.872186673+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinear|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6328, "total_correct": 1454, "total_train": 246, "infer_ms": 626.008822, "train_ms": 1806.794857, "blocked_train": 1806794857, "duration": 4216834205, "avg_accuracy": 19.791666666666668, "soft_acc": 25.000005375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1500.6518379348995, "availability": 25.73199092897294, "score": 96.53691945865174, "zero_downtime": 6.432999115337748, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11579672, "heap_mib": 11.043235778808594, "mobile_score": 486664.8887417077, "mobile_throughput": 7565132.219300121, "mobile_availability": 129720.90442470544, "mobile_accuracy": 126030.79632738463, "soft_acc_blocks": [ 25.000005375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.928619471298375, "mobile_acc_per_sec": 29887.538897770024 }, "started": "2026-08-18T01:05:05.485885243+10:00", "ended": "2026-08-18T01:05:09.703632728+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinear|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3048, "total_correct": 704, "total_train": 159, "infer_ms": 582.183504, "train_ms": 1857.513082, "blocked_train": 1857513082, "duration": 4204243879, "avg_accuracy": 23.75, "soft_acc": 24.9997608, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 724.9817298241466, "availability": 23.862947029594274, "score": 43.25008771974435, "zero_downtime": 5.965679677229274, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11524744, "heap_mib": 10.990852355957031, "mobile_score": 145355.78198980336, "mobile_throughput": 2436533.4690130907, "mobile_availability": 80199.08187340976, "mobile_accuracy": 84019.70891224616, "soft_acc_blocks": [ 24.9997608 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.946315561015056, "mobile_acc_per_sec": 19984.499313163215 }, "started": "2026-08-18T01:05:15.457060963+10:00", "ended": "2026-08-18T01:05:19.662081455+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinear|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 570, "total_train": 163, "infer_ms": 565.057441, "train_ms": 1853.222414, "blocked_train": 1853222414, "duration": 4226692280, "avg_accuracy": 21.59090909090909, "soft_acc": 25.000186636363637, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 704.096679590784, "availability": 23.366089736541266, "score": 41.13027255018538, "zero_downtime": 5.841566043755524, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10726520, "heap_mib": 10.229606628417969, "mobile_score": 138231.4636845615, "mobile_throughput": 2366342.563777519, "mobile_availability": 78529.23369097275, "mobile_accuracy": 84021.14007183217, "soft_acc_blocks": [ 25.000186636363637 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.914834811765298, "mobile_acc_per_sec": 19878.69816532567 }, "started": "2026-08-18T01:05:25.673267701+10:00", "ended": "2026-08-18T01:05:29.900747635+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinear|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3016, "total_correct": 748, "total_train": 167, "infer_ms": 549.271021, "train_ms": 1868.17057, "blocked_train": 1868170570, "duration": 4140966119, "avg_accuracy": 17.045454545454547, "soft_acc": 25.000240090909088, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 728.3324502853775, "availability": 22.72117030851564, "score": 41.37181142639836, "zero_downtime": 5.680347128593258, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 14936904, "heap_mib": 14.244941711425781, "mobile_score": 132260.6357873387, "mobile_throughput": 2328390.0225318293, "mobile_availability": 72636.81060189664, "mobile_accuracy": 79922.71876086917, "soft_acc_blocks": [ 25.000240090909088 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.037296459925247, "mobile_acc_per_sec": 19300.50052671517 }, "started": "2026-08-18T01:05:35.773448044+10:00", "ended": "2026-08-18T01:05:39.91502687+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinear|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3432, "total_correct": 814, "total_train": 178, "infer_ms": 574.932735, "train_ms": 1840.362983, "blocked_train": 1840362983, "duration": 4240295346, "avg_accuracy": 23.75, "soft_acc": 24.9999957, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 809.3775833887397, "availability": 23.803823718781587, "score": 48.16569500779654, "zero_downtime": 5.950954906130977, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 11735496, "heap_mib": 11.191841125488281, "mobile_score": 194251.50695575104, "mobile_throughput": 3264207.341843966, "mobile_availability": 96000.45484517355, "mobile_accuracy": 100824.59804278154, "soft_acc_blocks": [ 24.9999957 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.895814715732775, "mobile_acc_per_sec": 23777.7300437085 }, "started": "2026-08-18T01:05:45.866443794+10:00", "ended": "2026-08-18T01:05:50.107594242+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinear|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3456, "total_correct": 890, "total_train": 181, "infer_ms": 560.861721, "train_ms": 1839.608036, "blocked_train": 1839608036, "duration": 4292647745, "avg_accuracy": 16.25, "soft_acc": 24.999587, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 805.0975074825293, "availability": 23.364665160411768, "score": 47.02630732209737, "zero_downtime": 5.841069794035829, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 11744816, "heap_mib": 11.200729370117188, "mobile_score": 178661.80154556365, "mobile_throughput": 3058717.1159637705, "mobile_availability": 88766.76498276787, "mobile_accuracy": 94978.14108011594, "soft_acc_blocks": [ 24.999587 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.8238151567687035, "mobile_acc_per_sec": 22125.77102110109 }, "started": "2026-08-18T01:05:55.91624539+10:00", "ended": "2026-08-18T01:06:00.209698655+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinear|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1210, "total_train": 216, "infer_ms": 576.010565, "train_ms": 1845.023757, "blocked_train": 1845023757, "duration": 4199605089, "avg_accuracy": 15.625, "soft_acc": 24.9995874375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1032.4780326029363, "availability": 23.79192065828136, "score": 61.41057513802815, "zero_downtime": 5.9478820080276735, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 14896568, "heap_mib": 14.206474304199219, "mobile_score": 412779.84125598083, "mobile_throughput": 6939946.702017029, "mobile_availability": 159920.74997550022, "mobile_accuracy": 168038.25254400002, "soft_acc_blocks": [ 24.9995874375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.952842447729494, "mobile_acc_per_sec": 40012.870015835906 }, "started": "2026-08-18T01:06:06.159534466+10:00", "ended": "2026-08-18T01:06:10.359867418+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinear|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinear", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4192, "total_correct": 1122, "total_train": 206, "infer_ms": 587.603435, "train_ms": 1834.035605, "blocked_train": 1834035605, "duration": 3398321112, "avg_accuracy": 22.65625, "soft_acc": 25.0005551875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1233.5502919948901, "availability": 24.264699457438546, "score": 74.83097952430292, "zero_downtime": 6.066309578937937, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 14704064, "heap_mib": 14.02288818359375, "mobile_score": 456197.495265555, "mobile_throughput": 7520181.575458337, "mobile_availability": 147926.6366179249, "mobile_accuracy": 152412.6869551628, "soft_acc_blocks": [ 25.0005551875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.356737154478767, "mobile_acc_per_sec": 44849.407084271676 }, "started": "2026-08-18T01:06:16.280982523+10:00", "ended": "2026-08-18T01:06:19.680060977+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinear|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9944, "total_correct": 2171, "total_train": 292, "infer_ms": 843.207166, "train_ms": 1572.021375, "blocked_train": 1572021375, "duration": 4298565368, "avg_accuracy": 25, "soft_acc": 24.999967814814816, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2313.32994817912, "availability": 34.91210672969602, "score": 201.90779519165324, "zero_downtime": 8.728015445897803, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 18501672, "heap_mib": 17.644569396972656, "mobile_score": 43527.06995289535, "mobile_throughput": 498705.2351442987, "mobile_availability": 7526.315219201837, "mobile_accuracy": 5389.466745762184, "soft_acc_blocks": [ 24.999967814814816 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.091964546, "time_to_acc50_sec": 0, "acc_per_sec": 5.815886388729407, "mobile_acc_per_sec": 1253.782665696613 }, "started": "2026-08-18T01:06:25.569215902+10:00", "ended": "2026-08-18T01:06:29.868553144+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinear|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16640, "total_correct": 4339, "total_train": 332, "infer_ms": 872.052046, "train_ms": 1506.574339, "blocked_train": 1506574339, "duration": 4186838738, "avg_accuracy": 28.98936170212766, "soft_acc": 24.99999223404255, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3974.3589474737496, "availability": 36.662001712387465, "score": 364.26977318863516, "zero_downtime": 9.165497580941413, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 11783912, "heap_mib": 11.238014221191406, "mobile_score": 157057.7885242789, "mobile_throughput": 1713576.2367213136, "mobile_availability": 15807.11147515148, "mobile_accuracy": 10778.944020067189, "soft_acc_blocks": [ 24.99999223404255 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082738263, "time_to_acc50_sec": 0, "acc_per_sec": 5.971090313830605, "mobile_acc_per_sec": 2574.4827289947534 }, "started": "2026-08-18T01:06:35.890872073+10:00", "ended": "2026-08-18T01:06:40.078266123+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinear|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6480, "total_correct": 1363, "total_train": 251, "infer_ms": 690.226476, "train_ms": 1771.591484, "blocked_train": 1771591484, "duration": 4221286956, "avg_accuracy": 16.847826086956523, "soft_acc": 24.99999252173913, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1535.0768776307752, "availability": 28.03726706096498, "score": 107.5983687571593, "zero_downtime": 7.009314668541273, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 14790520, "heap_mib": 14.105339050292969, "mobile_score": 92783.77230091042, "mobile_throughput": 1323721.02963698, "mobile_availability": 24176.97808036054, "mobile_accuracy": 21557.88828821968, "soft_acc_blocks": [ 24.99999252173913 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.922362725472845, "mobile_acc_per_sec": 5106.946889165636 }, "started": "2026-08-18T01:06:45.949582728+10:00", "ended": "2026-08-18T01:06:50.177371494+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinear|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8712, "total_correct": 2407, "total_train": 287, "infer_ms": 706.215621, "train_ms": 1740.646596, "blocked_train": 1740646596, "duration": 4207340433, "avg_accuracy": 29.017857142857142, "soft_acc": 25.000002107142855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2070.6667641315635, "availability": 28.862091869883173, "score": 149.40944853877826, "zero_downtime": 7.2155235756363005, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11597928, "heap_mib": 11.060646057128906, "mobile_score": 128838.12657154437, "mobile_throughput": 1785568.6454490281, "mobile_availability": 24888.23753664031, "mobile_accuracy": 21557.89655386466, "soft_acc_blocks": [ 25.000002107142855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076775777, "time_to_acc50_sec": 0, "acc_per_sec": 5.941996495234132, "mobile_acc_per_sec": 5123.877398837685 }, "started": "2026-08-18T01:06:56.084921005+10:00", "ended": "2026-08-18T01:07:00.292990967+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinear|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6816, "total_correct": 1921, "total_train": 256, "infer_ms": 713.6177, "train_ms": 1770.265966, "blocked_train": 1770265966, "duration": 4328135449, "avg_accuracy": 33.65384615384615, "soft_acc": 24.999989461538462, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1574.812082550423, "availability": 28.729916371212216, "score": 113.11050089967388, "zero_downtime": 7.182476065111867, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 16747048, "heap_mib": 15.971229553222656, "mobile_score": 195073.9417621323, "mobile_throughput": 2715970.6484743296, "mobile_availability": 49548.521034309575, "mobile_accuracy": 43115.77129872065, "soft_acc_blocks": [ 24.999989461538462 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.091059809, "time_to_acc50_sec": 0, "acc_per_sec": 5.776156905467137, "mobile_acc_per_sec": 9961.742604123534 }, "started": "2026-08-18T01:07:06.185600835+10:00", "ended": "2026-08-18T01:07:10.514627115+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinear|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7000, "total_correct": 1531, "total_train": 253, "infer_ms": 711.062501, "train_ms": 1760.726306, "blocked_train": 1760726306, "duration": 4247464742, "avg_accuracy": 20.37037037037037, "soft_acc": 25.00000755555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1648.041932115937, "availability": 28.767121972002688, "score": 118.5235940108385, "zero_downtime": 7.191782666516556, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10747152, "heap_mib": 10.249282836914062, "mobile_score": 204409.53308142925, "mobile_throughput": 2842265.1595565802, "mobile_availability": 49612.68698834653, "mobile_accuracy": 43115.80250423392, "soft_acc_blocks": [ 25.00000755555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.885865822110115, "mobile_acc_per_sec": 10150.950066258118 }, "started": "2026-08-18T01:07:16.392955619+10:00", "ended": "2026-08-18T01:07:20.641193432+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinear|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5720, "total_correct": 1467, "total_train": 242, "infer_ms": 745.277416, "train_ms": 1786.621724, "blocked_train": 1786621724, "duration": 4241223045, "avg_accuracy": 16.44736842105263, "soft_acc": 24.999992842105264, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1348.6675752041238, "availability": 29.435509662521554, "score": 99.2467651877022, "zero_downtime": 7.358875308667592, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11801336, "heap_mib": 11.254631042480469, "mobile_score": 21395.513168885693, "mobile_throughput": 290744.33621242584, "mobile_availability": 6345.676188299383, "mobile_accuracy": 5389.472141119114, "soft_acc_blocks": [ 24.999992842105264 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.894524427706741, "mobile_acc_per_sec": 1270.7353713624636 }, "started": "2026-08-18T01:07:26.687647535+10:00", "ended": "2026-08-18T01:07:30.929661203+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinear|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1392, "total_train": 239, "infer_ms": 737.283145, "train_ms": 1781.70132, "blocked_train": 1781701320, "duration": 4268739923, "avg_accuracy": 33.92857142857143, "soft_acc": 25.00002028571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1323.1070765329453, "availability": 29.26906280067114, "score": 96.81533884630626, "zero_downtime": 7.317271637606237, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 18085088, "heap_mib": 17.247283935546875, "mobile_score": 41742.69767520742, "mobile_throughput": 570468.0616293625, "mobile_availability": 12619.587498057788, "mobile_accuracy": 10778.956114766916, "soft_acc_blocks": [ 25.00002028571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075558175, "time_to_acc50_sec": 0, "acc_per_sec": 5.856533950689758, "mobile_acc_per_sec": 2525.0908486342364 }, "started": "2026-08-18T01:07:36.886652693+10:00", "ended": "2026-08-18T01:07:41.156002875+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinear|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5176, "total_correct": 1395, "total_train": 241, "infer_ms": 687.148455, "train_ms": 1817.687809, "blocked_train": 1817687809, "duration": 4201242626, "avg_accuracy": 29.166666666666668, "soft_acc": 24.999996238095235, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1232.0164438891418, "availability": 27.43286916098401, "score": 84.49435205908892, "zero_downtime": 6.858216258247591, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13764712, "heap_mib": 13.127052307128906, "mobile_score": 72860.81390190068, "mobile_throughput": 1062387.2324568264, "mobile_availability": 23655.79622808221, "mobile_accuracy": 21557.891492892228, "soft_acc_blocks": [ 24.999996238095235 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075980935, "time_to_acc50_sec": 0, "acc_per_sec": 5.950619486572646, "mobile_acc_per_sec": 5131.313140421381 }, "started": "2026-08-18T01:07:47.22099186+10:00", "ended": "2026-08-18T01:07:51.423008598+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinear|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12624, "total_correct": 3842, "total_train": 308, "infer_ms": 787.449642, "train_ms": 1612.48112, "blocked_train": 1612481120, "duration": 4047442851, "avg_accuracy": 26.785714285714285, "soft_acc": 25.00000214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3119.006361481051, "availability": 32.81134833005653, "score": 255.8470323552862, "zero_downtime": 8.202837785614454, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10942640, "heap_mib": 10.435714721679688, "mobile_score": 441241.87137989566, "mobile_throughput": 5379136.865947952, "mobile_availability": 56587.487477857496, "mobile_accuracy": 43115.793169323304, "soft_acc_blocks": [ 25.00000214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082616598, "time_to_acc50_sec": 0, "acc_per_sec": 6.176739996879858, "mobile_acc_per_sec": 10652.600853566273 }, "started": "2026-08-18T01:07:57.573835228+10:00", "ended": "2026-08-18T01:08:01.622108963+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinear|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5368, "total_correct": 984, "total_train": 232, "infer_ms": 722.972855, "train_ms": 1840.761987, "blocked_train": 1840761987, "duration": 4011867464, "avg_accuracy": 25, "soft_acc": 24.99999230769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1338.0302435634, "availability": 28.199985550611792, "score": 94.33105481197478, "zero_downtime": 7.049994218423291, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11785792, "heap_mib": 11.23980712890625, "mobile_score": 20219.394957179327, "mobile_throughput": 286800.163670224, "mobile_availability": 6044.527401618624, "mobile_accuracy": 5358.624679891817, "soft_acc_blocks": [ 24.99999230769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066208195, "time_to_acc50_sec": 0, "acc_per_sec": 6.231510021711004, "mobile_acc_per_sec": 1335.6933467959193 }, "started": "2026-08-18T01:08:07.748617218+10:00", "ended": "2026-08-18T01:08:11.760842963+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinear|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5840, "total_correct": 1366, "total_train": 239, "infer_ms": 729.746453, "train_ms": 1804.940093, "blocked_train": 1804940093, "duration": 4214211112, "avg_accuracy": 17.857142857142858, "soft_acc": 24.999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1385.7872433990203, "availability": 28.790402274853914, "score": 99.74341854283507, "zero_downtime": 7.197599705001411, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 11785640, "heap_mib": 11.239662170410156, "mobile_score": 42515.67269998855, "mobile_throughput": 590692.3758269801, "mobile_availability": 12271.92067307204, "mobile_accuracy": 10656.258883850407, "soft_acc_blocks": [ 24.999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.932307693084551, "mobile_acc_per_sec": 2528.6485656844825 }, "started": "2026-08-18T01:08:17.766279764+10:00", "ended": "2026-08-18T01:08:21.981396343+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinear|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5008, "total_correct": 1197, "total_train": 225, "infer_ms": 690.60612, "train_ms": 1798.441099, "blocked_train": 1798441099, "duration": 3856673740, "avg_accuracy": 28.125, "soft_acc": 25.000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1298.5283012298573, "availability": 27.745802278409894, "score": 90.07178095284966, "zero_downtime": 6.936451124518519, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 21427592, "heap_mib": 20.43494415283203, "mobile_score": 75922.11236689331, "mobile_throughput": 1094538.273304179, "mobile_availability": 23387.124091548176, "mobile_accuracy": 21072.67049610289, "soft_acc_blocks": [ 25.000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.10635957, "time_to_acc50_sec": 0, "acc_per_sec": 6.482270392931915, "mobile_acc_per_sec": 5463.949485159948 }, "started": "2026-08-18T01:08:28.322259748+10:00", "ended": "2026-08-18T01:08:32.179692341+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinear|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10232, "total_correct": 2857, "total_train": 298, "infer_ms": 772.118975, "train_ms": 1638.868889, "blocked_train": 1638868889, "duration": 4244992211, "avg_accuracy": 30.147058823529413, "soft_acc": 25.00001538235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2410.369558155121, "availability": 32.0250046269001, "score": 192.98035937074914, "zero_downtime": 8.006256082924265, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 12230632, "heap_mib": 11.664039611816406, "mobile_score": 318167.56809362053, "mobile_throughput": 3973986.902220227, "mobile_availability": 52799.7661189566, "mobile_accuracy": 41217.6354238461, "soft_acc_blocks": [ 25.00001538235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074006305, "time_to_acc50_sec": 0, "acc_per_sec": 5.889295937356655, "mobile_acc_per_sec": 9709.70813963788 }, "started": "2026-08-18T01:08:38.267941284+10:00", "ended": "2026-08-18T01:08:42.513537243+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinear|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11192, "total_correct": 2810, "total_train": 297, "infer_ms": 684.910566, "train_ms": 1701.006209, "blocked_train": 1701006209, "duration": 4263502961, "avg_accuracy": 26.35135135135135, "soft_acc": 24.999992513513515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2625.0714734756343, "availability": 28.706389643452674, "score": 188.39075498334947, "zero_downtime": 7.176595261763188, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12240120, "heap_mib": 11.673088073730469, "mobile_score": 649809.2904520417, "mobile_throughput": 9054562.320299957, "mobile_availability": 99015.89219333234, "mobile_accuracy": 86231.5531245064, "soft_acc_blocks": [ 24.999992513513515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079798949, "time_to_acc50_sec": 0, "acc_per_sec": 5.863721156569759, "mobile_acc_per_sec": 20225.517353523985 }, "started": "2026-08-18T01:08:48.355115147+10:00", "ended": "2026-08-18T01:08:52.619499355+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinear|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4960, "total_correct": 1438, "total_train": 239, "infer_ms": 656.126087, "train_ms": 1810.661331, "blocked_train": 1810661331, "duration": 4255084028, "avg_accuracy": 30.555555555555557, "soft_acc": 25.000000222222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1165.664406945056, "availability": 26.598404151581416, "score": 77.51203319159102, "zero_downtime": 6.649601097002919, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 11785024, "heap_mib": 11.23907470703125, "mobile_score": 244811.01721658357, "mobile_throughput": 3681589.521616925, "mobile_availability": 84007.37419171276, "mobile_accuracy": 78959.03684643641, "soft_acc_blocks": [ 25.000000222222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066456946, "time_to_acc50_sec": 0, "acc_per_sec": 5.8753246840046245, "mobile_acc_per_sec": 18556.39896341817 }, "started": "2026-08-18T01:08:58.846746261+10:00", "ended": "2026-08-18T01:09:03.102461068+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinear|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8512, "total_correct": 2098, "total_train": 282, "infer_ms": 654.286296, "train_ms": 1741.048877, "blocked_train": 1741048877, "duration": 4106145646, "avg_accuracy": 29.5, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2072.9902769747005, "availability": 27.31502060233806, "score": 141.55943031002604, "zero_downtime": 6.828755150584515, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 15011304, "heap_mib": 14.315895080566406, "mobile_score": 488275.72762094036, "mobile_throughput": 7150288.989042841, "mobile_availability": 94216.69422078037, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070682145, "time_to_acc50_sec": 0, "acc_per_sec": 6.088434789046935, "mobile_acc_per_sec": 21000.613807104208 }, "started": "2026-08-18T01:09:09.084101567+10:00", "ended": "2026-08-18T01:09:13.191514606+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinear|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11232, "total_correct": 2376, "total_train": 302, "infer_ms": 711.068252, "train_ms": 1705.825058, "blocked_train": 1705825058, "duration": 4098753845, "avg_accuracy": 23.4375, "soft_acc": 24.999974125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2740.345096278891, "availability": 29.4207546960358, "score": 201.5573435381982, "zero_downtime": 7.355181061388674, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 13893384, "heap_mib": 13.249763488769531, "mobile_score": 1390448.6385388798, "mobile_throughput": 18904342.76102457, "mobile_availability": 202959.8505009897, "mobile_accuracy": 172462.97939536843, "soft_acc_blocks": [ 24.999974125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.099408520347482, "mobile_acc_per_sec": 42076.93018836764 }, "started": "2026-08-18T01:09:19.43176562+10:00", "ended": "2026-08-18T01:09:23.531310037+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinear|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4720, "total_correct": 1338, "total_train": 231, "infer_ms": 638.995777, "train_ms": 1813.652169, "blocked_train": 1813652169, "duration": 4020179380, "avg_accuracy": 29.25531914893617, "soft_acc": 25.000001489361704, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1174.0769637000626, "availability": 26.053302025760853, "score": 76.47145889766121, "zero_downtime": 6.5133258944681165, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 10783192, "heap_mib": 10.283653259277344, "mobile_score": 445478.5360281889, "mobile_throughput": 6839494.034937538, "mobile_availability": 151771.4845831345, "mobile_accuracy": 145635.56423171633, "soft_acc_blocks": [ 25.000001489361704 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060665604, "time_to_acc50_sec": 0, "acc_per_sec": 6.218628356170939, "mobile_acc_per_sec": 36226.13581777943 }, "started": "2026-08-18T01:09:29.758086142+10:00", "ended": "2026-08-18T01:09:33.803020106+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinear|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11480, "total_correct": 2951, "total_train": 296, "infer_ms": 711.49439, "train_ms": 1690.661503, "blocked_train": 1690661503, "duration": 4290413879, "avg_accuracy": 20.394736842105264, "soft_acc": 24.99993810526316, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2675.732533914824, "availability": 29.618993174977923, "score": 198.1307686189381, "zero_downtime": 7.404729961146599, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11638016, "heap_mib": 11.098876953125, "mobile_score": 1366810.3212853398, "mobile_throughput": 18458611.299225464, "mobile_availability": 204327.403864774, "mobile_accuracy": 172462.73091226592, "soft_acc_blocks": [ 24.99993810526316 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.8269292451314945, "mobile_acc_per_sec": 40197.224737782904 }, "started": "2026-08-18T01:09:39.525502057+10:00", "ended": "2026-08-18T01:09:43.816696924+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinear|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11496, "total_correct": 2495, "total_train": 300, "infer_ms": 728.758958, "train_ms": 1679.629187, "blocked_train": 1679629187, "duration": 4393422111, "avg_accuracy": 18.902439024390244, "soft_acc": 24.999916975609754, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2616.639082144411, "availability": 30.259198855174567, "score": 197.9428484315181, "zero_downtime": 7.564774591278299, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 10781016, "heap_mib": 10.281578063964844, "mobile_score": 2731027.8978543095, "mobile_throughput": 36101907.13419287, "mobile_availability": 417487.7591942569, "mobile_accuracy": 344925.1702975918, "soft_acc_blocks": [ 24.999916975609754 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.690306176822024, "mobile_acc_per_sec": 78509.45381141226 }, "started": "2026-08-18T01:09:50.04731252+10:00", "ended": "2026-08-18T01:09:54.441495462+10:00" }, { "cell": { "id": "int|none|TweenSplitLinear|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4176, "total_correct": 1069, "total_train": 223, "infer_ms": 637.367274, "train_ms": 1828.595381, "blocked_train": 1828595381, "duration": 4368435658, "avg_accuracy": 18.75, "soft_acc": 25.00000214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 955.9486111126328, "availability": 25.84659068975235, "score": 61.770036474237756, "zero_downtime": 6.461648226293602, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11604136, "heap_mib": 11.066566467285156, "mobile_score": 13316.31944202515, "mobile_throughput": 206082.39532196545, "mobile_availability": 5571.980813959243, "mobile_accuracy": 5389.474146165413, "soft_acc_blocks": [ 25.00000214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.722872922959082, "mobile_acc_per_sec": 1233.730920654758 }, "started": "2026-08-18T01:10:00.351413659+10:00", "ended": "2026-08-18T01:10:04.72063666+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinear|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4280, "total_correct": 1170, "total_train": 221, "infer_ms": 619.740631, "train_ms": 1824.45679, "blocked_train": 1824456790, "duration": 4233843339, "avg_accuracy": 20.833333333333332, "soft_acc": 25.000003888888887, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1010.9018348824645, "availability": 25.355588123746738, "score": 64.0800363650531, "zero_downtime": 6.338898016987333, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11815584, "heap_mib": 11.268218994140625, "mobile_score": 13735.23880039287, "mobile_throughput": 216681.80752528927, "mobile_availability": 5434.844883983209, "mobile_accuracy": 5358.627162264013, "soft_acc_blocks": [ 25.000003888888887 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.904801355922085, "mobile_acc_per_sec": 1265.6649604634824 }, "started": "2026-08-18T01:10:10.719557338+10:00", "ended": "2026-08-18T01:10:14.954216769+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinear|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4128, "total_correct": 863, "total_train": 212, "infer_ms": 642.361178, "train_ms": 1790.048961, "blocked_train": 1790048961, "duration": 4151545130, "avg_accuracy": 13.392857142857142, "soft_acc": 24.999967142857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 994.3285862822838, "availability": 26.408423797480314, "score": 65.64654047280632, "zero_downtime": 6.602097272316546, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12032024, "heap_mib": 11.474632263183594, "mobile_score": 14071.01120662579, "mobile_throughput": 213129.41367324858, "mobile_availability": 5660.515002425739, "mobile_accuracy": 5358.619285933886, "soft_acc_blocks": [ 24.999967142857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.021846411400361, "mobile_acc_per_sec": 1290.7529891006836 }, "started": "2026-08-18T01:10:21.203947356+10:00", "ended": "2026-08-18T01:10:25.355866703+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinear|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4624, "total_correct": 1274, "total_train": 225, "infer_ms": 681.577562, "train_ms": 1785.333917, "blocked_train": 1785333917, "duration": 4469428387, "avg_accuracy": 25.78125, "soft_acc": 24.9999920625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1034.5842017403377, "availability": 27.62878067583875, "score": 71.46072731264063, "zero_downtime": 6.907192975925222, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14772456, "heap_mib": 14.088111877441406, "mobile_score": 15405.428372240844, "mobile_throughput": 223034.57317518015, "mobile_availability": 5956.1834551702905, "mobile_accuracy": 5389.471973052631, "soft_acc_blocks": [ 24.9999920625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078213172, "time_to_acc50_sec": 0, "acc_per_sec": 5.5935546780917695, "mobile_acc_per_sec": 1205.8526295507309 }, "started": "2026-08-18T01:10:31.268974504+10:00", "ended": "2026-08-18T01:10:35.739152889+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinear|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4504, "total_correct": 1347, "total_train": 228, "infer_ms": 659.29806, "train_ms": 1782.320896, "blocked_train": 1782320896, "duration": 4291764385, "avg_accuracy": 23.333333333333332, "soft_acc": 25.000000399999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1049.4518328503254, "availability": 27.00249596194567, "score": 70.84454833050624, "zero_downtime": 6.7506240984964005, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11619224, "heap_mib": 11.080955505371094, "mobile_score": 7636.296577940883, "mobile_throughput": 113119.86071986666, "mobile_availability": 2910.584827898144, "mobile_accuracy": 2694.7368852210525, "soft_acc_blocks": [ 25.000000399999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.825110177850547, "mobile_acc_per_sec": 627.8855602230484 }, "started": "2026-08-18T01:10:41.765666299+10:00", "ended": "2026-08-18T01:10:46.058259483+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinear|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3776, "total_correct": 940, "total_train": 199, "infer_ms": 603.800531, "train_ms": 1824.398171, "blocked_train": 1824398171, "duration": 4173291093, "avg_accuracy": 27.083333333333332, "soft_acc": 25.000006555555554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 904.8014902036455, "availability": 24.86619116066062, "score": 56.247431793958796, "zero_downtime": 6.216549420282131, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11608984, "heap_mib": 11.071189880371094, "mobile_score": 194012.19421309914, "mobile_throughput": 3120898.44536769, "mobile_availability": 85770.03704763444, "mobile_accuracy": 86231.60155920468, "soft_acc_blocks": [ 25.000006555555554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075038544, "time_to_acc50_sec": 0, "acc_per_sec": 5.990477538815565, "mobile_acc_per_sec": 20662.733472832468 }, "started": "2026-08-18T01:10:51.936409613+10:00", "ended": "2026-08-18T01:10:56.110980912+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinear|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2072, "total_correct": 526, "total_train": 128, "infer_ms": 602.431256, "train_ms": 1879.059513, "blocked_train": 1879059513, "duration": 4233774933, "avg_accuracy": 33.92857142857143, "soft_acc": 25.00005214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 489.3977674273315, "availability": 24.276989603421733, "score": 29.702823230901355, "zero_downtime": 6.069260059571439, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11628312, "heap_mib": 11.089622497558594, "mobile_score": 68301.90257053864, "mobile_throughput": 1125374.4591620208, "mobile_availability": 55825.150549117425, "mobile_accuracy": 57487.839201203, "soft_acc_blocks": [ 25.00005214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070940219, "time_to_acc50_sec": 0, "acc_per_sec": 5.904908158436852, "mobile_acc_per_sec": 13578.388107765528 }, "started": "2026-08-18T01:11:02.04217844+10:00", "ended": "2026-08-18T01:11:06.276945142+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinear|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2072, "total_correct": 521, "total_train": 127, "infer_ms": 607.733914, "train_ms": 1892.97231, "blocked_train": 1892972310, "duration": 4149198602, "avg_accuracy": 17.1875, "soft_acc": 24.999989375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 499.37354143550823, "availability": 24.30249135893701, "score": 30.34004004452303, "zero_downtime": 6.0756202575945455, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 12034392, "heap_mib": 11.476890563964844, "mobile_score": 69767.18822308285, "mobile_throughput": 1148313.839000613, "mobile_availability": 55883.79205962442, "mobile_accuracy": 57487.694865964906, "soft_acc_blocks": [ 24.999989375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.025257350407252, "mobile_acc_per_sec": 13855.13213039613 }, "started": "2026-08-18T01:11:12.499635881+10:00", "ended": "2026-08-18T01:11:16.649581929+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinear|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2016, "total_correct": 466, "total_train": 125, "infer_ms": 597.496989, "train_ms": 1913.924189, "blocked_train": 1913924189, "duration": 4143696067, "avg_accuracy": 18.75, "soft_acc": 24.99999875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 486.5221694359371, "availability": 23.791190192790513, "score": 28.93735221828089, "zero_downtime": 5.94779725080775, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 10727016, "heap_mib": 10.230079650878906, "mobile_score": 62692.17570172748, "mobile_throughput": 1054040.227972019, "mobile_availability": 51543.121999164265, "mobile_accuracy": 54161.9807629752, "soft_acc_blocks": [ 24.99999875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.03326072804847, "mobile_acc_per_sec": 13070.934713169736 }, "started": "2026-08-18T01:11:22.845277628+10:00", "ended": "2026-08-18T01:11:26.989496767+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinear|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2248, "total_correct": 537, "total_train": 133, "infer_ms": 629.74339, "train_ms": 1859.454663, "blocked_train": 1859454663, "duration": 3757883583, "avg_accuracy": 25, "soft_acc": 25.00000125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 598.2090584630014, "availability": 25.299047186744684, "score": 37.83529988574885, "zero_downtime": 6.324762112924261, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 16584136, "heap_mib": 15.815864562988281, "mobile_score": 104403.12477104997, "mobile_throughput": 1650704.3728602636, "mobile_availability": 69810.45711286314, "mobile_accuracy": 68985.2666071579, "soft_acc_blocks": [ 25.00000125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086381332, "time_to_acc50_sec": 0, "acc_per_sec": 6.652681142943219, "mobile_acc_per_sec": 18357.478374060076 }, "started": "2026-08-18T01:11:33.416493666+10:00", "ended": "2026-08-18T01:11:37.175356987+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinear|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2248, "total_correct": 673, "total_train": 135, "infer_ms": 610.814044, "train_ms": 1883.999825, "blocked_train": 1883999825, "duration": 4518598901, "avg_accuracy": 26.38888888888889, "soft_acc": 25.00000466666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 497.4993464240654, "availability": 24.483351306878596, "score": 30.45113386781782, "zero_downtime": 6.120838969276044, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 11774016, "heap_mib": 11.22857666015625, "mobile_score": 78260.60820240426, "mobile_throughput": 1278592.8300881393, "mobile_availability": 62923.17299010179, "mobile_accuracy": 64250.992385673206, "soft_acc_blocks": [ 25.00000466666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078631505, "time_to_acc50_sec": 0, "acc_per_sec": 5.532689493890237, "mobile_acc_per_sec": 14219.228967513354 }, "started": "2026-08-18T01:11:43.529871855+10:00", "ended": "2026-08-18T01:11:48.04947362+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinear|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3056, "total_correct": 734, "total_train": 164, "infer_ms": 654.965109, "train_ms": 1863.161752, "blocked_train": 1863161752, "duration": 4329838253, "avg_accuracy": 15.909090909090908, "soft_acc": 25.000002363636362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 705.8000371913662, "availability": 26.010012408187407, "score": 45.89467365174878, "zero_downtime": 6.502503716828963, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 11632568, "heap_mib": 11.093681335449219, "mobile_score": 211070.40929410583, "mobile_throughput": 3245986.753499886, "mobile_availability": 119620.50338126105, "mobile_accuracy": 114975.44946689633, "soft_acc_blocks": [ 25.000002363636362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.773888284698556, "mobile_acc_per_sec": 26554.213517614353 }, "started": "2026-08-18T01:11:53.586933298+10:00", "ended": "2026-08-18T01:11:57.917623789+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinear|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinear", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2976, "total_correct": 710, "total_train": 162, "infer_ms": 628.120018, "train_ms": 1866.423312, "blocked_train": 1866423312, "duration": 3978053771, "avg_accuracy": 25, "soft_acc": 25.000003999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 748.1045182684636, "availability": 25.17975977591057, "score": 47.09273767801985, "zero_downtime": 6.294940951168033, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 11563024, "heap_mib": 11.027359008789062, "mobile_score": 192891.8535291693, "mobile_throughput": 3064236.106827627, "mobile_availability": 103136.29604212969, "mobile_accuracy": 102400.01638399999, "soft_acc_blocks": [ 25.000003999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065441533, "time_to_acc50_sec": 0, "acc_per_sec": 6.2844811657021715, "mobile_acc_per_sec": 25741.234854716095 }, "started": "2026-08-18T01:12:04.03335234+10:00", "ended": "2026-08-18T01:12:08.011794392+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinear|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8040, "total_correct": 2176, "total_train": 272, "infer_ms": 830.100589, "train_ms": 1704.77959, "blocked_train": 1704779590, "duration": 4080876795, "avg_accuracy": 35.08064516129032, "soft_acc": 25.000016741935486, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1970.1648454201863, "availability": 32.74713321272137, "score": 161.29323462435343, "zero_downtime": 8.186788785684259, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 14788864, "heap_mib": 14.103759765625, "mobile_score": 31459.861381969127, "mobile_throughput": 384275.9622305278, "mobile_availability": 6387.250363776511, "mobile_accuracy": 4876.193741665131, "soft_acc_blocks": [ 25.000016741935486 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073294173, "time_to_acc50_sec": 0, "acc_per_sec": 6.126138572124054, "mobile_acc_per_sec": 1194.8887424485774 }, "started": "2026-08-18T01:12:14.513945544+10:00", "ended": "2026-08-18T01:12:18.630135027+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinear|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13688, "total_correct": 3782, "total_train": 317, "infer_ms": 847.090451, "train_ms": 1574.125476, "blocked_train": 1574125476, "duration": 4463346433, "avg_accuracy": 23.641304347826086, "soft_acc": 24.999984695652174, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3066.7572426816373, "availability": 34.986158878014024, "score": 268.2349761253445, "zero_downtime": 8.74653436510006, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 15458504, "heap_mib": 14.742378234863281, "mobile_score": 104637.18687708676, "mobile_throughput": 1196327.3967641892, "mobile_availability": 13647.93397755671, "mobile_accuracy": 9752.374982227742, "soft_acc_blocks": [ 24.999984695652174 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.601175053500978, "mobile_acc_per_sec": 2184.9917161085723 }, "started": "2026-08-18T01:12:24.720677187+10:00", "ended": "2026-08-18T01:12:29.184873722+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinear|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5904, "total_correct": 1341, "total_train": 232, "infer_ms": 703.3611, "train_ms": 1826.320017, "blocked_train": 1826320017, "duration": 4227566817, "avg_accuracy": 24.404761904761905, "soft_acc": 25.000000333333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1396.5480039862846, "availability": 27.804338470697452, "score": 97.07523477786542, "zero_downtime": 6.951084710355491, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11624616, "heap_mib": 11.086097717285156, "mobile_score": 75737.17364764509, "mobile_throughput": 1089573.4522529184, "mobile_availability": 21692.68007161462, "mobile_accuracy": 19504.762164825395, "soft_acc_blocks": [ 25.000000333333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.9135671688978855, "mobile_acc_per_sec": 4613.708785486808 }, "started": "2026-08-18T01:12:35.040670224+10:00", "ended": "2026-08-18T01:12:39.302484679+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinear|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7184, "total_correct": 1670, "total_train": 258, "infer_ms": 710.879623, "train_ms": 1757.411047, "blocked_train": 1757411047, "duration": 4593523886, "avg_accuracy": 19.444444444444443, "soft_acc": 24.999975074074072, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1563.940926027439, "availability": 28.8004825217769, "score": 112.60552099087514, "zero_downtime": 7.200113451657285, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12038240, "heap_mib": 11.480560302734375, "mobile_score": 87853.75504354753, "mobile_throughput": 1220171.8158111218, "mobile_availability": 22469.862173180605, "mobile_accuracy": 19504.742457791886, "soft_acc_blocks": [ 24.999975074074072 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.442439332963572, "mobile_acc_per_sec": 4246.139334822627 }, "started": "2026-08-18T01:12:46.059508354+10:00", "ended": "2026-08-18T01:12:50.667562523+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinear|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5824, "total_correct": 1451, "total_train": 233, "infer_ms": 701.846163, "train_ms": 1814.201347, "blocked_train": 1814201347, "duration": 4515739987, "avg_accuracy": 29.761904761904763, "soft_acc": 25.000035619047623, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1289.7111031118366, "availability": 27.894789752996363, "score": 89.9406783023938, "zero_downtime": 6.973707374107537, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11634304, "heap_mib": 11.0953369140625, "mobile_score": 140341.7212672781, "mobile_throughput": 2012440.6393699362, "mobile_availability": 43526.498601246894, "mobile_accuracy": 39009.57938880726, "soft_acc_blocks": [ 25.000035619047623 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072139435, "time_to_acc50_sec": 0, "acc_per_sec": 5.536199092733021, "mobile_acc_per_sec": 8638.579612889316 }, "started": "2026-08-18T01:12:57.072108333+10:00", "ended": "2026-08-18T01:13:01.588658215+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinear|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5928, "total_correct": 1498, "total_train": 245, "infer_ms": 671.214114, "train_ms": 1816.452176, "blocked_train": 1816452176, "duration": 4576056485, "avg_accuracy": 34.23913043478261, "soft_acc": 25.000063826086958, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1295.4385548848836, "availability": 26.981678237879727, "score": 87.38298875411955, "zero_downtime": 6.745436780819347, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 19079912, "heap_mib": 18.196022033691406, "mobile_score": 136350.7512140471, "mobile_throughput": 2021377.6460222793, "mobile_availability": 42101.69678565919, "mobile_accuracy": 39009.62340253416, "soft_acc_blocks": [ 25.000063826086958 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083866027, "time_to_acc50_sec": 0, "acc_per_sec": 5.4632332245101125, "mobile_acc_per_sec": 8524.725061940351 }, "started": "2026-08-18T01:13:08.002564795+10:00", "ended": "2026-08-18T01:13:12.579453778+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinear|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4608, "total_correct": 1094, "total_train": 233, "infer_ms": 674.014042, "train_ms": 1802.296889, "blocked_train": 1802296889, "duration": 4385006619, "avg_accuracy": 23.4375, "soft_acc": 24.99998725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1050.8536019156234, "availability": 27.21847380158417, "score": 71.50654161424707, "zero_downtime": 6.804614980040633, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 15201024, "heap_mib": 14.496826171875, "mobile_score": 13947.18068818838, "mobile_throughput": 204966.4930212568, "mobile_availability": 5308.898509108989, "mobile_accuracy": 4876.1879893333335, "soft_acc_blocks": [ 24.99998725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.701242762479852, "mobile_acc_per_sec": 1112.0138264341654 }, "started": "2026-08-18T01:13:18.590102595+10:00", "ended": "2026-08-18T01:13:22.976076608+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinear|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4160, "total_correct": 920, "total_train": 228, "infer_ms": 659.203185, "train_ms": 1815.858335, "blocked_train": 1815858335, "duration": 3940736385, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999996749999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1055.6402645542605, "availability": 26.633810096162783, "score": 70.28929670239327, "zero_downtime": 6.658451658441867, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 15450928, "heap_mib": 14.735153198242188, "mobile_score": 27419.51993266694, "mobile_throughput": 411800.24034421437, "mobile_availability": 10389.722490845978, "mobile_accuracy": 9752.379684571428, "soft_acc_blocks": [ 24.999996749999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.343991149765781, "mobile_acc_per_sec": 2474.760738041966 }, "started": "2026-08-18T01:13:29.295466937+10:00", "ended": "2026-08-18T01:13:33.275380534+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinear|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1210, "total_train": 222, "infer_ms": 676.796494, "train_ms": 1802.641584, "blocked_train": 1802641584, "duration": 4182490531, "avg_accuracy": 25, "soft_acc": 25.0000065625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1036.7028850064837, "availability": 27.296366059923034, "score": 70.74557218199601, "zero_downtime": 6.824093306304782, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11637560, "heap_mib": 11.098442077636719, "mobile_score": 55195.021649039176, "mobile_throughput": 808825.717521249, "mobile_availability": 21296.364834560904, "mobile_accuracy": 19504.767024761906, "soft_acc_blocks": [ 25.0000065625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06880663, "time_to_acc50_sec": 0, "acc_per_sec": 5.9773014134051605, "mobile_acc_per_sec": 4663.4336360585785 }, "started": "2026-08-18T01:13:39.721671808+10:00", "ended": "2026-08-18T01:13:43.905045358+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinear|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9528, "total_correct": 2661, "total_train": 297, "infer_ms": 721.102937, "train_ms": 1667.103268, "blocked_train": 1667103268, "duration": 4416760995, "avg_accuracy": 24.51923076923077, "soft_acc": 24.999991423076924, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2157.23694598512, "availability": 30.194333114547785, "score": 162.84077151828112, "zero_downtime": 7.548580688892222, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 22310840, "heap_mib": 21.27727508544922, "mobile_score": 254093.63814814456, "mobile_throughput": 3366111.440287639, "mobile_availability": 47114.6622617858, "mobile_accuracy": 39009.51042625641, "soft_acc_blocks": [ 24.999991423076924 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.660254528460607, "mobile_acc_per_sec": 8832.15335183796 }, "started": "2026-08-18T01:13:50.366272286+10:00", "ended": "2026-08-18T01:13:54.784942809+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinear|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4288, "total_correct": 839, "total_train": 228, "infer_ms": 641.169417, "train_ms": 1807.939293, "blocked_train": 1807939293, "duration": 4065399998, "avg_accuracy": 25, "soft_acc": 24.99999646666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1054.7547601981378, "availability": 26.179704248407983, "score": 69.03290943481676, "zero_downtime": 6.544925137085779, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11652784, "heap_mib": 11.112960815429688, "mobile_score": 13385.031812781512, "mobile_throughput": 204510.08273474898, "mobile_availability": 5076.074253324455, "mobile_accuracy": 4847.336593016174, "soft_acc_blocks": [ 24.99999646666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075202451, "time_to_acc50_sec": 0, "acc_per_sec": 6.149455521957392, "mobile_acc_per_sec": 1192.3393996656794 }, "started": "2026-08-18T01:14:00.949768942+10:00", "ended": "2026-08-18T01:14:05.016060239+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinear|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4320, "total_correct": 1093, "total_train": 230, "infer_ms": 652.890794, "train_ms": 1824.4593, "blocked_train": 1824459300, "duration": 4397965730, "avg_accuracy": 27.205882352941178, "soft_acc": 25.00000894117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 982.2723197981809, "availability": 26.354401648005428, "score": 64.71802125539992, "zero_downtime": 6.5886027683949155, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 11650336, "heap_mib": 11.110626220703125, "mobile_score": 24949.17788819935, "mobile_throughput": 378671.7573546681, "mobile_availability": 10159.77686119814, "mobile_accuracy": 9637.650505699654, "soft_acc_blocks": [ 25.00000894117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07840635, "time_to_acc50_sec": 0, "acc_per_sec": 5.68444832815386, "mobile_acc_per_sec": 2191.3882684346554 }, "started": "2026-08-18T01:14:11.100821958+10:00", "ended": "2026-08-18T01:14:15.499643571+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinear|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4184, "total_correct": 1128, "total_train": 226, "infer_ms": 622.50309, "train_ms": 1808.49846, "blocked_train": 1808498460, "duration": 4301381503, "avg_accuracy": 15.625, "soft_acc": 24.999985375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 972.7107435324832, "availability": 25.606856976294402, "score": 62.27012579430832, "zero_downtime": 6.401710499070768, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 14031144, "heap_mib": 13.381141662597656, "mobile_score": 47452.73214018361, "mobile_throughput": 741250.8289319165, "mobile_availability": 19513.61603253988, "mobile_accuracy": 19051.151645767444, "soft_acc_blocks": [ 24.999985375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.812082782604555, "mobile_acc_per_sec": 4429.07740977642 }, "started": "2026-08-18T01:14:21.797332049+10:00", "ended": "2026-08-18T01:14:26.116959506+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinear|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8000, "total_correct": 1609, "total_train": 276, "infer_ms": 733.868921, "train_ms": 1726.222161, "blocked_train": 1726222161, "duration": 3874753053, "avg_accuracy": 19.444444444444443, "soft_acc": 24.999986000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2064.647705434042, "availability": 29.830965461790168, "score": 153.97599975230995, "zero_downtime": 7.457737189112378, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 11638720, "heap_mib": 11.09954833984375, "mobile_score": 229340.252721986, "mobile_throughput": 3075198.9096210315, "mobile_availability": 44431.86710236092, "mobile_accuracy": 37236.34278400001, "soft_acc_blocks": [ 24.999986000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.452020466347898, "mobile_acc_per_sec": 9609.991210967633 }, "started": "2026-08-18T01:14:32.550604849+10:00", "ended": "2026-08-18T01:14:36.426170713+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinear|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8496, "total_correct": 2441, "total_train": 279, "infer_ms": 646.594696, "train_ms": 1738.092865, "blocked_train": 1738092865, "duration": 4311369981, "avg_accuracy": 20.089285714285715, "soft_acc": 24.999990571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1970.603320392697, "availability": 27.1144407583883, "score": 133.5794670941168, "zero_downtime": 6.778607633092661, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13093848, "heap_mib": 12.487266540527344, "mobile_score": 416869.71216571616, "mobile_throughput": 6149783.771678847, "mobile_availability": 84617.71378770171, "mobile_accuracy": 78019.0181947211, "soft_acc_blocks": [ 24.999990571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.798618694661402, "mobile_acc_per_sec": 18096.108322539505 }, "started": "2026-08-18T01:14:42.899914991+10:00", "ended": "2026-08-18T01:14:47.212078252+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinear|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4328, "total_correct": 998, "total_train": 227, "infer_ms": 637.680473, "train_ms": 1816.205887, "blocked_train": 1816205887, "duration": 4621635084, "avg_accuracy": 14.285714285714286, "soft_acc": 25.000004785714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 936.4651084165952, "availability": 25.986552735066347, "score": 60.83876145731865, "zero_downtime": 6.496639427408753, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 11639880, "heap_mib": 11.100654602050781, "mobile_score": 173353.43786377544, "mobile_throughput": 2668355.5367473904, "mobile_availability": 74045.85739327427, "mobile_accuracy": 71234.79624506833, "soft_acc_blocks": [ 25.000004785714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.409342003712876, "mobile_acc_per_sec": 15413.332067622914 }, "started": "2026-08-18T01:14:53.859169214+10:00", "ended": "2026-08-18T01:14:58.481627994+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinear|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7752, "total_correct": 1936, "total_train": 267, "infer_ms": 649.073941, "train_ms": 1770.785473, "blocked_train": 1770785473, "duration": 4519267380, "avg_accuracy": 18.75, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1715.3222742045416, "availability": 26.8227954584803, "score": 115.02434626590919, "zero_downtime": 6.705698864620075, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11672496, "heap_mib": 11.131759643554688, "mobile_score": 358963.5979467916, "mobile_throughput": 5353112.407727088, "mobile_availability": 83707.55824604596, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.531870079349012, "mobile_acc_per_sec": 17263.649405724613 }, "started": "2026-08-18T01:15:04.678301754+10:00", "ended": "2026-08-18T01:15:09.19894387+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinear|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8944, "total_correct": 1866, "total_train": 291, "infer_ms": 642.457982, "train_ms": 1735.584966, "blocked_train": 1735584966, "duration": 4517371241, "avg_accuracy": 15.725806451612904, "soft_acc": 24.999923032258064, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1979.9125471078369, "availability": 27.016248068199317, "score": 133.72410961603634, "zero_downtime": 6.7540412232537355, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 19690544, "heap_mib": 18.778366088867188, "mobile_score": 834642.2140758627, "mobile_throughput": 12357671.303548494, "mobile_availability": 168622.55556166766, "mobile_accuracy": 156037.61484210138, "soft_acc_blocks": [ 24.999923032258064 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.5341750098723095, "mobile_acc_per_sec": 34541.68509018968 }, "started": "2026-08-18T01:15:15.137422014+10:00", "ended": "2026-08-18T01:15:19.655666274+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinear|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4160, "total_correct": 1227, "total_train": 221, "infer_ms": 622.54592, "train_ms": 1823.237803, "blocked_train": 1823237803, "duration": 4425905233, "avg_accuracy": 22.916666666666668, "soft_acc": 25.000005, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 939.9207124867058, "availability": 25.453841815431858, "score": 59.811494799008116, "zero_downtime": 6.363461726550056, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 11855600, "heap_mib": 11.306381225585938, "mobile_score": 313584.48985182366, "mobile_throughput": 4927891.5050823, "mobile_availability": 133451.4381772914, "mobile_accuracy": 131072.02621440002, "soft_acc_blocks": [ 25.000005 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.648563103791156, "mobile_acc_per_sec": 29614.738525604578 }, "started": "2026-08-18T01:15:25.572107228+10:00", "ended": "2026-08-18T01:15:29.99890647+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinear|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8896, "total_correct": 2652, "total_train": 287, "infer_ms": 659.356897, "train_ms": 1730.025341, "blocked_train": 1730025341, "duration": 4186155879, "avg_accuracy": 22.988505747126435, "soft_acc": 24.999922045977012, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2125.100033810757, "availability": 27.59528745605415, "score": 146.60640862089625, "zero_downtime": 6.898800352376811, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 11645640, "heap_mib": 11.106147766113281, "mobile_score": 915047.3900361006, "mobile_throughput": 13263862.458649691, "mobile_availability": 172236.6436876157, "mobile_accuracy": 156037.6086862047, "soft_acc_blocks": [ 24.999922045977012 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.972047570275634, "mobile_acc_per_sec": 37274.67710148419 }, "started": "2026-08-18T01:15:36.626099267+10:00", "ended": "2026-08-18T01:15:40.812773219+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinear|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9672, "total_correct": 1779, "total_train": 281, "infer_ms": 692.061728, "train_ms": 1700.978584, "blocked_train": 1700978584, "duration": 4311346670, "avg_accuracy": 22.348484848484848, "soft_acc": 24.99962196969697, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2243.3825763308428, "availability": 28.91976890358377, "score": 162.19281158554125, "zero_downtime": 7.229832900405921, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 10782712, "heap_mib": 10.283195495605469, "mobile_score": 2024660.5904895298, "mobile_throughput": 28004251.52807964, "mobile_availability": 361006.85235528875, "mobile_accuracy": 312071.4715059163, "soft_acc_blocks": [ 24.99962196969697 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.798564551455328, "mobile_acc_per_sec": 72383.75741793837 }, "started": "2026-08-18T01:15:46.96166267+10:00", "ended": "2026-08-18T01:15:51.273865588+10:00" }, { "cell": { "id": "int|none|TweenSplitLinear|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3840, "total_correct": 960, "total_train": 201, "infer_ms": 661.37887, "train_ms": 1845.851308, "blocked_train": 1845851308, "duration": 4430713203, "avg_accuracy": 29.464285714285715, "soft_acc": 25.000010785714288, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 866.677625940665, "availability": 26.378865243540478, "score": 57.1549554189711, "zero_downtime": 6.594719156034157, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12881736, "heap_mib": 12.284980773925781, "mobile_score": 11147.937971243126, "mobile_throughput": 169043.40742156972, "mobile_availability": 5145.134858930562, "mobile_accuracy": 4876.192579918368, "soft_acc_blocks": [ 25.000010785714288 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08040343, "time_to_acc50_sec": 0, "acc_per_sec": 5.642434894857781, "mobile_acc_per_sec": 1100.543491873213 }, "started": "2026-08-18T01:15:57.349584984+10:00", "ended": "2026-08-18T01:16:01.781192717+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinear|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3720, "total_correct": 950, "total_train": 195, "infer_ms": 658.083933, "train_ms": 1821.631568, "blocked_train": 1821631568, "duration": 4368262708, "avg_accuracy": 25.892857142857142, "soft_acc": 25.000025571428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 851.5971333837645, "availability": 26.538686907212263, "score": 56.50073202699623, "zero_downtime": 6.634678513124433, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11616296, "heap_mib": 11.078163146972656, "mobile_score": 10955.124183790607, "mobile_throughput": 165119.1412231905, "mobile_availability": 5145.678654293085, "mobile_accuracy": 4847.342236240068, "soft_acc_blocks": [ 25.000025571428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073786518, "time_to_acc50_sec": 0, "acc_per_sec": 5.7231048685885435, "mobile_acc_per_sec": 1109.672783040884 }, "started": "2026-08-18T01:16:08.020237828+10:00", "ended": "2026-08-18T01:16:12.388983816+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinear|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3528, "total_correct": 931, "total_train": 196, "infer_ms": 666.87124, "train_ms": 1836.12956, "blocked_train": 1836129560, "duration": 4334237781, "avg_accuracy": 12.5, "soft_acc": 24.999970800000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 813.9839524877235, "availability": 26.64286963072485, "score": 54.21710749342586, "zero_downtime": 6.660709627963281, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 8680008, "heap_mib": 8.277900695800781, "mobile_score": 10512.344250559636, "mobile_throughput": 157826.19026696877, "mobile_availability": 5165.879006269774, "mobile_accuracy": 4847.331616416569, "soft_acc_blocks": [ 24.999970800000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.768020137149001, "mobile_acc_per_sec": 1118.381561266855 }, "started": "2026-08-18T01:16:18.71366579+10:00", "ended": "2026-08-18T01:16:23.048905339+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinear|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3816, "total_correct": 1033, "total_train": 208, "infer_ms": 646.159564, "train_ms": 1829.256864, "blocked_train": 1829256864, "duration": 4644553093, "avg_accuracy": 25, "soft_acc": 25.00000046153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 821.6075742036953, "availability": 26.103065193037494, "score": 53.61619117116848, "zero_downtime": 6.525766418735059, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 11826136, "heap_mib": 11.278282165527344, "mobile_score": 10457.710430338386, "mobile_throughput": 160252.60113992076, "mobile_availability": 5091.340715746742, "mobile_accuracy": 4876.190566212454, "soft_acc_blocks": [ 25.00000046153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077510468, "time_to_acc50_sec": 0, "acc_per_sec": 5.382649301440219, "mobile_acc_per_sec": 1049.8729304142446 }, "started": "2026-08-18T01:16:29.258008073+10:00", "ended": "2026-08-18T01:16:33.903403716+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinear|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3712, "total_correct": 938, "total_train": 194, "infer_ms": 704.309921, "train_ms": 1812.620657, "blocked_train": 1812620657, "duration": 4061050111, "avg_accuracy": 30.147058823529413, "soft_acc": 24.999999588235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 914.0492972360665, "availability": 27.982890237666304, "score": 63.94435183773107, "zero_downtime": 6.99572244419291, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 11688480, "heap_mib": 11.147003173828125, "mobile_score": 6236.096788746344, "mobile_throughput": 89141.56955902211, "mobile_availability": 2728.9980574638375, "mobile_accuracy": 2438.0951979383753, "soft_acc_blocks": [ 24.999999588235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07979114, "time_to_acc50_sec": 0, "acc_per_sec": 6.156043118138045, "mobile_acc_per_sec": 600.3607764736531 }, "started": "2026-08-18T01:16:39.652203897+10:00", "ended": "2026-08-18T01:16:43.713876714+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinear|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3424, "total_correct": 841, "total_train": 185, "infer_ms": 608.60924, "train_ms": 1849.019799, "blocked_train": 1849019799, "duration": 4497905115, "avg_accuracy": 29.545454545454547, "soft_acc": 25.000008727272725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 761.2432704685901, "availability": 24.764080760033696, "score": 47.12874102200015, "zero_downtime": 6.19102235123729, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10838280, "heap_mib": 10.336189270019531, "mobile_score": 147077.5796008477, "mobile_throughput": 2375658.998734739, "mobile_availability": 77282.7998423604, "mobile_accuracy": 78019.07485478788, "soft_acc_blocks": [ 25.000008727272725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073494591, "time_to_acc50_sec": 0, "acc_per_sec": 5.558144978181187, "mobile_acc_per_sec": 17345.647109051537 }, "started": "2026-08-18T01:16:50.004466896+10:00", "ended": "2026-08-18T01:16:54.504089508+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinear|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1880, "total_correct": 474, "total_train": 115, "infer_ms": 623.27895, "train_ms": 1903.099748, "blocked_train": 1903099748, "duration": 4363572629, "avg_accuracy": 18.75, "soft_acc": 24.99999257142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 430.83962611408157, "availability": 24.670844101615366, "score": 26.572935225686653, "zero_downtime": 6.167709192712565, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 11682256, "heap_mib": 11.141067504882812, "mobile_score": 55285.2026333524, "mobile_throughput": 896365.2614924588, "mobile_availability": 51327.88695376078, "mobile_accuracy": 52012.682957496596, "soft_acc_blocks": [ 24.99999257142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.729248644855906, "mobile_acc_per_sec": 11919.747275850052 }, "started": "2026-08-18T01:17:00.71131528+10:00", "ended": "2026-08-18T01:17:05.075333325+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinear|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1792, "total_correct": 401, "total_train": 114, "infer_ms": 622.969575, "train_ms": 1877.798603, "blocked_train": 1877798603, "duration": 4248572552, "avg_accuracy": 35.416666666666664, "soft_acc": 24.999999, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 421.78872505223495, "availability": 24.911128527643957, "score": 26.26808180249494, "zero_downtime": 6.227781882799703, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 10643280, "heap_mib": 10.150222778320312, "mobile_score": 54650.952666930425, "mobile_throughput": 877534.7900007387, "mobile_availability": 51827.80060913252, "mobile_accuracy": 52012.69633219048, "soft_acc_blocks": [ 24.999999 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069040172, "time_to_acc50_sec": 0, "acc_per_sec": 5.884329076181444, "mobile_acc_per_sec": 12242.393344019909 }, "started": "2026-08-18T01:17:11.233833835+10:00", "ended": "2026-08-18T01:17:15.483538938+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinear|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2000, "total_correct": 508, "total_train": 119, "infer_ms": 641.865316, "train_ms": 1895.608359, "blocked_train": 1895608359, "duration": 4560054165, "avg_accuracy": 22.916666666666668, "soft_acc": 24.9999725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 438.59128151386767, "availability": 25.29544729168471, "score": 27.735876100818952, "zero_downtime": 6.323854866673172, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 11894048, "heap_mib": 11.343048095703125, "mobile_score": 54259.65301920212, "mobile_throughput": 858015.4694117263, "mobile_availability": 49485.445782323855, "mobile_accuracy": 48907.40888835821, "soft_acc_blocks": [ 24.9999725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.482384988293225, "mobile_acc_per_sec": 10725.181569933873 }, "started": "2026-08-18T01:17:21.368691411+10:00", "ended": "2026-08-18T01:17:25.929738439+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinear|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2160, "total_correct": 688, "total_train": 129, "infer_ms": 636.047157, "train_ms": 1881.315519, "blocked_train": 1881315519, "duration": 4197220318, "avg_accuracy": 29.41176470588235, "soft_acc": 25.000006529411763, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 514.6263089256302, "availability": 25.26640928873453, "score": 32.506905870200995, "zero_downtime": 6.316603971931532, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 8532008, "heap_mib": 8.136756896972656, "mobile_score": 81157.05078512352, "mobile_throughput": 1284820.9440666705, "mobile_availability": 63080.358062724044, "mobile_accuracy": 62415.25439662969, "soft_acc_blocks": [ 25.000006529411763 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070492774, "time_to_acc50_sec": 0, "acc_per_sec": 5.956324575623996, "mobile_acc_per_sec": 14870.616662403589 }, "started": "2026-08-18T01:17:32.229150079+10:00", "ended": "2026-08-18T01:17:36.428620341+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinear|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2080, "total_correct": 572, "total_train": 120, "infer_ms": 645.704902, "train_ms": 1862.714788, "blocked_train": 1862714788, "duration": 4506700738, "avg_accuracy": 29.6875, "soft_acc": 25.000012, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 461.5349722384872, "availability": 25.741501893568696, "score": 29.701522661287022, "zero_downtime": 6.435378562372401, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 11679240, "heap_mib": 11.138191223144531, "mobile_score": 68903.32704885332, "mobile_throughput": 1070695.7855087256, "mobile_availability": 59716.639578651964, "mobile_accuracy": 57996.48801529204, "soft_acc_blocks": [ 25.000012 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06745851, "time_to_acc50_sec": 0, "acc_per_sec": 5.547298002106658, "mobile_acc_per_sec": 12868.945906763254 }, "started": "2026-08-18T01:17:43.037987244+10:00", "ended": "2026-08-18T01:17:47.545754229+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinear|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2504, "total_correct": 715, "total_train": 148, "infer_ms": 630.673198, "train_ms": 1872.441421, "blocked_train": 1872441421, "duration": 4219426685, "avg_accuracy": 29.166666666666668, "soft_acc": 25.00004411111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.445552425803, "availability": 25.195538119303357, "score": 37.38051605041589, "zero_downtime": 6.298895643857653, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 11865408, "heap_mib": 11.31573486328125, "mobile_score": 155540.92062730514, "mobile_throughput": 2469336.36341444, "mobile_availability": 104839.03404359777, "mobile_accuracy": 104025.58037243033, "soft_acc_blocks": [ 25.00004411111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077451249, "time_to_acc50_sec": 0, "acc_per_sec": 5.924986017646876, "mobile_acc_per_sec": 24653.960866825753 }, "started": "2026-08-18T01:17:54.059437684+10:00", "ended": "2026-08-18T01:17:58.279742962+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinear|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinear", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2600, "total_correct": 542, "total_train": 147, "infer_ms": 643.84583, "train_ms": 1854.642766, "blocked_train": 1854642766, "duration": 3696172223, "avg_accuracy": 30, "soft_acc": 25.0000045, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 703.4304256227836, "availability": 25.769412397189903, "score": 45.317479983655744, "zero_downtime": 6.442354258921033, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 16116792, "heap_mib": 15.370170593261719, "mobile_score": 167319.7953920486, "mobile_throughput": 2597184.021048718, "mobile_availability": 95145.02596406972, "mobile_accuracy": 92304.24196687323, "soft_acc_blocks": [ 25.0000045 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080176192, "time_to_acc50_sec": 0, "acc_per_sec": 6.763755310002502, "mobile_acc_per_sec": 24972.927774440785 }, "started": "2026-08-18T01:18:04.524086913+10:00", "ended": "2026-08-18T01:18:08.254778859+10:00" }, { "cell": { "id": "float64|none|TweenSplitFastProxy|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21832, "total_correct": 5136, "total_train": 486, "infer_ms": 1021.726789, "train_ms": 1525.873224, "blocked_train": 1525873224, "duration": 4686464394, "avg_accuracy": 22.007042253521128, "soft_acc": 24.999796253521126, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4658.5225373633775, "availability": 40.10546332965496, "score": 467.0767053411086, "zero_downtime": 10.02628411894437, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11666920, "heap_mib": 11.126441955566406, "mobile_score": 147165.09115978313, "mobile_throughput": 1467792.9471569534, "mobile_availability": 12636.305984482055, "mobile_accuracy": 7876.858881109425, "soft_acc_blocks": [ 24.999796253521126 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.3344684076823325, "mobile_acc_per_sec": 1680.7678921436027 }, "started": "2026-08-18T01:18:14.34810265+10:00", "ended": "2026-08-18T01:18:19.041444842+10:00" }, { "cell": { "id": "float32|none|TweenSplitFastProxy|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 35208, "total_correct": 9106, "total_train": 516, "infer_ms": 995.463629, "train_ms": 1407.039859, "blocked_train": 1407039859, "duration": 4710072005, "avg_accuracy": 17.1218487394958, "soft_acc": 24.99990929411765, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7475.044959530295, "availability": 41.43443012558074, "score": 774.3077607721422, "zero_downtime": 10.358569947929743, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12958128, "heap_mib": 12.357833862304688, "mobile_score": 487933.0135573376, "mobile_throughput": 4710428.331420937, "mobile_availability": 26110.065506827494, "mobile_accuracy": 15753.788995185521, "soft_acc_blocks": [ 24.99990929411765 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.307755224883797, "mobile_acc_per_sec": 3344.7023694036975 }, "started": "2026-08-18T01:18:25.623404161+10:00", "ended": "2026-08-18T01:18:30.334190957+10:00" }, { "cell": { "id": "float16|none|TweenSplitFastProxy|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14248, "total_correct": 3050, "total_train": 371, "infer_ms": 935.908247, "train_ms": 1530.405286, "blocked_train": 1530405286, "duration": 4163460454, "avg_accuracy": 17.5531914893617, "soft_acc": 25.00005029787234, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3422.1533163144104, "availability": 37.947658903755446, "score": 324.65742009142156, "zero_downtime": 9.486933812803892, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11894648, "heap_mib": 11.343620300292969, "mobile_score": 409168.2439059885, "mobile_throughput": 4312966.148807331, "mobile_availability": 47825.72642147148, "mobile_accuracy": 31507.755698487723, "soft_acc_blocks": [ 25.00005029787234 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.004632582460056, "mobile_acc_per_sec": 7567.684633155813 }, "started": "2026-08-18T01:18:36.202485262+10:00", "ended": "2026-08-18T01:18:40.366222382+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitFastProxy|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18752, "total_correct": 4070, "total_train": 470, "infer_ms": 887.587083, "train_ms": 1629.065672, "blocked_train": 1629065672, "duration": 4448611600, "avg_accuracy": 21.721311475409838, "soft_acc": 24.999660229508198, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4215.247741565032, "availability": 35.26855587194428, "score": 371.65919999686633, "zero_downtime": 8.817019135840333, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11644696, "heap_mib": 11.105247497558594, "mobile_score": 468404.94867297367, "mobile_throughput": 5312509.153677037, "mobile_availability": 44449.23226199501, "mobile_accuracy": 31507.26409232787, "soft_acc_blocks": [ 24.999660229508198 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.6196545073766835, "mobile_acc_per_sec": 7082.49380375843 }, "started": "2026-08-18T01:18:46.429532807+10:00", "ended": "2026-08-18T01:18:50.890621622+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitFastProxy|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15384, "total_correct": 4430, "total_train": 388, "infer_ms": 956.953858, "train_ms": 1517.908331, "blocked_train": 1517908331, "duration": 4523933066, "avg_accuracy": 30.208333333333332, "soft_acc": 24.999576354166667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3400.5808166393417, "availability": 38.66695536637818, "score": 328.71969611830724, "zero_downtime": 9.666575030649259, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12063200, "heap_mib": 11.504364013671875, "mobile_score": 828575.9232618994, "mobile_throughput": 8571556.323049072, "mobile_availability": 97464.52257272926, "mobile_accuracy": 63014.31676717949, "soft_acc_blocks": [ 24.999576354166667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071674179, "time_to_acc50_sec": 0, "acc_per_sec": 5.526071228164954, "mobile_acc_per_sec": 13929.100154193018 }, "started": "2026-08-18T01:18:56.98094059+10:00", "ended": "2026-08-18T01:19:01.505546571+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitFastProxy|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15008, "total_correct": 4769, "total_train": 376, "infer_ms": 945.086901, "train_ms": 1530.027122, "blocked_train": 1530027122, "duration": 4527701446, "avg_accuracy": 34.583333333333336, "soft_acc": 25.000086633333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3314.706187895588, "availability": 38.18357022011022, "score": 316.4193877062144, "zero_downtime": 9.545925634727222, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11644952, "heap_mib": 11.105491638183594, "mobile_score": 797571.5766428642, "mobile_throughput": 8355099.4126894325, "mobile_availability": 96246.09453635167, "mobile_accuracy": 63015.60298469744, "soft_acc_blocks": [ 25.000086633333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070705066, "time_to_acc50_sec": 0, "acc_per_sec": 5.52158461230249, "mobile_acc_per_sec": 13917.791121225231 }, "started": "2026-08-18T01:19:08.159993989+10:00", "ended": "2026-08-18T01:19:12.68839085+10:00" }, { "cell": { "id": "int64|none|TweenSplitFastProxy|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13144, "total_correct": 3386, "total_train": 337, "infer_ms": 1045.965804, "train_ms": 1450.017757, "blocked_train": 1450017757, "duration": 4611746332, "avg_accuracy": 38.392857142857146, "soft_acc": 25.000059571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2850.1133960461725, "availability": 41.90595724840993, "score": 298.59253682124216, "zero_downtime": 10.476514276079872, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11863216, "heap_mib": 11.313644409179688, "mobile_score": 94079.61775536984, "mobile_throughput": 898004.9592465479, "mobile_availability": 13203.600068422083, "mobile_accuracy": 7876.941846505495, "soft_acc_blocks": [ 25.000059571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070204859, "time_to_acc50_sec": 0, "acc_per_sec": 5.420952882416381, "mobile_acc_per_sec": 1708.0171543367303 }, "started": "2026-08-18T01:19:19.372983419+10:00", "ended": "2026-08-18T01:19:23.985443968+10:00" }, { "cell": { "id": "int32|none|TweenSplitFastProxy|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12712, "total_correct": 2247, "total_train": 355, "infer_ms": 974.271529, "train_ms": 1520.252462, "blocked_train": 1520252462, "duration": 4610554826, "avg_accuracy": 19.444444444444443, "soft_acc": 24.999877972222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2757.151900312312, "availability": 39.056410462079214, "score": 269.20982676275776, "zero_downtime": 9.764054955850037, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 11656384, "heap_mib": 11.11639404296875, "mobile_score": 169643.60775696242, "mobile_throughput": 1737429.8744121892, "mobile_availability": 24611.54726964253, "mobile_accuracy": 15753.76925757265, "soft_acc_blocks": [ 24.999877972222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.422314431929547, "mobile_acc_per_sec": 3416.8922943359116 }, "started": "2026-08-18T01:19:30.242053549+10:00", "ended": "2026-08-18T01:19:34.853369884+10:00" }, { "cell": { "id": "int16|none|TweenSplitFastProxy|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12144, "total_correct": 3021, "total_train": 335, "infer_ms": 1013.231505, "train_ms": 1478.710258, "blocked_train": 1478710258, "duration": 4715187691, "avg_accuracy": 21.474358974358974, "soft_acc": 25.000033666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2575.5072323376576, "availability": 40.660320399309434, "score": 261.80272570449876, "zero_downtime": 10.165093788801892, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14797008, "heap_mib": 14.111526489257812, "mobile_score": 329951.9890725006, "mobile_throughput": 3245931.5765092447, "mobile_availability": 51244.51457094506, "mobile_accuracy": 31507.734738051284, "soft_acc_blocks": [ 25.000033666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.302023016895992, "mobile_acc_per_sec": 6682.180392986456 }, "started": "2026-08-18T01:19:41.700477706+10:00", "ended": "2026-08-18T01:19:46.420376637+10:00" }, { "cell": { "id": "int8|none|TweenSplitFastProxy|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29904, "total_correct": 8470, "total_train": 500, "infer_ms": 964.652735, "train_ms": 1419.401501, "blocked_train": 1419401501, "duration": 4639084565, "avg_accuracy": 28.398058252427184, "soft_acc": 25.000296417475727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6446.099350206607, "availability": 40.462700908118094, "score": 652.0742064345028, "zero_downtime": 10.115795165546167, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11857800, "heap_mib": 11.308479309082031, "mobile_score": 1643628.276649676, "mobile_throughput": 16248137.192890007, "mobile_availability": 101990.90641209336, "mobile_accuracy": 63016.1317698342, "soft_acc_blocks": [ 25.000296417475727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068735799, "time_to_acc50_sec": 0, "acc_per_sec": 5.389058135756516, "mobile_acc_per_sec": 13583.742845574578 }, "started": "2026-08-18T01:19:52.273761933+10:00", "ended": "2026-08-18T01:19:56.913621913+10:00" }, { "cell": { "id": "uint64|none|TweenSplitFastProxy|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12992, "total_correct": 3364, "total_train": 358, "infer_ms": 992.611434, "train_ms": 1501.494687, "blocked_train": 1501494687, "duration": 4722399973, "avg_accuracy": 31.08108108108108, "soft_acc": 25.00026845945946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2751.143502092342, "availability": 39.79828386780981, "score": 273.72991452721, "zero_downtime": 9.949677809210197, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11860936, "heap_mib": 11.311470031738281, "mobile_score": 85833.31903567097, "mobile_throughput": 862674.3567135106, "mobile_availability": 12479.523117515711, "mobile_accuracy": 7839.318630426484, "soft_acc_blocks": [ 25.00026845945946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068624706, "time_to_acc50_sec": 0, "acc_per_sec": 5.2939752249696745, "mobile_acc_per_sec": 1660.028518390491 }, "started": "2026-08-18T01:20:03.586491812+10:00", "ended": "2026-08-18T01:20:08.309581992+10:00" }, { "cell": { "id": "uint32|none|TweenSplitFastProxy|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13664, "total_correct": 2731, "total_train": 341, "infer_ms": 1025.745077, "train_ms": 1440.379335, "blocked_train": 1440379335, "duration": 4315820377, "avg_accuracy": 26.602564102564102, "soft_acc": 25.000729564102564, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3166.0261100806238, "availability": 41.593403479921434, "score": 329.22411088472757, "zero_downtime": 10.398654320521182, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 14813480, "heap_mib": 14.127235412597656, "mobile_score": 205486.0126756334, "mobile_throughput": 1976082.7347642262, "mobile_availability": 25960.62181390601, "mobile_accuracy": 15604.264882981197, "soft_acc_blocks": [ 25.000729564102564 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068870487, "time_to_acc50_sec": 0, "acc_per_sec": 5.792810492609286, "mobile_acc_per_sec": 3615.5964613680208 }, "started": "2026-08-18T01:20:14.642188412+10:00", "ended": "2026-08-18T01:20:18.958809881+10:00" }, { "cell": { "id": "uint16|none|TweenSplitFastProxy|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13336, "total_correct": 3398, "total_train": 343, "infer_ms": 1001.864888, "train_ms": 1472.383332, "blocked_train": 1472383332, "duration": 4587776550, "avg_accuracy": 24.71590909090909, "soft_acc": 25.000029522727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2906.854737726928, "availability": 40.4916887441471, "score": 294.25899065392707, "zero_downtime": 10.122934140287612, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 11657456, "heap_mib": 11.117416381835938, "mobile_score": 363859.570028222, "mobile_throughput": 3594408.1526730554, "mobile_availability": 50069.11912332876, "mobile_accuracy": 30913.244052857634, "soft_acc_blocks": [ 25.000029522727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.44926921576581, "mobile_acc_per_sec": 6738.17560989487 }, "started": "2026-08-18T01:20:25.096134198+10:00", "ended": "2026-08-18T01:20:29.684449497+10:00" }, { "cell": { "id": "uint8|none|TweenSplitFastProxy|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24112, "total_correct": 6482, "total_train": 473, "infer_ms": 983.452394, "train_ms": 1529.291256, "blocked_train": 1529291256, "duration": 4449331466, "avg_accuracy": 24.84375, "soft_acc": 25.000111275000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5419.241111671315, "availability": 39.13858837132073, "score": 530.2559780454586, "zero_downtime": 9.784690644294393, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 11657040, "heap_mib": 11.117019653320312, "mobile_score": 1287068.732488414, "mobile_throughput": 13153903.16646264, "mobile_availability": 94999.50101862501, "mobile_accuracy": 60681.75157475556, "soft_acc_blocks": [ 25.000111275000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.618846666300496, "mobile_acc_per_sec": 13638.397597135901 }, "started": "2026-08-18T01:20:35.91990539+10:00", "ended": "2026-08-18T01:20:40.370008626+10:00" }, { "cell": { "id": "int4|none|TweenSplitFastProxy|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25880, "total_correct": 6371, "total_train": 470, "infer_ms": 889.983705, "train_ms": 1545.286469, "blocked_train": 1545286469, "duration": 4094158485, "avg_accuracy": 21.391752577319586, "soft_acc": 24.9996062371134, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6321.201315195301, "availability": 36.54558391515865, "score": 577.5208863777782, "zero_downtime": 9.136252075843514, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11661376, "heap_mib": 11.12115478515625, "mobile_score": 2911416.0622810824, "mobile_throughput": 31866634.568664555, "mobile_availability": 184234.72211260287, "mobile_accuracy": 126028.78418118952, "soft_acc_blocks": [ 24.9996062371134 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.10616475368647, "mobile_acc_per_sec": 30782.585638276654 }, "started": "2026-08-18T01:20:47.072618218+10:00", "ended": "2026-08-18T01:20:51.167500295+10:00" }, { "cell": { "id": "uint4|none|TweenSplitFastProxy|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11080, "total_correct": 2149, "total_train": 327, "infer_ms": 961.824573, "train_ms": 1533.858425, "blocked_train": 1533858425, "duration": 4755156794, "avg_accuracy": 14.23611111111111, "soft_acc": 25.000093777777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2330.1019251311777, "availability": 38.53953301644442, "score": 224.50344232238237, "zero_downtime": 9.634919395628735, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 8745248, "heap_mib": 8.340118408203125, "mobile_score": 1050932.6854314036, "mobile_throughput": 10907539.983242633, "mobile_availability": 180409.0596975501, "mobile_accuracy": 117029.01041574603, "soft_acc_blocks": [ 25.000093777777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.257469913362814, "mobile_acc_per_sec": 24610.967731581815 }, "started": "2026-08-18T01:20:58.057906596+10:00", "ended": "2026-08-18T01:21:02.813989533+10:00" }, { "cell": { "id": "fp4|none|TweenSplitFastProxy|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18720, "total_correct": 4686, "total_train": 432, "infer_ms": 794.78832, "train_ms": 1596.390853, "blocked_train": 1596390853, "duration": 4863393349, "avg_accuracy": 22.954545454545453, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3849.164288520723, "availability": 33.23834236155753, "score": 319.849601069332, "zero_downtime": 8.309585590389382, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 19728616, "heap_mib": 18.814674377441406, "mobile_score": 1612435.6504369031, "mobile_throughput": 19404525.44711493, "mobile_availability": 167562.15423131033, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.140443761379171, "mobile_acc_per_sec": 25914.163257365024 }, "started": "2026-08-18T01:21:09.261732873+10:00", "ended": "2026-08-18T01:21:14.126000907+10:00" }, { "cell": { "id": "int2|none|TweenSplitFastProxy|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25328, "total_correct": 7346, "total_train": 466, "infer_ms": 884.470454, "train_ms": 1550.946396, "blocked_train": 1550946396, "duration": 4201739889, "avg_accuracy": 24.71264367816092, "soft_acc": 25.000573540229887, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6027.979044183047, "availability": 36.31700478708604, "score": 547.3079153463775, "zero_downtime": 9.079459489404254, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10862008, "heap_mib": 10.358818054199219, "mobile_score": 5518211.006175415, "mobile_throughput": 60776866.867627725, "mobile_availability": 366164.8039579186, "mobile_accuracy": 252067.32115884704, "soft_acc_blocks": [ 25.000573540229887 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.9500526450198565, "mobile_acc_per_sec": 59991.17694523405 }, "started": "2026-08-18T01:21:20.657266478+10:00", "ended": "2026-08-18T01:21:24.859677355+10:00" }, { "cell": { "id": "uint2|none|TweenSplitFastProxy|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10592, "total_correct": 2641, "total_train": 333, "infer_ms": 945.822054, "train_ms": 1584.265155, "blocked_train": 1584265155, "duration": 4814595899, "avg_accuracy": 19.318181818181817, "soft_acc": 25.000054333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2199.976949716585, "availability": 37.38298231916795, "score": 205.60469538114717, "zero_downtime": 9.345765891212382, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 15046144, "heap_mib": 14.34912109375, "mobile_score": 1796601.2421998482, "mobile_throughput": 19223691.91688348, "mobile_availability": 326657.4839025321, "mobile_accuracy": 218453.80810524445, "soft_acc_blocks": [ 25.000054333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.192555067503357, "mobile_acc_per_sec": 45373.238520520004 }, "started": "2026-08-18T01:21:31.382918726+10:00", "ended": "2026-08-18T01:21:36.198202176+10:00" }, { "cell": { "id": "ternary|none|TweenSplitFastProxy|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26232, "total_correct": 6925, "total_train": 463, "infer_ms": 894.762952, "train_ms": 1530.844328, "blocked_train": 1530844328, "duration": 3800116533, "avg_accuracy": 17.602040816326532, "soft_acc": 25.00037636734694, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6902.946204992078, "availability": 36.88820360070819, "score": 636.60279635215, "zero_downtime": 9.222189735330273, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 11906680, "heap_mib": 11.355094909667969, "mobile_score": 6418523.209497616, "mobile_throughput": 69598689.61390166, "mobile_availability": 371923.89402707876, "mobile_accuracy": 252065.33317083833, "soft_acc_blocks": [ 25.00037636734694 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.5788446618005185, "mobile_acc_per_sec": 66330.94827011673 }, "started": "2026-08-18T01:21:42.565800269+10:00", "ended": "2026-08-18T01:21:46.36666805+10:00" }, { "cell": { "id": "binary|none|TweenSplitFastProxy|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26200, "total_correct": 5903, "total_train": 457, "infer_ms": 915.996925, "train_ms": 1528.309602, "blocked_train": 1528309602, "duration": 4740210324, "avg_accuracy": 27.083333333333332, "soft_acc": 24.998770760416665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5527.180907426758, "availability": 37.47471582969757, "score": 517.7983734306812, "zero_downtime": 9.368218303383673, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 11681232, "heap_mib": 11.140090942382812, "mobile_score": 10441364.369585576, "mobile_throughput": 111455177.83049846, "mobile_availability": 755674.7620354032, "mobile_accuracy": 504098.2894014359, "soft_acc_blocks": [ 24.998770760416665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072447771, "time_to_acc50_sec": 0, "acc_per_sec": 5.2737682616837125, "mobile_acc_per_sec": 106345.13132237039 }, "started": "2026-08-18T01:21:52.761263903+10:00", "ended": "2026-08-18T01:21:57.502151934+10:00" }, { "cell": { "id": "int|none|TweenSplitFastProxy|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9856, "total_correct": 1887, "total_train": 305, "infer_ms": 988.1535, "train_ms": 1527.688663, "blocked_train": 1527688663, "duration": 4118229335, "avg_accuracy": 21.875, "soft_acc": 24.99977878125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2393.2615690524676, "availability": 39.277245390532876, "score": 234.99972535629334, "zero_downtime": 9.819224459001932, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 15055760, "heap_mib": 14.358291625976562, "mobile_score": 74042.99038918289, "mobile_throughput": 754061.4912953005, "mobile_availability": 12375.353624586358, "mobile_accuracy": 7876.853376, "soft_acc_blocks": [ 24.99977878125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.070516415582282, "mobile_acc_per_sec": 1912.6796337096175 }, "started": "2026-08-18T01:22:04.055423617+10:00", "ended": "2026-08-18T01:22:08.187539955+10:00" }, { "cell": { "id": "uint|none|TweenSplitFastProxy|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10616, "total_correct": 2400, "total_train": 321, "infer_ms": 965.737965, "train_ms": 1584.423841, "blocked_train": 1584423841, "duration": 4723792599, "avg_accuracy": 28.125, "soft_acc": 25.0002234375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2247.346761635417, "availability": 37.869674101769526, "score": 212.76762523565594, "zero_downtime": 9.467503140495452, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11886800, "heap_mib": 11.336135864257812, "mobile_score": 66717.41190164568, "mobile_throughput": 704699.1261748262, "mobile_availability": 11874.770152792189, "mobile_accuracy": 7839.30451291866, "soft_acc_blocks": [ 25.0002234375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067998873, "time_to_acc50_sec": 0, "acc_per_sec": 5.292404971969431, "mobile_acc_per_sec": 1659.5361351339168 }, "started": "2026-08-18T01:22:14.845097213+10:00", "ended": "2026-08-18T01:22:19.56949127+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitFastProxy|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10408, "total_correct": 2713, "total_train": 329, "infer_ms": 951.03002, "train_ms": 1590.978207, "blocked_train": 1590978207, "duration": 4593559895, "avg_accuracy": 29.032258064516128, "soft_acc": 24.999730838709677, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2265.7808405478513, "availability": 37.412546894955426, "score": 211.91929823328456, "zero_downtime": 9.353036023644892, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11695240, "heap_mib": 11.153450012207031, "mobile_score": 66451.4025311796, "mobile_throughput": 710479.4888332248, "mobile_availability": 11731.429058888989, "mobile_accuracy": 7839.15004902238, "soft_acc_blocks": [ 24.999730838709677 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068944289, "time_to_acc50_sec": 0, "acc_per_sec": 5.442343500499774, "mobile_acc_per_sec": 1706.5522662619771 }, "started": "2026-08-18T01:22:26.10674148+10:00", "ended": "2026-08-18T01:22:30.70084054+10:00" }, { "cell": { "id": "complex64|none|TweenSplitFastProxy|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10656, "total_correct": 3072, "total_train": 330, "infer_ms": 973.162082, "train_ms": 1554.920269, "blocked_train": 1554920269, "duration": 4410269482, "avg_accuracy": 28.333333333333332, "soft_acc": 25.000197083333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2416.178885097888, "availability": 38.494081556127284, "score": 232.52330068711353, "zero_downtime": 9.623596254450888, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 15041568, "heap_mib": 14.344757080078125, "mobile_score": 73262.72612418592, "mobile_throughput": 761282.208720073, "mobile_availability": 12128.59677337672, "mobile_accuracy": 7876.9851733333335, "soft_acc_blocks": [ 25.000197083333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064591224, "time_to_acc50_sec": 0, "acc_per_sec": 5.6686325371655215, "mobile_acc_per_sec": 1786.0552978638443 }, "started": "2026-08-18T01:22:37.055921744+10:00", "ended": "2026-08-18T01:22:41.471836163+10:00" }, { "cell": { "id": "complex128|none|TweenSplitFastProxy|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11112, "total_correct": 3157, "total_train": 323, "infer_ms": 1002.167134, "train_ms": 1517.992995, "blocked_train": 1517992995, "duration": 4445624310, "avg_accuracy": 41.666666666666664, "soft_acc": 25.00100722222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2499.5364486838516, "availability": 39.76601020180651, "score": 248.5014912409924, "zero_downtime": 9.94190308254327, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 10862184, "heap_mib": 10.358985900878906, "mobile_score": 39148.54262011942, "mobile_throughput": 393773.1266849637, "mobile_availability": 6264.676068715364, "mobile_accuracy": 3938.6202147008544, "soft_acc_blocks": [ 25.00100722222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083940197, "time_to_acc50_sec": 0, "acc_per_sec": 5.623733693822234, "mobile_acc_per_sec": 885.9543542267643 }, "started": "2026-08-18T01:22:47.621198667+10:00", "ended": "2026-08-18T01:22:52.067309694+10:00" }, { "cell": { "id": "nf4|none|TweenSplitFastProxy|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8968, "total_correct": 2120, "total_train": 297, "infer_ms": 887.821759, "train_ms": 1658.225634, "blocked_train": 1658225634, "duration": 4464425002, "avg_accuracy": 17.916666666666668, "soft_acc": 25.000088100000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2008.769325497116, "availability": 34.870590447017655, "score": 175.11804824368187, "zero_downtime": 8.717678332744597, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 14842768, "heap_mib": 14.155166625976562, "mobile_score": 882810.4930536873, "mobile_throughput": 10126669.731982999, "mobile_availability": 175790.69350274993, "mobile_accuracy": 126031.21336320002, "soft_acc_blocks": [ 25.000088100000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.599845016726749, "mobile_acc_per_sec": 28230.111001246478 }, "started": "2026-08-18T01:22:57.965295882+10:00", "ended": "2026-08-18T01:23:02.430605674+10:00" }, { "cell": { "id": "fp6|none|TweenSplitFastProxy|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4088, "total_correct": 1215, "total_train": 213, "infer_ms": 759.405973, "train_ms": 1806.683402, "blocked_train": 1806683402, "duration": 4579482638, "avg_accuracy": 31.25, "soft_acc": 25.000203571428575, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 892.6772570504503, "availability": 29.59390192712988, "score": 66.04504578531952, "zero_downtime": 7.398535726511394, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11905816, "heap_mib": 11.354270935058594, "mobile_score": 221965.5446454718, "mobile_throughput": 3000128.036823503, "mobile_availability": 99459.7926510966, "mobile_accuracy": 84021.1969875458, "soft_acc_blocks": [ 25.000203571428575 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071595221, "time_to_acc50_sec": 0, "acc_per_sec": 5.4591764065180355, "mobile_acc_per_sec": 18347.31205013159 }, "started": "2026-08-18T01:23:08.461466284+10:00", "ended": "2026-08-18T01:23:13.041717202+10:00" }, { "cell": { "id": "int6|none|TweenSplitFastProxy|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3792, "total_correct": 1057, "total_train": 216, "infer_ms": 747.501726, "train_ms": 1831.254971, "blocked_train": 1831254971, "duration": 4938004681, "avg_accuracy": 38.888888888888886, "soft_acc": 25.00069738888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 767.9215077682103, "availability": 28.986903916511668, "score": 55.65071976719061, "zero_downtime": 7.246928130575064, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11683920, "heap_mib": 11.142654418945312, "mobile_score": 187032.0805468002, "mobile_throughput": 2580846.355543458, "mobile_availability": 97419.78128576967, "mobile_accuracy": 84022.85661939601, "soft_acc_blocks": [ 25.00069738888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.058694674, "time_to_acc50_sec": 0, "acc_per_sec": 5.062914882418859, "mobile_acc_per_sec": 17015.548191497557 }, "started": "2026-08-18T01:23:19.625622695+10:00", "ended": "2026-08-18T01:23:24.564077947+10:00" }, { "cell": { "id": "uint6|none|TweenSplitFastProxy|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3736, "total_correct": 1096, "total_train": 215, "infer_ms": 730.144321, "train_ms": 1829.633358, "blocked_train": 1829633358, "duration": 4639336427, "avg_accuracy": 25.78125, "soft_acc": 25.000079375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 805.2875791152449, "availability": 28.523739658720576, "score": 57.4247154656042, "zero_downtime": 7.130957555398497, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10850704, "heap_mib": 10.348037719726562, "mobile_score": 183579.81232945545, "mobile_throughput": 2574406.184629107, "mobile_availability": 91186.91718409325, "mobile_accuracy": 79922.20497170731, "soft_acc_blocks": [ 25.000079375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0820227, "time_to_acc50_sec": 0, "acc_per_sec": 5.388718789502867, "mobile_acc_per_sec": 17227.07680921268 }, "started": "2026-08-18T01:23:31.102819523+10:00", "ended": "2026-08-18T01:23:35.742957876+10:00" }, { "cell": { "id": "int5|none|TweenSplitFastProxy|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4544, "total_correct": 1057, "total_train": 244, "infer_ms": 753.194568, "train_ms": 1812.739173, "blocked_train": 1812739173, "duration": 4701965938, "avg_accuracy": 21.666666666666668, "soft_acc": 24.999944733333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 966.4042785330786, "availability": 29.353624996819434, "score": 70.9185151909104, "zero_downtime": 7.338390026434777, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 11693304, "heap_mib": 11.151603698730469, "mobile_score": 286013.2807108618, "mobile_throughput": 3897493.5875657746, "mobile_availability": 118382.71801794205, "mobile_accuracy": 100824.39249499897, "soft_acc_blocks": [ 24.999944733333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.3169131939665135, "mobile_acc_per_sec": 21443.029112602428 }, "started": "2026-08-18T01:23:42.314911366+10:00", "ended": "2026-08-18T01:23:47.01763647+10:00" }, { "cell": { "id": "uint5|none|TweenSplitFastProxy|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4184, "total_correct": 926, "total_train": 237, "infer_ms": 737.287843, "train_ms": 1823.011032, "blocked_train": 1823011032, "duration": 4451030923, "avg_accuracy": 25.892857142857142, "soft_acc": 24.999985428571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 940.0069494866549, "availability": 28.796944380175148, "score": 67.67328015948556, "zero_downtime": 7.199231898917605, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 11855272, "heap_mib": 11.306068420410156, "mobile_score": 257103.54136417655, "mobile_throughput": 3571263.503858401, "mobile_availability": 109405.01721154542, "mobile_accuracy": 94979.65478532505, "soft_acc_blocks": [ 24.999985428571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079720518, "time_to_acc50_sec": 0, "acc_per_sec": 5.616673049694611, "mobile_acc_per_sec": 21338.79912955281 }, "started": "2026-08-18T01:23:53.523006659+10:00", "ended": "2026-08-18T01:23:57.97490909+10:00" }, { "cell": { "id": "int3|none|TweenSplitFastProxy|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5584, "total_correct": 1651, "total_train": 271, "infer_ms": 806.491924, "train_ms": 1784.264916, "blocked_train": 1784264916, "duration": 4420884578, "avg_accuracy": 26.38888888888889, "soft_acc": 25.000052111111113, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1263.095631989151, "availability": 31.129587753978488, "score": 98.29932069322881, "zero_downtime": 7.7824131604686855, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 11721176, "heap_mib": 11.178184509277344, "mobile_score": 660732.7467642506, "mobile_throughput": 8490075.419286255, "mobile_availability": 209241.9141584343, "mobile_accuracy": 168041.375913208, "soft_acc_blocks": [ 25.000052111111113 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077039897, "time_to_acc50_sec": 0, "acc_per_sec": 5.654988649900716, "mobile_acc_per_sec": 38010.803708707004 }, "started": "2026-08-18T01:24:04.692390262+10:00", "ended": "2026-08-18T01:24:09.131403085+10:00" }, { "cell": { "id": "uint3|none|TweenSplitFastProxy|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6144, "total_correct": 1566, "total_train": 280, "infer_ms": 810.327369, "train_ms": 1775.371336, "blocked_train": 1775371336, "duration": 4923702999, "avg_accuracy": 23.80952380952381, "soft_acc": 24.999897285714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1247.8413099343811, "availability": 31.33881636839819, "score": 97.76427249919054, "zero_downtime": 7.8346719026581635, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 15078456, "heap_mib": 14.379936218261719, "mobile_score": 596007.3825587862, "mobile_throughput": 7607304.9384055445, "mobile_availability": 191053.08553668315, "mobile_accuracy": 152408.67614107643, "soft_acc_blocks": [ 24.999897285714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.077458427283641, "mobile_acc_per_sec": 30954.07585957774 }, "started": "2026-08-18T01:24:15.602688763+10:00", "ended": "2026-08-18T01:24:20.527116656+10:00" }, { "cell": { "id": "float64|none|TweenSplitFastProxy|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12576, "total_correct": 3191, "total_train": 355, "infer_ms": 1064.254645, "train_ms": 1500.793164, "blocked_train": 1500793164, "duration": 4699105846, "avg_accuracy": 29.375, "soft_acc": 25.0000168, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2676.2538261837653, "availability": 41.49063581839851, "score": 277.5988686957799, "zero_downtime": 10.372665925026444, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11938928, "heap_mib": 11.385848999023438, "mobile_score": 59844.47190410076, "mobile_throughput": 576943.9827394054, "mobile_availability": 8944.507595376857, "mobile_accuracy": 5389.477305936843, "soft_acc_blocks": [ 25.0000168 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079321143, "time_to_acc50_sec": 0, "acc_per_sec": 5.320164648191668, "mobile_acc_per_sec": 1146.9154946838457 }, "started": "2026-08-18T01:24:26.884111472+10:00", "ended": "2026-08-18T01:24:31.583842681+10:00" }, { "cell": { "id": "float32|none|TweenSplitFastProxy|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16864, "total_correct": 3501, "total_train": 462, "infer_ms": 961.749544, "train_ms": 1607.977421, "blocked_train": 1607977421, "duration": 4484107580, "avg_accuracy": 20.474137931034484, "soft_acc": 24.999996137931035, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3760.8375131802704, "availability": 37.426137371757704, "score": 351.8839991428418, "zero_downtime": 9.35653289751619, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 16578264, "heap_mib": 15.810264587402344, "mobile_score": 151717.5642620084, "mobile_throughput": 1621514.784630146, "mobile_availability": 16136.5745973389, "mobile_accuracy": 10778.94570325953, "soft_acc_blocks": [ 24.999996137931035 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.575244503373631, "mobile_acc_per_sec": 2403.8106827177257 }, "started": "2026-08-18T01:24:38.273619488+10:00", "ended": "2026-08-18T01:24:42.758303265+10:00" }, { "cell": { "id": "float16|none|TweenSplitFastProxy|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9136, "total_correct": 2276, "total_train": 308, "infer_ms": 974.596682, "train_ms": 1620.975134, "blocked_train": 1620975134, "duration": 4856249389, "avg_accuracy": 24.193548387096776, "soft_acc": 25.000008806451614, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1881.28723798538, "availability": 37.548438305280165, "score": 176.59855668325628, "zero_downtime": 9.387112883005093, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10892640, "heap_mib": 10.388031005859375, "mobile_score": 152283.7238262353, "mobile_throughput": 1622263.68985013, "mobile_availability": 32378.611220721592, "mobile_accuracy": 21557.90233078438, "soft_acc_blocks": [ 25.000008806451614 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.148007609139617, "mobile_acc_per_sec": 4439.208245691762 }, "started": "2026-08-18T01:24:49.63543798+10:00", "ended": "2026-08-18T01:24:54.495719965+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitFastProxy|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11656, "total_correct": 3284, "total_train": 330, "infer_ms": 986.631066, "train_ms": 1498.774752, "blocked_train": 1498774752, "duration": 4807974331, "avg_accuracy": 23.076923076923077, "soft_acc": 24.999995615384616, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2424.3057881666546, "availability": 39.69698062403103, "score": 240.59400755245002, "zero_downtime": 9.924243415447837, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 14024568, "heap_mib": 13.374870300292969, "mobile_score": 207468.0115652285, "mobile_throughput": 2090517.159648551, "mobile_availability": 34231.33318653286, "mobile_accuracy": 21557.89095591903, "soft_acc_blocks": [ 24.999995615384616 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.19969406953654, "mobile_acc_per_sec": 4483.778296594035 }, "started": "2026-08-18T01:25:00.261095294+10:00", "ended": "2026-08-18T01:25:05.069619519+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitFastProxy|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9272, "total_correct": 1909, "total_train": 303, "infer_ms": 981.920681, "train_ms": 1603.617263, "blocked_train": 1603617263, "duration": 4854329395, "avg_accuracy": 17.741935483870968, "soft_acc": 24.99998529032258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1910.0475566306313, "availability": 37.97742296834766, "score": 181.34660316748702, "zero_downtime": 9.494350155730505, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11725464, "heap_mib": 11.182273864746094, "mobile_score": 312756.07855748496, "mobile_throughput": 3294128.3334564487, "mobile_availability": 65497.06293825348, "mobile_accuracy": 43115.76410491002, "soft_acc_blocks": [ 24.99998529032258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.1500389149679, "mobile_acc_per_sec": 8881.919745561481 }, "started": "2026-08-18T01:25:11.054603525+10:00", "ended": "2026-08-18T01:25:15.90972271+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitFastProxy|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9272, "total_correct": 2693, "total_train": 314, "infer_ms": 944.47495, "train_ms": 1589.357643, "blocked_train": 1589357643, "duration": 4734902500, "avg_accuracy": 29.166666666666668, "soft_acc": 25.00000514285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1958.2240605799168, "availability": 37.274559993001084, "score": 182.47988810327283, "zero_downtime": 9.31864191522764, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 16929312, "heap_mib": 16.145050048828125, "mobile_score": 314710.5775456865, "mobile_throughput": 3377215.0535306693, "mobile_availability": 64284.88325529787, "mobile_accuracy": 43115.79834321804, "soft_acc_blocks": [ 25.00000514285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.097702148, "time_to_acc50_sec": 0, "acc_per_sec": 5.279940852606181, "mobile_acc_per_sec": 9105.952729378912 }, "started": "2026-08-18T01:25:22.646428129+10:00", "ended": "2026-08-18T01:25:27.382866511+10:00" }, { "cell": { "id": "int64|none|TweenSplitFastProxy|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 1995, "total_train": 286, "infer_ms": 987.994596, "train_ms": 1653.980806, "blocked_train": 1653980806, "duration": 4620561325, "avg_accuracy": 24, "soft_acc": 25.00000416, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1596.3428426090634, "availability": 37.396055816873954, "score": 149.24233994661066, "zero_downtime": 9.34901550989441, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11731536, "heap_mib": 11.188064575195312, "mobile_score": 32173.506548490383, "mobile_throughput": 344137.90964877495, "mobile_availability": 8061.802348732406, "mobile_accuracy": 5389.474581018947, "soft_acc_blocks": [ 25.00000416 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.410598929773971, "mobile_acc_per_sec": 1166.411221913378 }, "started": "2026-08-18T01:25:33.414036782+10:00", "ended": "2026-08-18T01:25:38.035501021+10:00" }, { "cell": { "id": "int32|none|TweenSplitFastProxy|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6984, "total_correct": 1762, "total_train": 279, "infer_ms": 969.22364, "train_ms": 1675.23867, "blocked_train": 1675238670, "duration": 4132642198, "avg_accuracy": 27.403846153846153, "soft_acc": 25.000000576923075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1689.9599978386514, "availability": 36.651066507353626, "score": 154.84709426227337, "zero_downtime": 9.162766838286865, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 15066872, "heap_mib": 14.368888854980469, "mobile_score": 66763.54716823914, "mobile_throughput": 728639.5948575912, "mobile_availability": 15802.396675170574, "mobile_accuracy": 10778.947617165992, "soft_acc_blocks": [ 25.000000576923075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069636423, "time_to_acc50_sec": 0, "acc_per_sec": 6.049398757294274, "mobile_acc_per_sec": 2608.246032618668 }, "started": "2026-08-18T01:25:44.693091862+10:00", "ended": "2026-08-18T01:25:48.826427079+10:00" }, { "cell": { "id": "int16|none|TweenSplitFastProxy|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6648, "total_correct": 1780, "total_train": 283, "infer_ms": 931.058808, "train_ms": 1685.809225, "blocked_train": 1685809225, "duration": 4758575842, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999998125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1397.0566448313423, "availability": 35.5791272719483, "score": 124.26513111155299, "zero_downtime": 8.89478115087844, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 11757896, "heap_mib": 11.213203430175781, "mobile_score": 107155.7846385097, "mobile_throughput": 1204704.0036271953, "mobile_availability": 30680.443222294787, "mobile_accuracy": 21557.89312, "soft_acc_blocks": [ 24.999998125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.2536723076567915, "mobile_acc_per_sec": 4530.324583613098 }, "started": "2026-08-18T01:25:55.663554855+10:00", "ended": "2026-08-18T01:26:00.422952257+10:00" }, { "cell": { "id": "int8|none|TweenSplitFastProxy|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16936, "total_correct": 4181, "total_train": 404, "infer_ms": 979.655221, "train_ms": 1561.176821, "blocked_train": 1561176821, "duration": 4880747630, "avg_accuracy": 19.471153846153847, "soft_acc": 24.999995653846153, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3469.960195421946, "availability": 38.556473029554155, "score": 334.47350857408867, "zero_downtime": 9.639116581664902, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 11762152, "heap_mib": 11.217262268066406, "mobile_score": 576843.5752081968, "mobile_throughput": 5984402.93071507, "mobile_availability": 66495.71095960161, "mobile_accuracy": 43115.78197817004, "soft_acc_blocks": [ 24.999995653846153 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.122165198663663, "mobile_acc_per_sec": 8833.847854200574 }, "started": "2026-08-18T01:26:06.564719447+10:00", "ended": "2026-08-18T01:26:11.446243117+10:00" }, { "cell": { "id": "uint64|none|TweenSplitFastProxy|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7768, "total_correct": 1487, "total_train": 282, "infer_ms": 984.754483, "train_ms": 1646.831458, "blocked_train": 1646831458, "duration": 4647639609, "avg_accuracy": 19, "soft_acc": 25.00000516, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1671.3860482980492, "availability": 37.42057090583917, "score": 156.3605826012363, "zero_downtime": 9.355144657361253, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10887440, "heap_mib": 10.383071899414062, "mobile_score": 33515.11738791373, "mobile_throughput": 358253.33135326556, "mobile_availability": 8020.914259640477, "mobile_accuracy": 5358.627434720393, "soft_acc_blocks": [ 25.00000516 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.379075673507112, "mobile_acc_per_sec": 1152.9782611249782 }, "started": "2026-08-18T01:26:18.097520122+10:00", "ended": "2026-08-18T01:26:22.746102541+10:00" }, { "cell": { "id": "uint32|none|TweenSplitFastProxy|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7408, "total_correct": 1773, "total_train": 279, "infer_ms": 964.433163, "train_ms": 1667.586815, "blocked_train": 1667586815, "duration": 4393732877, "avg_accuracy": 23.214285714285715, "soft_acc": 24.999988392857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1686.0378651553606, "availability": 36.642319247623895, "score": 154.45077258719186, "zero_downtime": 9.160575558779634, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 10904584, "heap_mib": 10.399421691894531, "mobile_score": 65834.70460015743, "mobile_throughput": 718674.3254037184, "mobile_availability": 15618.803474551412, "mobile_accuracy": 10656.255215052266, "soft_acc_blocks": [ 24.999988392857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.689919959341476, "mobile_acc_per_sec": 2425.3306956448973 }, "started": "2026-08-18T01:26:29.469337112+10:00", "ended": "2026-08-18T01:26:33.863876655+10:00" }, { "cell": { "id": "uint16|none|TweenSplitFastProxy|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7424, "total_correct": 1899, "total_train": 283, "infer_ms": 977.51836, "train_ms": 1658.385949, "blocked_train": 1658385949, "duration": 4238074805, "avg_accuracy": 23.076923076923077, "soft_acc": 25.000006346153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1751.738782723067, "availability": 37.084743807367104, "score": 162.40700116316728, "zero_downtime": 9.27118830529667, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 11960368, "heap_mib": 11.406295776367188, "mobile_score": 136893.9579193483, "mobile_throughput": 1476552.4484185071, "mobile_availability": 31258.980966683095, "mobile_accuracy": 21072.674159505317, "soft_acc_blocks": [ 25.000006346153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.898906342252221, "mobile_acc_per_sec": 4972.227987727866 }, "started": "2026-08-18T01:26:40.417181463+10:00", "ended": "2026-08-18T01:26:44.656058245+10:00" }, { "cell": { "id": "uint8|none|TweenSplitFastProxy|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13648, "total_correct": 2980, "total_train": 375, "infer_ms": 997.264617, "train_ms": 1513.741934, "blocked_train": 1513741934, "duration": 4854011282, "avg_accuracy": 17.307692307692307, "soft_acc": 25.000002025641027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2811.6951541935045, "availability": 39.71573139077804, "score": 279.1713463617892, "zero_downtime": 9.92893365219266, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 11780976, "heap_mib": 11.235214233398438, "mobile_score": 460271.02780292364, "mobile_throughput": 4635654.1792509565, "mobile_availability": 65479.50119310766, "mobile_accuracy": 41217.61340257636, "soft_acc_blocks": [ 25.000002025641027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.150379876195975, "mobile_acc_per_sec": 8491.45397651269 }, "started": "2026-08-18T01:26:51.655598725+10:00", "ended": "2026-08-18T01:26:56.529800019+10:00" }, { "cell": { "id": "int4|none|TweenSplitFastProxy|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14248, "total_correct": 3197, "total_train": 373, "infer_ms": 920.338538, "train_ms": 1524.847524, "blocked_train": 1524847524, "duration": 4904962275, "avg_accuracy": 25.235849056603772, "soft_acc": 24.999977566037735, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2904.813370863286, "availability": 37.638793722193235, "score": 273.3339328897345, "zero_downtime": 9.409689986675527, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 15981024, "heap_mib": 15.240692138671875, "mobile_score": 942800.6645190337, "mobile_throughput": 10019465.740678752, "mobile_availability": 129826.10449356084, "mobile_accuracy": 86231.5015667289, "soft_acc_blocks": [ 24.999977566037735 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070756264, "time_to_acc50_sec": 0, "acc_per_sec": 5.096874586265342, "mobile_acc_per_sec": 17580.461730815023 }, "started": "2026-08-18T01:27:02.829673879+10:00", "ended": "2026-08-18T01:27:07.735431413+10:00" }, { "cell": { "id": "uint4|none|TweenSplitFastProxy|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6656, "total_correct": 1498, "total_train": 291, "infer_ms": 904.860628, "train_ms": 1694.410825, "blocked_train": 1694410825, "duration": 4644184985, "avg_accuracy": 22.727272727272727, "soft_acc": 24.999981000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1433.1901122582008, "availability": 34.812086554316494, "score": 124.73075079636502, "zero_downtime": 8.70301502428268, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 11770256, "heap_mib": 11.224990844726562, "mobile_score": 393944.79441882303, "mobile_throughput": 4526532.395033901, "mobile_availability": 109949.1520204186, "mobile_accuracy": 78958.97613571085, "soft_acc_blocks": [ 24.999981000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.383071751178319, "mobile_acc_per_sec": 17001.686278805893 }, "started": "2026-08-18T01:27:13.84897747+10:00", "ended": "2026-08-18T01:27:18.494028651+10:00" }, { "cell": { "id": "fp4|none|TweenSplitFastProxy|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10672, "total_correct": 2699, "total_train": 325, "infer_ms": 853.025973, "train_ms": 1609.895792, "blocked_train": 1609895792, "duration": 4281659409, "avg_accuracy": 24.285714285714285, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2492.491574076998, "availability": 34.634716584267956, "score": 215.81684814208188, "zero_downtime": 8.658679146066989, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11160632, "heap_mib": 10.643608093261719, "mobile_score": 744409.1031494462, "mobile_throughput": 8597259.35782685, "mobile_availability": 119464.2518982413, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.838857697894017, "mobile_acc_per_sec": 20139.75674153591 }, "started": "2026-08-18T01:27:25.363815073+10:00", "ended": "2026-08-18T01:27:29.64671125+10:00" }, { "cell": { "id": "int2|none|TweenSplitFastProxy|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14232, "total_correct": 3569, "total_train": 369, "infer_ms": 915.439269, "train_ms": 1535.615107, "blocked_train": 1535615107, "duration": 3879231828, "avg_accuracy": 18.617021276595743, "soft_acc": 24.99995289361702, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3668.7675887979954, "availability": 37.34879478659106, "score": 342.5594740135548, "zero_downtime": 9.337181102981454, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 16216024, "heap_mib": 15.464805603027344, "mobile_score": 2363155.546205508, "mobile_throughput": 25309089.757838465, "mobile_availability": 257651.6436983191, "mobile_accuracy": 172462.8329301142, "soft_acc_blocks": [ 24.99995289361702 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.444562738728132, "mobile_acc_per_sec": 44457.9856468723 }, "started": "2026-08-18T01:27:36.203890902+10:00", "ended": "2026-08-18T01:27:40.083888354+10:00" }, { "cell": { "id": "uint2|none|TweenSplitFastProxy|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6536, "total_correct": 1581, "total_train": 287, "infer_ms": 907.000835, "train_ms": 1688.999749, "blocked_train": 1688999749, "duration": 4289401635, "avg_accuracy": 22.61904761904762, "soft_acc": 24.999991476190477, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1523.7556554901626, "availability": 34.938391023104636, "score": 133.0938819092646, "zero_downtime": 8.734594777694259, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 12217904, "heap_mib": 11.651901245117188, "mobile_score": 775328.0573160503, "mobile_throughput": 8876520.05672918, "mobile_availability": 203530.87947468314, "mobile_accuracy": 145635.50590076615, "soft_acc_blocks": [ 24.999991476190477 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.828316768520669, "mobile_acc_per_sec": 33952.40602149072 }, "started": "2026-08-18T01:27:46.459946703+10:00", "ended": "2026-08-18T01:27:50.750044951+10:00" }, { "cell": { "id": "ternary|none|TweenSplitFastProxy|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15656, "total_correct": 2756, "total_train": 373, "infer_ms": 948.758199, "train_ms": 1526.485911, "blocked_train": 1526485911, "duration": 4568183786, "avg_accuracy": 10.5, "soft_acc": 24.99991538, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3427.1826032876693, "availability": 38.329884117974935, "score": 328.4076684898512, "zero_downtime": 9.582438594745794, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11162472, "heap_mib": 10.645362854003906, "mobile_score": 2265528.9433843037, "mobile_throughput": 23642509.377795864, "mobile_availability": 264419.7142690111, "mobile_accuracy": 172462.57414144, "soft_acc_blocks": [ 24.99991538 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.472615934721503, "mobile_acc_per_sec": 37752.9850418851 }, "started": "2026-08-18T01:27:56.873887919+10:00", "ended": "2026-08-18T01:28:01.442886704+10:00" }, { "cell": { "id": "binary|none|TweenSplitFastProxy|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14464, "total_correct": 3125, "total_train": 362, "infer_ms": 939.659489, "train_ms": 1513.341555, "blocked_train": 1513341555, "duration": 4369349862, "avg_accuracy": 17.857142857142858, "soft_acc": 24.999433081632652, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3310.332304994074, "availability": 38.306526256822906, "score": 317.0111394596352, "zero_downtime": 9.576414397472483, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 11998032, "heap_mib": 11.442214965820312, "mobile_score": 4373819.375921401, "mobile_throughput": 45672829.040019296, "mobile_availability": 528517.1588983465, "mobile_accuracy": 344918.49398692156, "soft_acc_blocks": [ 24.999433081632652 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.721545280466408, "mobile_acc_per_sec": 78940.46136855717 }, "started": "2026-08-18T01:28:08.362727875+10:00", "ended": "2026-08-18T01:28:12.732847058+10:00" }, { "cell": { "id": "int|none|TweenSplitFastProxy|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5312, "total_correct": 1392, "total_train": 273, "infer_ms": 869.314949, "train_ms": 1741.84505, "blocked_train": 1741845050, "duration": 4874601666, "avg_accuracy": 26.973684210526315, "soft_acc": 25.000002315789473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1089.7300669818464, "availability": 33.29228960817885, "score": 90.69903086334307, "zero_downtime": 8.32307317302405, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12003808, "heap_mib": 11.447723388671875, "mobile_score": 19552.801600855433, "mobile_throughput": 234922.86075566543, "mobile_availability": 7177.116749215819, "mobile_accuracy": 5389.474183445983, "soft_acc_blocks": [ 25.000002315789473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071830325, "time_to_acc50_sec": 0, "acc_per_sec": 5.128624660792842, "mobile_acc_per_sec": 1105.6235058214463 }, "started": "2026-08-18T01:28:19.589021691+10:00", "ended": "2026-08-18T01:28:24.464253772+10:00" }, { "cell": { "id": "uint|none|TweenSplitFastProxy|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5448, "total_correct": 1629, "total_train": 273, "infer_ms": 846.276642, "train_ms": 1727.045463, "blocked_train": 1727045463, "duration": 4579394340, "avg_accuracy": 29.605263157894736, "soft_acc": 24.99999636842105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1189.6769737458337, "availability": 32.886541500408086, "score": 97.81088871461002, "zero_downtime": 8.221634180801303, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13071168, "heap_mib": 12.46563720703125, "mobile_score": 20965.280139985876, "mobile_throughput": 255001.37416649863, "mobile_availability": 7049.067485758771, "mobile_accuracy": 5358.625550288935, "soft_acc_blocks": [ 24.99999636842105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076265421, "time_to_acc50_sec": 0, "acc_per_sec": 5.459236421299558, "mobile_acc_per_sec": 1170.1603208709332 }, "started": "2026-08-18T01:28:30.595149856+10:00", "ended": "2026-08-18T01:28:35.175357267+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitFastProxy|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5600, "total_correct": 1240, "total_train": 273, "infer_ms": 871.091511, "train_ms": 1708.560229, "blocked_train": 1708560229, "duration": 4516601810, "avg_accuracy": 15.476190476190476, "soft_acc": 24.99999419047619, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1239.870202328064, "availability": 33.76779498925696, "score": 104.66918269062653, "zero_downtime": 8.44194678556615, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11995048, "heap_mib": 11.439369201660156, "mobile_score": 22435.321526779724, "mobile_throughput": 265760.0444146263, "mobile_availability": 7237.959811662941, "mobile_accuracy": 5358.625083457228, "soft_acc_blocks": [ 24.99999419047619 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.53513354556181, "mobile_acc_per_sec": 1186.4284940047057 }, "started": "2026-08-18T01:28:41.124906318+10:00", "ended": "2026-08-18T01:28:45.642301303+10:00" }, { "cell": { "id": "complex64|none|TweenSplitFastProxy|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5680, "total_correct": 1399, "total_train": 281, "infer_ms": 880.388859, "train_ms": 1698.853582, "blocked_train": 1698853582, "duration": 4120625206, "avg_accuracy": 33.125, "soft_acc": 25.000021699999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1378.4316010418543, "availability": 34.13362175673039, "score": 117.62725931908982, "zero_downtime": 8.53341284617852, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12204248, "heap_mib": 11.638877868652344, "mobile_score": 25357.96074584168, "mobile_throughput": 297160.8335719703, "mobile_availability": 7358.4902481877725, "mobile_accuracy": 5389.478362273684, "soft_acc_blocks": [ 25.000021699999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084175978, "time_to_acc50_sec": 0, "acc_per_sec": 6.067045763734524, "mobile_acc_per_sec": 1307.927339381927 }, "started": "2026-08-18T01:28:52.204556631+10:00", "ended": "2026-08-18T01:28:56.325976471+10:00" }, { "cell": { "id": "complex128|none|TweenSplitFastProxy|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5592, "total_correct": 1260, "total_train": 273, "infer_ms": 882.513657, "train_ms": 1732.529137, "blocked_train": 1732529137, "duration": 4841699599, "avg_accuracy": 18.75, "soft_acc": 24.999995300000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1154.9663265261163, "availability": 33.74757992583734, "score": 97.4432777208875, "zero_downtime": 8.436893395323079, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11998424, "heap_mib": 11.442588806152344, "mobile_score": 10503.359619598821, "mobile_throughput": 124493.2124592361, "mobile_availability": 3637.6338783218357, "mobile_accuracy": 2694.736335494737, "soft_acc_blocks": [ 24.999995300000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.1634750956386215, "mobile_acc_per_sec": 556.5682629404156 }, "started": "2026-08-18T01:29:03.091116968+10:00", "ended": "2026-08-18T01:29:07.933580525+10:00" }, { "cell": { "id": "nf4|none|TweenSplitFastProxy|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4824, "total_correct": 1075, "total_train": 244, "infer_ms": 762.77149, "train_ms": 1789.506426, "blocked_train": 1789506426, "duration": 4902871301, "avg_accuracy": 30.263157894736842, "soft_acc": 25.000001684210524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 983.9132426372454, "availability": 29.88591035553982, "score": 73.51286237015816, "zero_downtime": 7.471478092226603, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11989992, "heap_mib": 11.434547424316406, "mobile_score": 253565.20780477292, "mobile_throughput": 3393775.6983933956, "mobile_availability": 103084.3695295083, "mobile_accuracy": 86231.58475665373, "soft_acc_blocks": [ 25.000001684210524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076947659, "time_to_acc50_sec": 0, "acc_per_sec": 5.099053217878974, "mobile_acc_per_sec": 17587.97640457455 }, "started": "2026-08-18T01:29:14.552393867+10:00", "ended": "2026-08-18T01:29:19.456533135+10:00" }, { "cell": { "id": "fp6|none|TweenSplitFastProxy|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 690, "total_train": 169, "infer_ms": 802.986878, "train_ms": 1864.565709, "blocked_train": 1864565709, "duration": 4298090635, "avg_accuracy": 37.5, "soft_acc": 25.000005125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 638.423019201874, "availability": 30.10200743232808, "score": 48.04454602159028, "zero_downtime": 7.525503400809901, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 17237256, "heap_mib": 16.43872833251953, "mobile_score": 110478.855020033, "mobile_throughput": 1468059.332856632, "mobile_availability": 69219.83014333519, "mobile_accuracy": 57487.73108322807, "soft_acc_blocks": [ 25.000005125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080792912, "time_to_acc50_sec": 0, "acc_per_sec": 5.816537446051321, "mobile_acc_per_sec": 13375.178879453311 }, "started": "2026-08-18T01:29:25.671691764+10:00", "ended": "2026-08-18T01:29:29.970545105+10:00" }, { "cell": { "id": "int6|none|TweenSplitFastProxy|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2880, "total_correct": 873, "total_train": 168, "infer_ms": 832.983901, "train_ms": 1855.810355, "blocked_train": 1855810355, "duration": 4660466943, "avg_accuracy": 17.5, "soft_acc": 25.0000149, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 617.9638296385186, "availability": 30.97983042552289, "score": 47.86106515344789, "zero_downtime": 7.744962222375457, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11151520, "heap_mib": 10.634918212890625, "mobile_score": 110056.93915425827, "mobile_throughput": 1421013.2469891212, "mobile_availability": 71238.39181638836, "mobile_accuracy": 57487.753560926314, "soft_acc_blocks": [ 25.0000149 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.364272551605565, "mobile_acc_per_sec": 12335.19178743938 }, "started": "2026-08-18T01:29:36.113070183+10:00", "ended": "2026-08-18T01:29:40.774274885+10:00" }, { "cell": { "id": "uint6|none|TweenSplitFastProxy|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 491, "total_train": 164, "infer_ms": 783.374948, "train_ms": 1868.538042, "blocked_train": 1868538042, "duration": 4526098932, "avg_accuracy": 13.75, "soft_acc": 24.9999912, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 581.5162327521125, "availability": 29.539994372138132, "score": 42.944950490383036, "zero_downtime": 7.3849959935150284, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 12031616, "heap_mib": 11.4742431640625, "mobile_score": 93039.34794504935, "mobile_throughput": 1259842.9034592544, "mobile_availability": 63997.787476775025, "mobile_accuracy": 54161.9644060562, "soft_acc_blocks": [ 24.9999912 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.523518503594212, "mobile_acc_per_sec": 11966.588715753727 }, "started": "2026-08-18T01:29:47.5962997+10:00", "ended": "2026-08-18T01:29:52.131292363+10:00" }, { "cell": { "id": "int5|none|TweenSplitFastProxy|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3168, "total_correct": 833, "total_train": 187, "infer_ms": 826.658202, "train_ms": 1853.877502, "blocked_train": 1853877502, "duration": 4989172226, "avg_accuracy": 17.708333333333332, "soft_acc": 24.999988583333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 634.9750733179039, "availability": 30.839290846468803, "score": 48.95543005944847, "zero_downtime": 7.709819190798163, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 13071584, "heap_mib": 12.466033935546875, "mobile_score": 135088.1290263585, "mobile_throughput": 1752156.9012615643, "mobile_availability": 85098.26378586018, "mobile_accuracy": 68985.23165462456, "soft_acc_blocks": [ 24.999988583333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.01084898473764, "mobile_acc_per_sec": 13826.98943426383 }, "started": "2026-08-18T01:29:59.064674093+10:00", "ended": "2026-08-18T01:30:04.054584494+10:00" }, { "cell": { "id": "uint5|none|TweenSplitFastProxy|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3160, "total_correct": 623, "total_train": 186, "infer_ms": 815.669398, "train_ms": 1839.448513, "blocked_train": 1839448513, "duration": 5008746354, "avg_accuracy": 25, "soft_acc": 24.99996975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 630.8963913647602, "availability": 30.72064689182837, "score": 48.45380453193947, "zero_downtime": 7.680152429961408, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 12031576, "heap_mib": 11.474205017089844, "mobile_score": 124528.17779628176, "mobile_throughput": 1621428.4668423892, "mobile_availability": 78953.26724324957, "mobile_accuracy": 64250.90264847059, "soft_acc_blocks": [ 24.99996975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082003846, "time_to_acc50_sec": 0, "acc_per_sec": 4.99126287958961, "mobile_acc_per_sec": 12827.741336344498 }, "started": "2026-08-18T01:30:10.127546641+10:00", "ended": "2026-08-18T01:30:15.137280024+10:00" }, { "cell": { "id": "int3|none|TweenSplitFastProxy|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3856, "total_correct": 1028, "total_train": 213, "infer_ms": 826.903457, "train_ms": 1811.483675, "blocked_train": 1811483675, "duration": 4914521283, "avg_accuracy": 28.40909090909091, "soft_acc": 24.999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 784.6135519523398, "availability": 31.341248104601508, "score": 61.47691507677372, "zero_downtime": 7.835311399325416, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 13896352, "heap_mib": 13.252593994140625, "mobile_score": 282733.4109804521, "mobile_throughput": 3608451.4905788447, "mobile_availability": 144138.9498795203, "mobile_accuracy": 114975.42939845615, "soft_acc_blocks": [ 24.999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087642273, "time_to_acc50_sec": 0, "acc_per_sec": 5.086965049165299, "mobile_acc_per_sec": 23395.041506112073 }, "started": "2026-08-18T01:30:21.421108834+10:00", "ended": "2026-08-18T01:30:26.336651938+10:00" }, { "cell": { "id": "uint3|none|TweenSplitFastProxy|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3608, "total_correct": 694, "total_train": 215, "infer_ms": 810.10265, "train_ms": 1826.187761, "blocked_train": 1826187761, "duration": 4890136801, "avg_accuracy": 19.23076923076923, "soft_acc": 24.999988153846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 737.8116700666101, "availability": 30.72888505074489, "score": 56.68029813868344, "zero_downtime": 7.682217622495224, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 12031504, "heap_mib": 11.474136352539062, "mobile_score": 232162.50117604737, "mobile_throughput": 3022076.600592835, "mobile_availability": 125865.51316785107, "mobile_accuracy": 102399.95147815385, "soft_acc_blocks": [ 24.999988153846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.112328994300083, "mobile_acc_per_sec": 20940.09956065314 }, "started": "2026-08-18T01:30:33.093491523+10:00", "ended": "2026-08-18T01:30:37.98456801+10:00" }, { "cell": { "id": "float64|none|TweenSplitFastProxy|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11136, "total_correct": 2913, "total_train": 344, "infer_ms": 1054.755467, "train_ms": 1564.363852, "blocked_train": 1564363852, "duration": 4786931175, "avg_accuracy": 29.0625, "soft_acc": 25.000020575, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2326.333843728179, "availability": 40.27137898408973, "score": 234.21187241694153, "zero_downtime": 10.067853031858657, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12036960, "heap_mib": 11.479339599609375, "mobile_score": 45682.46806760917, "mobile_throughput": 453745.8773290772, "mobile_availability": 7854.836586611025, "mobile_accuracy": 4876.194489295238, "soft_acc_blocks": [ 25.000020575 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067867521, "time_to_acc50_sec": 0, "acc_per_sec": 5.222556928656907, "mobile_acc_per_sec": 1018.6472942751758 }, "started": "2026-08-18T01:30:45.001880462+10:00", "ended": "2026-08-18T01:30:49.801456455+10:00" }, { "cell": { "id": "float32|none|TweenSplitFastProxy|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16672, "total_correct": 4082, "total_train": 418, "infer_ms": 1002.771111, "train_ms": 1583.551107, "blocked_train": 1583551107, "duration": 4177433433, "avg_accuracy": 25.602409638554217, "soft_acc": 25.000004698795184, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3990.9672451745323, "availability": 38.7720874074013, "score": 386.84539988323473, "zero_downtime": 9.693023673671302, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 12241824, "heap_mib": 11.674713134765625, "mobile_score": 150906.54837349805, "mobile_throughput": 1556857.3177366557, "mobile_availability": 15124.806668639594, "mobile_accuracy": 9752.382785358579, "soft_acc_blocks": [ 25.000004698795184 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083115094, "time_to_acc50_sec": 0, "acc_per_sec": 5.984536941104905, "mobile_acc_per_sec": 2334.539362930066 }, "started": "2026-08-18T01:30:56.572959034+10:00", "ended": "2026-08-18T01:31:00.770725447+10:00" }, { "cell": { "id": "float16|none|TweenSplitFastProxy|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7400, "total_correct": 1591, "total_train": 284, "infer_ms": 949.951008, "train_ms": 1670.307551, "blocked_train": 1670307551, "duration": 4662129758, "avg_accuracy": 21.370967741935484, "soft_acc": 25.000000741935487, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1587.2574089775046, "availability": 36.25409426627504, "score": 143.8614535942214, "zero_downtime": 9.06352383555075, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10984416, "heap_mib": 10.475555419921875, "mobile_score": 112239.33598512967, "mobile_throughput": 1238363.1137470207, "mobile_availability": 28285.099069459535, "mobile_accuracy": 19504.762483612907, "soft_acc_blocks": [ 25.000000741935487 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.36235627055138, "mobile_acc_per_sec": 4183.659292224467 }, "started": "2026-08-18T01:31:07.644661052+10:00", "ended": "2026-08-18T01:31:12.307513465+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitFastProxy|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10312, "total_correct": 2272, "total_train": 310, "infer_ms": 987.739623, "train_ms": 1545.712183, "blocked_train": 1545712183, "duration": 4793126685, "avg_accuracy": 22.36842105263158, "soft_acc": 25.000014815789473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2151.4140304847797, "availability": 38.98789867092502, "score": 209.69790482289423, "zero_downtime": 9.746980444096243, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12033880, "heap_mib": 11.476402282714844, "mobile_score": 163604.308219919, "mobile_throughput": 1678512.736926792, "mobile_availability": 30417.987229735027, "mobile_accuracy": 19504.77346389975, "soft_acc_blocks": [ 25.000014815789473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.21580514323282, "mobile_acc_per_sec": 4069.3214984155484 }, "started": "2026-08-18T01:31:18.548575854+10:00", "ended": "2026-08-18T01:31:23.342290091+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitFastProxy|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7656, "total_correct": 2091, "total_train": 292, "infer_ms": 952.217014, "train_ms": 1687.355482, "blocked_train": 1687355482, "duration": 4602067744, "avg_accuracy": 26.470588235294116, "soft_acc": 24.999992411764705, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1663.6000219643877, "availability": 36.07466797911354, "score": 150.0345005661307, "zero_downtime": 9.018664257347696, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 15380008, "heap_mib": 14.667518615722656, "mobile_score": 234110.97688337957, "mobile_throughput": 2595849.7866537645, "mobile_availability": 56290.22477807583, "mobile_accuracy": 39009.51196898599, "soft_acc_blocks": [ 24.999992411764705 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060995035, "time_to_acc50_sec": 0, "acc_per_sec": 5.432339070705497, "mobile_acc_per_sec": 8476.518412803702 }, "started": "2026-08-18T01:31:29.673077093+10:00", "ended": "2026-08-18T01:31:34.275510774+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitFastProxy|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7752, "total_correct": 1864, "total_train": 288, "infer_ms": 943.715094, "train_ms": 1675.829218, "blocked_train": 1675829218, "duration": 5111195479, "avg_accuracy": 34.72222222222222, "soft_acc": 25.000024777777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1516.6706168547228, "availability": 36.025925947382866, "score": 136.59879370789739, "zero_downtime": 9.00649041326959, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12033264, "heap_mib": 11.475814819335938, "mobile_score": 213146.15582001818, "mobile_throughput": 2366583.941575979, "mobile_availability": 56214.16864018294, "mobile_accuracy": 39009.5624722963, "soft_acc_blocks": [ 25.000024777777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068938716, "time_to_acc50_sec": 0, "acc_per_sec": 4.89122845731367, "mobile_acc_per_sec": 7632.179718535922 }, "started": "2026-08-18T01:31:40.775743742+10:00", "ended": "2026-08-18T01:31:45.887578074+10:00" }, { "cell": { "id": "int64|none|TweenSplitFastProxy|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1402, "total_train": 292, "infer_ms": 911.21335, "train_ms": 1692.035427, "blocked_train": 1692035427, "duration": 5145051610, "avg_accuracy": 21.25, "soft_acc": 24.9999808, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1201.931577903064, "availability": 35.002930109894756, "score": 105.1777367689773, "zero_downtime": 8.750725806911108, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12042032, "heap_mib": 11.484176635742188, "mobile_score": 20514.66713360624, "mobile_throughput": 234433.89252814048, "mobile_availability": 6827.238177625187, "mobile_accuracy": 4876.186731276191, "soft_acc_blocks": [ 24.9999808 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.859034018513956, "mobile_acc_per_sec": 947.7430161825316 }, "started": "2026-08-18T01:31:52.661730964+10:00", "ended": "2026-08-18T01:31:57.807811323+10:00" }, { "cell": { "id": "int32|none|TweenSplitFastProxy|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5904, "total_correct": 1581, "total_train": 289, "infer_ms": 906.249307, "train_ms": 1735.013471, "blocked_train": 1735013471, "duration": 4765985492, "avg_accuracy": 25.735294117647058, "soft_acc": 24.99998888235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1238.7784247161949, "availability": 34.31121335402395, "score": 106.25992981756077, "zero_downtime": 8.577799523906386, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 16245360, "heap_mib": 15.492782592773438, "mobile_score": 41451.49262216466, "mobile_throughput": 483241.564536908, "mobile_availability": 13384.640942674485, "mobile_accuracy": 9752.376615439776, "soft_acc_blocks": [ 24.99998888235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066361587, "time_to_acc50_sec": 0, "acc_per_sec": 5.245502514499249, "mobile_acc_per_sec": 2046.2455523227545 }, "started": "2026-08-18T01:32:04.627805477+10:00", "ended": "2026-08-18T01:32:09.403295169+10:00" }, { "cell": { "id": "int16|none|TweenSplitFastProxy|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1410, "total_train": 281, "infer_ms": 895.860357, "train_ms": 1706.122809, "blocked_train": 1706122809, "duration": 5087050582, "avg_accuracy": 28.94736842105263, "soft_acc": 25.00000505263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1108.6974483714698, "availability": 34.42990595428011, "score": 95.43089148503162, "zero_downtime": 8.607478228186329, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11186072, "heap_mib": 10.667869567871094, "mobile_score": 74454.27267098849, "mobile_throughput": 864995.190196103, "mobile_availability": 26861.88472166311, "mobile_accuracy": 19504.765846776943, "soft_acc_blocks": [ 25.00000505263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07326626, "time_to_acc50_sec": 0, "acc_per_sec": 4.914440037433773, "mobile_acc_per_sec": 3834.199313014997 }, "started": "2026-08-18T01:32:16.364024512+10:00", "ended": "2026-08-18T01:32:21.451885769+10:00" }, { "cell": { "id": "int8|none|TweenSplitFastProxy|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14872, "total_correct": 3063, "total_train": 373, "infer_ms": 1001.258181, "train_ms": 1469.268736, "blocked_train": 1469268736, "duration": 4710245969, "avg_accuracy": 20.625, "soft_acc": 25.0000009, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3157.3722684289824, "availability": 40.52812273002245, "score": 319.9059385147614, "zero_downtime": 10.132031047258717, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11199152, "heap_mib": 10.680343627929688, "mobile_score": 499175.13301198574, "mobile_throughput": 4926703.547232424, "mobile_availability": 63239.31074368456, "mobile_accuracy": 39009.52521386667, "soft_acc_blocks": [ 25.0000009 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.307578641229129, "mobile_acc_per_sec": 8281.84461503791 }, "started": "2026-08-18T01:32:27.844056508+10:00", "ended": "2026-08-18T01:32:32.555092736+10:00" }, { "cell": { "id": "uint64|none|TweenSplitFastProxy|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5984, "total_correct": 1589, "total_train": 285, "infer_ms": 885.530122, "train_ms": 1716.171734, "blocked_train": 1716171734, "duration": 4491657135, "avg_accuracy": 22.844827586206897, "soft_acc": 24.99999951724138, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1332.247725092668, "availability": 34.03657186767214, "score": 113.36286141257227, "zero_downtime": 8.50914280260355, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12043032, "heap_mib": 11.485130310058594, "mobile_score": 21980.32096311934, "mobile_throughput": 258314.16246057124, "mobile_availability": 6599.469745324737, "mobile_accuracy": 4847.337184502755, "soft_acc_blocks": [ 24.99999951724138 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.565874412460332, "mobile_acc_per_sec": 1079.1868209911252 }, "started": "2026-08-18T01:32:39.412358693+10:00", "ended": "2026-08-18T01:32:43.904502233+10:00" }, { "cell": { "id": "uint32|none|TweenSplitFastProxy|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6392, "total_correct": 1565, "total_train": 295, "infer_ms": 901.601515, "train_ms": 1701.211871, "blocked_train": 1701211871, "duration": 5045697228, "avg_accuracy": 19.886363636363637, "soft_acc": 24.999997454545454, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1266.8219497057783, "availability": 34.639498930254845, "score": 109.70518275915826, "zero_downtime": 8.659873850831012, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 12253448, "heap_mib": 11.685798645019531, "mobile_score": 42291.99327825998, "mobile_throughput": 488367.31350539933, "mobile_availability": 13353.730599371656, "mobile_accuracy": 9637.646077535828, "soft_acc_blocks": [ 24.999997454545454 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.954716132353999, "mobile_acc_per_sec": 1910.0722144114804 }, "started": "2026-08-18T01:32:51.100513506+10:00", "ended": "2026-08-18T01:32:56.149496821+10:00" }, { "cell": { "id": "uint16|none|TweenSplitFastProxy|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6512, "total_correct": 1695, "total_train": 287, "infer_ms": 920.19577, "train_ms": 1686.631163, "blocked_train": 1686631163, "duration": 4971659251, "avg_accuracy": 20.13888888888889, "soft_acc": 24.999996944444447, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1309.8242802320324, "availability": 35.29945767980141, "score": 115.59020274237425, "zero_downtime": 8.824863341355814, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 12077064, "heap_mib": 11.517585754394531, "mobile_score": 88085.11077818881, "mobile_throughput": 998147.0235963543, "mobile_availability": 26899.828587249594, "mobile_accuracy": 19051.160462222226, "soft_acc_blocks": [ 24.999996944444447 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.028501689735865, "mobile_acc_per_sec": 3831.952171378252 }, "started": "2026-08-18T01:33:02.239407123+10:00", "ended": "2026-08-18T01:33:07.211909707+10:00" }, { "cell": { "id": "uint8|none|TweenSplitFastProxy|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11768, "total_correct": 2495, "total_train": 326, "infer_ms": 997.46487, "train_ms": 1518.047064, "blocked_train": 1518047064, "duration": 4915317489, "avg_accuracy": 24.285714285714285, "soft_acc": 25.000007142857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2394.1485013604174, "availability": 39.65255964474387, "score": 237.33535843150327, "zero_downtime": 9.913142743511656, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 11026840, "heap_mib": 10.516014099121094, "mobile_score": 353500.2284128863, "mobile_throughput": 3565975.367844462, "mobile_availability": 59060.68520177123, "mobile_accuracy": 37236.37427532468, "soft_acc_blocks": [ 25.000007142857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.086142898969338, "mobile_acc_per_sec": 7575.578659701239 }, "started": "2026-08-18T01:33:13.464721143+10:00", "ended": "2026-08-18T01:33:18.380855297+10:00" }, { "cell": { "id": "int4|none|TweenSplitFastProxy|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12400, "total_correct": 2990, "total_train": 338, "infer_ms": 929.455344, "train_ms": 1489.24657, "blocked_train": 1489246570, "duration": 4635109767, "avg_accuracy": 32.142857142857146, "soft_acc": 25.000019657142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2675.23330046738, "availability": 38.42785829126358, "score": 257.008917498356, "zero_downtime": 9.606972126634897, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 21524096, "heap_mib": 20.5269775390625, "mobile_score": 802063.6389129648, "mobile_throughput": 8348766.1704490585, "mobile_availability": 119924.19623696429, "mobile_accuracy": 78019.1089643102, "soft_acc_blocks": [ 25.000019657142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083968739, "time_to_acc50_sec": 0, "acc_per_sec": 5.393619766058682, "mobile_acc_per_sec": 16832.203094686753 }, "started": "2026-08-18T01:33:25.551316832+10:00", "ended": "2026-08-18T01:33:30.187222796+10:00" }, { "cell": { "id": "uint4|none|TweenSplitFastProxy|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1569, "total_train": 267, "infer_ms": 903.81887, "train_ms": 1710.435186, "blocked_train": 1710435186, "duration": 4997179358, "avg_accuracy": 24.375, "soft_acc": 24.9999788, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1130.2375991284162, "availability": 34.57272516898794, "score": 97.68840188597368, "zero_downtime": 8.643173962829248, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 12073040, "heap_mib": 11.513748168945312, "mobile_score": 278352.48286952917, "mobile_throughput": 3220489.186803473, "mobile_availability": 98511.22246412146, "mobile_accuracy": 71234.7222016, "soft_acc_blocks": [ 24.9999788 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.002817991709154, "mobile_acc_per_sec": 14254.98608281092 }, "started": "2026-08-18T01:33:36.319880046+10:00", "ended": "2026-08-18T01:33:41.317871538+10:00" }, { "cell": { "id": "fp4|none|TweenSplitFastProxy|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10312, "total_correct": 2544, "total_train": 297, "infer_ms": 928.444983, "train_ms": 1599.128104, "blocked_train": 1599128104, "duration": 4783301088, "avg_accuracy": 18.359375, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2155.833348201726, "availability": 36.73266612052671, "score": 197.97376647747802, "zero_downtime": 9.183166530131677, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12084192, "heap_mib": 11.524383544921875, "mobile_score": 617828.9885651428, "mobile_throughput": 6727842.586083253, "mobile_availability": 114633.90508927802, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.226516069146931, "mobile_acc_per_sec": 16310.71224321968 }, "started": "2026-08-18T01:33:48.441529053+10:00", "ended": "2026-08-18T01:33:53.2261792+10:00" }, { "cell": { "id": "int2|none|TweenSplitFastProxy|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12744, "total_correct": 3241, "total_train": 352, "infer_ms": 938.245108, "train_ms": 1523.385771, "blocked_train": 1523385771, "duration": 4860359476, "avg_accuracy": 25.595238095238095, "soft_acc": 24.999967761904763, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2622.0282806094237, "availability": 38.11477650870011, "score": 249.84473260615167, "zero_downtime": 9.528681839697077, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 15224352, "heap_mib": 14.519073486328125, "mobile_score": 1559411.8472454052, "mobile_throughput": 16365451.942668494, "mobile_availability": 237894.2850737305, "mobile_accuracy": 156037.89402325623, "soft_acc_blocks": [ 24.999967761904763 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071175639, "time_to_acc50_sec": 0, "acc_per_sec": 5.143645832237772, "mobile_acc_per_sec": 32104.187929669966 }, "started": "2026-08-18T01:34:00.153515701+10:00", "ended": "2026-08-18T01:34:05.057674725+10:00" }, { "cell": { "id": "uint2|none|TweenSplitFastProxy|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5608, "total_correct": 1088, "total_train": 283, "infer_ms": 854.31318, "train_ms": 1735.067486, "blocked_train": 1735067486, "duration": 4609198206, "avg_accuracy": 13.043478260869565, "soft_acc": 24.999958478260872, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1216.697514266107, "availability": 32.99295430824847, "score": 100.35594705943792, "zero_downtime": 8.2482248778137, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 19783336, "heap_mib": 18.866859436035156, "mobile_score": 526154.187718986, "mobile_throughput": 6378999.063595487, "mobile_availability": 172978.10028362976, "mobile_accuracy": 131071.78230650436, "soft_acc_blocks": [ 24.999958478260872 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.423927841878725, "mobile_acc_per_sec": 28437.00280362913 }, "started": "2026-08-18T01:34:11.882758253+10:00", "ended": "2026-08-18T01:34:16.492792708+10:00" }, { "cell": { "id": "ternary|none|TweenSplitFastProxy|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13064, "total_correct": 3305, "total_train": 350, "infer_ms": 962.725133, "train_ms": 1529.99147, "blocked_train": 1529991470, "duration": 4610929922, "avg_accuracy": 19.010416666666668, "soft_acc": 24.999935572916666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2833.267957005398, "availability": 38.62152367587051, "score": 273.5621087097553, "zero_downtime": 9.655356036246385, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 11352544, "heap_mib": 10.826629638671875, "mobile_score": 1707444.4148954784, "mobile_throughput": 17683909.412410073, "mobile_availability": 241057.15958303332, "mobile_accuracy": 156037.69311492064, "soft_acc_blocks": [ 24.999935572916666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.421885822561556, "mobile_acc_per_sec": 33840.829454037535 }, "started": "2026-08-18T01:34:23.497900774+10:00", "ended": "2026-08-18T01:34:28.109349029+10:00" }, { "cell": { "id": "binary|none|TweenSplitFastProxy|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12528, "total_correct": 3088, "total_train": 342, "infer_ms": 947.124927, "train_ms": 1495.589715, "blocked_train": 1495589715, "duration": 4892285143, "avg_accuracy": 29.375, "soft_acc": 24.999984825000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2560.7665199002895, "availability": 38.77345764073903, "score": 248.2242797957122, "zero_downtime": 9.693358526312561, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 12065968, "heap_mib": 11.507003784179688, "mobile_score": 3098595.504893675, "mobile_throughput": 31966170.409178168, "mobile_availability": 484010.9180844711, "mobile_accuracy": 312076.0010459429, "soft_acc_blocks": [ 24.999984825000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070808765, "time_to_acc50_sec": 0, "acc_per_sec": 5.1100833443387055, "mobile_acc_per_sec": 63789.41372468217 }, "started": "2026-08-18T01:34:34.576022179+10:00", "ended": "2026-08-18T01:34:39.469080029+10:00" }, { "cell": { "id": "int|none|TweenSplitFastProxy|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4696, "total_correct": 1309, "total_train": 253, "infer_ms": 869.127438, "train_ms": 1777.132652, "blocked_train": 1777132652, "duration": 4636026852, "avg_accuracy": 18.75, "soft_acc": 24.999979857142854, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1012.9363245543169, "availability": 32.843613569367626, "score": 83.17115602285126, "zero_downtime": 8.210896776699744, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12072416, "heap_mib": 11.513153076171875, "mobile_score": 16222.33595569518, "mobile_throughput": 197570.8183511658, "mobile_availability": 6406.068627625228, "mobile_accuracy": 4876.186547374149, "soft_acc_blocks": [ 24.999979857142854 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.3925442313514145, "mobile_acc_per_sec": 1051.8029129340664 }, "started": "2026-08-18T01:34:46.037120478+10:00", "ended": "2026-08-18T01:34:50.673956235+10:00" }, { "cell": { "id": "uint|none|TweenSplitFastProxy|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4920, "total_correct": 1086, "total_train": 250, "infer_ms": 880.671273, "train_ms": 1735.044518, "blocked_train": 1735044518, "duration": 4956723037, "avg_accuracy": 25.78125, "soft_acc": 25.0000343125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 992.5912671081526, "availability": 33.66846184245863, "score": 83.54766767348774, "zero_downtime": 8.417127013105627, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12282832, "heap_mib": 11.713821411132812, "mobile_score": 16199.348960502048, "mobile_throughput": 192456.98603905292, "mobile_availability": 6528.095607418251, "mobile_accuracy": 4847.343931076923, "soft_acc_blocks": [ 25.0000343125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081161818, "time_to_acc50_sec": 0, "acc_per_sec": 5.043661734957656, "mobile_acc_per_sec": 977.9331818407838 }, "started": "2026-08-18T01:34:56.821994709+10:00", "ended": "2026-08-18T01:35:01.779682795+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitFastProxy|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5240, "total_correct": 1423, "total_train": 260, "infer_ms": 864.506975, "train_ms": 1730.424885, "blocked_train": 1730424885, "duration": 4950184873, "avg_accuracy": 21.52777777777778, "soft_acc": 24.999973222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1058.5463239122141, "availability": 33.31520909377559, "score": 88.16413585777065, "zero_downtime": 8.32879335237124, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 14466720, "heap_mib": 13.796539306640625, "mobile_score": 17094.452093416738, "mobile_throughput": 205245.24226009133, "mobile_availability": 6459.602198726856, "mobile_accuracy": 4847.332086069691, "soft_acc_blocks": [ 24.999973222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.050311021428841, "mobile_acc_per_sec": 979.2224352081672 }, "started": "2026-08-18T01:35:08.579983668+10:00", "ended": "2026-08-18T01:35:13.54599429+10:00" }, { "cell": { "id": "complex64|none|TweenSplitFastProxy|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5208, "total_correct": 1303, "total_train": 262, "infer_ms": 910.961034, "train_ms": 1737.357733, "blocked_train": 1737357733, "duration": 5000262117, "avg_accuracy": 30.263157894736842, "soft_acc": 25.000039, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1041.5453986489485, "availability": 34.39771093084581, "score": 89.56708358463017, "zero_downtime": 8.599441147818716, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 14384720, "heap_mib": 13.718338012695312, "mobile_score": 17469.846398221198, "mobile_throughput": 203150.95013648062, "mobile_availability": 6709.191617749735, "mobile_accuracy": 4876.19808304762, "soft_acc_blocks": [ 25.000039 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071621784, "time_to_acc50_sec": 0, "acc_per_sec": 4.999745696331463, "mobile_acc_per_sec": 975.188493913032 }, "started": "2026-08-18T01:35:20.59149905+10:00", "ended": "2026-08-18T01:35:25.592545801+10:00" }, { "cell": { "id": "complex128|none|TweenSplitFastProxy|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5432, "total_correct": 1269, "total_train": 268, "infer_ms": 902.818581, "train_ms": 1722.224221, "blocked_train": 1722224221, "duration": 5032126742, "avg_accuracy": 13.88888888888889, "soft_acc": 24.99995188888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1079.4640672824294, "availability": 34.392528011815635, "score": 92.81356681450173, "zero_downtime": 8.598115456326545, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 15229728, "heap_mib": 14.524200439453125, "mobile_score": 9051.532611242836, "mobile_throughput": 105273.44808544836, "mobile_availability": 3354.0903508665915, "mobile_accuracy": 2438.0905461164025, "soft_acc_blocks": [ 24.99995188888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.968068804831564, "mobile_acc_per_sec": 484.50499582357344 }, "started": "2026-08-18T01:35:32.368496984+10:00", "ended": "2026-08-18T01:35:37.401294922+10:00" }, { "cell": { "id": "nf4|none|TweenSplitFastProxy|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4400, "total_correct": 1034, "total_train": 238, "infer_ms": 793.022638, "train_ms": 1809.447532, "blocked_train": 1809447532, "duration": 5080684771, "avg_accuracy": 29.166666666666668, "soft_acc": 24.999981133333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 866.0249943304345, "availability": 30.47192037555612, "score": 65.97356188811048, "zero_downtime": 7.617974344853385, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12272920, "heap_mib": 11.704368591308594, "mobile_score": 205887.77866186708, "mobile_throughput": 2702657.8108780645, "mobile_availability": 95095.60827297361, "mobile_accuracy": 78018.98874067301, "soft_acc_blocks": [ 24.999981133333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068816686, "time_to_acc50_sec": 0, "acc_per_sec": 4.920592845285448, "mobile_acc_per_sec": 15355.998700410815 }, "started": "2026-08-18T01:35:44.723724443+10:00", "ended": "2026-08-18T01:35:49.805724888+10:00" }, { "cell": { "id": "fp6|none|TweenSplitFastProxy|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2504, "total_correct": 592, "total_train": 147, "infer_ms": 851.176686, "train_ms": 1878.940004, "blocked_train": 1878940004, "duration": 4373205452, "avg_accuracy": 25, "soft_acc": 24.999986, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 572.5777184455957, "availability": 31.177300557068868, "score": 44.62854405864906, "zero_downtime": 7.794320774445139, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13115976, "heap_mib": 12.508369445800781, "mobile_score": 92850.0401088135, "mobile_throughput": 1191252.4874936685, "mobile_availability": 64864.62124787509, "mobile_accuracy": 52012.669285587304, "soft_acc_blocks": [ 24.999986 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063914612, "time_to_acc50_sec": 0, "acc_per_sec": 5.716627374221979, "mobile_acc_per_sec": 11893.488622127352 }, "started": "2026-08-18T01:35:56.728887445+10:00", "ended": "2026-08-18T01:36:01.189358713+10:00" }, { "cell": { "id": "int6|none|TweenSplitFastProxy|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2552, "total_correct": 723, "total_train": 160, "infer_ms": 839.48426, "train_ms": 1898.085023, "blocked_train": 1898085023, "duration": 4480735342, "avg_accuracy": 27.5, "soft_acc": 25.0000072, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 569.5493719700261, "availability": 30.66531558536632, "score": 43.663540657366184, "zero_downtime": 7.666331104244302, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 15449456, "heap_mib": 14.733749389648438, "mobile_score": 90842.3428736873, "mobile_throughput": 1184951.98861675, "mobile_availability": 63799.432450875145, "mobile_accuracy": 52012.71339235555, "soft_acc_blocks": [ 25.0000072 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060170766, "time_to_acc50_sec": 0, "acc_per_sec": 5.5794429467108655, "mobile_acc_per_sec": 11608.075331925183 }, "started": "2026-08-18T01:36:07.875672315+10:00", "ended": "2026-08-18T01:36:12.356859635+10:00" }, { "cell": { "id": "uint6|none|TweenSplitFastProxy|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2448, "total_correct": 688, "total_train": 154, "infer_ms": 808.970505, "train_ms": 1857.664938, "blocked_train": 1857664938, "duration": 5075669052, "avg_accuracy": 36.111111111111114, "soft_acc": 24.999999666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 482.3009488838517, "availability": 30.336749146703664, "score": 36.578606761051624, "zero_downtime": 7.584187185553419, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 11266872, "heap_mib": 10.744926452636719, "mobile_score": 71558.67381170983, "mobile_throughput": 943524.6264493165, "mobile_availability": 59347.73707696631, "mobile_accuracy": 48907.462034467666, "soft_acc_blocks": [ 24.999999666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082175253, "time_to_acc50_sec": 0, "acc_per_sec": 4.9254589711312535, "mobile_acc_per_sec": 9635.668033792772 }, "started": "2026-08-18T01:36:19.300269549+10:00", "ended": "2026-08-18T01:36:24.376927871+10:00" }, { "cell": { "id": "int5|none|TweenSplitFastProxy|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2872, "total_correct": 638, "total_train": 173, "infer_ms": 846.521227, "train_ms": 1856.53833, "blocked_train": 1856538330, "duration": 5157918368, "avg_accuracy": 28.75, "soft_acc": 25.000021, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 556.8137754598911, "availability": 31.317150404910592, "score": 43.59458850343239, "zero_downtime": 7.829294177829233, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 12301440, "heap_mib": 11.7315673828125, "mobile_score": 108838.66484422649, "mobile_throughput": 1390146.5748015018, "mobile_availability": 78186.69595947507, "mobile_accuracy": 62415.29052403809, "soft_acc_blocks": [ 25.000021 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071791523, "time_to_acc50_sec": 0, "acc_per_sec": 4.846920640524569, "mobile_acc_per_sec": 12100.868232282597 }, "started": "2026-08-18T01:36:30.81307416+10:00", "ended": "2026-08-18T01:36:35.971916537+10:00" }, { "cell": { "id": "uint5|none|TweenSplitFastProxy|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2720, "total_correct": 652, "total_train": 167, "infer_ms": 823.724656, "train_ms": 1851.826526, "blocked_train": 1851826526, "duration": 4724180587, "avg_accuracy": 34.09090909090909, "soft_acc": 25.000004, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 575.7612245994354, "availability": 30.787101422005236, "score": 44.315055131909574, "zero_downtime": 7.696776586985366, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 12117248, "heap_mib": 11.555908203125, "mobile_score": 102804.65320795844, "mobile_throughput": 1335684.5173574726, "mobile_availability": 71421.71606345256, "mobile_accuracy": 57996.46945642478, "soft_acc_blocks": [ 25.000004 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080544423, "time_to_acc50_sec": 0, "acc_per_sec": 5.291923866923083, "mobile_acc_per_sec": 12276.514072306945 }, "started": "2026-08-18T01:36:43.019237078+10:00", "ended": "2026-08-18T01:36:47.744370632+10:00" }, { "cell": { "id": "int3|none|TweenSplitFastProxy|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 975, "total_train": 202, "infer_ms": 865.84453, "train_ms": 1821.287677, "blocked_train": 1821287677, "duration": 4873459144, "avg_accuracy": 21.153846153846153, "soft_acc": 24.999982153846155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 735.4119310536278, "availability": 32.221880551484155, "score": 59.24084620748533, "zero_downtime": 8.055464387504664, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 12122552, "heap_mib": 11.560966491699219, "mobile_score": 246502.10140023867, "mobile_throughput": 3060060.7183193997, "mobile_availability": 134075.75643314703, "mobile_accuracy": 104025.3225672674, "soft_acc_blocks": [ 24.999982153846155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.129822866089909, "mobile_acc_per_sec": 21345.27437155989 }, "started": "2026-08-18T01:36:54.764284197+10:00", "ended": "2026-08-18T01:36:59.638605475+10:00" }, { "cell": { "id": "uint3|none|TweenSplitFastProxy|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 905, "total_train": 205, "infer_ms": 843.575511, "train_ms": 1829.663704, "blocked_train": 1829663704, "duration": 5061156843, "avg_accuracy": 25.96153846153846, "soft_acc": 24.999985384615385, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 708.138497023061, "availability": 31.556304660898068, "score": 55.865552725544745, "zero_downtime": 7.889071553149221, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 12104896, "heap_mib": 11.54412841796875, "mobile_score": 206265.06272796058, "mobile_throughput": 2614567.0163889197, "mobile_availability": 116511.21026797836, "mobile_accuracy": 92304.17138964248, "soft_acc_blocks": [ 24.999985384615385 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084204832, "time_to_acc50_sec": 0, "acc_per_sec": 4.939579262237731, "mobile_acc_per_sec": 18237.76149464856 }, "started": "2026-08-18T01:37:06.300071734+10:00", "ended": "2026-08-18T01:37:11.362125555+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinearCache|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21120, "total_correct": 4712, "total_train": 472, "infer_ms": 1009.464655, "train_ms": 1506.565172, "blocked_train": 1506565172, "duration": 5274794960, "avg_accuracy": 19.886363636363637, "soft_acc": 24.999782075757576, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4003.947103187495, "availability": 40.12133100201121, "score": 401.6057167884437, "zero_downtime": 10.030245316396167, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12308480, "heap_mib": 11.73828125, "mobile_score": 126536.69353580504, "mobile_throughput": 1261551.3334350754, "mobile_availability": 12641.305521864455, "mobile_accuracy": 7876.85441402331, "soft_acc_blocks": [ 24.999782075757576 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.739479404476715, "mobile_acc_per_sec": 1493.3005877489709 }, "started": "2026-08-18T01:37:18.199626516+10:00", "ended": "2026-08-18T01:37:23.475081579+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinearCache|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 39104, "total_correct": 10123, "total_train": 503, "infer_ms": 1027.93992, "train_ms": 1352.190182, "blocked_train": 1352190182, "duration": 4803710443, "avg_accuracy": 26.38888888888889, "soft_acc": 24.99991730769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8140.374084575105, "availability": 43.188392060426956, "score": 878.9212614972104, "zero_downtime": 10.797062301628692, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 11264752, "heap_mib": 10.742904663085938, "mobile_score": 553855.6133988575, "mobile_throughput": 5129688.038526097, "mobile_availability": 27215.33136607828, "mobile_accuracy": 15753.794044970417, "soft_acc_blocks": [ 24.99991730769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077728016, "time_to_acc50_sec": 0, "acc_per_sec": 5.204293140549794, "mobile_acc_per_sec": 3279.5053390295316 }, "started": "2026-08-18T01:37:29.876119431+10:00", "ended": "2026-08-18T01:37:34.680319038+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinearCache|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13832, "total_correct": 3645, "total_train": 387, "infer_ms": 919.944061, "train_ms": 1556.178608, "blocked_train": 1556178608, "duration": 4676769128, "avg_accuracy": 21.726190476190474, "soft_acc": 24.999308238095235, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2957.5973543759674, "availability": 37.15260445362048, "score": 274.6985103515913, "zero_downtime": 9.28789410584088, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14108880, "heap_mib": 13.455276489257812, "mobile_score": 346204.6456615748, "mobile_throughput": 3727482.6964689116, "mobile_availability": 46823.713182162915, "mobile_accuracy": 31506.820474842487, "soft_acc_blocks": [ 24.999308238095235 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.345422780958631, "mobile_acc_per_sec": 6736.8774494789395 }, "started": "2026-08-18T01:37:41.939955973+10:00", "ended": "2026-08-18T01:37:46.617283901+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinearCache|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19368, "total_correct": 4954, "total_train": 458, "infer_ms": 893.593826, "train_ms": 1595.299086, "blocked_train": 1595299086, "duration": 5183609951, "avg_accuracy": 25.416666666666668, "soft_acc": 24.999925833333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3736.3922407517575, "availability": 35.90326533100753, "score": 335.37071006501213, "zero_downtime": 8.975789704496764, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11234472, "heap_mib": 10.714027404785156, "mobile_score": 422670.2856696276, "mobile_throughput": 4709003.882498215, "mobile_availability": 45249.16147563288, "mobile_accuracy": 31507.5988348718, "soft_acc_blocks": [ 24.999925833333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082112486, "time_to_acc50_sec": 0, "acc_per_sec": 4.822879435307523, "mobile_acc_per_sec": 6078.312051390651 }, "started": "2026-08-18T01:37:53.435929124+10:00", "ended": "2026-08-18T01:37:58.620189438+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinearCache|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14792, "total_correct": 4352, "total_train": 363, "infer_ms": 968.355377, "train_ms": 1480.142729, "blocked_train": 1480142729, "duration": 5211336349, "avg_accuracy": 35.33653846153846, "soft_acc": 25.000186038461536, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2838.4274223325515, "availability": 39.54895348405877, "score": 280.64417364313846, "zero_downtime": 9.887311947279308, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12311104, "heap_mib": 11.74078369140625, "mobile_score": 707396.0216875662, "mobile_throughput": 7154583.828845619, "mobile_availability": 99687.70059735676, "mobile_accuracy": 63015.85354679289, "soft_acc_blocks": [ 25.000186038461536 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060552767, "time_to_acc50_sec": 0, "acc_per_sec": 4.797269714371594, "mobile_acc_per_sec": 12092.07184619449 }, "started": "2026-08-18T01:38:05.414168622+10:00", "ended": "2026-08-18T01:38:10.625939761+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinearCache|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15984, "total_correct": 4220, "total_train": 379, "infer_ms": 955.962909, "train_ms": 1499.326416, "blocked_train": 1499326416, "duration": 4785458407, "avg_accuracy": 19.675925925925927, "soft_acc": 25.000091222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3340.1188852919854, "availability": 38.934837506370044, "score": 325.11865144450934, "zero_downtime": 9.733744893816503, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 15449496, "heap_mib": 14.733787536621094, "mobile_score": 819499.074656437, "mobile_throughput": 8419155.048711367, "mobile_availability": 98139.75041605643, "mobile_accuracy": 63015.61455152137, "soft_acc_blocks": [ 25.000091222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.224178980565994, "mobile_acc_per_sec": 13168.14591039896 }, "started": "2026-08-18T01:38:17.789242487+10:00", "ended": "2026-08-18T01:38:22.57538433+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinearCache|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11936, "total_correct": 2530, "total_train": 346, "infer_ms": 985.676683, "train_ms": 1502.286022, "blocked_train": 1502286022, "duration": 5221784292, "avg_accuracy": 22.2972972972973, "soft_acc": 25.000494054054055, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2285.8087068603104, "availability": 39.61782389338509, "score": 226.40139109848212, "zero_downtime": 9.904651706811347, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12297272, "heap_mib": 11.727592468261719, "mobile_score": 71333.85368764483, "mobile_throughput": 720205.574099987, "mobile_availability": 12482.662051331181, "mobile_accuracy": 7877.078741954262, "soft_acc_blocks": [ 25.000494054054055 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.787730142808829, "mobile_acc_per_sec": 1508.5032819188432 }, "started": "2026-08-18T01:38:29.827416321+10:00", "ended": "2026-08-18T01:38:35.049726809+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinearCache|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12456, "total_correct": 3269, "total_train": 324, "infer_ms": 1038.075774, "train_ms": 1461.31104, "blocked_train": 1461311040, "duration": 4585879549, "avg_accuracy": 23.355263157894736, "soft_acc": 24.99968660526316, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2716.163795169056, "availability": 41.53321799512382, "score": 282.0240220999611, "zero_downtime": 10.383174335861717, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12089600, "heap_mib": 11.529541015625, "mobile_score": 177718.5222340678, "mobile_throughput": 1711601.062309608, "mobile_availability": 26172.31706277341, "mobile_accuracy": 15753.64866694737, "soft_acc_blocks": [ 24.99968660526316 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.451448590862926, "mobile_acc_per_sec": 3435.2512966422373 }, "started": "2026-08-18T01:38:41.557859944+10:00", "ended": "2026-08-18T01:38:46.144336991+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinearCache|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11672, "total_correct": 2688, "total_train": 333, "infer_ms": 987.605056, "train_ms": 1508.074089, "blocked_train": 1508074089, "duration": 4872826852, "avg_accuracy": 27.364864864864863, "soft_acc": 24.999427189189188, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2395.3241833760935, "availability": 39.57259722182757, "score": 236.96756818331232, "zero_downtime": 9.892922629341887, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 19249656, "heap_mib": 18.35790252685547, "mobile_score": 298652.0490088761, "mobile_throughput": 3018845.493879532, "mobile_availability": 49873.6486832633, "mobile_accuracy": 31506.970389821203, "soft_acc_blocks": [ 24.999427189189188 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081010311, "time_to_acc50_sec": 0, "acc_per_sec": 5.130374615902562, "mobile_acc_per_sec": 6465.850592842121 }, "started": "2026-08-18T01:38:52.605841829+10:00", "ended": "2026-08-18T01:38:57.479578001+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinearCache|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32752, "total_correct": 8086, "total_train": 481, "infer_ms": 993.499686, "train_ms": 1405.968679, "blocked_train": 1405968679, "duration": 5179196979, "avg_accuracy": 22.66355140186916, "soft_acc": 25.000122242990656, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6323.760253336369, "availability": 41.40499205956399, "score": 654.591308442264, "zero_downtime": 10.351298629591572, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 15258280, "heap_mib": 14.551429748535156, "mobile_score": 1649972.9226950852, "mobile_throughput": 15939767.383178933, "mobile_availability": 104366.05998521483, "mobile_accuracy": 63015.692742947525, "soft_acc_blocks": [ 25.000122242990656 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.827026727185356, "mobile_acc_per_sec": 12167.077830493059 }, "started": "2026-08-18T01:39:04.781588103+10:00", "ended": "2026-08-18T01:39:09.961479038+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinearCache|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12216, "total_correct": 2830, "total_train": 340, "infer_ms": 978.925173, "train_ms": 1516.967051, "blocked_train": 1516967051, "duration": 5223883780, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000439153846152, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2338.490003696062, "availability": 39.22145209584178, "score": 229.3014620154295, "zero_downtime": 9.80553526647584, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 15294688, "heap_mib": 14.586151123046875, "mobile_score": 71901.91681647458, "mobile_throughput": 733278.855895814, "mobile_availability": 12298.646337574577, "mobile_accuracy": 7839.3721549591455, "soft_acc_blocks": [ 25.000439153846152 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079121103, "time_to_acc50_sec": 0, "acc_per_sec": 4.785795436254164, "mobile_acc_per_sec": 1500.6788981356597 }, "started": "2026-08-18T01:39:16.915784431+10:00", "ended": "2026-08-18T01:39:22.140391906+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinearCache|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13536, "total_correct": 3433, "total_train": 340, "infer_ms": 1003.553744, "train_ms": 1486.109271, "blocked_train": 1486109271, "duration": 4968665532, "avg_accuracy": 21.802325581395348, "soft_acc": 25.00013606976744, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2724.272727319493, "availability": 40.30881842055239, "score": 274.5320309462127, "zero_downtime": 10.07725945325358, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 12128432, "heap_mib": 11.566574096679688, "mobile_score": 171349.82076277141, "mobile_throughput": 1700361.309120098, "mobile_availability": 25158.84499056497, "mobile_accuracy": 15603.894452078846, "soft_acc_blocks": [ 25.00013606976744 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.0315594617423, "mobile_acc_per_sec": 3140.459817949937 }, "started": "2026-08-18T01:39:28.813125274+10:00", "ended": "2026-08-18T01:39:33.782327784+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinearCache|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12720, "total_correct": 3188, "total_train": 342, "infer_ms": 975.076971, "train_ms": 1486.688938, "blocked_train": 1486688938, "duration": 5318639493, "avg_accuracy": 27.027027027027028, "soft_acc": 25.00007064864865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2391.5890551975035, "availability": 39.608842068825645, "score": 236.82085219316053, "zero_downtime": 9.902238500318079, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 12143728, "heap_mib": 11.581161499023438, "mobile_score": 292835.68621379184, "mobile_throughput": 2957267.553234407, "mobile_availability": 48977.45422306712, "mobile_accuracy": 30913.294906223357, "soft_acc_blocks": [ 25.00007064864865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079599855, "time_to_acc50_sec": 0, "acc_per_sec": 4.700463470320162, "mobile_acc_per_sec": 5812.25611303589 }, "started": "2026-08-18T01:39:40.707396754+10:00", "ended": "2026-08-18T01:39:46.045020302+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinearCache|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 24312, "total_correct": 5891, "total_train": 474, "infer_ms": 996.981079, "train_ms": 1511.080602, "blocked_train": 1511080602, "duration": 4608651500, "avg_accuracy": 23.575949367088608, "soft_acc": 24.999382734177217, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5275.295821348175, "availability": 39.75105901711673, "score": 524.2335448402911, "zero_downtime": 9.937519384577676, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 12118432, "heap_mib": 11.557037353515625, "mobile_score": 1272450.7257279006, "mobile_throughput": 12804510.627699038, "mobile_availability": 96486.12606465786, "mobile_accuracy": 60679.98321729771, "soft_acc_blocks": [ 24.999382734177217 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.424446334069135, "mobile_acc_per_sec": 13166.537590724252 }, "started": "2026-08-18T01:39:52.884644534+10:00", "ended": "2026-08-18T01:39:57.493988792+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinearCache|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26448, "total_correct": 7276, "total_train": 458, "infer_ms": 903.122337, "train_ms": 1531.72302, "blocked_train": 1531723020, "duration": 4775221806, "avg_accuracy": 23.214285714285715, "soft_acc": 25.000187540816327, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5538.590891582974, "availability": 37.09156864535935, "score": 513.591413379495, "zero_downtime": 9.272961723170464, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 9183192, "heap_mib": 8.757774353027344, "mobile_score": 2589132.8359414292, "mobile_throughput": 27921314.82082937, "mobile_availability": 186987.15713402082, "mobile_accuracy": 126031.714667303, "soft_acc_blocks": [ 25.000187540816327 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.235398177610082, "mobile_acc_per_sec": 26392.850382142642 }, "started": "2026-08-18T01:40:04.24870884+10:00", "ended": "2026-08-18T01:40:09.024646061+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinearCache|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11184, "total_correct": 2325, "total_train": 324, "infer_ms": 967.771991, "train_ms": 1536.428405, "blocked_train": 1536428405, "duration": 5026998053, "avg_accuracy": 22.983870967741936, "soft_acc": 25.000154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2224.7870164432707, "availability": 38.64594832529529, "score": 214.94883425729898, "zero_downtime": 9.661546596084241, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 12148136, "heap_mib": 11.585365295410156, "mobile_score": 1006206.200134739, "mobile_throughput": 10414545.850687584, "mobile_availability": 180907.204960468, "mobile_accuracy": 117029.29232457142, "soft_acc_blocks": [ 25.000154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.973177577636114, "mobile_acc_per_sec": 23280.15469485431 }, "started": "2026-08-18T01:40:15.643082391+10:00", "ended": "2026-08-18T01:40:20.670752682+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinearCache|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17712, "total_correct": 4492, "total_train": 411, "infer_ms": 794.737832, "train_ms": 1646.295655, "blocked_train": 1646295655, "duration": 4493494253, "avg_accuracy": 27.5390625, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3941.698598629542, "availability": 32.55743258879759, "score": 320.8289660255981, "zero_downtime": 8.139358147199397, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11293736, "heap_mib": 10.770545959472656, "mobile_score": 1617372.8551887383, "mobile_throughput": 19871012.25844505, "mobile_availability": 164129.53093380298, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06182804, "time_to_acc50_sec": 0, "acc_per_sec": 5.563598970513694, "mobile_acc_per_sec": 28047.386317814267 }, "started": "2026-08-18T01:40:27.023139589+10:00", "ended": "2026-08-18T01:40:31.51718806+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinearCache|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26160, "total_correct": 6000, "total_train": 478, "infer_ms": 874.851604, "train_ms": 1540.093402, "blocked_train": 1540093402, "duration": 5370568817, "avg_accuracy": 15.909090909090908, "soft_acc": 24.999355704545454, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4870.992420242923, "availability": 36.226564241686916, "score": 441.13693038798266, "zero_downtime": 9.056407654314981, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 12432152, "heap_mib": 11.856224060058594, "mobile_score": 4447746.13383182, "mobile_throughput": 49111593.73123695, "mobile_availability": 365252.9406374144, "mobile_accuracy": 252055.0423773986, "soft_acc_blocks": [ 24.999355704545454 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.654880433784311, "mobile_acc_per_sec": 46932.652939767475 }, "started": "2026-08-18T01:40:38.689899151+10:00", "ended": "2026-08-18T01:40:44.061223435+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinearCache|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11736, "total_correct": 2349, "total_train": 327, "infer_ms": 987.41364, "train_ms": 1521.544625, "blocked_train": 1521544625, "duration": 4835082145, "avg_accuracy": 22.756410256410255, "soft_acc": 24.999744205128202, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2427.2596923997035, "availability": 39.35552271930677, "score": 238.81274141675075, "zero_downtime": 9.838780010417807, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 12330296, "heap_mib": 11.759086608886719, "mobile_score": 2086777.5761984237, "mobile_throughput": 21209718.82681426, "mobile_availability": 343893.8049243318, "mobile_accuracy": 218451.0981636376, "soft_acc_blocks": [ 24.999744205128202 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.170490067264038, "mobile_acc_per_sec": 45180.4316064288 }, "started": "2026-08-18T01:40:50.68932147+10:00", "ended": "2026-08-18T01:40:55.525090592+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinearCache|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27016, "total_correct": 6258, "total_train": 504, "infer_ms": 874.592597, "train_ms": 1553.130338, "blocked_train": 1553130338, "duration": 4445998814, "avg_accuracy": 28.571428571428573, "soft_acc": 25.001088296703298, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6076.474855307957, "availability": 36.0252228288151, "score": 547.2897251974684, "zero_downtime": 9.006697768516178, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 14231536, "heap_mib": 13.572250366210938, "mobile_score": 5518027.60469866, "mobile_throughput": 61265824.01807112, "mobile_availability": 363222.92358603486, "mobile_accuracy": 252072.5111711919, "soft_acc_blocks": [ 25.001088296703298 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072230721, "time_to_acc50_sec": 0, "acc_per_sec": 5.623278219953051, "mobile_acc_per_sec": 56696.4863727451 }, "started": "2026-08-18T01:41:02.449387077+10:00", "ended": "2026-08-18T01:41:06.896072243+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinearCache|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26328, "total_correct": 6153, "total_train": 463, "infer_ms": 910.358863, "train_ms": 1547.456943, "blocked_train": 1547456943, "duration": 5106790105, "avg_accuracy": 24.725274725274726, "soft_acc": 25.000065956043958, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5155.488958557853, "availability": 37.03934447722402, "score": 477.39108818115415, "zero_downtime": 9.25986054899233, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 16533512, "heap_mib": 15.767585754394531, "mobile_score": 9626554.570781576, "mobile_throughput": 103960038.27324536, "mobile_availability": 746895.5322028779, "mobile_accuracy": 504124.4069216298, "soft_acc_blocks": [ 25.000065956043958 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.895455940428544, "mobile_acc_per_sec": 98716.49246520772 }, "started": "2026-08-18T01:41:14.196972204+10:00", "ended": "2026-08-18T01:41:19.304440015+10:00" }, { "cell": { "id": "int|none|TweenSplitLinearCache|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10512, "total_correct": 2734, "total_train": 311, "infer_ms": 987.07044, "train_ms": 1584.047804, "blocked_train": 1584047804, "duration": 5281208064, "avg_accuracy": 26.428571428571427, "soft_acc": 25.000196, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1990.453675108226, "availability": 38.39070576794522, "score": 191.038801196972, "zero_downtime": 9.597751687769609, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 11296896, "heap_mib": 10.7735595703125, "mobile_score": 60191.917669445946, "mobile_throughput": 627146.0194802533, "mobile_availability": 12096.025448115663, "mobile_accuracy": 7876.984832, "soft_acc_blocks": [ 25.000196 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073587595, "time_to_acc50_sec": 0, "acc_per_sec": 4.733802512045849, "mobile_acc_per_sec": 1491.5119299492153 }, "started": "2026-08-18T01:41:26.066981395+10:00", "ended": "2026-08-18T01:41:31.348700968+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinearCache|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10064, "total_correct": 2951, "total_train": 320, "infer_ms": 941.205122, "train_ms": 1603.476838, "blocked_train": 1603476838, "duration": 5241663898, "avg_accuracy": 26.38888888888889, "soft_acc": 24.99984876388889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1920.0010141512512, "availability": 36.98714168587103, "score": 177.53729986004154, "zero_downtime": 9.246729483553061, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12343792, "heap_mib": 11.771957397460938, "mobile_score": 55670.26068721379, "mobile_throughput": 602053.5237484038, "mobile_availability": 11598.035012082506, "mobile_accuracy": 7839.187026747476, "soft_acc_blocks": [ 24.99984876388889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064018301, "time_to_acc50_sec": 0, "acc_per_sec": 4.769449024274103, "mobile_acc_per_sec": 1495.5531638986968 }, "started": "2026-08-18T01:41:38.243421712+10:00", "ended": "2026-08-18T01:41:43.485495244+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinearCache|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10632, "total_correct": 2338, "total_train": 318, "infer_ms": 960.920433, "train_ms": 1560.57861, "blocked_train": 1560578610, "duration": 5143475840, "avg_accuracy": 25.735294117647058, "soft_acc": 25.00036917647059, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2067.0846584553997, "availability": 38.10909370232111, "score": 196.93971552668677, "zero_downtime": 9.527414115387382, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12127888, "heap_mib": 11.566055297851562, "mobile_score": 61754.26409931552, "mobile_throughput": 648174.4506054214, "mobile_availability": 11949.844808015867, "mobile_accuracy": 7839.350212197017, "soft_acc_blocks": [ 25.00036917647059 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076837483, "time_to_acc50_sec": 0, "acc_per_sec": 4.860598154665501, "mobile_acc_per_sec": 1524.134740019896 }, "started": "2026-08-18T01:41:50.776572082+10:00", "ended": "2026-08-18T01:41:55.920744118+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinearCache|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11112, "total_correct": 3121, "total_train": 324, "infer_ms": 1003.640027, "train_ms": 1548.362574, "blocked_train": 1548362574, "duration": 5213799729, "avg_accuracy": 35.95679012345679, "soft_acc": 25.00073375308642, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2131.2671329113878, "availability": 39.32754718222954, "score": 209.54992195434164, "zero_downtime": 9.832175362648647, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12320400, "heap_mib": 11.749649047851562, "mobile_score": 66024.34464038334, "mobile_throughput": 671513.0904926957, "mobile_availability": 12391.202558339399, "mobile_accuracy": 7877.154265587844, "soft_acc_blocks": [ 25.00073375308642 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.059893315, "time_to_acc50_sec": 0, "acc_per_sec": 4.795108184541167, "mobile_acc_per_sec": 1510.8279326062016 }, "started": "2026-08-18T01:42:02.583795099+10:00", "ended": "2026-08-18T01:42:07.798013942+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinearCache|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10224, "total_correct": 2899, "total_train": 311, "infer_ms": 961.294147, "train_ms": 1527.778181, "blocked_train": 1527778181, "duration": 5253497301, "avg_accuracy": 28.308823529411764, "soft_acc": 25.00011505882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1946.1321504921812, "availability": 38.62057908829076, "score": 187.902741376626, "zero_downtime": 9.65518920845663, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 16216104, "heap_mib": 15.464881896972656, "mobile_score": 29601.90879533308, "mobile_throughput": 306590.66493907594, "mobile_availability": 6084.226613293806, "mobile_accuracy": 3938.4796646515833, "soft_acc_blocks": [ 25.00011505882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085925064, "time_to_acc50_sec": 0, "acc_per_sec": 4.758756619911991, "mobile_acc_per_sec": 749.6871967369044 }, "started": "2026-08-18T01:42:14.217007404+10:00", "ended": "2026-08-18T01:42:19.471159859+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinearCache|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9096, "total_correct": 2250, "total_train": 297, "infer_ms": 885.707171, "train_ms": 1655.853253, "blocked_train": 1655853253, "duration": 5060863408, "avg_accuracy": 24.583333333333332, "soft_acc": 25.00012793333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1797.3217743085943, "availability": 34.84895195236169, "score": 156.5877516971549, "zero_downtime": 8.712282571516285, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12557328, "heap_mib": 11.975601196289062, "mobile_score": 789394.9919403649, "mobile_throughput": 9060713.830852926, "mobile_availability": 175681.60885769041, "mobile_accuracy": 126031.41417222563, "soft_acc_blocks": [ 25.00012793333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.939893831912985, "mobile_acc_per_sec": 24903.144782173033 }, "started": "2026-08-18T01:42:26.570139951+10:00", "ended": "2026-08-18T01:42:31.632116689+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinearCache|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4000, "total_correct": 1016, "total_train": 216, "infer_ms": 748.359575, "train_ms": 1818.804219, "blocked_train": 1818804219, "duration": 5354575512, "avg_accuracy": 33.65384615384615, "soft_acc": 25.00047730769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 747.0246690957488, "availability": 29.151220375928997, "score": 54.44274130538776, "zero_downtime": 7.287944234999506, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11459528, "heap_mib": 10.928657531738281, "mobile_score": 182972.2817533278, "mobile_throughput": 2510615.8314799485, "mobile_availability": 97972.01941317348, "mobile_accuracy": 84022.11696599607, "soft_acc_blocks": [ 25.00047730769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077578319, "time_to_acc50_sec": 0, "acc_per_sec": 4.668993322003656, "mobile_acc_per_sec": 15691.648530811877 }, "started": "2026-08-18T01:42:38.771241569+10:00", "ended": "2026-08-18T01:42:44.126594111+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinearCache|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4056, "total_correct": 906, "total_train": 218, "infer_ms": 765.891989, "train_ms": 1806.62221, "blocked_train": 1806622210, "duration": 4573815419, "avg_accuracy": 26.973684210526315, "soft_acc": 25.000059763157893, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 886.7869882004961, "availability": 29.772119014842414, "score": 66.00397716766423, "zero_downtime": 7.443047546469098, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 11311552, "heap_mib": 10.78753662109375, "mobile_score": 221827.5203928227, "mobile_throughput": 2980331.9004465495, "mobile_availability": 100058.74829521602, "mobile_accuracy": 84020.71367375978, "soft_acc_blocks": [ 25.000059763157893 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.062466645, "time_to_acc50_sec": 0, "acc_per_sec": 5.46590919679566, "mobile_acc_per_sec": 18369.939749805148 }, "started": "2026-08-18T01:42:51.099845775+10:00", "ended": "2026-08-18T01:42:55.674122078+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinearCache|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3800, "total_correct": 914, "total_train": 213, "infer_ms": 748.839333, "train_ms": 1839.859791, "blocked_train": 1839859791, "duration": 5169874632, "avg_accuracy": 24.107142857142858, "soft_acc": 25.00024235714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 735.0274949568642, "availability": 28.92724481023929, "score": 53.15631602970492, "zero_downtime": 7.231881309803852, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 12367808, "heap_mib": 11.79486083984375, "mobile_score": 169934.259869402, "mobile_throughput": 2349793.26387771, "mobile_availability": 92476.87394555328, "mobile_accuracy": 79922.72600574217, "soft_acc_blocks": [ 25.00024235714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.835754082390843, "mobile_acc_per_sec": 15459.316075295917 }, "started": "2026-08-18T01:43:02.887082485+10:00", "ended": "2026-08-18T01:43:08.057718834+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinearCache|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4568, "total_correct": 1636, "total_train": 235, "infer_ms": 756.852589, "train_ms": 1787.728041, "blocked_train": 1787728041, "duration": 5025866621, "avg_accuracy": 37.5, "soft_acc": 25.000519333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 908.8979761048856, "availability": 29.743706293952258, "score": 67.58639009652362, "zero_downtime": 7.436081042469417, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 15508656, "heap_mib": 14.790206909179688, "mobile_score": 272574.87146866287, "mobile_throughput": 3665571.5545852175, "mobile_availability": 119955.909888028, "mobile_accuracy": 100826.70984795898, "soft_acc_blocks": [ 25.000519333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079346235, "time_to_acc50_sec": 0, "acc_per_sec": 4.974369838799854, "mobile_acc_per_sec": 20061.55703111306 }, "started": "2026-08-18T01:43:14.70687396+10:00", "ended": "2026-08-18T01:43:19.733364797+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinearCache|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1240, "total_train": 238, "infer_ms": 744.644233, "train_ms": 1844.933224, "blocked_train": 1844933224, "duration": 5343513562, "avg_accuracy": 30.555555555555557, "soft_acc": 25.000443555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 811.4511079068166, "availability": 28.75543386381896, "score": 58.33510664390538, "zero_downtime": 7.188986012279168, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 16382872, "heap_mib": 15.623924255371094, "mobile_score": 221626.06081246276, "mobile_throughput": 3082855.6410307903, "mobile_availability": 109247.31093908634, "mobile_accuracy": 94981.39529605153, "soft_acc_blocks": [ 25.000443555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067078249, "time_to_acc50_sec": 0, "acc_per_sec": 4.678652587942202, "mobile_acc_per_sec": 17775.082666862618 }, "started": "2026-08-18T01:43:26.811426051+10:00", "ended": "2026-08-18T01:43:32.155377998+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinearCache|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5640, "total_correct": 1398, "total_train": 264, "infer_ms": 829.785036, "train_ms": 1740.347428, "blocked_train": 1740347428, "duration": 4710265296, "avg_accuracy": 28.977272727272727, "soft_acc": 25.00112313636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1197.3847852666684, "availability": 32.2856914039587, "score": 96.65033103728108, "zero_downtime": 8.071785463330086, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 12453488, "heap_mib": 11.876571655273438, "mobile_score": 649648.8302419747, "mobile_throughput": 8048390.696126808, "mobile_availability": 217012.82788203462, "mobile_accuracy": 168048.57496048487, "soft_acc_blocks": [ 25.00112313636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080384568, "time_to_acc50_sec": 0, "acc_per_sec": 5.30779511667736, "mobile_acc_per_sec": 35677.09341195563 }, "started": "2026-08-18T01:43:38.720754482+10:00", "ended": "2026-08-18T01:43:43.431750713+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinearCache|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinearCache", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5896, "total_correct": 1491, "total_train": 258, "infer_ms": 829.60691, "train_ms": 1746.101346, "blocked_train": 1746101346, "duration": 4980652001, "avg_accuracy": 26.31578947368421, "soft_acc": 25.000207684210526, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1183.780757783563, "availability": 32.20888499570815, "score": 95.32143758267969, "zero_downtime": 8.05228814169556, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10891528, "heap_mib": 10.386970520019531, "mobile_score": 581114.9519459066, "mobile_throughput": 7216767.976009636, "mobile_availability": 196357.3476352306, "mobile_accuracy": 152410.5684458066, "soft_acc_blocks": [ 25.000207684210526 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072745683, "time_to_acc50_sec": 0, "acc_per_sec": 5.019464857049049, "mobile_acc_per_sec": 30600.525476424787 }, "started": "2026-08-18T01:43:50.123035004+10:00", "ended": "2026-08-18T01:43:55.104262681+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinearCache|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12544, "total_correct": 2704, "total_train": 356, "infer_ms": 1048.866516, "train_ms": 1478.563153, "blocked_train": 1478563153, "duration": 5503909109, "avg_accuracy": 16.89189189189189, "soft_acc": 24.999975945945945, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2279.1074037701737, "availability": 41.49933542621557, "score": 236.45337904686107, "zero_downtime": 10.374823874281317, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10178712, "heap_mib": 9.707176208496094, "mobile_score": 50974.37055662858, "mobile_throughput": 491327.575044349, "mobile_availability": 8946.383047672578, "mobile_accuracy": 5389.468498662874, "soft_acc_blocks": [ 24.999975945945945 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.542221801058805, "mobile_acc_per_sec": 979.2073945861507 }, "started": "2026-08-18T01:44:01.611316578+10:00", "ended": "2026-08-18T01:44:07.115970788+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinearCache|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17928, "total_correct": 4340, "total_train": 438, "infer_ms": 999.859737, "train_ms": 1601.645795, "blocked_train": 1601645795, "duration": 5141281585, "avg_accuracy": 21.25, "soft_acc": 24.999994, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3487.068292914752, "availability": 38.43388855803517, "score": 335.05390499740236, "zero_downtime": 9.60846983347548, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 12999904, "heap_mib": 12.397674560546875, "mobile_score": 144461.1363020379, "mobile_throughput": 1503477.0239767183, "mobile_availability": 16571.074477232847, "mobile_accuracy": 10778.944781473685, "soft_acc_blocks": [ 24.999994 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.862599643042116, "mobile_acc_per_sec": 2096.5482250421587 }, "started": "2026-08-18T01:44:14.266802007+10:00", "ended": "2026-08-18T01:44:19.408619684+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinearCache|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8888, "total_correct": 1961, "total_train": 311, "infer_ms": 951.817971, "train_ms": 1628.207354, "blocked_train": 1628207354, "duration": 5224893818, "avg_accuracy": 18.055555555555557, "soft_acc": 24.99999211111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1701.0872009265395, "availability": 36.89180729262803, "score": 156.89040350369072, "zero_downtime": 9.22294891280332, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10887736, "heap_mib": 10.383354187011719, "mobile_score": 135289.07215812994, "mobile_throughput": 1466874.3526305486, "mobile_availability": 31812.38793065356, "mobile_accuracy": 21557.887934128652, "soft_acc_blocks": [ 24.99999211111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.784784721363137, "mobile_acc_per_sec": 4125.995414463876 }, "started": "2026-08-18T01:44:26.572046533+10:00", "ended": "2026-08-18T01:44:31.797584152+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinearCache|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11168, "total_correct": 2923, "total_train": 330, "infer_ms": 955.694645, "train_ms": 1551.379464, "blocked_train": 1551379464, "duration": 5329984426, "avg_accuracy": 23.928571428571427, "soft_acc": 24.999992285714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2095.3156908905385, "availability": 38.11992001230467, "score": 199.68310472666565, "zero_downtime": 9.529977062396624, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12136720, "heap_mib": 11.574478149414062, "mobile_score": 172189.89409693106, "mobile_throughput": 1806823.8041868727, "mobile_availability": 32871.40892008419, "mobile_accuracy": 21557.888084691727, "soft_acc_blocks": [ 24.999992285714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.690443777614574, "mobile_acc_per_sec": 4044.6437290756407 }, "started": "2026-08-18T01:44:38.113240384+10:00", "ended": "2026-08-18T01:44:43.46002065+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinearCache|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9096, "total_correct": 2131, "total_train": 304, "infer_ms": 959.610713, "train_ms": 1614.38223, "blocked_train": 1614382230, "duration": 5103467656, "avg_accuracy": 19.396551724137932, "soft_acc": 24.999995620689653, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1782.3175560456611, "availability": 37.28101569235732, "score": 166.1164928402235, "zero_downtime": 9.320252290437953, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10162528, "heap_mib": 9.691741943359375, "mobile_score": 286489.7493362338, "mobile_throughput": 3073841.1408686433, "mobile_availability": 64296.01695827183, "mobile_accuracy": 43115.78192098729, "soft_acc_blocks": [ 24.999995620689653 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.898629188194791, "mobile_acc_per_sec": 8448.330591514048 }, "started": "2026-08-18T01:44:50.177674563+10:00", "ended": "2026-08-18T01:44:55.281770082+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinearCache|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9000, "total_correct": 2232, "total_train": 294, "infer_ms": 981.058391, "train_ms": 1603.907125, "blocked_train": 1603907125, "duration": 4739784896, "avg_accuracy": 26.5625, "soft_acc": 24.99999825, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1898.820346804194, "availability": 37.95247499154646, "score": 180.16231670245134, "zero_downtime": 9.488118083718302, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10887432, "heap_mib": 10.383064270019531, "mobile_score": 310713.6207213645, "mobile_throughput": 3274765.532846307, "mobile_availability": 65454.03686963129, "mobile_accuracy": 43115.78645557895, "soft_acc_blocks": [ 24.99999825 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071323662, "time_to_acc50_sec": 0, "acc_per_sec": 5.274500594129916, "mobile_acc_per_sec": 9096.570287813109 }, "started": "2026-08-18T01:45:02.187922937+10:00", "ended": "2026-08-18T01:45:06.928480591+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinearCache|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6872, "total_correct": 1809, "total_train": 281, "infer_ms": 953.940244, "train_ms": 1666.877128, "blocked_train": 1666877128, "duration": 5422167644, "avg_accuracy": 25, "soft_acc": 24.999991960000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1267.3898062898036, "availability": 36.39857756559468, "score": 115.3279283357349, "zero_downtime": 9.099641464953034, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10882336, "heap_mib": 10.378204345703125, "mobile_score": 24862.273392798426, "mobile_throughput": 273222.56034542294, "mobile_availability": 7846.767037298727, "mobile_accuracy": 5389.47195095579, "soft_acc_blocks": [ 24.999991960000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074130425, "time_to_acc50_sec": 0, "acc_per_sec": 4.610700664643633, "mobile_acc_per_sec": 993.9699959147538 }, "started": "2026-08-18T01:45:13.81171895+10:00", "ended": "2026-08-18T01:45:19.234670706+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinearCache|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7024, "total_correct": 1831, "total_train": 289, "infer_ms": 934.004048, "train_ms": 1681.337624, "blocked_train": 1681337624, "duration": 5408793103, "avg_accuracy": 25.5, "soft_acc": 25.000004960000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1298.6261197722874, "availability": 35.71250586489336, "score": 115.9430052997665, "zero_downtime": 8.928128237563632, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 14383192, "heap_mib": 13.716880798339844, "mobile_score": 49989.74207450985, "mobile_throughput": 559912.9038512936, "mobile_availability": 15397.728844484547, "mobile_accuracy": 10778.94950696421, "soft_acc_blocks": [ 25.000004960000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081589416, "time_to_acc50_sec": 0, "acc_per_sec": 4.622104133754662, "mobile_acc_per_sec": 1992.8566875641152 }, "started": "2026-08-18T01:45:25.608413636+10:00", "ended": "2026-08-18T01:45:31.041294174+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinearCache|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6856, "total_correct": 1784, "total_train": 282, "infer_ms": 930.019634, "train_ms": 1650.684344, "blocked_train": 1650684344, "duration": 5161172990, "avg_accuracy": 25.520833333333332, "soft_acc": 25.000003500000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1328.3801983161197, "availability": 36.037439471099226, "score": 119.67856923355723, "zero_downtime": 9.009361129085189, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 14504408, "heap_mib": 13.832481384277344, "mobile_score": 103200.71991171587, "mobile_throughput": 1145483.219432174, "mobile_availability": 31075.65306813104, "mobile_accuracy": 21557.89775494737, "soft_acc_blocks": [ 25.000003500000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.106431746, "time_to_acc50_sec": 0, "acc_per_sec": 4.843860794520666, "mobile_acc_per_sec": 4176.937645127716 }, "started": "2026-08-18T01:45:37.82230421+10:00", "ended": "2026-08-18T01:45:42.984154021+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinearCache|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16288, "total_correct": 4064, "total_train": 416, "infer_ms": 937.00329, "train_ms": 1585.896762, "blocked_train": 1585896762, "duration": 5062163727, "avg_accuracy": 26.682692307692307, "soft_acc": 25.0000135, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3217.59644262885, "availability": 37.139929077142845, "score": 298.75342052201654, "zero_downtime": 9.284987283176138, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 10398496, "heap_mib": 9.916778564453125, "mobile_score": 515239.58335081255, "mobile_throughput": 5549168.433266429, "mobile_availability": 64052.69452630614, "mobile_accuracy": 43115.81275621053, "soft_acc_blocks": [ 25.0000135 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074309438, "time_to_acc50_sec": 0, "acc_per_sec": 4.938602314788386, "mobile_acc_per_sec": 8517.269507946623 }, "started": "2026-08-18T01:45:50.250982627+10:00", "ended": "2026-08-18T01:45:55.313802446+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinearCache|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7064, "total_correct": 1555, "total_train": 282, "infer_ms": 933.868407, "train_ms": 1674.83263, "blocked_train": 1674832630, "duration": 4945648358, "avg_accuracy": 18.26923076923077, "soft_acc": 24.999991807692307, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1428.3263767779586, "availability": 35.79821504092114, "score": 127.82879507276621, "zero_downtime": 8.949550827530361, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13350488, "heap_mib": 12.732017517089844, "mobile_score": 27399.469873716454, "mobile_throughput": 306154.6931431571, "mobile_availability": 7673.170305549658, "mobile_accuracy": 5358.624572719291, "soft_acc_blocks": [ 24.999991807692307 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.0549472987202435, "mobile_acc_per_sec": 1083.5029474045132 }, "started": "2026-08-18T01:46:02.343110249+10:00", "ended": "2026-08-18T01:46:07.289395845+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinearCache|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7288, "total_correct": 2346, "total_train": 275, "infer_ms": 966.418963, "train_ms": 1669.823824, "blocked_train": 1669823824, "duration": 5084595071, "avg_accuracy": 41.82692307692308, "soft_acc": 25.000014384615383, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1433.3491454544976, "availability": 36.65895143518888, "score": 131.36276736628668, "zero_downtime": 9.16474313204639, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 11968008, "heap_mib": 11.413581848144531, "mobile_score": 55993.43298937863, "mobile_throughput": 610965.6559122339, "mobile_availability": 15625.89295126204, "mobile_accuracy": 10656.266294049781, "soft_acc_blocks": [ 25.000014384615383 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0732984, "time_to_acc50_sec": 0, "acc_per_sec": 4.916815210556889, "mobile_acc_per_sec": 2095.794482205244 }, "started": "2026-08-18T01:46:13.865096741+10:00", "ended": "2026-08-18T01:46:18.950328946+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinearCache|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6912, "total_correct": 1547, "total_train": 275, "infer_ms": 971.693033, "train_ms": 1693.963989, "blocked_train": 1693963989, "duration": 5505282714, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999988458333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1255.521352685976, "availability": 36.45229018513995, "score": 114.41651888205432, "zero_downtime": 9.113068339083162, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 13346200, "heap_mib": 12.727928161621094, "mobile_score": 96442.45635311012, "mobile_throughput": 1058287.4259759244, "mobile_availability": 30725.881537920668, "mobile_accuracy": 21072.65908174062, "soft_acc_blocks": [ 24.999988458333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.541090759019163, "mobile_acc_per_sec": 3827.7160640910593 }, "started": "2026-08-18T01:46:25.776781538+10:00", "ended": "2026-08-18T01:46:31.297562075+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinearCache|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13712, "total_correct": 3529, "total_train": 369, "infer_ms": 999.93717, "train_ms": 1508.075566, "blocked_train": 1508075566, "duration": 5305484592, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999992641025642, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2584.495301461428, "availability": 39.86970064573069, "score": 257.60755914479233, "zero_downtime": 9.967422227431625, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 13869912, "heap_mib": 13.227378845214844, "mobile_score": 424718.7168833487, "mobile_throughput": 4261068.7818006575, "mobile_availability": 65733.35098160016, "mobile_accuracy": 41217.59793011966, "soft_acc_blocks": [ 24.999992641025642 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.712103523723822, "mobile_acc_per_sec": 7768.865824673318 }, "started": "2026-08-18T01:46:37.730752693+10:00", "ended": "2026-08-18T01:46:43.037051918+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinearCache|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14184, "total_correct": 3825, "total_train": 367, "infer_ms": 927.123889, "train_ms": 1543.024417, "blocked_train": 1543024417, "duration": 4904333085, "avg_accuracy": 21.75, "soft_acc": 24.99999492, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2892.136352521007, "availability": 37.53312652313273, "score": 271.3772439594392, "zero_downtime": 9.383279724100355, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 10200088, "heap_mib": 9.727561950683594, "mobile_score": 936051.5294803057, "mobile_throughput": 9975739.368358776, "mobile_availability": 129461.6305168435, "mobile_accuracy": 86231.56142511158, "soft_acc_blocks": [ 24.99999492 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.0975320164250215, "mobile_acc_per_sec": 17582.729380443696 }, "started": "2026-08-18T01:46:49.811354205+10:00", "ended": "2026-08-18T01:46:54.716122288+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinearCache|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6304, "total_correct": 1971, "total_train": 279, "infer_ms": 893.558312, "train_ms": 1684.474369, "blocked_train": 1684474369, "duration": 4672218368, "avg_accuracy": 42.5, "soft_acc": 25.00002155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1349.2520048241033, "availability": 34.66047263812789, "score": 116.91438126797239, "zero_downtime": 8.665125628863827, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 11830768, "heap_mib": 11.282699584960938, "mobile_score": 369257.87425435364, "mobile_throughput": 4261425.512682045, "mobile_availability": 109470.30047288432, "mobile_accuracy": 78959.10420726748, "soft_acc_blocks": [ 25.00002155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077747506, "time_to_acc50_sec": 0, "acc_per_sec": 5.350781915765115, "mobile_acc_per_sec": 16899.703307546148 }, "started": "2026-08-18T01:47:01.669860107+10:00", "ended": "2026-08-18T01:47:06.342862378+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinearCache|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11560, "total_correct": 2888, "total_train": 319, "infer_ms": 861.757812, "train_ms": 1580.817985, "blocked_train": 1580817985, "duration": 4933016953, "avg_accuracy": 24.63235294117647, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2343.3935277619144, "availability": 35.280698885922845, "score": 206.69140356047143, "zero_downtime": 8.820174721480711, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13824672, "heap_mib": 13.184234619140625, "mobile_score": 712933.0433546872, "mobile_throughput": 8082980.9597581485, "mobile_availability": 121692.41485199156, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.06789257733978, "mobile_acc_per_sec": 17480.495155186305 }, "started": "2026-08-18T01:47:13.742732174+10:00", "ended": "2026-08-18T01:47:18.687829096+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinearCache|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13784, "total_correct": 3246, "total_train": 365, "infer_ms": 907.339347, "train_ms": 1550.947449, "blocked_train": 1550947449, "duration": 5170828622, "avg_accuracy": 21.73913043478261, "soft_acc": 24.99995693478261, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2665.7236214238624, "availability": 36.909417911546235, "score": 245.9753442295377, "zero_downtime": 9.227338582765498, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 14066496, "heap_mib": 13.41485595703125, "mobile_score": 1696867.3852028404, "mobile_throughput": 18389564.55301413, "mobile_availability": 254620.59076327307, "mobile_accuracy": 172462.86080820137, "soft_acc_blocks": [ 24.99995693478261 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.834806713263879, "mobile_acc_per_sec": 33353.04134320648 }, "started": "2026-08-18T01:47:25.801861625+10:00", "ended": "2026-08-18T01:47:30.973784827+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinearCache|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5824, "total_correct": 1640, "total_train": 281, "infer_ms": 860.764286, "train_ms": 1697.148804, "blocked_train": 1697148804, "duration": 4876425777, "avg_accuracy": 20.394736842105264, "soft_acc": 24.999973052631578, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1194.3173681570834, "availability": 33.65103722112779, "score": 100.47493722271074, "zero_downtime": 8.412750237212968, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 13355152, "heap_mib": 12.736465454101562, "mobile_score": 585308.9320735618, "mobile_throughput": 6957402.9368482325, "mobile_availability": 196031.50002878494, "mobile_accuracy": 145635.39857575673, "soft_acc_blocks": [ 24.999973052631578 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.126700209515273, "mobile_acc_per_sec": 29865.193327181594 }, "started": "2026-08-18T01:47:37.41476457+10:00", "ended": "2026-08-18T01:47:42.292001907+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinearCache|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15584, "total_correct": 3142, "total_train": 356, "infer_ms": 965.162771, "train_ms": 1497.580482, "blocked_train": 1497580482, "duration": 5180449934, "avg_accuracy": 25.815217391304348, "soft_acc": 24.999990217391304, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3008.2329138479035, "availability": 39.190555890236766, "score": 294.73568502111505, "zero_downtime": 9.797635138700462, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11750424, "heap_mib": 11.206077575683594, "mobile_score": 2033241.8793203996, "mobile_throughput": 20752373.920203812, "mobile_availability": 270357.0811392165, "mobile_accuracy": 172463.09040915332, "soft_acc_blocks": [ 24.999990217391304 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073744342, "time_to_acc50_sec": 0, "acc_per_sec": 4.825833766544669, "mobile_acc_per_sec": 33291.14123413384 }, "started": "2026-08-18T01:47:49.451988189+10:00", "ended": "2026-08-18T01:47:54.633251297+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinearCache|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15008, "total_correct": 4146, "total_train": 369, "infer_ms": 944.302664, "train_ms": 1536.056486, "blocked_train": 1536056486, "duration": 5732970388, "avg_accuracy": 34.25925925925926, "soft_acc": 25.000041203703702, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2617.840139452679, "availability": 38.07120690566122, "score": 249.16124464158705, "zero_downtime": 9.517817413162595, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 12817664, "heap_mib": 12.223876953125, "mobile_score": 3437690.8060696945, "mobile_throughput": 36118478.18508858, "mobile_availability": 525270.4454251397, "mobile_accuracy": 344926.8842791423, "soft_acc_blocks": [ 25.000041203703702 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069493311, "time_to_acc50_sec": 0, "acc_per_sec": 4.360748357611036, "mobile_acc_per_sec": 60165.47460303092 }, "started": "2026-08-18T01:48:01.99445327+10:00", "ended": "2026-08-18T01:48:07.728019126+10:00" }, { "cell": { "id": "int|none|TweenSplitLinearCache|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5248, "total_correct": 996, "total_train": 265, "infer_ms": 864.27766, "train_ms": 1733.274961, "blocked_train": 1733274961, "duration": 5746438476, "avg_accuracy": 23.61111111111111, "soft_acc": 25.000013777777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 913.2613221072969, "availability": 33.27276810535882, "score": 75.96687234133809, "zero_downtime": 8.318196610587755, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11975768, "heap_mib": 11.420982360839844, "mobile_score": 16376.858374216885, "mobile_throughput": 196879.9144921836, "mobile_availability": 7172.908324186828, "mobile_accuracy": 5389.476654409356, "soft_acc_blocks": [ 25.000013777777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.350523177475985, "mobile_acc_per_sec": 937.8812071021913 }, "started": "2026-08-18T01:48:14.768778856+10:00", "ended": "2026-08-18T01:48:20.515984414+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinearCache|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5472, "total_correct": 1366, "total_train": 263, "infer_ms": 882.626298, "train_ms": 1749.377856, "blocked_train": 1749377856, "duration": 5519022695, "avg_accuracy": 23.68421052631579, "soft_acc": 24.99996757894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 991.4798873643696, "availability": 33.53438088836694, "score": 83.12155266941066, "zero_downtime": 8.383584349892457, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 10941584, "heap_mib": 10.434707641601562, "mobile_score": 17816.69362466884, "mobile_throughput": 212518.8091522856, "mobile_availability": 7187.928653802178, "mobile_accuracy": 5358.619379407669, "soft_acc_blocks": [ 24.99996757894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.5297816226768335, "mobile_acc_per_sec": 970.9362826614847 }, "started": "2026-08-18T01:48:27.487191047+10:00", "ended": "2026-08-18T01:48:33.007012385+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinearCache|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5872, "total_correct": 1426, "total_train": 283, "infer_ms": 851.921652, "train_ms": 1737.564031, "blocked_train": 1737564031, "duration": 5403329230, "avg_accuracy": 37.5, "soft_acc": 25.000009277777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1086.7374076334047, "availability": 32.89926094563389, "score": 89.38217705348947, "zero_downtime": 8.224818288728795, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 14412840, "heap_mib": 13.745155334472656, "mobile_score": 19158.627491013853, "mobile_throughput": 232936.78739709832, "mobile_availability": 7051.79383592171, "mobile_accuracy": 5358.6283173456895, "soft_acc_blocks": [ 25.000009277777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074096427, "time_to_acc50_sec": 0, "acc_per_sec": 4.626778827204238, "mobile_acc_per_sec": 991.7271536211184 }, "started": "2026-08-18T01:48:40.113973938+10:00", "ended": "2026-08-18T01:48:45.518178999+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinearCache|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6072, "total_correct": 1165, "total_train": 286, "infer_ms": 898.959721, "train_ms": 1720.368888, "blocked_train": 1720368888, "duration": 4999120603, "avg_accuracy": 24.75, "soft_acc": 25.00000414, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1214.6136255156875, "availability": 34.32023450250491, "score": 104.21457840202152, "zero_downtime": 8.580060046483936, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10941256, "heap_mib": 10.434394836425781, "mobile_score": 22466.469112351584, "mobile_throughput": 261845.1268480135, "mobile_availability": 7398.720027487374, "mobile_accuracy": 5389.474576707369, "soft_acc_blocks": [ 25.00000414 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.0008803798406785, "mobile_acc_per_sec": 1078.0845282014432 }, "started": "2026-08-18T01:48:52.133783984+10:00", "ended": "2026-08-18T01:48:57.133455627+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinearCache|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5552, "total_correct": 1324, "total_train": 281, "infer_ms": 867.716768, "train_ms": 1702.437957, "blocked_train": 1702437957, "duration": 5435860268, "avg_accuracy": 27.38095238095238, "soft_acc": 25.000007523809526, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1021.3654741428317, "availability": 33.761265793054534, "score": 86.20650405500811, "zero_downtime": 8.440318988396966, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 12851704, "heap_mib": 12.256340026855469, "mobile_score": 9292.153700245084, "mobile_throughput": 110092.44689707996, "mobile_availability": 3639.1090707460885, "mobile_accuracy": 2694.737653092732, "soft_acc_blocks": [ 25.000007523809526 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080610474, "time_to_acc50_sec": 0, "acc_per_sec": 4.599089434101239, "mobile_acc_per_sec": 495.7334295283861 }, "started": "2026-08-18T01:49:03.932776186+10:00", "ended": "2026-08-18T01:49:09.369417077+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinearCache|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5184, "total_correct": 1223, "total_train": 246, "infer_ms": 815.132341, "train_ms": 1761.302959, "blocked_train": 1761302959, "duration": 4662664644, "avg_accuracy": 28.353658536585368, "soft_acc": 25.00000163414634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1111.810605266425, "availability": 31.63798993904485, "score": 87.93863760704004, "zero_downtime": 7.909498001772267, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11807984, "heap_mib": 11.260971069335938, "mobile_score": 303323.5028534198, "mobile_throughput": 3834927.3593021277, "mobile_availability": 109127.75308659175, "mobile_accuracy": 86231.58458396919, "soft_acc_blocks": [ 25.00000163414634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071111123, "time_to_acc50_sec": 0, "acc_per_sec": 5.3617413095142465, "mobile_acc_per_sec": 18494.056761069773 }, "started": "2026-08-18T01:49:16.457799043+10:00", "ended": "2026-08-18T01:49:21.134665266+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinearCache|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 600, "total_train": 159, "infer_ms": 793.676715, "train_ms": 1844.109718, "blocked_train": 1844109718, "duration": 5390302804, "avg_accuracy": 23.4375, "soft_acc": 24.99998775, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 470.474496927724, "availability": 30.088740508735494, "score": 35.389945294008704, "zero_downtime": 7.522181441313161, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 10226360, "heap_mib": 9.752616882324219, "mobile_score": 81379.48964168964, "mobile_throughput": 1081860.2326545725, "mobile_availability": 69189.32273615753, "mobile_accuracy": 57487.691129263156, "soft_acc_blocks": [ 24.99998775 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.637956096167394, "mobile_acc_per_sec": 10665.020726962328 }, "started": "2026-08-18T01:49:28.664844454+10:00", "ended": "2026-08-18T01:49:34.056061214+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinearCache|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2784, "total_correct": 756, "total_train": 166, "infer_ms": 818.811814, "train_ms": 1852.71048, "blocked_train": 1852710480, "duration": 5297807238, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000011888888892, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 525.5004334682062, "availability": 30.649634324182063, "score": 40.26600945621461, "zero_downtime": 7.662412224946487, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 13392432, "heap_mib": 12.772018432617188, "mobile_score": 92592.04195517476, "mobile_throughput": 1208392.8564130655, "mobile_availability": 70479.1029848981, "mobile_accuracy": 57487.74663684991, "soft_acc_blocks": [ 25.000011888888892 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071506852, "time_to_acc50_sec": 0, "acc_per_sec": 4.718935734310855, "mobile_acc_per_sec": 10851.23411522092 }, "started": "2026-08-18T01:49:40.646202078+10:00", "ended": "2026-08-18T01:49:45.944822178+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinearCache|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2640, "total_correct": 788, "total_train": 164, "infer_ms": 796.415506, "train_ms": 1870.464978, "blocked_train": 1870464978, "duration": 5639452101, "avg_accuracy": 14.0625, "soft_acc": 24.999986125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 468.1305830280692, "availability": 29.86318699987157, "score": 34.94965845624413, "zero_downtime": 7.465792606450695, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 10414336, "heap_mib": 9.931884765625, "mobile_score": 75717.71294507157, "mobile_throughput": 1014195.2360108279, "mobile_availability": 64697.97762722589, "mobile_accuracy": 54161.953411173556, "soft_acc_blocks": [ 24.999986125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.433052303177989, "mobile_acc_per_sec": 9604.11622284538 }, "started": "2026-08-18T01:49:53.070108939+10:00", "ended": "2026-08-18T01:49:58.710611609+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinearCache|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2888, "total_correct": 634, "total_train": 177, "infer_ms": 801.409099, "train_ms": 1841.661565, "blocked_train": 1841661565, "duration": 5262291878, "avg_accuracy": 20.454545454545453, "soft_acc": 24.99998781818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 548.8103029924712, "availability": 30.321137830918016, "score": 41.60136182893758, "zero_downtime": 7.580280764063623, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 11155976, "heap_mib": 10.639167785644531, "mobile_score": 114795.23573984223, "mobile_throughput": 1514392.927027983, "mobile_availability": 83668.46690050708, "mobile_accuracy": 68985.22954325742, "soft_acc_blocks": [ 24.99998781818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.75077939380348, "mobile_acc_per_sec": 13109.350667465469 }, "started": "2026-08-18T01:50:05.98055457+10:00", "ended": "2026-08-18T01:50:11.243771498+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinearCache|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3080, "total_correct": 585, "total_train": 188, "infer_ms": 797.028766, "train_ms": 1859.891122, "blocked_train": 1859891122, "duration": 5479194082, "avg_accuracy": 20.454545454545453, "soft_acc": 24.999996909090907, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 562.1264649336434, "availability": 29.998223491787872, "score": 42.15698310218349, "zero_downtime": 7.499554945729151, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 13031136, "heap_mib": 12.427459716796875, "mobile_score": 108345.09978763518, "mobile_throughput": 1444687.059054559, "mobile_availability": 77096.61077481607, "mobile_accuracy": 64250.97244839928, "soft_acc_blocks": [ 24.999996909090907 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.562714248655612, "mobile_acc_per_sec": 11726.35454901546 }, "started": "2026-08-18T01:50:17.935517971+10:00", "ended": "2026-08-18T01:50:23.41573429+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinearCache|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3648, "total_correct": 980, "total_train": 209, "infer_ms": 831.974234, "train_ms": 1829.193143, "blocked_train": 1829193143, "duration": 4908258755, "avg_accuracy": 30.357142857142858, "soft_acc": 25.000004571428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 743.2370993651903, "availability": 31.26350642919369, "score": 58.0905052083091, "zero_downtime": 7.815878036487288, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 13563520, "heap_mib": 12.9351806640625, "mobile_score": 267159.2525846839, "mobile_throughput": 3418160.4592278674, "mobile_availability": 143781.41455043072, "mobile_accuracy": 114975.45962057143, "soft_acc_blocks": [ 25.000004571428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072946798, "time_to_acc50_sec": 0, "acc_per_sec": 5.093456930313889, "mobile_acc_per_sec": 23424.89778140709 }, "started": "2026-08-18T01:50:30.29342019+10:00", "ended": "2026-08-18T01:50:35.202541495+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinearCache|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinearCache", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 870, "total_train": 214, "infer_ms": 803.930522, "train_ms": 1831.967466, "blocked_train": 1831967466, "duration": 5495122911, "avg_accuracy": 15.178571428571429, "soft_acc": 24.999991214285718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 672.5964204734055, "availability": 30.499303298531142, "score": 51.28428754104171, "zero_downtime": 7.62482314505114, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 13572872, "heap_mib": 12.944099426269531, "mobile_score": 210060.44176810683, "mobile_throughput": 2754954.938259069, "mobile_availability": 124925.14631078356, "mobile_accuracy": 102399.9640137143, "soft_acc_blocks": [ 24.999991214285718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.549487176026829, "mobile_acc_per_sec": 18634.69947300589 }, "started": "2026-08-18T01:50:42.078901553+10:00", "ended": "2026-08-18T01:50:47.574885765+10:00" }, { "cell": { "id": "float64|none|TweenSplitLinearCache|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10200, "total_correct": 2605, "total_train": 318, "infer_ms": 1054.44828, "train_ms": 1545.776351, "blocked_train": 1545776351, "duration": 5664387738, "avg_accuracy": 27.7027027027027, "soft_acc": 25.000003135135138, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1800.724186229781, "availability": 40.55219950725865, "score": 182.5583390376398, "zero_downtime": 10.138051148180919, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10619704, "heap_mib": 10.127738952636719, "mobile_score": 35607.56936657965, "mobile_throughput": 351226.96508558013, "mobile_availability": 7909.60996103483, "mobile_accuracy": 4876.191087691121, "soft_acc_blocks": [ 25.000003135135138 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080912561, "time_to_acc50_sec": 0, "acc_per_sec": 4.4135402256135485, "mobile_acc_per_sec": 860.850512576814 }, "started": "2026-08-18T01:50:55.035728489+10:00", "ended": "2026-08-18T01:51:00.700735132+10:00" }, { "cell": { "id": "float32|none|TweenSplitLinearCache|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16776, "total_correct": 3877, "total_train": 423, "infer_ms": 995.910085, "train_ms": 1593.732396, "blocked_train": 1593732396, "duration": 5552237421, "avg_accuracy": 22.169811320754718, "soft_acc": 24.999989226415092, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3021.484624657588, "availability": 38.45743543006082, "score": 290.4962494517325, "zero_downtime": 9.614354714270744, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 14293248, "heap_mib": 13.631103515625, "mobile_score": 113321.20359564728, "mobile_throughput": 1178666.7640569028, "mobile_availability": 15002.06243062182, "mobile_accuracy": 9752.376749656783, "soft_acc_blocks": [ 24.999989226415092 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.502687354805588, "mobile_acc_per_sec": 1756.476895741304 }, "started": "2026-08-18T01:51:07.433551253+10:00", "ended": "2026-08-18T01:51:12.999728172+10:00" }, { "cell": { "id": "float16|none|TweenSplitLinearCache|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7088, "total_correct": 1735, "total_train": 261, "infer_ms": 904.17872, "train_ms": 1595.486612, "blocked_train": 1595486612, "duration": 5154449990, "avg_accuracy": 27.5, "soft_acc": 25.000001, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1375.1224696623742, "availability": 36.17199104315937, "score": 124.35229911377826, "zero_downtime": 9.042998122509754, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10633528, "heap_mib": 10.140922546386719, "mobile_score": 97018.47946095919, "mobile_throughput": 1072857.4544261114, "mobile_availability": 28221.04291672015, "mobile_accuracy": 19504.76268495238, "soft_acc_blocks": [ 25.000001 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077664602, "time_to_acc50_sec": 0, "acc_per_sec": 4.850178204949468, "mobile_acc_per_sec": 3784.062843328194 }, "started": "2026-08-18T01:51:20.136623654+10:00", "ended": "2026-08-18T01:51:25.291857601+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitLinearCache|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10536, "total_correct": 2758, "total_train": 319, "infer_ms": 961.85328, "train_ms": 1572.930016, "blocked_train": 1572930016, "duration": 5338419308, "avg_accuracy": 29.032258064516128, "soft_acc": 25.000011419354838, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1973.6179179876442, "availability": 37.94617399908888, "score": 187.22820783017124, "zero_downtime": 9.486547832980476, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12181136, "heap_mib": 11.616836547851562, "mobile_score": 146073.66462331073, "mobile_throughput": 1539797.9032528363, "mobile_availability": 29605.243561955816, "mobile_accuracy": 19504.770814033793, "soft_acc_blocks": [ 25.000011419354838 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084649325, "time_to_acc50_sec": 0, "acc_per_sec": 4.683036302879121, "mobile_acc_per_sec": 3653.6603231605486 }, "started": "2026-08-18T01:51:32.127129068+10:00", "ended": "2026-08-18T01:51:37.466127854+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitLinearCache|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7616, "total_correct": 1601, "total_train": 276, "infer_ms": 950.115916, "train_ms": 1635.344235, "blocked_train": 1635344235, "duration": 4864032681, "avg_accuracy": 23.5, "soft_acc": 25.00000056, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1565.7789532849563, "availability": 36.748426218540466, "score": 143.84978407057443, "zero_downtime": 9.187106760426303, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10622544, "heap_mib": 10.130447387695312, "mobile_score": 224460.4630678373, "mobile_throughput": 2443211.6543448307, "mobile_availability": 57341.54430138733, "mobile_accuracy": 39009.52468333714, "soft_acc_blocks": [ 25.00000056 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.139768212836151, "mobile_acc_per_sec": 8019.996418962618 }, "started": "2026-08-18T01:51:44.798170544+10:00", "ended": "2026-08-18T01:51:49.663098119+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitLinearCache|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8528, "total_correct": 1644, "total_train": 294, "infer_ms": 962.692826, "train_ms": 1673.232597, "blocked_train": 1673232597, "duration": 5555528890, "avg_accuracy": 24.583333333333332, "soft_acc": 25.000005400000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1535.0473679203567, "availability": 36.52200542549265, "score": 140.1575510229632, "zero_downtime": 9.130503328561456, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10407112, "heap_mib": 9.924995422363281, "mobile_score": 218699.17294859322, "mobile_throughput": 2395258.6739054406, "mobile_availability": 56988.24160869253, "mobile_accuracy": 39009.532235580955, "soft_acc_blocks": [ 25.000005400000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.500022571208338, "mobile_acc_per_sec": 7021.749505397848 }, "started": "2026-08-18T01:51:56.782985635+10:00", "ended": "2026-08-18T01:52:02.351887513+10:00" }, { "cell": { "id": "int64|none|TweenSplitLinearCache|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1273, "total_train": 288, "infer_ms": 869.716832, "train_ms": 1754.748303, "blocked_train": 1754748303, "duration": 5579800162, "avg_accuracy": 29.326923076923077, "soft_acc": 25.000019192307693, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 989.2827412696147, "availability": 33.138822093744444, "score": 81.9592248277821, "zero_downtime": 8.284711883540814, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16968328, "heap_mib": 16.18225860595703, "mobile_score": 15985.951661647403, "mobile_throughput": 192957.24324954007, "mobile_availability": 6463.648347427488, "mobile_accuracy": 4876.194219604396, "soft_acc_blocks": [ 25.000019192307693 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076380752, "time_to_acc50_sec": 0, "acc_per_sec": 4.4804506373839015, "mobile_acc_per_sec": 873.9012290821172 }, "started": "2026-08-18T01:52:09.160849936+10:00", "ended": "2026-08-18T01:52:14.741317857+10:00" }, { "cell": { "id": "int32|none|TweenSplitLinearCache|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5928, "total_correct": 1221, "total_train": 293, "infer_ms": 860.060875, "train_ms": 1735.299589, "blocked_train": 1735299589, "duration": 5718846677, "avg_accuracy": 21.710526315789473, "soft_acc": 24.999988842105264, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1036.5726403963881, "availability": 33.138397803689436, "score": 85.87585294692435, "zero_downtime": 8.284595753374814, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 10860376, "heap_mib": 10.357261657714844, "mobile_score": 33499.76130196211, "mobile_throughput": 404362.05095843866, "mobile_availability": 12927.131181324945, "mobile_accuracy": 9752.37659973935, "soft_acc_blocks": [ 24.999988842105264 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.371508846818707, "mobile_acc_per_sec": 1705.3047844351834 }, "started": "2026-08-18T01:52:21.664684883+10:00", "ended": "2026-08-18T01:52:27.384309214+10:00" }, { "cell": { "id": "int16|none|TweenSplitLinearCache|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6104, "total_correct": 1298, "total_train": 281, "infer_ms": 898.549767, "train_ms": 1707.393886, "blocked_train": 1707393886, "duration": 5437342543, "avg_accuracy": 17.857142857142858, "soft_acc": 25.000026619047617, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1122.6072206648541, "availability": 34.48078265105911, "score": 96.77104198364523, "zero_downtime": 8.62020484122073, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 10664704, "heap_mib": 10.170654296875, "mobile_score": 75499.84532666874, "mobile_throughput": 875847.4620653795, "mobile_availability": 26901.578235950117, "mobile_accuracy": 19504.78267268934, "soft_acc_blocks": [ 25.000026619047617 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.59783918731265, "mobile_acc_per_sec": 3587.1903449966885 }, "started": "2026-08-18T01:52:34.602244834+10:00", "ended": "2026-08-18T01:52:40.040477635+10:00" }, { "cell": { "id": "int8|none|TweenSplitLinearCache|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14776, "total_correct": 4398, "total_train": 376, "infer_ms": 976.674938, "train_ms": 1500.550698, "blocked_train": 1500550698, "duration": 5374969231, "avg_accuracy": 19.594594594594593, "soft_acc": 24.999993567567568, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2749.0389925917702, "availability": 39.42615980581593, "score": 270.96005686854767, "zero_downtime": 9.856537415392891, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 16532336, "heap_mib": 15.766464233398438, "mobile_score": 422800.91159374145, "mobile_throughput": 4289548.08139272, "mobile_availability": 61519.82878652268, "mobile_accuracy": 39009.513772478764, "soft_acc_blocks": [ 24.999993567567568 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.651188219530772, "mobile_acc_per_sec": 7257.625503694491 }, "started": "2026-08-18T01:52:47.567435306+10:00", "ended": "2026-08-18T01:52:52.943281982+10:00" }, { "cell": { "id": "uint64|none|TweenSplitLinearCache|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5648, "total_correct": 1362, "total_train": 274, "infer_ms": 842.450324, "train_ms": 1708.593119, "blocked_train": 1708593119, "duration": 5241059110, "avg_accuracy": 31.944444444444443, "soft_acc": 25.000023, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1077.6447816097993, "availability": 33.02375450765697, "score": 88.96977363796549, "zero_downtime": 8.255946222377778, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13604968, "heap_mib": 12.974708557128906, "mobile_score": 17250.660015200316, "mobile_throughput": 208948.30889816512, "mobile_availability": 6403.091051520139, "mobile_accuracy": 4847.341737656804, "soft_acc_blocks": [ 25.000023 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066985255, "time_to_acc50_sec": 0, "acc_per_sec": 4.770032635636502, "mobile_acc_per_sec": 924.8782805002184 }, "started": "2026-08-18T01:53:00.034170376+10:00", "ended": "2026-08-18T01:53:05.275739328+10:00" }, { "cell": { "id": "uint32|none|TweenSplitLinearCache|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5992, "total_correct": 1242, "total_train": 277, "infer_ms": 900.958136, "train_ms": 1691.113802, "blocked_train": 1691113802, "duration": 5611356995, "avg_accuracy": 21.05263157894737, "soft_acc": 24.999989894736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1067.834394664102, "availability": 34.75822267090181, "score": 92.79002665673559, "zero_downtime": 8.689552155315582, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 10452320, "heap_mib": 9.968109130859375, "mobile_score": 35771.101099857784, "mobile_throughput": 411656.4405218035, "mobile_availability": 13399.499299766005, "mobile_accuracy": 9637.64316318514, "soft_acc_blocks": [ 24.999989894736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.455248510656707, "mobile_acc_per_sec": 1717.524508202341 }, "started": "2026-08-18T01:53:12.330256435+10:00", "ended": "2026-08-18T01:53:17.951256636+10:00" }, { "cell": { "id": "uint16|none|TweenSplitLinearCache|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5888, "total_correct": 1441, "total_train": 278, "infer_ms": 878.511682, "train_ms": 1710.512456, "blocked_train": 1710512456, "duration": 5236412867, "avg_accuracy": 25, "soft_acc": 24.999986318181815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1124.4338728724615, "availability": 33.93215494231132, "score": 95.3861087894844, "zero_downtime": 8.483034093042084, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 13600328, "heap_mib": 12.970283508300781, "mobile_score": 72688.65146078663, "mobile_throughput": 856870.9103787168, "mobile_availability": 25857.880305805986, "mobile_accuracy": 19051.152364515852, "soft_acc_blocks": [ 24.999986318181815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080987254, "time_to_acc50_sec": 0, "acc_per_sec": 4.7742580566426165, "mobile_acc_per_sec": 3638.206697675936 }, "started": "2026-08-18T01:53:25.164014074+10:00", "ended": "2026-08-18T01:53:30.401099752+10:00" }, { "cell": { "id": "uint8|none|TweenSplitLinearCache|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11584, "total_correct": 2773, "total_train": 339, "infer_ms": 990.835281, "train_ms": 1507.897955, "blocked_train": 1507897955, "duration": 4963065940, "avg_accuracy": 22.426470588235293, "soft_acc": 24.99997582352941, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2334.0411229756905, "availability": 39.65350389248194, "score": 231.38204812755603, "zero_downtime": 9.91336638630278, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 14318400, "heap_mib": 13.65509033203125, "mobile_score": 344633.0433201707, "mobile_throughput": 3476448.159893974, "mobile_availability": 59062.09161585674, "mobile_accuracy": 37236.32762660962, "soft_acc_blocks": [ 24.99997582352941 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.037204043984435, "mobile_acc_per_sec": 7502.686459694634 }, "started": "2026-08-18T01:53:37.941304615+10:00", "ended": "2026-08-18T01:53:42.905009147+10:00" }, { "cell": { "id": "int4|none|TweenSplitLinearCache|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12440, "total_correct": 2536, "total_train": 341, "infer_ms": 924.898938, "train_ms": 1501.732193, "blocked_train": 1501732193, "duration": 5647044433, "avg_accuracy": 29.07608695652174, "soft_acc": 25.00000897826087, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2202.9222804239976, "availability": 38.114525367473334, "score": 209.90841823395613, "zero_downtime": 9.52863476388985, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10978152, "heap_mib": 10.469581604003906, "mobile_score": 655074.1951133595, "mobile_throughput": 6874795.931898434, "mobile_availability": 118946.35878489201, "mobile_accuracy": 78019.07563806212, "soft_acc_blocks": [ 25.00000897826087 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075817684, "time_to_acc50_sec": 0, "acc_per_sec": 4.427096204904409, "mobile_acc_per_sec": 13815.913184981682 }, "started": "2026-08-18T01:53:50.203740193+10:00", "ended": "2026-08-18T01:53:55.851444468+10:00" }, { "cell": { "id": "uint4|none|TweenSplitLinearCache|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5656, "total_correct": 1153, "total_train": 281, "infer_ms": 868.831157, "train_ms": 1741.844179, "blocked_train": 1741844179, "duration": 5405368783, "avg_accuracy": 17.763157894736842, "soft_acc": 24.999996, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1046.367089288753, "availability": 33.27993891156139, "score": 87.05756809728187, "zero_downtime": 8.319983396692791, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 13070472, "heap_mib": 12.464973449707031, "mobile_score": 248061.07751406368, "mobile_throughput": 2981509.2853751183, "mobile_availability": 94827.56854382987, "mobile_accuracy": 71234.77121113043, "soft_acc_blocks": [ 24.999996 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6250305952529125, "mobile_acc_per_sec": 13178.521960456299 }, "started": "2026-08-18T01:54:02.78893047+10:00", "ended": "2026-08-18T01:54:08.195132272+10:00" }, { "cell": { "id": "fp4|none|TweenSplitLinearCache|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9808, "total_correct": 2523, "total_train": 289, "infer_ms": 897.128278, "train_ms": 1597.53265, "blocked_train": 1597532650, "duration": 5074039332, "avg_accuracy": 27.884615384615383, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1932.976738699037, "availability": 35.96193245866237, "score": 173.78394730315057, "zero_downtime": 8.990483114665592, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 14142864, "heap_mib": 13.487686157226562, "mobile_score": 542338.3224028227, "mobile_throughput": 6032360.168922861, "mobile_availability": 112228.62883861414, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079094603, "time_to_acc50_sec": 0, "acc_per_sec": 4.927041034612146, "mobile_acc_per_sec": 15376.121964016267 }, "started": "2026-08-18T01:54:15.345335973+10:00", "ended": "2026-08-18T01:54:20.420658375+10:00" }, { "cell": { "id": "int2|none|TweenSplitLinearCache|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13592, "total_correct": 4179, "total_train": 334, "infer_ms": 962.851524, "train_ms": 1476.804448, "blocked_train": 1476804448, "duration": 5072435242, "avg_accuracy": 31.25, "soft_acc": 24.999977166666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2679.580783497758, "availability": 39.46669264235097, "score": 264.3852365095702, "zero_downtime": 9.866664149026256, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10652952, "heap_mib": 10.159446716308594, "mobile_score": 1650166.7485610659, "mobile_throughput": 16724667.259743722, "mobile_availability": 246332.30181039174, "mobile_accuracy": 156037.9527233016, "soft_acc_blocks": [ 24.999977166666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080889703, "time_to_acc50_sec": 0, "acc_per_sec": 4.92859464417913, "mobile_acc_per_sec": 30761.94081913557 }, "started": "2026-08-18T01:54:27.658809917+10:00", "ended": "2026-08-18T01:54:32.732083178+10:00" }, { "cell": { "id": "uint2|none|TweenSplitLinearCache|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5040, "total_correct": 1085, "total_train": 272, "infer_ms": 829.92506, "train_ms": 1745.38242, "blocked_train": 1745382420, "duration": 5043208821, "avg_accuracy": 15.277777777777779, "soft_acc": 24.999927222222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 999.3637342585065, "availability": 32.22625129019546, "score": 80.51413269003827, "zero_downtime": 8.056539368999314, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 14116096, "heap_mib": 13.462158203125, "mobile_score": 422125.9359979478, "mobile_throughput": 5239544.135069239, "mobile_availability": 168958.36836433996, "mobile_accuracy": 131071.61843484445, "soft_acc_blocks": [ 24.999927222222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.957146949402954, "mobile_acc_per_sec": 25989.726598085763 }, "started": "2026-08-18T01:54:40.226410025+10:00", "ended": "2026-08-18T01:54:45.270458635+10:00" }, { "cell": { "id": "ternary|none|TweenSplitLinearCache|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12856, "total_correct": 3144, "total_train": 342, "infer_ms": 913.245534, "train_ms": 1503.377935, "blocked_train": 1503377935, "duration": 5776090021, "avg_accuracy": 25, "soft_acc": 24.999964547619047, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2225.727084110485, "availability": 37.790145867361844, "score": 210.27607973175273, "zero_downtime": 9.447523069333986, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 10662264, "heap_mib": 10.168327331542969, "mobile_score": 1312443.1582190616, "mobile_throughput": 13891928.588977596, "mobile_availability": 235868.09519651675, "mobile_accuracy": 156037.87396121543, "soft_acc_blocks": [ 24.999964547619047 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080500122, "time_to_acc50_sec": 0, "acc_per_sec": 4.328181253534353, "mobile_acc_per_sec": 27014.446345869274 }, "started": "2026-08-18T01:54:52.13050743+10:00", "ended": "2026-08-18T01:54:57.907426252+10:00" }, { "cell": { "id": "binary|none|TweenSplitLinearCache|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13024, "total_correct": 2661, "total_train": 323, "infer_ms": 980.978658, "train_ms": 1467.112153, "blocked_train": 1467112153, "duration": 5431878252, "avg_accuracy": 25.675675675675677, "soft_acc": 25.00032264864865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2397.697333367994, "availability": 40.071171118006376, "score": 240.19945029755505, "zero_downtime": 10.017922068593704, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 11191632, "heap_mib": 10.673171997070312, "mobile_score": 2998421.1761334413, "mobile_throughput": 29930569.988496162, "mobile_availability": 500210.3372170792, "mobile_accuracy": 312080.2181146358, "soft_acc_blocks": [ 25.00032264864865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081273766, "time_to_acc50_sec": 0, "acc_per_sec": 4.602518960995418, "mobile_acc_per_sec": 57453.46335767538 }, "started": "2026-08-18T01:55:04.704111994+10:00", "ended": "2026-08-18T01:55:10.136773473+10:00" }, { "cell": { "id": "int|none|TweenSplitLinearCache|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4544, "total_correct": 1272, "total_train": 251, "infer_ms": 836.29642, "train_ms": 1774.380496, "blocked_train": 1774380496, "duration": 5619335485, "avg_accuracy": 23.333333333333332, "soft_acc": 25.00000986666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 808.6365393434061, "availability": 32.03370033551866, "score": 64.75907701243277, "zero_downtime": 8.008428244538099, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 17450336, "heap_mib": 16.641937255859375, "mobile_score": 12631.10378299641, "mobile_throughput": 157722.6316738377, "mobile_availability": 6248.09697972783, "mobile_accuracy": 4876.192400660318, "soft_acc_blocks": [ 25.00000986666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.4489263781101105, "mobile_acc_per_sec": 867.7524973685244 }, "started": "2026-08-18T01:55:16.751406857+10:00", "ended": "2026-08-18T01:55:22.371605829+10:00" }, { "cell": { "id": "uint|none|TweenSplitLinearCache|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4944, "total_correct": 1431, "total_train": 250, "infer_ms": 869.239062, "train_ms": 1758.042686, "blocked_train": 1758042686, "duration": 5563957667, "avg_accuracy": 30, "soft_acc": 25.000006199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 888.5761351713749, "availability": 33.08511021559459, "score": 73.49661664488643, "zero_downtime": 8.27127960517548, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13603448, "heap_mib": 12.973258972167969, "mobile_score": 14250.515587098453, "mobile_throughput": 172289.12897808055, "mobile_availability": 6414.987523932565, "mobile_accuracy": 4847.338480246153, "soft_acc_blocks": [ 25.000006199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.062173551, "time_to_acc50_sec": 0, "acc_per_sec": 4.493205681322089, "mobile_acc_per_sec": 871.2033358909007 }, "started": "2026-08-18T01:55:29.654541203+10:00", "ended": "2026-08-18T01:55:35.218980535+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitLinearCache|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5304, "total_correct": 1253, "total_train": 264, "infer_ms": 877.887773, "train_ms": 1743.777669, "blocked_train": 1743777669, "duration": 5038406840, "avg_accuracy": 17.1875, "soft_acc": 24.9999784375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1052.7137185293277, "availability": 33.48588110961566, "score": 88.12754004276734, "zero_downtime": 8.371463057010802, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 10495464, "heap_mib": 10.009254455566406, "mobile_score": 17087.356403085207, "mobile_throughput": 204114.33804005332, "mobile_availability": 6492.694391715302, "mobile_accuracy": 4847.333097278107, "soft_acc_blocks": [ 24.9999784375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.961881648584773, "mobile_acc_per_sec": 962.0765553895021 }, "started": "2026-08-18T01:55:42.736553872+10:00", "ended": "2026-08-18T01:55:47.775806231+10:00" }, { "cell": { "id": "complex64|none|TweenSplitLinearCache|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5080, "total_correct": 1487, "total_train": 263, "infer_ms": 881.492311, "train_ms": 1726.539943, "blocked_train": 1726539943, "duration": 5836682898, "avg_accuracy": 22.058823529411764, "soft_acc": 25.000003470588236, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 870.3573740044562, "availability": 33.79913379706232, "score": 73.54332354763339, "zero_downtime": 8.44978462229434, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10480296, "heap_mib": 9.994789123535156, "mobile_score": 14344.450154814589, "mobile_throughput": 169761.13352010728, "mobile_availability": 6592.440572988917, "mobile_accuracy": 4876.191153120449, "soft_acc_blocks": [ 25.000003470588236 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.283255387945565, "mobile_acc_per_sec": 835.4387651916683 }, "started": "2026-08-18T01:55:54.748445771+10:00", "ended": "2026-08-18T01:56:00.585864917+10:00" }, { "cell": { "id": "complex128|none|TweenSplitLinearCache|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5336, "total_correct": 1412, "total_train": 265, "infer_ms": 895.956688, "train_ms": 1749.759588, "blocked_train": 1749759588, "duration": 5704141197, "avg_accuracy": 25, "soft_acc": 25.00000017647059, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 935.460714543038, "availability": 33.86442817498848, "score": 79.19710600445367, "zero_downtime": 8.466107103507877, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 10496160, "heap_mib": 10.009918212890625, "mobile_score": 7723.603480815292, "mobile_throughput": 91229.69254210198, "mobile_availability": 3302.588042970305, "mobile_accuracy": 2438.095255305322, "soft_acc_blocks": [ 25.00000017647059 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067277758, "time_to_acc50_sec": 0, "acc_per_sec": 4.382780740003233, "mobile_acc_per_sec": 427.42547407269626 }, "started": "2026-08-18T01:56:07.57718829+10:00", "ended": "2026-08-18T01:56:13.28209683+10:00" }, { "cell": { "id": "nf4|none|TweenSplitLinearCache|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4472, "total_correct": 1221, "total_train": 225, "infer_ms": 809.13342, "train_ms": 1770.211571, "blocked_train": 1770211571, "duration": 5594816369, "avg_accuracy": 34.375, "soft_acc": 25.0000204375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 799.3113098007382, "availability": 31.369724593773817, "score": 62.68549037819095, "zero_downtime": 7.842437559630919, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 10485968, "heap_mib": 10.000198364257812, "mobile_score": 195626.49035357725, "mobile_throughput": 2494460.2856714847, "mobile_availability": 97897.44147512194, "mobile_accuracy": 78019.11139961905, "soft_acc_blocks": [ 25.0000204375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07435243, "time_to_acc50_sec": 0, "acc_per_sec": 4.468425554772663, "mobile_acc_per_sec": 13944.892245599107 }, "started": "2026-08-18T01:56:20.921904436+10:00", "ended": "2026-08-18T01:56:26.524578859+10:00" }, { "cell": { "id": "fp6|none|TweenSplitLinearCache|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2408, "total_correct": 679, "total_train": 149, "infer_ms": 826.534313, "train_ms": 1875.010405, "blocked_train": 1875010405, "duration": 5370319153, "avg_accuracy": 29.6875, "soft_acc": 24.999994625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 448.3904832089595, "availability": 30.59487808929913, "score": 34.29612305178207, "zero_downtime": 7.648717877850085, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13644840, "heap_mib": 13.012733459472656, "mobile_score": 71353.35620068539, "mobile_throughput": 932879.9589708688, "mobile_availability": 63652.88668127961, "mobile_accuracy": 52012.68722996825, "soft_acc_blocks": [ 24.999994625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081692778, "time_to_acc50_sec": 0, "acc_per_sec": 4.655215809852633, "mobile_acc_per_sec": 9685.213438555624 }, "started": "2026-08-18T01:56:34.269462963+10:00", "ended": "2026-08-18T01:56:39.640784926+10:00" }, { "cell": { "id": "int6|none|TweenSplitLinearCache|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2328, "total_correct": 585, "total_train": 148, "infer_ms": 803.002182, "train_ms": 1872.248384, "blocked_train": 1872248384, "duration": 5611348346, "avg_accuracy": 22.22222222222222, "soft_acc": 24.999987, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 414.8735484688799, "availability": 30.015961577783663, "score": 31.132055037524633, "zero_downtime": 7.503986492370911, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 12066336, "heap_mib": 11.507354736328125, "mobile_score": 64770.487585371884, "mobile_throughput": 863147.7102367147, "mobile_availability": 62448.446284496196, "mobile_accuracy": 52012.67136609524, "soft_acc_blocks": [ 24.999987 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.455254861841008, "mobile_acc_per_sec": 9269.193099225788 }, "started": "2026-08-18T01:56:47.205604997+10:00", "ended": "2026-08-18T01:56:52.817976569+10:00" }, { "cell": { "id": "uint6|none|TweenSplitLinearCache|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2600, "total_correct": 689, "total_train": 158, "infer_ms": 829.258325, "train_ms": 1873.614637, "blocked_train": 1873614637, "duration": 5415810329, "avg_accuracy": 18.75, "soft_acc": 25.000014875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 480.07589669043597, "availability": 30.68062527017132, "score": 36.82259362843204, "zero_downtime": 7.670160881285839, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 12044928, "heap_mib": 11.4869384765625, "mobile_score": 72035.98495620662, "mobile_throughput": 939171.7601643108, "mobile_availability": 60020.461424058136, "mobile_accuracy": 48907.49178650747, "soft_acc_blocks": [ 25.000014875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.616117137842255, "mobile_acc_per_sec": 9030.503067033733 }, "started": "2026-08-18T01:56:59.816680434+10:00", "ended": "2026-08-18T01:57:05.233490709+10:00" }, { "cell": { "id": "int5|none|TweenSplitLinearCache|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 782, "total_train": 170, "infer_ms": 823.248918, "train_ms": 1853.820893, "blocked_train": 1853820893, "duration": 6047270697, "avg_accuracy": 13.88888888888889, "soft_acc": 24.99997422222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 464.3417073082283, "availability": 30.75186588774393, "score": 35.69839796401896, "zero_downtime": 7.687958544788331, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 15216320, "heap_mib": 14.51141357421875, "mobile_score": 89124.96034171224, "mobile_throughput": 1159279.9287676972, "mobile_availability": 76775.40125025471, "mobile_accuracy": 62415.17373819259, "soft_acc_blocks": [ 24.99997422222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.134092134262238, "mobile_acc_per_sec": 10321.213794705143 }, "started": "2026-08-18T01:57:12.733595664+10:00", "ended": "2026-08-18T01:57:18.781702662+10:00" }, { "cell": { "id": "uint5|none|TweenSplitLinearCache|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2880, "total_correct": 799, "total_train": 172, "infer_ms": 826.859472, "train_ms": 1878.958803, "blocked_train": 1878958803, "duration": 5736410397, "avg_accuracy": 27.77777777777778, "soft_acc": 24.999993222222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 502.05612930102916, "availability": 30.558573709093597, "score": 38.35528768482183, "zero_downtime": 7.6396413560811816, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 12257368, "heap_mib": 11.689537048339844, "mobile_score": 88978.83659159234, "mobile_throughput": 1164699.1323848583, "mobile_availability": 70891.56412740382, "mobile_accuracy": 57996.444453506396, "soft_acc_blocks": [ 24.999993222222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071695614, "time_to_acc50_sec": 0, "acc_per_sec": 4.358124940868351, "mobile_acc_per_sec": 10110.23278317693 }, "started": "2026-08-18T01:57:25.837856174+10:00", "ended": "2026-08-18T01:57:31.575262454+10:00" }, { "cell": { "id": "int3|none|TweenSplitLinearCache|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3248, "total_correct": 804, "total_train": 196, "infer_ms": 833.222607, "train_ms": 1826.024402, "blocked_train": 1826024402, "duration": 5821797767, "avg_accuracy": 25.96153846153846, "soft_acc": 24.999993769230766, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 557.9032680267268, "availability": 31.3330278902271, "score": 43.70198575094344, "zero_downtime": 7.833255020268114, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 14292416, "heap_mib": 13.63031005859375, "mobile_score": 181844.65639198918, "mobile_throughput": 2321444.353866639, "mobile_availability": 130377.22640088401, "mobile_accuracy": 104025.37089906714, "soft_acc_blocks": [ 24.999993769230766 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076388052, "time_to_acc50_sec": 0, "acc_per_sec": 4.29420511838105, "mobile_acc_per_sec": 17868.255659569553 }, "started": "2026-08-18T01:57:38.859523633+10:00", "ended": "2026-08-18T01:57:44.68221869+10:00" }, { "cell": { "id": "uint3|none|TweenSplitLinearCache|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitLinearCache", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 896, "total_train": 199, "infer_ms": 839.67894, "train_ms": 1805.817418, "blocked_train": 1805817418, "duration": 5747656549, "avg_accuracy": 18.75, "soft_acc": 25.00000632142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 623.5584832610707, "availability": 31.739939367552132, "score": 49.47928363826002, "zero_downtime": 7.934986848305629, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 10486904, "heap_mib": 10.001091003417969, "mobile_score": 182685.87788828218, "mobile_throughput": 2302283.310366058, "mobile_availability": 117189.22064179699, "mobile_accuracy": 92304.24869189538, "soft_acc_blocks": [ 25.00000632142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.349599894895976, "mobile_acc_per_sec": 16059.457955600154 }, "started": "2026-08-18T01:57:52.109888776+10:00", "ended": "2026-08-18T01:57:57.858091886+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22072, "total_correct": 6302, "total_train": 476, "infer_ms": 1022.820501, "train_ms": 1521.722868, "blocked_train": 1521722868, "duration": 5092259022, "avg_accuracy": 25.714285714285715, "soft_acc": 25.00002877142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4334.422091382766, "availability": 40.196622838539646, "score": 435.5733263579652, "zero_downtime": 10.04916727477754, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10489608, "heap_mib": 10.003669738769531, "mobile_score": 137239.1034432481, "mobile_throughput": 1365676.3758695237, "mobile_availability": 12665.028242050645, "mobile_accuracy": 7876.932142136264, "soft_acc_blocks": [ 25.00002877142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066198752, "time_to_acc50_sec": 0, "acc_per_sec": 4.909418131210798, "mobile_acc_per_sec": 1546.8443588799562 }, "started": "2026-08-18T01:58:05.136198642+10:00", "ended": "2026-08-18T01:58:10.229105319+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37584, "total_correct": 9736, "total_train": 521, "infer_ms": 1002.190703, "train_ms": 1422.056354, "blocked_train": 1422056354, "duration": 5877819195, "avg_accuracy": 30.19301470588235, "soft_acc": 25.000159455882354, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6394.208251926334, "availability": 41.34028749694384, "score": 660.8502336563133, "zero_downtime": 10.335137793756155, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 15403088, "heap_mib": 14.689529418945312, "mobile_score": 416437.31647019373, "mobile_throughput": 4029334.9230600405, "mobile_availability": 26050.741167304917, "mobile_accuracy": 15753.94663558371, "soft_acc_blocks": [ 25.000159455882354 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06561964, "time_to_acc50_sec": 0, "acc_per_sec": 4.253305286618697, "mobile_acc_per_sec": 2680.236685229259 }, "started": "2026-08-18T01:58:17.372605791+10:00", "ended": "2026-08-18T01:58:23.250686026+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15456, "total_correct": 4033, "total_train": 377, "infer_ms": 968.839322, "train_ms": 1499.591942, "blocked_train": 1499591942, "duration": 5376196047, "avg_accuracy": 23.5, "soft_acc": 24.99945042, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2874.8951609799806, "availability": 39.24919183003834, "score": 282.08707784840607, "zero_downtime": 9.812082251801126, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 10695400, "heap_mib": 10.199928283691406, "mobile_score": 355516.514112945, "mobile_throughput": 3623252.485961231, "mobile_availability": 49466.05838025756, "mobile_accuracy": 31506.99966779077, "soft_acc_blocks": [ 24.99945042 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.650025817780599, "mobile_acc_per_sec": 5860.463307578257 }, "started": "2026-08-18T01:58:30.294656435+10:00", "ended": "2026-08-18T01:58:35.671483835+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19416, "total_correct": 4285, "total_train": 455, "infer_ms": 892.041113, "train_ms": 1613.880699, "blocked_train": 1613880699, "duration": 5730970398, "avg_accuracy": 16.847826086956523, "soft_acc": 24.999498985507245, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3387.9079198831346, "availability": 35.597324255223015, "score": 301.4950996696276, "zero_downtime": 8.899152716052201, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 13634912, "heap_mib": 13.003265380859375, "mobile_score": 379976.59330670605, "mobile_throughput": 4269806.412258867, "mobile_availability": 44863.58158442876, "mobile_accuracy": 31507.06087527313, "soft_acc_blocks": [ 24.999498985507245 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.362175556556983, "mobile_acc_per_sec": 5497.683409125355 }, "started": "2026-08-18T01:58:43.354722105+10:00", "ended": "2026-08-18T01:58:49.086320834+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15544, "total_correct": 4225, "total_train": 375, "infer_ms": 970.049983, "train_ms": 1529.945745, "blocked_train": 1529945745, "duration": 5235505931, "avg_accuracy": 24.03846153846154, "soft_acc": 24.99970652136752, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2968.95853139279, "availability": 38.80206562496974, "score": 288.0009285078568, "zero_downtime": 9.700402530470866, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11207976, "heap_mib": 10.688758850097656, "mobile_score": 725939.5711804194, "mobile_throughput": 7483602.550513765, "mobile_availability": 97805.0835691545, "mobile_accuracy": 63014.64486862854, "soft_acc_blocks": [ 24.99970652136752 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.775031649442233, "mobile_acc_per_sec": 12036.018237609467 }, "started": "2026-08-18T01:58:56.275765109+10:00", "ended": "2026-08-18T01:59:01.51156609+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15824, "total_correct": 4657, "total_train": 385, "infer_ms": 950.603496, "train_ms": 1552.759841, "blocked_train": 1552759841, "duration": 5824430418, "avg_accuracy": 28.25, "soft_acc": 25.00015974, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2716.832181752403, "availability": 37.9730533698393, "score": 257.91768156674055, "zero_downtime": 9.493324000615278, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13428680, "heap_mib": 12.806587219238281, "mobile_score": 650111.276121458, "mobile_throughput": 6848088.994743288, "mobile_availability": 95715.46252483802, "mobile_accuracy": 63015.787258486154, "soft_acc_blocks": [ 25.00015974 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078304767, "time_to_acc50_sec": 0, "acc_per_sec": 4.292292627059074, "mobile_acc_per_sec": 10819.218831036287 }, "started": "2026-08-18T01:59:08.891158589+10:00", "ended": "2026-08-18T01:59:14.71616588+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11616, "total_correct": 2531, "total_train": 341, "infer_ms": 960.269849, "train_ms": 1539.367127, "blocked_train": 1539367127, "duration": 5008075907, "avg_accuracy": 26.973684210526315, "soft_acc": 24.999911842105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2319.453661587642, "availability": 38.416372386067636, "score": 222.76170345856514, "zero_downtime": 9.604059229451778, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 15718160, "heap_mib": 14.990005493164062, "mobile_score": 70187.07210509868, "mobile_throughput": 730806.322912537, "mobile_availability": 12104.112407179464, "mobile_accuracy": 7876.895300404858, "soft_acc_blocks": [ 24.999911842105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.091761612, "time_to_acc50_sec": 0, "acc_per_sec": 4.991919512873562, "mobile_acc_per_sec": 1572.8386403638544 }, "started": "2026-08-18T01:59:22.288869722+10:00", "ended": "2026-08-18T01:59:27.297678126+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12896, "total_correct": 2861, "total_train": 339, "infer_ms": 1002.539908, "train_ms": 1443.27339, "blocked_train": 1443273390, "duration": 5594881858, "avg_accuracy": 26.73611111111111, "soft_acc": 25.000376000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2304.9637735531965, "availability": 40.99004240510921, "score": 236.20495951962718, "zero_downtime": 10.247664723836747, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 14489792, "heap_mib": 13.81854248046875, "mobile_score": 148845.4637219066, "mobile_throughput": 1452481.7871498296, "mobile_availability": 25830.03287558882, "mobile_accuracy": 15754.08309169231, "soft_acc_blocks": [ 25.000376000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.108709385, "time_to_acc50_sec": 0, "acc_per_sec": 4.468436802513088, "mobile_acc_per_sec": 2815.8026373990165 }, "started": "2026-08-18T01:59:34.537012753+10:00", "ended": "2026-08-18T01:59:40.132639349+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12432, "total_correct": 3423, "total_train": 351, "infer_ms": 983.738169, "train_ms": 1502.642747, "blocked_train": 1502642747, "duration": 5526483382, "avg_accuracy": 23.863636363636363, "soft_acc": 25.000138454545457, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2249.5317800993616, "availability": 39.56506272508729, "score": 222.50839723940663, "zero_downtime": 9.891320460899577, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11249936, "heap_mib": 10.728775024414062, "mobile_score": 280429.04464387987, "mobile_throughput": 2835102.2065498414, "mobile_availability": 49864.152899063854, "mobile_accuracy": 31507.86680302098, "soft_acc_blocks": [ 25.000138454545457 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.52369739063579, "mobile_acc_per_sec": 5701.2506190905215 }, "started": "2026-08-18T01:59:47.781080602+10:00", "ended": "2026-08-18T01:59:53.30879846+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 31880, "total_correct": 8116, "total_train": 497, "infer_ms": 954.350059, "train_ms": 1448.349238, "blocked_train": 1448349238, "duration": 5789448884, "avg_accuracy": 22.375, "soft_acc": 25.000295379999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5506.569042885084, "availability": 39.71991252470075, "score": 546.8075623009289, "zero_downtime": 9.930095455852802, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11244216, "heap_mib": 10.723320007324219, "mobile_score": 1378291.5539597569, "mobile_throughput": 13879942.645942956, "mobile_availability": 100118.62258533802, "mobile_accuracy": 63016.12915475691, "soft_acc_blocks": [ 25.000295379999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.318251336339115, "mobile_acc_per_sec": 10884.650753012316 }, "started": "2026-08-18T02:00:01.078287109+10:00", "ended": "2026-08-18T02:00:06.874628373+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12224, "total_correct": 3174, "total_train": 337, "infer_ms": 989.66593, "train_ms": 1517.726773, "blocked_train": 1517726773, "duration": 5285570261, "avg_accuracy": 23.475609756097562, "soft_acc": 25.000029268292682, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2312.7116652285854, "availability": 39.46992143735213, "score": 228.20663650298258, "zero_downtime": 9.86749191151016, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10721272, "heap_mib": 10.224601745605469, "mobile_score": 71558.61306152855, "mobile_throughput": 725195.5583369406, "mobile_availability": 12376.55871444167, "mobile_accuracy": 7839.243627401097, "soft_acc_blocks": [ 25.000029268292682 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.729864145929037, "mobile_acc_per_sec": 1483.1405582182074 }, "started": "2026-08-18T02:00:14.271772998+10:00", "ended": "2026-08-18T02:00:19.557884248+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13536, "total_correct": 4164, "total_train": 327, "infer_ms": 1039.577311, "train_ms": 1449.685686, "blocked_train": 1449685686, "duration": 4913540813, "avg_accuracy": 37.828947368421055, "soft_acc": 25.000390263157893, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2754.8361792756723, "availability": 41.762453877026, "score": 287.62628711704093, "zero_downtime": 10.440776452727814, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 10724672, "heap_mib": 10.22784423828125, "mobile_score": 179522.63192859423, "mobile_throughput": 1719437.560428671, "mobile_availability": 26066.13502175977, "mobile_accuracy": 15604.05310748872, "soft_acc_blocks": [ 25.000390263157893 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070484109, "time_to_acc50_sec": 0, "acc_per_sec": 5.088059958108644, "mobile_acc_per_sec": 3175.724737281982 }, "started": "2026-08-18T02:00:27.454735606+10:00", "ended": "2026-08-18T02:00:32.368964647+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13224, "total_correct": 4044, "total_train": 351, "infer_ms": 996.474021, "train_ms": 1490.581419, "blocked_train": 1490581419, "duration": 5695789499, "avg_accuracy": 29.122340425531913, "soft_acc": 25.000280085106382, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2321.7150146299673, "availability": 40.06641769915672, "score": 232.55961431660302, "zero_downtime": 10.016716644857816, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 10718008, "heap_mib": 10.221488952636719, "mobile_score": 287566.5449783565, "mobile_throughput": 2870866.324505463, "mobile_availability": 49543.259440225185, "mobile_accuracy": 30913.55388033079, "soft_acc_blocks": [ 25.000280085106382 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066081411, "time_to_acc50_sec": 0, "acc_per_sec": 4.3892563251320365, "mobile_acc_per_sec": 5427.43967026138 }, "started": "2026-08-18T02:00:39.66427516+10:00", "ended": "2026-08-18T02:00:45.360490283+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23096, "total_correct": 6078, "total_train": 455, "infer_ms": 956.747952, "train_ms": 1524.794068, "blocked_train": 1524794068, "duration": 5569839225, "avg_accuracy": 30, "soft_acc": 25.000358093333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4146.618792214779, "availability": 38.55457390159366, "score": 399.6835265437047, "zero_downtime": 9.638781536757252, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 11259392, "heap_mib": 10.73779296875, "mobile_score": 970135.5405766012, "mobile_throughput": 10064918.85802177, "mobile_availability": 93581.9464894386, "mobile_accuracy": 60682.350666840495, "soft_acc_blocks": [ 25.000358093333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073534675, "time_to_acc50_sec": 0, "acc_per_sec": 4.488524189552946, "mobile_acc_per_sec": 10894.81189950155 }, "started": "2026-08-18T02:00:52.69504119+10:00", "ended": "2026-08-18T02:00:58.265561455+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25488, "total_correct": 5244, "total_train": 466, "infer_ms": 864.518589, "train_ms": 1533.961945, "blocked_train": 1533961945, "duration": 5708648918, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999473310344825, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4464.804258610741, "availability": 36.04442799284357, "score": 402.31981291817834, "zero_downtime": 9.010917155937388, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11260872, "heap_mib": 10.739204406738281, "mobile_score": 2028187.0199542874, "mobile_throughput": 22508108.60710104, "mobile_availability": 181708.2794568459, "mobile_accuracy": 126028.11406667373, "soft_acc_blocks": [ 24.999473310344825 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.379227671808425, "mobile_acc_per_sec": 22076.69728458746 }, "started": "2026-08-18T02:01:05.516474807+10:00", "ended": "2026-08-18T02:01:11.225668151+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11608, "total_correct": 3008, "total_train": 345, "infer_ms": 951.234848, "train_ms": 1540.497209, "blocked_train": 1540497209, "duration": 5860264311, "avg_accuracy": 21.95945945945946, "soft_acc": 24.99978127027027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1980.7980295720147, "availability": 38.17564755117649, "score": 189.04396462163257, "zero_downtime": 9.54382838630341, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 10522128, "heap_mib": 10.034683227539062, "mobile_score": 884941.8046745223, "mobile_throughput": 9272398.547573682, "mobile_availability": 178705.65985099302, "mobile_accuracy": 117027.54752345945, "soft_acc_blocks": [ 24.99978127027027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.26598186422146, "mobile_acc_per_sec": 19969.670532401255 }, "started": "2026-08-18T02:01:18.168302795+10:00", "ended": "2026-08-18T02:01:24.029233042+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18016, "total_correct": 4582, "total_train": 448, "infer_ms": 759.797403, "train_ms": 1613.303505, "blocked_train": 1613303505, "duration": 5353773291, "avg_accuracy": 26.35135135135135, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3365.103268434233, "availability": 32.01707101618116, "score": 269.35187580560546, "zero_downtime": 8.00426775404529, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11042608, "heap_mib": 10.531051635742188, "mobile_score": 1357864.964061243, "mobile_throughput": 16964262.138469685, "mobile_availability": 161405.44354741913, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084785327, "time_to_acc50_sec": 0, "acc_per_sec": 4.669603780575923, "mobile_acc_per_sec": 23540.55025875567 }, "started": "2026-08-18T02:01:31.537329635+10:00", "ended": "2026-08-18T02:01:36.8921223+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26288, "total_correct": 6622, "total_train": 457, "infer_ms": 889.751571, "train_ms": 1519.542174, "blocked_train": 1519542174, "duration": 5118902222, "avg_accuracy": 27.529761904761905, "soft_acc": 25.00006111904762, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5135.476096226164, "availability": 36.92997472170003, "score": 474.133665184906, "zero_downtime": 9.232516251673843, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 10724704, "heap_mib": 10.227874755859375, "mobile_score": 4780434.443316615, "mobile_throughput": 51778240.22188891, "mobile_availability": 372345.04974789737, "mobile_accuracy": 252062.15469198534, "soft_acc_blocks": [ 25.00006111904762 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074575455, "time_to_acc50_sec": 0, "acc_per_sec": 4.883871587076316, "mobile_acc_per_sec": 49241.44743548206 }, "started": "2026-08-18T02:01:44.487183447+10:00", "ended": "2026-08-18T02:01:49.606773689+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11864, "total_correct": 2688, "total_train": 322, "infer_ms": 1003.801941, "train_ms": 1522.789333, "blocked_train": 1522789333, "duration": 5706400006, "avg_accuracy": 15.548780487804878, "soft_acc": 24.99977556097561, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2079.069113193184, "availability": 39.7294944904492, "score": 206.49905832014852, "zero_downtime": 9.93228445412247, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10518896, "heap_mib": 10.031600952148438, "mobile_score": 1804416.3048092339, "mobile_throughput": 18167183.120297134, "mobile_availability": 347161.6201234771, "mobile_accuracy": 218451.372155213, "soft_acc_blocks": [ 24.99977556097561 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.3810065075510956, "mobile_acc_per_sec": 38281.81899718248 }, "started": "2026-08-18T02:01:56.7998166+10:00", "ended": "2026-08-18T02:02:02.506739417+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28816, "total_correct": 6535, "total_train": 477, "infer_ms": 911.584317, "train_ms": 1540.845495, "blocked_train": 1540845495, "duration": 5978523407, "avg_accuracy": 25.98314606741573, "soft_acc": 25.000353213483148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4819.9192406373395, "availability": 37.17065877031509, "score": 447.9052616432128, "zero_downtime": 9.292795984357324, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 14194968, "heap_mib": 13.537376403808594, "mobile_score": 4515987.573392245, "mobile_throughput": 48596650.36221672, "mobile_availability": 374771.73741098, "mobile_accuracy": 252065.09972289717, "soft_acc_blocks": [ 25.000353213483148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068138335, "time_to_acc50_sec": 0, "acc_per_sec": 4.181693624250311, "mobile_acc_per_sec": 42161.7651321336 }, "started": "2026-08-18T02:02:10.471441832+10:00", "ended": "2026-08-18T02:02:16.45062357+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28048, "total_correct": 6375, "total_train": 452, "infer_ms": 911.952883, "train_ms": 1535.932452, "blocked_train": 1535932452, "duration": 5854773958, "avg_accuracy": 15.526315789473685, "soft_acc": 24.998852484210524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4790.620475052677, "availability": 37.25472226827161, "score": 446.16260814140765, "zero_downtime": 9.313253063247549, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 12394360, "heap_mib": 11.820182800292969, "mobile_score": 8996834.67297086, "mobile_throughput": 96602493.37016991, "mobile_availability": 751238.6087918301, "mobile_accuracy": 504099.93735545257, "soft_acc_blocks": [ 24.998852484210524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.269823679537949, "mobile_acc_per_sec": 86100.66604990739 }, "started": "2026-08-18T02:02:23.628791696+10:00", "ended": "2026-08-18T02:02:29.484237684+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9328, "total_correct": 2298, "total_train": 316, "infer_ms": 934.21479, "train_ms": 1607.252845, "blocked_train": 1607252845, "duration": 5317132483, "avg_accuracy": 15.416666666666666, "soft_acc": 24.9989225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1754.3290542079953, "availability": 36.75887023444231, "score": 161.2109366395099, "zero_downtime": 9.189321481783802, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10541888, "heap_mib": 10.05352783203125, "mobile_score": 50793.84588272558, "mobile_throughput": 552748.6004643037, "mobile_availability": 11581.871729251978, "mobile_accuracy": 7876.583581538462, "soft_acc_blocks": [ 24.9989225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.701579766900083, "mobile_acc_per_sec": 1481.3592865555952 }, "started": "2026-08-18T02:02:37.186868482+10:00", "ended": "2026-08-18T02:02:42.504621485+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10776, "total_correct": 2575, "total_train": 318, "infer_ms": 962.689904, "train_ms": 1577.348343, "blocked_train": 1577348343, "duration": 5196574901, "avg_accuracy": 24.305555555555557, "soft_acc": 25.000153194444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2073.6735648564068, "availability": 37.900606620275035, "score": 196.48491910975824, "zero_downtime": 9.475209716692511, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 14739416, "heap_mib": 14.056602478027344, "mobile_score": 61611.653869746966, "mobile_throughput": 650240.5298872223, "mobile_availability": 11884.46964337964, "mobile_accuracy": 7839.282486847422, "soft_acc_blocks": [ 25.000153194444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.810890571332582, "mobile_acc_per_sec": 1508.547964032785 }, "started": "2026-08-18T02:02:50.042143192+10:00", "ended": "2026-08-18T02:02:55.239510591+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10712, "total_correct": 2150, "total_train": 314, "infer_ms": 964.401993, "train_ms": 1549.956164, "blocked_train": 1549956164, "duration": 5668789097, "avg_accuracy": 20.454545454545453, "soft_acc": 24.999874484848483, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1889.6451811320578, "availability": 38.35579232477659, "score": 181.1961856183051, "zero_downtime": 9.588899938863296, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 10868472, "heap_mib": 10.364982604980469, "mobile_score": 56817.57521857054, "mobile_throughput": 592534.864070194, "mobile_availability": 12027.201941610327, "mobile_accuracy": 7839.195092052776, "soft_acc_blocks": [ 24.999874484848483 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.410090771956705, "mobile_acc_per_sec": 1382.869420243802 }, "started": "2026-08-18T02:03:03.142302729+10:00", "ended": "2026-08-18T02:03:08.811704741+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10296, "total_correct": 2281, "total_train": 319, "infer_ms": 978.417376, "train_ms": 1536.241661, "blocked_train": 1536241661, "duration": 5943435356, "avg_accuracy": 21.323529411764707, "soft_acc": 24.999645676470585, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1732.331451978528, "availability": 38.90855028868074, "score": 168.5038753105637, "zero_downtime": 9.726999710021559, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 10888880, "heap_mib": 10.384445190429688, "mobile_score": 53091.68255938992, "mobile_throughput": 545817.6636387731, "mobile_availability": 12259.186306341257, "mobile_accuracy": 7876.811437755655, "soft_acc_blocks": [ 24.999645676470585 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.206261897209501, "mobile_acc_per_sec": 1325.2960562284704 }, "started": "2026-08-18T02:03:16.043302061+10:00", "ended": "2026-08-18T02:03:21.987396895+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10120, "total_correct": 2767, "total_train": 316, "infer_ms": 959.566263, "train_ms": 1542.557695, "blocked_train": 1542557695, "duration": 5805023960, "avg_accuracy": 22.22222222222222, "soft_acc": 24.99992113888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1743.3175245671166, "availability": 38.350068945704884, "score": 167.14034091692827, "zero_downtime": 9.58748699313574, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 11606552, "heap_mib": 11.068870544433594, "mobile_score": 26331.032169066853, "mobile_throughput": 274639.56079334265, "mobile_availability": 6041.610861600277, "mobile_accuracy": 3938.449114803419, "soft_acc_blocks": [ 24.99992113888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.306600853183884, "mobile_acc_per_sec": 678.455272870815 }, "started": "2026-08-18T02:03:29.854119191+10:00", "ended": "2026-08-18T02:03:35.669726149+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8776, "total_correct": 2314, "total_train": 294, "infer_ms": 892.350055, "train_ms": 1696.514488, "blocked_train": 1696514488, "duration": 5415215009, "avg_accuracy": 21.920289855072465, "soft_acc": 25.000172275362317, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1620.6189385674309, "availability": 34.46878120420841, "score": 139.65286136545322, "zero_downtime": 8.61725468226981, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11068840, "heap_mib": 10.556068420410156, "mobile_score": 704022.3017266417, "mobile_throughput": 8169914.058304242, "mobile_availability": 173765.08038453865, "mobile_accuracy": 126031.63771062653, "soft_acc_blocks": [ 25.000172275362317 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6166536755811975, "mobile_acc_per_sec": 23273.616560222257 }, "started": "2026-08-18T02:03:43.171245535+10:00", "ended": "2026-08-18T02:03:48.587011168+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4080, "total_correct": 840, "total_train": 217, "infer_ms": 757.359629, "train_ms": 1808.337713, "blocked_train": 1808337713, "duration": 5324163452, "avg_accuracy": 23.214285714285715, "soft_acc": 24.999669285714283, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 766.3175702217341, "availability": 29.51866600172048, "score": 56.550932918611636, "zero_downtime": 7.379568877984699, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10890376, "heap_mib": 10.385871887207031, "mobile_score": 190057.53537200677, "mobile_throughput": 2575455.809335978, "mobile_availability": 99206.93820967966, "mobile_accuracy": 84019.4013491575, "soft_acc_blocks": [ 24.999669285714283 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6955112312194816, "mobile_acc_per_sec": 15780.770464061536 }, "started": "2026-08-18T02:03:56.22009886+10:00", "ended": "2026-08-18T02:04:01.545029185+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4112, "total_correct": 904, "total_train": 216, "infer_ms": 752.9649, "train_ms": 1794.697762, "blocked_train": 1794697762, "duration": 5423357401, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999580833333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 758.2019210538841, "availability": 29.555125614978298, "score": 56.02094324543284, "zero_downtime": 7.388657518509706, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 10873728, "heap_mib": 10.3699951171875, "mobile_score": 188276.33520680445, "mobile_throughput": 2548180.5691378126, "mobile_availability": 99329.47242580603, "mobile_accuracy": 84019.1040765812, "soft_acc_blocks": [ 24.999580833333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6096133787391045, "mobile_acc_per_sec": 15492.083199438253 }, "started": "2026-08-18T02:04:09.68073653+10:00", "ended": "2026-08-18T02:04:15.11059725+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3760, "total_correct": 825, "total_train": 218, "infer_ms": 730.075167, "train_ms": 1842.900984, "blocked_train": 1842900984, "duration": 5975943449, "avg_accuracy": 17.5, "soft_acc": 24.9997204, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 629.1893542983894, "availability": 28.374735098739745, "score": 44.632203965757874, "zero_downtime": 7.093604438925601, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 10874336, "heap_mib": 10.370574951171875, "mobile_score": 142683.7131268248, "mobile_throughput": 2011441.6352828902, "mobile_availability": 90710.56777712234, "mobile_accuracy": 79921.05737240976, "soft_acc_blocks": [ 24.9997204 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.18339306811603, "mobile_acc_per_sec": 13373.797468880592 }, "started": "2026-08-18T02:04:22.763776845+10:00", "ended": "2026-08-18T02:04:28.74052623+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4272, "total_correct": 1003, "total_train": 242, "infer_ms": 728.55381, "train_ms": 1828.638154, "blocked_train": 1828638154, "duration": 5901331855, "avg_accuracy": 17.8125, "soft_acc": 24.999813425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 723.9043837842262, "availability": 28.490383993714126, "score": 51.560399873728, "zero_downtime": 7.122542842494595, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 10870096, "heap_mib": 10.366531372070312, "mobile_score": 207942.29945382389, "mobile_throughput": 2919495.2428112645, "mobile_availability": 114901.28033304916, "mobile_accuracy": 100823.86293051076, "soft_acc_blocks": [ 24.999813425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.236300218198795, "mobile_acc_per_sec": 17084.93360614623 }, "started": "2026-08-18T02:04:36.123703529+10:00", "ended": "2026-08-18T02:04:42.025470175+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4008, "total_correct": 1041, "total_train": 240, "infer_ms": 711.115471, "train_ms": 1840.178962, "blocked_train": 1840178962, "duration": 5464708215, "avg_accuracy": 22.65625, "soft_acc": 25.000040875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 733.4334867136178, "availability": 27.87273243738544, "score": 51.10707189939433, "zero_downtime": 6.968194502325743, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 14544200, "heap_mib": 13.870429992675781, "mobile_score": 194165.39501441777, "mobile_throughput": 2786451.999145719, "mobile_availability": 105893.76191399955, "mobile_accuracy": 94979.86543675362, "soft_acc_blocks": [ 25.000040875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.574817152428696, "mobile_acc_per_sec": 17380.592284148814 }, "started": "2026-08-18T02:04:49.664499041+10:00", "ended": "2026-08-18T02:04:55.12981965+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5776, "total_correct": 1077, "total_train": 267, "infer_ms": 831.030739, "train_ms": 1765.267205, "blocked_train": 1765267205, "duration": 5553932655, "avg_accuracy": 19.047619047619047, "soft_acc": 24.999863428571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1039.98380225228, "availability": 32.00829630977053, "score": 83.2198196291623, "zero_downtime": 8.0020303632551, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 10866016, "heap_mib": 10.362640380859375, "mobile_score": 559373.7537658237, "mobile_throughput": 6990397.791221068, "mobile_availability": 215148.27763662784, "mobile_accuracy": 168040.10765690843, "soft_acc_blocks": [ 24.999863428571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.501290343530719, "mobile_acc_per_sec": 30256.05784139787 }, "started": "2026-08-18T02:05:03.007812203+10:00", "ended": "2026-08-18T02:05:08.562468867+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxyAsync|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6416, "total_correct": 1619, "total_train": 267, "infer_ms": 849.244958, "train_ms": 1720.930439, "blocked_train": 1720930439, "duration": 5895797983, "avg_accuracy": 26.19047619047619, "soft_acc": 25.000171666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1088.232673253045, "availability": 33.04229582896439, "score": 89.89488207488128, "zero_downtime": 8.260630679848937, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 10865936, "heap_mib": 10.362564086914062, "mobile_score": 548032.6503869228, "mobile_throughput": 6634271.299935959, "mobile_availability": 201438.13018111725, "mobile_accuracy": 152410.34886945738, "soft_acc_blocks": [ 25.000171666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076456129, "time_to_acc50_sec": 0, "acc_per_sec": 4.240337226403008, "mobile_acc_per_sec": 25850.673532050932 }, "started": "2026-08-18T02:05:16.145131316+10:00", "ended": "2026-08-18T02:05:22.076723385+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12160, "total_correct": 3092, "total_train": 341, "infer_ms": 1063.712005, "train_ms": 1480.261607, "blocked_train": 1480261607, "duration": 5831544958, "avg_accuracy": 40.9375, "soft_acc": 25.000019725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2085.2107096110635, "availability": 41.813012524282435, "score": 217.9725257720253, "zero_downtime": 10.45326137868733, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10882256, "heap_mib": 10.378128051757812, "mobile_score": 46990.28766116925, "mobile_throughput": 449527.5298193114, "mobile_availability": 9014.005226287414, "mobile_accuracy": 5389.477936505264, "soft_acc_blocks": [ 25.000019725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075488736, "time_to_acc50_sec": 0, "acc_per_sec": 4.287031979527782, "mobile_acc_per_sec": 924.1938414813577 }, "started": "2026-08-18T02:05:29.29936874+10:00", "ended": "2026-08-18T02:05:35.131650154+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18360, "total_correct": 4500, "total_train": 450, "infer_ms": 979.265655, "train_ms": 1605.884353, "blocked_train": 1605884353, "duration": 5733761174, "avg_accuracy": 23.770491803278688, "soft_acc": 24.999991524590165, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3202.0866308932177, "availability": 37.88041900739092, "score": 303.24085538684346, "zero_downtime": 9.470101541326972, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 11090072, "heap_mib": 10.576316833496094, "mobile_score": 130744.68880679061, "mobile_throughput": 1380604.9305409074, "mobile_availability": 16332.441710976127, "mobile_accuracy": 10778.94371418119, "soft_acc_blocks": [ 24.999991524590165 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.360138269789429, "mobile_acc_per_sec": 1879.9080371639475 }, "started": "2026-08-18T02:05:42.225299089+10:00", "ended": "2026-08-18T02:05:47.959786512+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9288, "total_correct": 2703, "total_train": 293, "infer_ms": 992.565847, "train_ms": 1563.356425, "blocked_train": 1563356425, "duration": 5575375445, "avg_accuracy": 27.155172413793103, "soft_acc": 24.999987068965517, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1665.8967797997325, "availability": 38.83396055793671, "score": 161.73334094562185, "zero_downtime": 9.708485117851348, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 10896360, "heap_mib": 10.391578674316406, "mobile_score": 139465.21358174045, "mobile_throughput": 1436529.0968546746, "mobile_availability": 33487.13735690711, "mobile_accuracy": 21557.883586206895, "soft_acc_blocks": [ 24.999987068965517 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078826072, "time_to_acc50_sec": 0, "acc_per_sec": 4.484000640958722, "mobile_acc_per_sec": 3866.6245527088263 }, "started": "2026-08-18T02:05:55.720988012+10:00", "ended": "2026-08-18T02:06:01.29711908+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12480, "total_correct": 3538, "total_train": 332, "infer_ms": 1010.933089, "train_ms": 1497.470894, "blocked_train": 1497470894, "duration": 5886178812, "avg_accuracy": 32.5, "soft_acc": 25.000022942857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2120.2210124091625, "availability": 40.301845151391625, "score": 213.6222433661067, "zero_downtime": 10.075470534242665, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 14354976, "heap_mib": 13.689971923828125, "mobile_score": 184209.8334373838, "mobile_throughput": 1828300.056174301, "mobile_availability": 34752.91741896844, "mobile_accuracy": 21557.914520830076, "soft_acc_blocks": [ 25.000022942857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070023383, "time_to_acc50_sec": 0, "acc_per_sec": 4.2472415027369275, "mobile_acc_per_sec": 3662.4634095179904 }, "started": "2026-08-18T02:06:08.867283727+10:00", "ended": "2026-08-18T02:06:14.754025975+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8976, "total_correct": 2357, "total_train": 291, "infer_ms": 980.137439, "train_ms": 1602.225047, "blocked_train": 1602225047, "duration": 6058407493, "avg_accuracy": 21.774193548387096, "soft_acc": 24.999992967741935, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1481.577462455446, "availability": 37.95506805546121, "score": 140.58339399757557, "zero_downtime": 9.488764344766969, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12672368, "heap_mib": 12.085311889648438, "mobile_score": 242454.56076381876, "mobile_throughput": 2555175.278407371, "mobile_availability": 65458.50894954489, "mobile_accuracy": 43115.77734562988, "soft_acc_blocks": [ 24.999992967741935 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.126495782369774, "mobile_acc_per_sec": 7116.684936668039 }, "started": "2026-08-18T02:06:22.30028433+10:00", "ended": "2026-08-18T02:06:28.359486874+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 2013, "total_train": 314, "infer_ms": 909.888771, "train_ms": 1652.308828, "blocked_train": 1652308828, "duration": 5519707671, "avg_accuracy": 28.90625, "soft_acc": 25.000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1527.6171316645803, "availability": 35.51204525970676, "score": 135.6220380725826, "zero_downtime": 8.878012380288048, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12681608, "heap_mib": 12.094123840332031, "mobile_score": 233898.04966117823, "mobile_throughput": 2634576.7458097353, "mobile_availability": 61245.19468789848, "mobile_accuracy": 43115.79464757894, "soft_acc_blocks": [ 25.000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08309773, "time_to_acc50_sec": 0, "acc_per_sec": 4.529225910159618, "mobile_acc_per_sec": 7811.246032847914 }, "started": "2026-08-18T02:06:36.313825672+10:00", "ended": "2026-08-18T02:06:41.834425789+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7056, "total_correct": 1348, "total_train": 274, "infer_ms": 960.769247, "train_ms": 1656.036324, "blocked_train": 1656036324, "duration": 6156576920, "avg_accuracy": 14.814814814814815, "soft_acc": 24.999993407407405, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1146.0914225043093, "availability": 36.71534704937388, "score": 105.19783307782524, "zero_downtime": 9.17883434185022, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 10916488, "heap_mib": 10.410774230957031, "mobile_score": 22678.43812035643, "mobile_throughput": 247073.1824514553, "mobile_availability": 7915.055869170285, "mobile_accuracy": 5389.4722629863545, "soft_acc_blocks": [ 24.999993407407405 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.060696996441881, "mobile_acc_per_sec": 875.4007840750497 }, "started": "2026-08-18T02:06:48.996458462+10:00", "ended": "2026-08-18T02:06:55.153840224+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7376, "total_correct": 2133, "total_train": 294, "infer_ms": 960.587573, "train_ms": 1641.070893, "blocked_train": 1641070893, "duration": 5538408681, "avg_accuracy": 29, "soft_acc": 25.000036759999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1331.7904879977564, "availability": 36.92212431237698, "score": 122.9315156479707, "zero_downtime": 9.230544650667142, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 15095512, "heap_mib": 14.396202087402344, "mobile_score": 53002.89348358821, "mobile_throughput": 574211.9830356642, "mobile_availability": 15919.265387736432, "mobile_accuracy": 10778.963217785262, "soft_acc_blocks": [ 25.000036759999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077727794, "time_to_acc50_sec": 0, "acc_per_sec": 4.513938605824599, "mobile_acc_per_sec": 1946.2202662586903 }, "started": "2026-08-18T02:07:02.73323608+10:00", "ended": "2026-08-18T02:07:08.272249812+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7336, "total_correct": 1654, "total_train": 290, "infer_ms": 963.719444, "train_ms": 1660.40205, "blocked_train": 1660402050, "duration": 6027406858, "avg_accuracy": 18.055555555555557, "soft_acc": 24.999985518518518, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1217.107152848516, "availability": 36.72541253152816, "score": 111.7468409781588, "zero_downtime": 9.181347814498224, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12485640, "heap_mib": 11.907234191894531, "mobile_score": 96361.06539927125, "mobile_throughput": 1049530.7153826363, "mobile_availability": 31668.903100871437, "mobile_accuracy": 21557.882249231967, "soft_acc_blocks": [ 24.999985518518518 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.147718265498665, "mobile_acc_per_sec": 3576.6429506279014 }, "started": "2026-08-18T02:07:16.362021454+10:00", "ended": "2026-08-18T02:07:22.390124092+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17200, "total_correct": 3445, "total_train": 400, "infer_ms": 999.680415, "train_ms": 1543.285531, "blocked_train": 1543285531, "duration": 6120014259, "avg_accuracy": 27.678571428571427, "soft_acc": 24.999995482142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2810.4509682646476, "availability": 39.31159269248035, "score": 276.2082094517388, "zero_downtime": 9.82789639707849, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12485176, "heap_mib": 11.906791687011719, "mobile_score": 476357.40038497775, "mobile_throughput": 4846992.49095242, "mobile_availability": 67798.01417616822, "mobile_accuracy": 43115.78168204511, "soft_acc_blocks": [ 24.999995482142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077749981, "time_to_acc50_sec": 0, "acc_per_sec": 4.084957064500012, "mobile_acc_per_sec": 7045.045952080863 }, "started": "2026-08-18T02:07:29.790419948+10:00", "ended": "2026-08-18T02:07:35.911235664+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7696, "total_correct": 2078, "total_train": 289, "infer_ms": 974.833267, "train_ms": 1651.06854, "blocked_train": 1651068540, "duration": 6098751293, "avg_accuracy": 23.660714285714285, "soft_acc": 25.000000785714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1261.897662367915, "availability": 37.12375171079655, "score": 117.11594243623927, "zero_downtime": 9.280938219385757, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11646208, "heap_mib": 11.106689453125, "mobile_score": 25103.22290597343, "mobile_throughput": 270481.52150758356, "mobile_availability": 7957.292533503721, "mobile_accuracy": 5358.626497113888, "soft_acc_blocks": [ 25.000000785714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.099199915630054, "mobile_acc_per_sec": 878.6432237799877 }, "started": "2026-08-18T02:07:43.660673347+10:00", "ended": "2026-08-18T02:07:49.760232658+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7752, "total_correct": 2124, "total_train": 293, "infer_ms": 961.598729, "train_ms": 1668.270627, "blocked_train": 1668270627, "duration": 5899176955, "avg_accuracy": 34.13461538461539, "soft_acc": 24.999998923076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1314.0816183568782, "availability": 36.56450564002845, "score": 120.12185669018926, "zero_downtime": 9.141126016235512, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 11434936, "heap_mib": 10.905204772949219, "mobile_score": 51201.99024421622, "mobile_throughput": 560127.8240041389, "mobile_availability": 15585.635392682307, "mobile_accuracy": 10656.259703562726, "soft_acc_blocks": [ 24.999998923076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076581078, "time_to_acc50_sec": 0, "acc_per_sec": 4.237879133611601, "mobile_acc_per_sec": 1806.39770341704 }, "started": "2026-08-18T02:07:57.786289258+10:00", "ended": "2026-08-18T02:08:03.68640819+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7592, "total_correct": 2375, "total_train": 286, "infer_ms": 965.819912, "train_ms": 1638.790808, "blocked_train": 1638790808, "duration": 6040416695, "avg_accuracy": 37.93103448275862, "soft_acc": 25.00002027586207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1256.8669320916774, "availability": 37.08116167163744, "score": 116.51530926942306, "zero_downtime": 9.270297936434554, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 11641696, "heap_mib": 11.102386474609375, "mobile_score": 98211.54094251973, "mobile_throughput": 1059421.623942896, "mobile_availability": 31255.961560288502, "mobile_accuracy": 21072.68590095044, "soft_acc_blocks": [ 25.00002027586207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077179931, "time_to_acc50_sec": 0, "acc_per_sec": 4.138790672596482, "mobile_acc_per_sec": 3488.614604749621 }, "started": "2026-08-18T02:08:11.15160189+10:00", "ended": "2026-08-18T02:08:17.192806812+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13896, "total_correct": 3526, "total_train": 355, "infer_ms": 1012.295866, "train_ms": 1479.705432, "blocked_train": 1479705432, "duration": 6005996205, "avg_accuracy": 19.817073170731707, "soft_acc": 24.999989341463415, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2313.6877756318863, "availability": 40.62180331978303, "score": 234.96532423725907, "zero_downtime": 10.155446500255987, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 11624320, "heap_mib": 11.0858154296875, "mobile_score": 387388.3645085034, "mobile_throughput": 3814587.221731102, "mobile_availability": 66973.3459714541, "mobile_accuracy": 41217.59249011689, "soft_acc_blocks": [ 24.999989341463415 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.162505018010316, "mobile_acc_per_sec": 6862.740348687398 }, "started": "2026-08-18T02:08:25.006888901+10:00", "ended": "2026-08-18T02:08:31.0136875+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15536, "total_correct": 3461, "total_train": 372, "infer_ms": 934.41942, "train_ms": 1544.998457, "blocked_train": 1544998457, "duration": 6193318914, "avg_accuracy": 20.3125, "soft_acc": 24.99997415, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2508.5096078099364, "availability": 37.68704858781657, "score": 236.34556429977823, "zero_downtime": 9.421752404852082, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11617504, "heap_mib": 11.079315185546875, "mobile_score": 815218.0474710666, "mobile_throughput": 8652509.77144379, "mobile_availability": 129992.54822374457, "mobile_accuracy": 86231.4897839158, "soft_acc_blocks": [ 24.99997415 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.036603717190721, "mobile_acc_per_sec": 13923.3084847269 }, "started": "2026-08-18T02:08:39.225210995+10:00", "ended": "2026-08-18T02:08:45.419323814+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6424, "total_correct": 1471, "total_train": 281, "infer_ms": 912.49998, "train_ms": 1703.53524, "blocked_train": 1703535240, "duration": 5968266247, "avg_accuracy": 21, "soft_acc": 24.999995319999996, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1076.3594876869106, "availability": 34.8810280925805, "score": 93.86129624846875, "zero_downtime": 8.72025539071301, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 12675912, "heap_mib": 12.088691711425781, "mobile_score": 296447.89932239265, "mobile_throughput": 3399532.3077132227, "mobile_availability": 110166.89431688462, "mobile_accuracy": 78959.02136344674, "soft_acc_blocks": [ 24.999995319999996 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.188820385244451, "mobile_acc_per_sec": 13229.808808066524 }, "started": "2026-08-18T02:08:52.380410852+10:00", "ended": "2026-08-18T02:08:58.349470326+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12024, "total_correct": 2959, "total_train": 327, "infer_ms": 891.727917, "train_ms": 1593.158398, "blocked_train": 1593158398, "duration": 5920272245, "avg_accuracy": 28.289473684210527, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2030.9876813781561, "availability": 35.886064952633454, "score": 182.21038962983732, "zero_downtime": 8.971516238158364, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12680792, "heap_mib": 12.093345642089844, "mobile_score": 628491.5839358431, "mobile_throughput": 7005410.983515728, "mobile_availability": 123780.4817229361, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071994474, "time_to_acc50_sec": 0, "acc_per_sec": 4.222778778647197, "mobile_acc_per_sec": 14565.475265127512 }, "started": "2026-08-18T02:09:06.399506384+10:00", "ended": "2026-08-18T02:09:12.320993157+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15000, "total_correct": 3692, "total_train": 355, "infer_ms": 910.798575, "train_ms": 1537.070032, "blocked_train": 1537070032, "duration": 6046863945, "avg_accuracy": 19.53125, "soft_acc": 24.99997408333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2480.6246901591235, "availability": 37.20782122028333, "score": 230.7463607578448, "zero_downtime": 9.301945662043831, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 12676200, "heap_mib": 12.088966369628906, "mobile_score": 1591809.841960644, "mobile_throughput": 17112654.704659823, "mobile_availability": 256679.13384131456, "mobile_accuracy": 172462.9791079298, "soft_acc_blocks": [ 24.99997408333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.134370197630324, "mobile_acc_per_sec": 28521.061607568518 }, "started": "2026-08-18T02:09:20.643963559+10:00", "ended": "2026-08-18T02:09:26.691643127+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6336, "total_correct": 1654, "total_train": 298, "infer_ms": 871.982885, "train_ms": 1723.615401, "blocked_train": 1723615401, "duration": 5898780583, "avg_accuracy": 31.428571428571427, "soft_acc": 25.000006285714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1074.1203051796917, "availability": 33.594677947787794, "score": 90.21183700605582, "zero_downtime": 8.398671598612419, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 15115432, "heap_mib": 14.415199279785156, "mobile_score": 525522.0400025665, "mobile_throughput": 6257204.2951338915, "mobile_availability": 195703.18346544186, "mobile_accuracy": 145635.59217249523, "soft_acc_blocks": [ 25.000006285714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072698327, "time_to_acc50_sec": 0, "acc_per_sec": 4.238165148533088, "mobile_acc_per_sec": 24689.101437712394 }, "started": "2026-08-18T02:09:34.719690133+10:00", "ended": "2026-08-18T02:09:40.619120871+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14896, "total_correct": 3236, "total_train": 364, "infer_ms": 956.60551, "train_ms": 1507.013079, "blocked_train": 1507013079, "duration": 6204322560, "avg_accuracy": 23.138297872340427, "soft_acc": 25.000037021276594, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2400.9067639449104, "availability": 38.82928608637803, "score": 233.06408414252837, "zero_downtime": 9.70733589669191, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 11117136, "heap_mib": 10.602127075195312, "mobile_score": 1607798.717722604, "mobile_throughput": 16562718.49283091, "mobile_availability": 267864.8518901969, "mobile_accuracy": 172463.41328698766, "soft_acc_blocks": [ 25.000037021276594 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.029454751829762, "mobile_acc_per_sec": 27797.29964378056 }, "started": "2026-08-18T02:09:48.641420917+10:00", "ended": "2026-08-18T02:09:54.846600297+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15456, "total_correct": 3472, "total_train": 372, "infer_ms": 959.350286, "train_ms": 1507.262466, "blocked_train": 1507262466, "duration": 6122846652, "avg_accuracy": 23.199152542372882, "soft_acc": 25.00005768644068, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2524.316037696513, "availability": 38.89342926740857, "score": 245.44883451331438, "zero_downtime": 9.723379753087146, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 11135544, "heap_mib": 10.619682312011719, "mobile_score": 3386470.4881399097, "mobile_throughput": 34828121.23083761, "mobile_availability": 536614.690625029, "mobile_accuracy": 344927.1116923319, "soft_acc_blocks": [ 25.00005768644068 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.083077546662797, "mobile_acc_per_sec": 56334.43581012486 }, "started": "2026-08-18T02:10:02.37572385+10:00", "ended": "2026-08-18T02:10:08.498924043+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5968, "total_correct": 1561, "total_train": 266, "infer_ms": 907.84345, "train_ms": 1689.07591, "blocked_train": 1689075910, "duration": 5570500601, "avg_accuracy": 16.666666666666668, "soft_acc": 24.999992388888888, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1071.357931265395, "availability": 34.958476723743935, "score": 93.63257475142353, "zero_downtime": 8.739616520207477, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14087848, "heap_mib": 13.435218811035156, "mobile_score": 20185.211904306885, "mobile_throughput": 230962.2150770031, "mobile_availability": 7536.311613708166, "mobile_accuracy": 5389.472043415204, "soft_acc_blocks": [ 24.999992388888888 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.487925624566123, "mobile_acc_per_sec": 967.5022820117284 }, "started": "2026-08-18T02:10:15.859482509+10:00", "ended": "2026-08-18T02:10:21.430741651+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6008, "total_correct": 1848, "total_train": 278, "infer_ms": 882.633543, "train_ms": 1711.938039, "blocked_train": 1711938039, "duration": 5952458136, "avg_accuracy": 35.11904761904762, "soft_acc": 25.000001142857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1009.3309121594804, "availability": 34.018469527814325, "score": 85.83973612104786, "zero_downtime": 8.50461777073609, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 11149960, "heap_mib": 10.633430480957031, "mobile_score": 18399.322801076018, "mobile_throughput": 216345.08801073983, "mobile_availability": 7291.690658952869, "mobile_accuracy": 5358.626573665693, "soft_acc_blocks": [ 25.000001142857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076023319, "time_to_acc50_sec": 0, "acc_per_sec": 4.199945731942086, "mobile_acc_per_sec": 900.2375911318285 }, "started": "2026-08-18T02:10:28.982871412+10:00", "ended": "2026-08-18T02:10:34.936113712+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5952, "total_correct": 1593, "total_train": 281, "infer_ms": 870.751276, "train_ms": 1720.487917, "blocked_train": 1720487917, "duration": 6041057837, "avg_accuracy": 26.785714285714285, "soft_acc": 25.00000380952381, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 985.2579069091935, "availability": 33.60366261641366, "score": 82.770698347502, "zero_downtime": 8.400916934242943, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12722168, "heap_mib": 12.132804870605469, "mobile_score": 17741.489736392123, "mobile_throughput": 211185.1584209351, "mobile_availability": 7202.778849482536, "mobile_accuracy": 5358.627145252502, "soft_acc_blocks": [ 25.00000380952381 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081201902, "time_to_acc50_sec": 0, "acc_per_sec": 4.138348693900083, "mobile_acc_per_sec": 887.0345707389561 }, "started": "2026-08-18T02:10:43.259825085+10:00", "ended": "2026-08-18T02:10:49.301681358+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5736, "total_correct": 1750, "total_train": 286, "infer_ms": 882.254583, "train_ms": 1739.360225, "blocked_train": 1739360225, "duration": 5845010102, "avg_accuracy": 31.57894736842105, "soft_acc": 24.999998210526314, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 981.3498864676557, "availability": 33.653097331757216, "score": 82.56365220469253, "zero_downtime": 8.413273730725983, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 18322312, "heap_mib": 17.47351837158203, "mobile_score": 17798.985233180032, "mobile_throughput": 211558.3755248167, "mobile_availability": 7254.8992984672395, "mobile_accuracy": 5389.473298437672, "soft_acc_blocks": [ 24.999998210526314 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081891952, "time_to_acc50_sec": 0, "acc_per_sec": 4.277152267362551, "mobile_acc_per_sec": 922.0639835324741 }, "started": "2026-08-18T02:10:57.56839901+10:00", "ended": "2026-08-18T02:11:03.414164684+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1294, "total_train": 279, "infer_ms": 863.170349, "train_ms": 1712.963409, "blocked_train": 1712963409, "duration": 5984761148, "avg_accuracy": 25.595238095238095, "soft_acc": 24.999992, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 922.3425736622229, "availability": 33.506425911289966, "score": 77.26098304958195, "zero_downtime": 8.376603797308418, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 16390208, "heap_mib": 15.63092041015625, "mobile_score": 8327.92069923915, "mobile_throughput": 99418.82057159119, "mobile_availability": 3611.6400140169394, "mobile_accuracy": 2694.7359797894737, "soft_acc_blocks": [ 24.999992 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079234875, "time_to_acc50_sec": 0, "acc_per_sec": 4.177274812104163, "mobile_acc_per_sec": 450.26625343101716 }, "started": "2026-08-18T02:11:11.699769642+10:00", "ended": "2026-08-18T02:11:17.685379434+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4624, "total_correct": 1184, "total_train": 249, "infer_ms": 791.08599, "train_ms": 1791.128708, "blocked_train": 1791128708, "duration": 5370302577, "avg_accuracy": 21.52777777777778, "soft_acc": 24.999980055555554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 861.0315589672219, "availability": 30.63594946666205, "score": 65.94624571381131, "zero_downtime": 7.658981256495591, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11190440, "heap_mib": 10.672035217285156, "mobile_score": 227465.95574212304, "mobile_throughput": 2969924.434130308, "mobile_availability": 105671.45180248232, "mobile_accuracy": 86231.51015373098, "soft_acc_blocks": [ 24.999980055555554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6552274656973305, "mobile_acc_per_sec": 16057.104589049486 }, "started": "2026-08-18T02:11:25.512750631+10:00", "ended": "2026-08-18T02:11:30.884357111+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 667, "total_train": 170, "infer_ms": 801.911976, "train_ms": 1849.900452, "blocked_train": 1849900452, "duration": 5986278737, "avg_accuracy": 18.75, "soft_acc": 24.9999936, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 458.38159573824737, "availability": 30.240146985237672, "score": 34.653808204753815, "zero_downtime": 7.560034810940011, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 14197448, "heap_mib": 13.539741516113281, "mobile_score": 79686.73594760512, "mobile_throughput": 1054052.5002912905, "mobile_availability": 69537.48325700127, "mobile_accuracy": 57487.70458138947, "soft_acc_blocks": [ 24.9999936 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.176216093226666, "mobile_acc_per_sec": 9603.24553984922 }, "started": "2026-08-18T02:11:38.546310657+10:00", "ended": "2026-08-18T02:11:44.533562515+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2664, "total_correct": 846, "total_train": 159, "infer_ms": 829.483168, "train_ms": 1849.78147, "blocked_train": 1849781470, "duration": 5393407456, "avg_accuracy": 31.25, "soft_acc": 25.000017, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 493.93635132023667, "availability": 30.95935937926562, "score": 38.22990852383614, "zero_downtime": 7.7398451079075, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 11137264, "heap_mib": 10.621322631835938, "mobile_score": 87910.01000063597, "mobile_throughput": 1135810.9726358957, "mobile_availability": 71191.31846594918, "mobile_accuracy": 57487.758389894734, "soft_acc_blocks": [ 25.000017 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072926739, "time_to_acc50_sec": 0, "acc_per_sec": 4.635291734205664, "mobile_acc_per_sec": 10658.894003259733 }, "started": "2026-08-18T02:11:51.822933214+10:00", "ended": "2026-08-18T02:11:57.292856306+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2888, "total_correct": 673, "total_train": 166, "infer_ms": 823.436193, "train_ms": 1821.450095, "blocked_train": 1821450095, "duration": 5994921421, "avg_accuracy": 24.166666666666668, "soft_acc": 25.000008933333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 481.74109336670153, "availability": 31.133141592361728, "score": 37.49529757492656, "zero_downtime": 7.783288179317748, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 14292464, "heap_mib": 13.630355834960938, "mobile_score": 81232.7874998475, "mobile_throughput": 1043682.1254505835, "mobile_availability": 67449.30801312457, "mobile_accuracy": 54162.00282495647, "soft_acc_blocks": [ 25.000008933333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.1701979354990675, "mobile_acc_per_sec": 9034.64766614436 }, "started": "2026-08-18T02:12:05.10277718+10:00", "ended": "2026-08-18T02:12:11.098482818+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3016, "total_correct": 766, "total_train": 177, "infer_ms": 834.76775, "train_ms": 1845.776142, "blocked_train": 1845776142, "duration": 6392431180, "avg_accuracy": 20.454545454545453, "soft_acc": 24.999987272727275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 471.80797337891715, "availability": 31.141730321646232, "score": 36.732272976345946, "zero_downtime": 7.785428616918608, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 14279768, "heap_mib": 13.618247985839844, "mobile_score": 101359.42070643402, "mobile_throughput": 1301911.8881415038, "mobile_availability": 85932.81845723822, "mobile_accuracy": 68985.2280381244, "soft_acc_blocks": [ 24.999987272727275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.910873119908547, "mobile_acc_per_sec": 10791.704454161118 }, "started": "2026-08-18T02:12:18.895259836+10:00", "ended": "2026-08-18T02:12:25.299539319+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2968, "total_correct": 778, "total_train": 184, "infer_ms": 806.038417, "train_ms": 1868.267243, "blocked_train": 1868267243, "duration": 6023135618, "avg_accuracy": 30, "soft_acc": 24.999999, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 492.76659006817, "availability": 30.14010062709137, "score": 37.13008504060486, "zero_downtime": 7.5350248553718355, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 11148872, "heap_mib": 10.632392883300781, "mobile_score": 95425.7746361208, "mobile_throughput": 1266429.4606551996, "mobile_availability": 77461.2405763553, "mobile_accuracy": 64250.977822117646, "soft_acc_blocks": [ 24.999999 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074138092, "time_to_acc50_sec": 0, "acc_per_sec": 4.150661812310532, "mobile_acc_per_sec": 10667.36362868953 }, "started": "2026-08-18T02:12:32.895954574+10:00", "ended": "2026-08-18T02:12:38.919993835+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3816, "total_correct": 843, "total_train": 212, "infer_ms": 818.347128, "train_ms": 1784.154149, "blocked_train": 1784154149, "duration": 6070255493, "avg_accuracy": 16.071428571428573, "soft_acc": 24.999995428571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 628.6391082550765, "availability": 31.44463886462869, "score": 49.41831530166416, "zero_downtime": 7.8611582786879675, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 10951672, "heap_mib": 10.444328308105469, "mobile_score": 227275.69906034123, "mobile_throughput": 2891122.287621382, "mobile_availability": 144614.4457987583, "mobile_accuracy": 114975.41757241102, "soft_acc_blocks": [ 24.999995428571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.118442042085464, "mobile_acc_per_sec": 18940.78720492021 }, "started": "2026-08-18T02:12:46.335465499+10:00", "ended": "2026-08-18T02:12:52.406567917+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxyAsync|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3896, "total_correct": 999, "total_train": 219, "infer_ms": 822.973481, "train_ms": 1806.234988, "blocked_train": 1806234988, "duration": 5974296723, "avg_accuracy": 24.166666666666668, "soft_acc": 24.999994066666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 652.1269666772793, "availability": 31.30118781767852, "score": 51.030859551019375, "zero_downtime": 7.825295097215819, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 14812672, "heap_mib": 14.12646484375, "mobile_score": 209022.40072097536, "mobile_throughput": 2671112.055510136, "mobile_availability": 128209.66530121122, "mobile_accuracy": 102399.97569706666, "soft_acc_blocks": [ 24.999994066666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.184591965514711, "mobile_acc_per_sec": 17140.088690748256 }, "started": "2026-08-18T02:13:00.388533769+10:00", "ended": "2026-08-18T02:13:06.363674969+10:00" }, { "cell": { "id": "float64|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11096, "total_correct": 2086, "total_train": 332, "infer_ms": 1078.403879, "train_ms": 1554.351626, "blocked_train": 1554351626, "duration": 5700020589, "avg_accuracy": 14.338235294117647, "soft_acc": 24.999976617647057, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1946.659635127153, "availability": 40.96103405545818, "score": 199.34279257775708, "zero_downtime": 10.240248936210993, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12519368, "heap_mib": 11.939399719238281, "mobile_score": 38881.337066594904, "mobile_throughput": 379691.32692765805, "mobile_availability": 7989.352166245557, "mobile_accuracy": 4876.185915518207, "soft_acc_blocks": [ 24.999976617647057 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.3859449676186175, "mobile_acc_per_sec": 855.468123207898 }, "started": "2026-08-18T02:13:14.303290888+10:00", "ended": "2026-08-18T02:13:20.004076476+10:00" }, { "cell": { "id": "float32|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16808, "total_correct": 4177, "total_train": 413, "infer_ms": 998.55958, "train_ms": 1565.422682, "blocked_train": 1565422682, "duration": 6196131878, "avg_accuracy": 29.65686274509804, "soft_acc": 25.00000198039216, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2712.660145223591, "availability": 38.94565086503707, "score": 264.1158082505601, "zero_downtime": 9.736413487535883, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 11678920, "heap_mib": 11.137886047363281, "mobile_score": 103030.3191042185, "mobile_throughput": 1058195.8052224598, "mobile_availability": 15192.51294697065, "mobile_accuracy": 9752.381724922503, "soft_acc_blocks": [ 25.00000198039216 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082035313, "time_to_acc50_sec": 0, "acc_per_sec": 4.034775642713033, "mobile_acc_per_sec": 1573.9467650050078 }, "started": "2026-08-18T02:13:28.10551043+10:00", "ended": "2026-08-18T02:13:34.302233087+10:00" }, { "cell": { "id": "float16|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7984, "total_correct": 2091, "total_train": 286, "infer_ms": 980.095755, "train_ms": 1632.627755, "blocked_train": 1632627755, "duration": 6031321714, "avg_accuracy": 26.38888888888889, "soft_acc": 25.00000592592593, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1323.7562807282213, "availability": 37.51241764575388, "score": 124.1432755862144, "zero_downtime": 9.378106634396554, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11663976, "heap_mib": 11.123634338378906, "mobile_score": 96855.40129545412, "mobile_throughput": 1032782.0430214846, "mobile_availability": 29266.83098609674, "mobile_accuracy": 19504.76652811288, "soft_acc_blocks": [ 25.00000592592593 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073984761, "time_to_acc50_sec": 0, "acc_per_sec": 4.145029416669239, "mobile_acc_per_sec": 3233.9124744147052 }, "started": "2026-08-18T02:13:42.12421609+10:00", "ended": "2026-08-18T02:13:48.177383739+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10544, "total_correct": 2266, "total_train": 332, "infer_ms": 945.989455, "train_ms": 1584.346799, "blocked_train": 1584346799, "duration": 6097725079, "avg_accuracy": 23.16176470588235, "soft_acc": 25.00000055882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1729.1694629383273, "availability": 37.38591870960088, "score": 161.61647605394478, "zero_downtime": 9.34647988632153, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11188224, "heap_mib": 10.669921875, "mobile_score": 126091.63541275387, "mobile_throughput": 1349081.5467038837, "mobile_availability": 29168.137720861945, "mobile_accuracy": 19504.7623407507, "soft_acc_blocks": [ 25.00000055882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.0998897514945725, "mobile_acc_per_sec": 3198.6949375470035 }, "started": "2026-08-18T02:13:55.667011749+10:00", "ended": "2026-08-18T02:14:01.765452034+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8016, "total_correct": 1837, "total_train": 289, "infer_ms": 977.598458, "train_ms": 1627.505605, "blocked_train": 1627505605, "duration": 6017079334, "avg_accuracy": 35.18518518518518, "soft_acc": 25.000025703703702, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1332.2077963481277, "availability": 37.526272822829654, "score": 124.98211155614574, "zero_downtime": 9.38157785134939, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12762248, "heap_mib": 12.171028137207031, "mobile_score": 195019.70626056113, "mobile_throughput": 2078751.6700350214, "mobile_availability": 58555.281326594384, "mobile_accuracy": 39009.563917093474, "soft_acc_blocks": [ 25.000025703703702 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075503665, "time_to_acc50_sec": 0, "acc_per_sec": 4.154843956010187, "mobile_acc_per_sec": 6483.139369073419 }, "started": "2026-08-18T02:14:09.540196046+10:00", "ended": "2026-08-18T02:14:15.557920066+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8392, "total_correct": 2067, "total_train": 292, "infer_ms": 968.716962, "train_ms": 1645.104221, "blocked_train": 1645104221, "duration": 5798045286, "avg_accuracy": 32.870370370370374, "soft_acc": 25.00003088888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1447.3843486982382, "availability": 37.06133259231452, "score": 134.1051475341952, "zero_downtime": 9.265344595912476, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 10971552, "heap_mib": 10.463287353515625, "mobile_score": 209255.11782859563, "mobile_throughput": 2258470.9684830415, "mobile_availability": 57829.797446902965, "mobile_accuracy": 39009.57200795767, "soft_acc_blocks": [ 25.00003088888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072838359, "time_to_acc50_sec": 0, "acc_per_sec": 4.311803315723342, "mobile_acc_per_sec": 6728.055764267737 }, "started": "2026-08-18T02:14:23.380166356+10:00", "ended": "2026-08-18T02:14:29.178876901+10:00" }, { "cell": { "id": "int64|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6000, "total_correct": 1198, "total_train": 292, "infer_ms": 896.030112, "train_ms": 1708.901004, "blocked_train": 1708901004, "duration": 6254670905, "avg_accuracy": 18.452380952380953, "soft_acc": 25.00000219047619, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 959.2830847748655, "availability": 34.39745897680006, "score": 82.49225861709662, "zero_downtime": 8.599365497668165, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 10996880, "heap_mib": 10.487442016601562, "mobile_score": 16089.918633125131, "mobile_throughput": 187105.88167799282, "mobile_availability": 6709.142474713002, "mobile_accuracy": 4876.190903437642, "soft_acc_blocks": [ 25.00000219047619 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.997013203443066, "mobile_acc_per_sec": 779.6079086334665 }, "started": "2026-08-18T02:14:37.46939749+10:00", "ended": "2026-08-18T02:14:43.724895008+10:00" }, { "cell": { "id": "int32|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6248, "total_correct": 1700, "total_train": 286, "infer_ms": 927.616497, "train_ms": 1670.07668, "blocked_train": 1670076680, "duration": 6100293517, "avg_accuracy": 31.25, "soft_acc": 25.0000362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1024.2130124703638, "availability": 35.709240229489964, "score": 91.43480366858854, "zero_downtime": 8.927322984117454, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 15164000, "heap_mib": 14.461517333984375, "mobile_score": 35668.2815072894, "mobile_throughput": 399540.6189598676, "mobile_availability": 13930.004569522942, "mobile_accuracy": 9752.395073828571, "soft_acc_blocks": [ 25.0000362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084567497, "time_to_acc50_sec": 0, "acc_per_sec": 4.098169396330049, "mobile_acc_per_sec": 1598.6763664159887 }, "started": "2026-08-18T02:14:51.572018268+10:00", "ended": "2026-08-18T02:14:57.672979544+10:00" }, { "cell": { "id": "int16|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5904, "total_correct": 1592, "total_train": 287, "infer_ms": 880.920761, "train_ms": 1703.401122, "blocked_train": 1703401122, "duration": 6128319266, "avg_accuracy": 26.875, "soft_acc": 24.999999850000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 963.3962826896884, "availability": 34.087114565519464, "score": 82.09849815750647, "zero_downtime": 8.521778590249195, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 11176944, "heap_mib": 10.659164428710938, "mobile_score": 64052.466372027906, "mobile_throughput": 751632.6045518026, "mobile_availability": 26594.442144831948, "mobile_accuracy": 19504.761787733336, "soft_acc_blocks": [ 24.999999850000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083945521, "time_to_acc50_sec": 0, "acc_per_sec": 4.079421904256906, "mobile_acc_per_sec": 3182.7261180640544 }, "started": "2026-08-18T02:15:05.269130143+10:00", "ended": "2026-08-18T02:15:11.398122116+10:00" }, { "cell": { "id": "int8|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13720, "total_correct": 2751, "total_train": 396, "infer_ms": 930.565809, "train_ms": 1554.431618, "blocked_train": 1554431618, "duration": 6349494226, "avg_accuracy": 19.602272727272727, "soft_acc": 24.999975704545456, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2160.8020279503753, "availability": 37.447355031003816, "score": 202.2906051410477, "zero_downtime": 9.361829659745835, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 11714168, "heap_mib": 11.171501159667969, "mobile_score": 315650.40710770723, "mobile_throughput": 3371674.3262799, "mobile_availability": 58432.13950742538, "mobile_accuracy": 39009.48589935931, "soft_acc_blocks": [ 24.999975704545456 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.937317653140812, "mobile_acc_per_sec": 6143.715469434196 }, "started": "2026-08-18T02:15:19.3175992+10:00", "ended": "2026-08-18T02:15:25.667964933+10:00" }, { "cell": { "id": "uint64|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6432, "total_correct": 1671, "total_train": 289, "infer_ms": 913.112497, "train_ms": 1656.299509, "blocked_train": 1656299509, "duration": 6136695310, "avg_accuracy": 31.875, "soft_acc": 25.00000875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1048.1211262874317, "availability": 35.5377998883687, "score": 93.11982970386492, "zero_downtime": 8.884453081649665, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12554912, "heap_mib": 11.973297119140625, "mobile_score": 18055.32887417897, "mobile_throughput": 203223.8642969619, "mobile_availability": 6890.548087231157, "mobile_accuracy": 4847.338974674556, "soft_acc_blocks": [ 25.00000875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071669146, "time_to_acc50_sec": 0, "acc_per_sec": 4.0738553060083404, "mobile_acc_per_sec": 789.8940276170491 }, "started": "2026-08-18T02:15:33.480819673+10:00", "ended": "2026-08-18T02:15:39.618205502+10:00" }, { "cell": { "id": "uint32|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6320, "total_correct": 1529, "total_train": 302, "infer_ms": 870.929969, "train_ms": 1695.673948, "blocked_train": 1695673948, "duration": 5989872581, "avg_accuracy": 25.625, "soft_acc": 25.0000177, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1055.114264040803, "availability": 33.933166049944894, "score": 89.50848218036543, "zero_downtime": 8.483297518656615, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 12563288, "heap_mib": 11.981285095214844, "mobile_score": 34506.04640101429, "mobile_throughput": 406752.7553422239, "mobile_availability": 13081.435119112874, "mobile_accuracy": 9637.653882277647, "soft_acc_blocks": [ 25.0000177 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075843198, "time_to_acc50_sec": 0, "acc_per_sec": 4.173714442490909, "mobile_acc_per_sec": 1608.9914688416718 }, "started": "2026-08-18T02:15:47.235237228+10:00", "ended": "2026-08-18T02:15:53.251699379+10:00" }, { "cell": { "id": "uint16|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6384, "total_correct": 1784, "total_train": 291, "infer_ms": 903.786063, "train_ms": 1685.882303, "blocked_train": 1685882303, "duration": 5284026121, "avg_accuracy": 29.347826086956523, "soft_acc": 25.000016434782605, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1208.1696520440044, "availability": 34.89968348325571, "score": 105.41191542285834, "zero_downtime": 8.724926606501038, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 16953408, "heap_mib": 16.16802978515625, "mobile_score": 80328.78243200517, "mobile_throughput": 920681.4687948357, "mobile_availability": 26595.182055333094, "mobile_accuracy": 19051.175314766428, "soft_acc_blocks": [ 25.000016434782605 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071836959, "time_to_acc50_sec": 0, "acc_per_sec": 4.731243915586731, "mobile_acc_per_sec": 3605.427921533628 }, "started": "2026-08-18T02:16:01.373873395+10:00", "ended": "2026-08-18T02:16:06.658780034+10:00" }, { "cell": { "id": "uint8|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11728, "total_correct": 3196, "total_train": 345, "infer_ms": 984.540814, "train_ms": 1515.74466, "blocked_train": 1515744660, "duration": 6132803078, "avg_accuracy": 28.205128205128204, "soft_acc": 25.000006025641024, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1912.339243709204, "availability": 39.37713610057953, "score": 188.2561520495904, "zero_downtime": 9.84428639786975, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 16947424, "heap_mib": 16.162322998046875, "mobile_score": 280398.9813800445, "mobile_throughput": 2848342.3789937817, "mobile_availability": 58650.454351990455, "mobile_accuracy": 37236.37261128205, "soft_acc_blocks": [ 25.000006025641024 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079893971, "time_to_acc50_sec": 0, "acc_per_sec": 4.076440366285803, "mobile_acc_per_sec": 6071.672632838782 }, "started": "2026-08-18T02:16:14.867699089+10:00", "ended": "2026-08-18T02:16:21.0323574+10:00" }, { "cell": { "id": "int4|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13200, "total_correct": 3832, "total_train": 349, "infer_ms": 920.581957, "train_ms": 1509.22954, "blocked_train": 1509229540, "duration": 5622149673, "avg_accuracy": 34.61538461538461, "soft_acc": 25.000010384615386, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2347.8563837231377, "availability": 37.88697016771091, "score": 222.3830042949107, "zero_downtime": 9.471746476343862, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12737664, "heap_mib": 12.1475830078125, "mobile_score": 694004.4080700604, "mobile_throughput": 7327100.760175217, "mobile_availability": 118236.21318624297, "mobile_accuracy": 78019.08002695971, "soft_acc_blocks": [ 25.000010384615386 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083854325, "time_to_acc50_sec": 0, "acc_per_sec": 4.446699543535149, "mobile_acc_per_sec": 13877.090537386644 }, "started": "2026-08-18T02:16:29.624158062+10:00", "ended": "2026-08-18T02:16:35.247106641+10:00" }, { "cell": { "id": "uint4|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5384, "total_correct": 1521, "total_train": 281, "infer_ms": 857.062735, "train_ms": 1743.583179, "blocked_train": 1743583179, "duration": 6128391226, "avg_accuracy": 33.55263157894737, "soft_acc": 24.999999894736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 878.5339906431099, "availability": 32.95576419635572, "score": 72.38189728052839, "zero_downtime": 8.238941014398653, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 12564440, "heap_mib": 11.982383728027344, "mobile_score": 206244.34870333516, "mobile_throughput": 2503287.113512472, "mobile_availability": 93903.86792923343, "mobile_accuracy": 71234.78230875972, "soft_acc_blocks": [ 24.999999894736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06878077, "time_to_acc50_sec": 0, "acc_per_sec": 4.079374010698455, "mobile_acc_per_sec": 11623.732833266693 }, "started": "2026-08-18T02:16:42.989871298+10:00", "ended": "2026-08-18T02:16:49.11913148+10:00" }, { "cell": { "id": "fp4|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9536, "total_correct": 2361, "total_train": 306, "infer_ms": 873.069617, "train_ms": 1630.294929, "blocked_train": 1630294929, "duration": 6129917295, "avg_accuracy": 26.612903225806452, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1555.64904730089, "availability": 34.875848121881965, "score": 135.63644976154055, "zero_downtime": 8.718962030470491, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11703144, "heap_mib": 11.160987854003906, "mobile_score": 423289.0653129677, "mobile_throughput": 4854810.283995768, "mobile_availability": 108839.21821503126, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073487425, "time_to_acc50_sec": 0, "acc_per_sec": 4.07835845034839, "mobile_acc_per_sec": 12727.585685811053 }, "started": "2026-08-18T02:16:56.871425686+10:00", "ended": "2026-08-18T02:17:03.002633029+10:00" }, { "cell": { "id": "int2|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13728, "total_correct": 3608, "total_train": 344, "infer_ms": 962.12093, "train_ms": 1500.617235, "blocked_train": 1500617235, "duration": 5716396194, "avg_accuracy": 25.892857142857142, "soft_acc": 24.99997924107143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2401.5130397030703, "availability": 39.06712226551296, "score": 234.5503141000684, "zero_downtime": 9.766772456462233, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13812776, "heap_mib": 13.172889709472656, "mobile_score": 1463951.369986865, "mobile_throughput": 14989100.816188611, "mobile_availability": 243838.37378977687, "mobile_accuracy": 156037.9656707483, "soft_acc_blocks": [ 24.99997924107143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066952285, "time_to_acc50_sec": 0, "acc_per_sec": 4.373381129060249, "mobile_acc_per_sec": 27296.562445151663 }, "started": "2026-08-18T02:17:10.52916777+10:00", "ended": "2026-08-18T02:17:16.246029796+10:00" }, { "cell": { "id": "uint2|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5664, "total_correct": 1355, "total_train": 285, "infer_ms": 874.116659, "train_ms": 1739.543698, "blocked_train": 1739543698, "duration": 6320844389, "avg_accuracy": 21.05263157894737, "soft_acc": 25.000058, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 896.0828097361344, "availability": 33.44415645509981, "score": 74.92200803250716, "zero_downtime": 8.361058511385696, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 16950728, "heap_mib": 16.16547393798828, "mobile_score": 392807.0974734712, "mobile_throughput": 4698054.641509385, "mobile_availability": 175343.6989953137, "mobile_accuracy": 131072.30408704, "soft_acc_blocks": [ 25.000058 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9551769449516816, "mobile_acc_per_sec": 20736.51810114827 }, "started": "2026-08-18T02:17:24.062695741+10:00", "ended": "2026-08-18T02:17:30.384218878+10:00" }, { "cell": { "id": "ternary|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13096, "total_correct": 3581, "total_train": 369, "infer_ms": 916.466954, "train_ms": 1540.738914, "blocked_train": 1540738914, "duration": 6270610009, "avg_accuracy": 24.184782608695652, "soft_acc": 24.999976586956524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2088.473048268628, "availability": 37.29711726376196, "score": 194.73487808508608, "zero_downtime": 9.32427058355021, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 14892344, "heap_mib": 14.202445983886719, "mobile_score": 1215442.378112781, "mobile_throughput": 13035254.25631741, "mobile_availability": 232790.8454283718, "mobile_accuracy": 156037.94910502693, "soft_acc_blocks": [ 24.999976586956524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9868492142032244, "mobile_acc_per_sec": 24884.014295430716 }, "started": "2026-08-18T02:17:38.378194535+10:00", "ended": "2026-08-18T02:17:44.64967324+10:00" }, { "cell": { "id": "binary|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12728, "total_correct": 3068, "total_train": 347, "infer_ms": 894.883937, "train_ms": 1529.389699, "blocked_train": 1529389699, "duration": 6141560558, "avg_accuracy": 24.085365853658537, "soft_acc": 24.999936219512193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2072.4374334175536, "availability": 36.913487145640026, "score": 191.2517434700807, "zero_downtime": 9.228348242807838, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 12794816, "heap_mib": 12.20208740234375, "mobile_score": 2387404.620962897, "mobile_throughput": 25870335.16884815, "mobile_availability": 460792.8178241266, "mobile_accuracy": 312075.39430132404, "soft_acc_blocks": [ 24.999936219512193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.07061625191455, "mobile_acc_per_sec": 50813.696511518465 }, "started": "2026-08-18T02:17:52.64452263+10:00", "ended": "2026-08-18T02:17:58.786947822+10:00" }, { "cell": { "id": "int|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5248, "total_correct": 1117, "total_train": 249, "infer_ms": 909.097191, "train_ms": 1737.582996, "blocked_train": 1737582996, "duration": 6266965751, "avg_accuracy": 20, "soft_acc": 24.999999199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 837.4068422446051, "availability": 34.348584897613094, "score": 71.90934773560308, "zero_downtime": 8.587145949614595, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16994568, "heap_mib": 16.20728302001953, "mobile_score": 14025.747063096676, "mobile_throughput": 163334.21075399534, "mobile_availability": 6699.60970193444, "mobile_accuracy": 4876.19032015238, "soft_acc_blocks": [ 24.999999199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9891711863928454, "mobile_acc_per_sec": 778.0783418792902 }, "started": "2026-08-18T02:18:06.66380446+10:00", "ended": "2026-08-18T02:18:12.931564793+10:00" }, { "cell": { "id": "uint|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4816, "total_correct": 1139, "total_train": 247, "infer_ms": 852.651712, "train_ms": 1755.187965, "blocked_train": 1755187965, "duration": 6201300314, "avg_accuracy": 28.94736842105263, "soft_acc": 24.999985052631576, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 776.6113163601256, "availability": 32.695710534662595, "score": 63.479609039988006, "zero_downtime": 8.173922746517336, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 16981984, "heap_mib": 16.195281982421875, "mobile_score": 12308.283011966432, "mobile_throughput": 150579.87937567214, "mobile_availability": 6339.485460353988, "mobile_accuracy": 4847.334379909062, "soft_acc_blocks": [ 24.999985052631576 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077585178, "time_to_acc50_sec": 0, "acc_per_sec": 4.031410153801427, "mobile_acc_per_sec": 781.6641888743501 }, "started": "2026-08-18T02:18:21.526829473+10:00", "ended": "2026-08-18T02:18:27.745350734+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5376, "total_correct": 1323, "total_train": 261, "infer_ms": 887.564468, "train_ms": 1706.189387, "blocked_train": 1706189387, "duration": 6020822441, "avg_accuracy": 20.625, "soft_acc": 24.9999947, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 892.9012693334133, "availability": 34.2193021241794, "score": 76.38612956209548, "zero_downtime": 8.554823717421836, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 15940944, "heap_mib": 15.202468872070312, "mobile_score": 14810.77333426476, "mobile_throughput": 173127.74434033898, "mobile_availability": 6634.899952692962, "mobile_accuracy": 4847.336250471006, "soft_acc_blocks": [ 24.9999947 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.152255766547359, "mobile_acc_per_sec": 805.0953666167093 }, "started": "2026-08-18T02:18:35.963994223+10:00", "ended": "2026-08-18T02:18:41.995403045+10:00" }, { "cell": { "id": "complex64|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5104, "total_correct": 1179, "total_train": 263, "infer_ms": 884.156826, "train_ms": 1718.965929, "blocked_train": 1718965929, "duration": 6192901635, "avg_accuracy": 27.63157894736842, "soft_acc": 24.999980263157894, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 824.169395999134, "availability": 33.9652374941496, "score": 69.98271792674326, "zero_downtime": 8.491302669872105, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12589432, "heap_mib": 12.006217956542969, "mobile_score": 13649.9625060924, "mobile_throughput": 160752.2783815454, "mobile_availability": 6624.838703620798, "mobile_accuracy": 4876.186626566416, "soft_acc_blocks": [ 24.999980263157894 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069796603, "time_to_acc50_sec": 0, "acc_per_sec": 4.036876691511974, "mobile_acc_per_sec": 787.3831870682403 }, "started": "2026-08-18T02:18:49.663271225+10:00", "ended": "2026-08-18T02:18:55.856988014+10:00" }, { "cell": { "id": "complex128|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5480, "total_correct": 1467, "total_train": 263, "infer_ms": 910.202992, "train_ms": 1729.679919, "blocked_train": 1729679919, "duration": 5547024405, "avg_accuracy": 29.605263157894736, "soft_acc": 25.000004263157894, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 987.9170524399378, "availability": 34.478915265799074, "score": 85.15578537308636, "zero_downtime": 8.619730286340365, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 12791336, "heap_mib": 12.198768615722656, "mobile_score": 8304.71659257528, "mobile_throughput": 96345.43444747584, "mobile_availability": 3362.515164969357, "mobile_accuracy": 2438.0956538546366, "soft_acc_blocks": [ 25.000004263157894 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07435378, "time_to_acc50_sec": 0, "acc_per_sec": 4.5069216282198585, "mobile_acc_per_sec": 439.532166409251 }, "started": "2026-08-18T02:19:03.475591603+10:00", "ended": "2026-08-18T02:19:09.023238038+10:00" }, { "cell": { "id": "nf4|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 1051, "total_train": 242, "infer_ms": 768.12935, "train_ms": 1834.000456, "blocked_train": 1834000456, "duration": 6463338846, "avg_accuracy": 24.166666666666668, "soft_acc": 25.00002046666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 670.8606965088087, "availability": 29.519255658531893, "score": 49.50831155953197, "zero_downtime": 7.379819956240632, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12579808, "heap_mib": 11.997039794921875, "mobile_score": 154503.6526840708, "mobile_throughput": 2093596.505066728, "mobile_availability": 92122.56851607363, "mobile_accuracy": 78019.11149064128, "soft_acc_blocks": [ 25.00002046666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8679730495854416, "mobile_acc_per_sec": 12071.022941791976 }, "started": "2026-08-18T02:19:16.819626854+10:00", "ended": "2026-08-18T02:19:23.297134468+10:00" }, { "cell": { "id": "fp6|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 631, "total_train": 156, "infer_ms": 820.768553, "train_ms": 1855.480722, "blocked_train": 1855480722, "duration": 6418103198, "avg_accuracy": 23.61111111111111, "soft_acc": 24.999996, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 395.13231896773874, "availability": 30.668613744883682, "score": 30.2953963240902, "zero_downtime": 7.66715220947637, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 15742288, "heap_mib": 15.013015747070312, "mobile_score": 63029.812491923025, "mobile_throughput": 822075.925583166, "mobile_availability": 63806.29429792689, "mobile_accuracy": 52012.69009066666, "soft_acc_blocks": [ 24.999996 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.895231227785565, "mobile_acc_per_sec": 8104.059483941422 }, "started": "2026-08-18T02:19:31.034532779+10:00", "ended": "2026-08-18T02:19:37.468382918+10:00" }, { "cell": { "id": "int6|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2584, "total_correct": 643, "total_train": 157, "infer_ms": 842.791229, "train_ms": 1872.453553, "blocked_train": 1872453553, "duration": 6422231858, "avg_accuracy": 34.375, "soft_acc": 25.0000135, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 402.35233749481984, "availability": 31.03923574725426, "score": 31.221789502158533, "zero_downtime": 7.759813127110391, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 15745152, "heap_mib": 15.0157470703125, "mobile_score": 64957.180851221005, "mobile_throughput": 837097.2314304925, "mobile_availability": 64577.376315303336, "mobile_accuracy": 52012.72649955556, "soft_acc_blocks": [ 25.0000135 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072796701, "time_to_acc50_sec": 0, "acc_per_sec": 3.8927298255135656, "mobile_acc_per_sec": 8098.855296662128 }, "started": "2026-08-18T02:19:45.590911223+10:00", "ended": "2026-08-18T02:19:52.014116464+10:00" }, { "cell": { "id": "uint6|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2392, "total_correct": 604, "total_train": 152, "infer_ms": 815.046176, "train_ms": 1853.66965, "blocked_train": 1853669650, "duration": 5961839489, "avg_accuracy": 17.1875, "soft_acc": 24.99999075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 401.21845018025107, "availability": 30.540763016406675, "score": 30.633782677408757, "zero_downtime": 7.63518792908109, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 15721176, "heap_mib": 14.992881774902344, "mobile_score": 59928.82332975105, "mobile_throughput": 784903.0552541175, "mobile_availability": 59746.84910576799, "mobile_accuracy": 48907.444590805964, "soft_acc_blocks": [ 24.99999075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.193335093325925, "mobile_acc_per_sec": 8203.415184364412 }, "started": "2026-08-18T02:20:00.428695144+10:00", "ended": "2026-08-18T02:20:06.391344215+10:00" }, { "cell": { "id": "int5|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2688, "total_correct": 674, "total_train": 165, "infer_ms": 824.31657, "train_ms": 1870.804767, "blocked_train": 1870804767, "duration": 5906489434, "avg_accuracy": 22.5, "soft_acc": 24.9999866, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 455.09266206874923, "availability": 30.585508662758954, "score": 34.798082743372056, "zero_downtime": 7.646373067231577, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 9625792, "heap_mib": 9.17987060546875, "mobile_score": 86877.22478741451, "mobile_throughput": 1136188.6743366686, "mobile_availability": 76360.0722180027, "mobile_accuracy": 62415.204640670476, "soft_acc_blocks": [ 24.9999866 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.232630377037596, "mobile_acc_per_sec": 10567.225310077558 }, "started": "2026-08-18T02:20:14.82076289+10:00", "ended": "2026-08-18T02:20:20.728204092+10:00" }, { "cell": { "id": "uint5|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2896, "total_correct": 649, "total_train": 174, "infer_ms": 842.366742, "train_ms": 1870.64867, "blocked_train": 1870648670, "duration": 6342807896, "avg_accuracy": 26.704545454545453, "soft_acc": 24.999996045454544, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 456.5801215304535, "availability": 31.04909534513179, "score": 35.44099370910556, "zero_downtime": 7.762272608432358, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 11733216, "heap_mib": 11.189666748046875, "mobile_score": 82218.08721132539, "mobile_throughput": 1059201.233437869, "mobile_availability": 72029.50486862149, "mobile_accuracy": 57996.451003005626, "soft_acc_blocks": [ 24.999996045454544 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061633812, "time_to_acc50_sec": 0, "acc_per_sec": 3.9414714201293135, "mobile_acc_per_sec": 9143.655610251139 }, "started": "2026-08-18T02:20:28.549763564+10:00", "ended": "2026-08-18T02:20:34.908544599+10:00" }, { "cell": { "id": "int3|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3504, "total_correct": 925, "total_train": 197, "infer_ms": 836.519936, "train_ms": 1823.748684, "blocked_train": 1823748684, "duration": 5996734674, "avg_accuracy": 36.458333333333336, "soft_acc": 25.000038166666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 584.3179981252578, "availability": 31.444942428407852, "score": 45.93468465417298, "zero_downtime": 7.861247608588323, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 12795544, "heap_mib": 12.202781677246094, "mobile_score": 191134.9519679924, "mobile_throughput": 2431356.465088057, "mobile_availability": 130842.90457067537, "mobile_accuracy": 104025.55563750265, "soft_acc_blocks": [ 25.000038166666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084815736, "time_to_acc50_sec": 0, "acc_per_sec": 4.168941853482222, "mobile_acc_per_sec": 17347.03322601974 }, "started": "2026-08-18T02:20:42.339611639+10:00", "ended": "2026-08-18T02:20:48.337227769+10:00" }, { "cell": { "id": "uint3|none|TweenSplitHeadProxyAsync|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitHeadProxyAsync", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 887, "total_train": 199, "infer_ms": 848.584231, "train_ms": 1819.347558, "blocked_train": 1819347558, "duration": 6383358674, "avg_accuracy": 27.884615384615383, "soft_acc": 25.00002969230769, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 579.0055343520244, "availability": 31.806818843673216, "score": 46.040865033863916, "zero_downtime": 7.9517141550968224, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 12790360, "heap_mib": 12.197837829589844, "mobile_score": 169990.6552596792, "mobile_throughput": 2137786.292917987, "mobile_availability": 117436.15097120946, "mobile_accuracy": 92304.33498113109, "soft_acc_blocks": [ 25.00002969230769 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079026323, "time_to_acc50_sec": 0, "acc_per_sec": 3.916438190154516, "mobile_acc_per_sec": 14460.15173126571 }, "started": "2026-08-18T02:20:56.748210321+10:00", "ended": "2026-08-18T02:21:03.193631869+10:00" }, { "cell": { "id": "float64|none|TweenSplitSparse|cnn|simd", "dtype": 0, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21568, "total_correct": 6031, "total_train": 484, "infer_ms": 1025.923601, "train_ms": 1533.3084, "blocked_train": 1533308400, "duration": 6206930674, "avg_accuracy": 29.193548387096776, "soft_acc": 24.999892251612902, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3474.8253416693474, "availability": 40.08716679844298, "score": 348.23825677650086, "zero_downtime": 10.021748506335086, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 9434208, "heap_mib": 8.997161865234375, "mobile_score": 109721.83844281135, "mobile_throughput": 1094837.276882896, "mobile_availability": 12630.541169724804, "mobile_accuracy": 7876.889127892804, "soft_acc_blocks": [ 24.999892251612902 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079694135, "time_to_acc50_sec": 0, "acc_per_sec": 4.0277382759137454, "mobile_acc_per_sec": 1269.047382934054 }, "started": "2026-08-18T02:21:10.916360036+10:00", "ended": "2026-08-18T02:21:17.124589196+10:00" }, { "cell": { "id": "float32|none|TweenSplitSparse|cnn|simd", "dtype": 1, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 38328, "total_correct": 8422, "total_train": 529, "infer_ms": 1014.276069, "train_ms": 1352.734363, "blocked_train": 1352734363, "duration": 6380082991, "avg_accuracy": 21.428571428571427, "soft_acc": 24.999885815126053, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6007.445366160128, "availability": 42.850511146374195, "score": 643.5523221886397, "zero_downtime": 10.712578857791412, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12825336, "heap_mib": 12.231193542480469, "mobile_score": 405536.9710284105, "mobile_throughput": 3785614.8030449054, "mobile_availability": 27002.414408545956, "mobile_accuracy": 15753.774199808664, "soft_acc_blocks": [ 24.999885815126053 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.918426429623547, "mobile_acc_per_sec": 2469.2114854981614 }, "started": "2026-08-18T02:21:24.846581868+10:00", "ended": "2026-08-18T02:21:31.227430221+10:00" }, { "cell": { "id": "float16|none|TweenSplitSparse|cnn|simd", "dtype": 2, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15312, "total_correct": 3199, "total_train": 383, "infer_ms": 955.350795, "train_ms": 1520.492076, "blocked_train": 1520492076, "duration": 6166457004, "avg_accuracy": 16.944444444444443, "soft_acc": 24.99990415555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2483.111451205701, "availability": 38.58689120340384, "score": 239.5379601951721, "zero_downtime": 9.646685817459458, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14095488, "heap_mib": 13.4425048828125, "mobile_score": 301891.5338336692, "mobile_throughput": 3129484.462811862, "mobile_availability": 48631.355805889885, "mobile_accuracy": 31507.571514201714, "soft_acc_blocks": [ 24.99990415555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.054176351077913, "mobile_acc_per_sec": 5109.509641235426 }, "started": "2026-08-18T02:21:39.337434083+10:00", "ended": "2026-08-18T02:21:45.504387388+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitSparse|cnn|simd", "dtype": 3, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19368, "total_correct": 4587, "total_train": 465, "infer_ms": 895.702388, "train_ms": 1622.780555, "blocked_train": 1622780555, "duration": 6482696484, "avg_accuracy": 25.181159420289855, "soft_acc": 25.000132449275362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2987.6456576059563, "availability": 35.56515601940291, "score": 265.6416172127507, "zero_downtime": 8.891336110642158, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 15959480, "heap_mib": 15.220146179199219, "mobile_score": 334790.1735702852, "mobile_throughput": 3765352.8041704604, "mobile_availability": 44823.03970937672, "mobile_accuracy": 31507.859234532887, "soft_acc_blocks": [ 25.000132449275362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076107425, "time_to_acc50_sec": 0, "acc_per_sec": 3.8564403733814174, "mobile_acc_per_sec": 4860.30146749855 }, "started": "2026-08-18T02:21:53.337705728+10:00", "ended": "2026-08-18T02:21:59.820874867+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitSparse|cnn|simd", "dtype": 4, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14544, "total_correct": 3454, "total_train": 373, "infer_ms": 958.5767, "train_ms": 1526.150341, "blocked_train": 1526150341, "duration": 6492872104, "avg_accuracy": 21.428571428571427, "soft_acc": 24.999770489795917, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2239.994838499902, "availability": 38.57875268320066, "score": 216.0385338752065, "zero_downtime": 9.64459962862615, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 11780304, "heap_mib": 11.234573364257812, "mobile_score": 544550.0521555974, "mobile_throughput": 5646165.451381907, "mobile_availability": 97242.19753254764, "mobile_accuracy": 63014.80610843328, "soft_acc_blocks": [ 24.999770489795917 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.850340818263547, "mobile_acc_per_sec": 9705.228302527685 }, "started": "2026-08-18T02:22:07.946530978+10:00", "ended": "2026-08-18T02:22:14.440101778+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitSparse|cnn|simd", "dtype": 5, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16488, "total_correct": 3988, "total_train": 379, "infer_ms": 981.868463, "train_ms": 1512.017903, "blocked_train": 1512017903, "duration": 6225456554, "avg_accuracy": 30.42452830188679, "soft_acc": 25.000726150943393, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2648.4804539204565, "availability": 39.371018518972896, "score": 260.6910043169175, "zero_downtime": 9.843040522765623, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12602008, "heap_mib": 12.018211364746094, "mobile_score": 657101.7561120578, "mobile_throughput": 6675800.57800504, "mobile_availability": 99239.1949869003, "mobile_accuracy": 63017.214962624086, "soft_acc_blocks": [ 25.000726150943393 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071490509, "time_to_acc50_sec": 0, "acc_per_sec": 4.015886374611329, "mobile_acc_per_sec": 10122.504978712617 }, "started": "2026-08-18T02:22:23.278441964+10:00", "ended": "2026-08-18T02:22:29.504576173+10:00" }, { "cell": { "id": "int64|none|TweenSplitSparse|cnn|simd", "dtype": 6, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11944, "total_correct": 4042, "total_train": 351, "infer_ms": 983.111895, "train_ms": 1532.308687, "blocked_train": 1532308687, "duration": 5939243440, "avg_accuracy": 26.363636363636363, "soft_acc": 24.999961363636363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2011.0305497092068, "availability": 39.083400288405535, "score": 196.49447624249208, "zero_downtime": 9.770834971696727, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 14907704, "heap_mib": 14.217094421386719, "mobile_score": 61910.87497609597, "mobile_throughput": 633629.31781607, "mobile_availability": 12314.277506254544, "mobile_accuracy": 7876.910903496503, "soft_acc_blocks": [ 24.999961363636363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.062961987, "time_to_acc50_sec": 0, "acc_per_sec": 4.209283828183403, "mobile_acc_per_sec": 1326.2481969414782 }, "started": "2026-08-18T02:22:37.787559148+10:00", "ended": "2026-08-18T02:22:43.727203056+10:00" }, { "cell": { "id": "int32|none|TweenSplitSparse|cnn|simd", "dtype": 7, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12992, "total_correct": 3262, "total_train": 350, "infer_ms": 1005.518606, "train_ms": 1514.238936, "blocked_train": 1514238936, "duration": 6526127599, "avg_accuracy": 20.9375, "soft_acc": 24.999830025, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1990.7670824564889, "availability": 39.905371419263325, "score": 198.6043992661821, "zero_downtime": 9.976275025660762, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 15968800, "heap_mib": 15.229034423828125, "mobile_score": 125151.32606065876, "mobile_throughput": 1254489.5338064274, "mobile_availability": 25146.52328204655, "mobile_accuracy": 15753.739043446154, "soft_acc_blocks": [ 24.999830025 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8307295782618063, "mobile_acc_per_sec": 2413.948977316978 }, "started": "2026-08-18T02:22:51.628565646+10:00", "ended": "2026-08-18T02:22:58.155440379+10:00" }, { "cell": { "id": "int16|none|TweenSplitSparse|cnn|simd", "dtype": 8, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12928, "total_correct": 3135, "total_train": 347, "infer_ms": 1018.033036, "train_ms": 1479.827629, "blocked_train": 1479827629, "duration": 6303127513, "avg_accuracy": 18.58108108108108, "soft_acc": 24.999342216216217, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2051.045290347754, "availability": 40.7561979042574, "score": 208.97652081068154, "zero_downtime": 10.188781388403648, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 12602704, "heap_mib": 12.018875122070312, "mobile_score": 263374.7166894005, "mobile_throughput": 2584948.1566967387, "mobile_availability": 51365.34972795025, "mobile_accuracy": 31506.86329772973, "soft_acc_blocks": [ 24.999342216216217 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.966180624563896, "mobile_acc_per_sec": 4998.607950219606 }, "started": "2026-08-18T02:23:05.86537922+10:00", "ended": "2026-08-18T02:23:12.169192929+10:00" }, { "cell": { "id": "int8|none|TweenSplitSparse|cnn|simd", "dtype": 9, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 32616, "total_correct": 7407, "total_train": 475, "infer_ms": 979.121769, "train_ms": 1414.743656, "blocked_train": 1414743656, "duration": 6802964327, "avg_accuracy": 15.965346534653465, "soft_acc": 24.999253891089108, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4794.380571797463, "availability": 40.901287047077844, "score": 490.22620902768625, "zero_downtime": 10.225016593622133, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 18482320, "heap_mib": 17.626113891601562, "mobile_score": 1235671.7244168634, "mobile_throughput": 12084789.42897379, "mobile_availability": 103096.41338143437, "mobile_accuracy": 63013.50396178522, "soft_acc_blocks": [ 24.999253891089108 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6747589270563448, "mobile_acc_per_sec": 9262.653886290947 }, "started": "2026-08-18T02:23:20.291006813+10:00", "ended": "2026-08-18T02:23:27.094559576+10:00" }, { "cell": { "id": "uint64|none|TweenSplitSparse|cnn|simd", "dtype": 10, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12328, "total_correct": 3532, "total_train": 342, "infer_ms": 981.561245, "train_ms": 1511.029749, "blocked_train": 1511029749, "duration": 6072430584, "avg_accuracy": 24.166666666666668, "soft_acc": 25.000063755555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2030.1590655449475, "availability": 39.37915395517152, "score": 199.86537568877677, "zero_downtime": 9.844813595191257, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12827528, "heap_mib": 12.233283996582031, "mobile_score": 62671.66153655347, "mobile_throughput": 636595.715404563, "mobile_availability": 12348.096811512538, "mobile_accuracy": 7839.2544415506645, "soft_acc_blocks": [ 25.000063755555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.11697810452164, "mobile_acc_per_sec": 1290.9582634350727 }, "started": "2026-08-18T02:23:35.033139221+10:00", "ended": "2026-08-18T02:23:41.10628548+10:00" }, { "cell": { "id": "uint32|none|TweenSplitSparse|cnn|simd", "dtype": 11, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12088, "total_correct": 3568, "total_train": 325, "infer_ms": 1010.213155, "train_ms": 1518.903584, "blocked_train": 1518903584, "duration": 6679638553, "avg_accuracy": 36.148648648648646, "soft_acc": 25.000502243243243, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1809.6787579278468, "availability": 39.94331852785226, "score": 180.71506809644163, "zero_downtime": 9.9860302445815, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 12603656, "heap_mib": 12.019783020019531, "mobile_score": 112793.7400263657, "mobile_throughput": 1129515.305519613, "mobile_availability": 24930.717362298343, "mobile_accuracy": 15604.123000125612, "soft_acc_blocks": [ 25.000502243243243 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072049102, "time_to_acc50_sec": 0, "acc_per_sec": 3.7427926743154187, "mobile_acc_per_sec": 2336.072959085098 }, "started": "2026-08-18T02:23:49.093668676+10:00", "ended": "2026-08-18T02:23:55.778139405+10:00" }, { "cell": { "id": "uint16|none|TweenSplitSparse|cnn|simd", "dtype": 12, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12352, "total_correct": 2620, "total_train": 341, "infer_ms": 980.581617, "train_ms": 1484.327103, "blocked_train": 1484327103, "duration": 5943972213, "avg_accuracy": 24.404761904761905, "soft_acc": 24.99972419047619, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2078.0716257362487, "availability": 39.781660434062644, "score": 206.67056933814246, "zero_downtime": 9.945305386907455, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 14920440, "heap_mib": 14.229240417480469, "mobile_score": 255554.00815366989, "mobile_throughput": 2569594.37857077, "mobile_availability": 49191.14902276848, "mobile_accuracy": 30912.86650088769, "soft_acc_blocks": [ 24.99972419047619 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.205895198466701, "mobile_acc_per_sec": 5200.708447673844 }, "started": "2026-08-18T02:24:03.75351072+10:00", "ended": "2026-08-18T02:24:09.723431623+10:00" }, { "cell": { "id": "uint8|none|TweenSplitSparse|cnn|simd", "dtype": 13, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22600, "total_correct": 6945, "total_train": 480, "infer_ms": 966.603096, "train_ms": 1540.118179, "blocked_train": 1540118179, "duration": 6639338000, "avg_accuracy": 29.623287671232877, "soft_acc": 25.000461383561642, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3403.9538279268204, "availability": 38.56045367469106, "score": 328.15106575993167, "zero_downtime": 9.640291330267315, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 15762984, "heap_mib": 15.032752990722656, "mobile_score": 796507.7128015882, "mobile_throughput": 8262278.446926374, "mobile_availability": 93596.21822313161, "mobile_accuracy": 60682.60137900355, "soft_acc_blocks": [ 25.000461383561642 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075872115, "time_to_acc50_sec": 0, "acc_per_sec": 3.7655051427659867, "mobile_acc_per_sec": 9139.8572235671 }, "started": "2026-08-18T02:24:18.040563095+10:00", "ended": "2026-08-18T02:24:24.680437188+10:00" }, { "cell": { "id": "int4|none|TweenSplitSparse|cnn|simd", "dtype": 14, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27536, "total_correct": 6110, "total_train": 463, "infer_ms": 943.614538, "train_ms": 1517.226929, "blocked_train": 1517226929, "duration": 6628219759, "avg_accuracy": 25.681818181818183, "soft_acc": 24.999814163636362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4154.358334696247, "availability": 38.345198203700456, "score": 398.24627401522474, "zero_downtime": 9.586228291603142, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12609064, "heap_mib": 12.024940490722656, "mobile_score": 2007651.3702970592, "mobile_throughput": 20943079.06328102, "mobile_availability": 193306.99303674715, "mobile_accuracy": 126029.83238677481, "soft_acc_blocks": [ 24.999814163636362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085774071, "time_to_acc50_sec": 0, "acc_per_sec": 3.7717237920017435, "mobile_acc_per_sec": 19014.130033278943 }, "started": "2026-08-18T02:24:32.9250314+10:00", "ended": "2026-08-18T02:24:39.553946262+10:00" }, { "cell": { "id": "uint4|none|TweenSplitSparse|cnn|simd", "dtype": 15, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11904, "total_correct": 3170, "total_train": 344, "infer_ms": 978.453785, "train_ms": 1555.747258, "blocked_train": 1555747258, "duration": 6510628328, "avg_accuracy": 20, "soft_acc": 25.000027421052632, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1828.3949567209881, "availability": 38.60995116005878, "score": 176.48579352757486, "zero_downtime": 9.652498377269724, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 13875800, "heap_mib": 13.232994079589844, "mobile_score": 826155.2117587961, "mobile_throughput": 8558977.991690477, "mobile_availability": 180738.69708754373, "mobile_accuracy": 117028.69979043609, "soft_acc_blocks": [ 25.000027421052632 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.839879372861143, "mobile_acc_per_sec": 17975.023898559135 }, "started": "2026-08-18T02:24:47.507511846+10:00", "ended": "2026-08-18T02:24:54.018528976+10:00" }, { "cell": { "id": "fp4|none|TweenSplitSparse|cnn|simd", "dtype": 16, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16952, "total_correct": 4236, "total_train": 438, "infer_ms": 768.12732, "train_ms": 1621.171166, "blocked_train": 1621171166, "duration": 6287869276, "avg_accuracy": 22.87735849056604, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2695.9848011954755, "availability": 32.14865469931077, "score": 216.68071112055836, "zero_downtime": 8.037163674827692, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 24718944, "heap_mib": 23.573822021484375, "mobile_score": 1092337.4679997624, "mobile_throughput": 13591081.533165129, "mobile_availability": 162068.7872595408, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9759096289456637, "mobile_acc_per_sec": 20043.47795712177 }, "started": "2026-08-18T02:25:02.148805364+10:00", "ended": "2026-08-18T02:25:08.43712516+10:00" }, { "cell": { "id": "int2|none|TweenSplitSparse|cnn|simd", "dtype": 17, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28552, "total_correct": 6708, "total_train": 478, "infer_ms": 906.386465, "train_ms": 1504.869309, "blocked_train": 1504869309, "duration": 6555607937, "avg_accuracy": 22.38372093023256, "soft_acc": 25.00055588372093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4355.355029523938, "availability": 37.58981003895773, "score": 409.3015212898069, "zero_downtime": 9.397661465374169, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 12649080, "heap_mib": 12.063102722167969, "mobile_score": 4126766.8460382745, "mobile_throughput": 43912699.57152013, "mobile_availability": 378997.81395586673, "mobile_accuracy": 252067.1431377746, "soft_acc_blocks": [ 25.00055588372093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8136136455960443, "mobile_acc_per_sec": 38450.61290427421 }, "started": "2026-08-18T02:25:16.193134517+10:00", "ended": "2026-08-18T02:25:22.815220945+10:00" }, { "cell": { "id": "uint2|none|TweenSplitSparse|cnn|simd", "dtype": 18, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11488, "total_correct": 3184, "total_train": 327, "infer_ms": 969.296236, "train_ms": 1574.123852, "blocked_train": 1574123852, "duration": 6655248030, "avg_accuracy": 27.205882352941178, "soft_acc": 24.999940205882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1726.1565531765764, "availability": 38.10995441033098, "score": 164.45897551851945, "zero_downtime": 9.52746581507177, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 12845560, "heap_mib": 12.250480651855469, "mobile_score": 1437064.4559442254, "mobile_throughput": 15083386.115864014, "mobile_availability": 333009.8629647268, "mobile_accuracy": 218452.8108443608, "soft_acc_blocks": [ 24.999940205882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068656559, "time_to_acc50_sec": 0, "acc_per_sec": 3.7564250187505563, "mobile_acc_per_sec": 32824.14267051153 }, "started": "2026-08-18T02:25:30.661147088+10:00", "ended": "2026-08-18T02:25:37.316991784+10:00" }, { "cell": { "id": "ternary|none|TweenSplitSparse|cnn|simd", "dtype": 19, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26360, "total_correct": 6303, "total_train": 468, "infer_ms": 893.130207, "train_ms": 1527.049692, "blocked_train": 1527049692, "duration": 5902251613, "avg_accuracy": 28.304597701149426, "soft_acc": 25.000387448275863, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4466.0922184240335, "availability": 36.903463555293335, "score": 412.04206424350605, "zero_downtime": 9.226008870656612, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 12845608, "heap_mib": 12.250526428222656, "mobile_score": 4154398.264963448, "mobile_throughput": 45029203.01948269, "mobile_availability": 372077.75193226215, "mobile_accuracy": 252065.44489387798, "soft_acc_blocks": [ 25.000387448275863 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073008424, "time_to_acc50_sec": 0, "acc_per_sec": 4.235737323229541, "mobile_acc_per_sec": 42706.65864848788 }, "started": "2026-08-18T02:25:45.27073842+10:00", "ended": "2026-08-18T02:25:51.183642821+10:00" }, { "cell": { "id": "binary|none|TweenSplitSparse|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25488, "total_correct": 6242, "total_train": 478, "infer_ms": 886.513034, "train_ms": 1557.386786, "blocked_train": 1557386786, "duration": 6158921550, "avg_accuracy": 31.635802469135804, "soft_acc": 25.00465450617284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4138.386857679654, "availability": 36.2745242969902, "score": 375.36490907068384, "zero_downtime": 9.070319474220122, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 15795192, "heap_mib": 15.063468933105469, "mobile_score": 7569204.517186565, "mobile_throughput": 83450252.64765963, "mobile_availability": 731472.9921007846, "mobile_accuracy": 504216.93468201335, "soft_acc_blocks": [ 25.00465450617284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074694098, "time_to_acc50_sec": 0, "acc_per_sec": 4.059907940566777, "mobile_acc_per_sec": 81867.73132091825 }, "started": "2026-08-18T02:25:59.505674294+10:00", "ended": "2026-08-18T02:26:05.66550756+10:00" }, { "cell": { "id": "int|none|TweenSplitSparse|cnn|simd", "dtype": 21, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9864, "total_correct": 2501, "total_train": 299, "infer_ms": 992.306775, "train_ms": 1538.161227, "blocked_train": 1538161227, "duration": 6155808390, "avg_accuracy": 20.714285714285715, "soft_acc": 24.999940600000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1602.3890568172803, "availability": 39.21435774788351, "score": 157.0912710635693, "zero_downtime": 9.803566143642376, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12840032, "heap_mib": 12.245208740234375, "mobile_score": 49495.834328952296, "mobile_throughput": 504875.81359412154, "mobile_availability": 12355.539179640835, "mobile_accuracy": 7876.904361353847, "soft_acc_blocks": [ 24.999940600000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.06119538103427, "mobile_acc_per_sec": 1279.5889446704898 }, "started": "2026-08-18T02:26:14.369269934+10:00", "ended": "2026-08-18T02:26:20.525801136+10:00" }, { "cell": { "id": "uint|none|TweenSplitSparse|cnn|simd", "dtype": 22, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10656, "total_correct": 2210, "total_train": 315, "infer_ms": 957.094029, "train_ms": 1546.70818, "blocked_train": 1546708180, "duration": 5979389487, "avg_accuracy": 15.625, "soft_acc": 24.99929815625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1782.1217405501989, "availability": 38.22562443469751, "score": 170.30200972768293, "zero_downtime": 9.556137824518384, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11794160, "heap_mib": 11.247787475585938, "mobile_score": 53401.495260829804, "mobile_throughput": 558818.8056875494, "mobile_availability": 11986.385277283904, "mobile_accuracy": 7839.0143730526315, "soft_acc_blocks": [ 24.99929815625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.180911481113891, "mobile_acc_per_sec": 1311.0058125659327 }, "started": "2026-08-18T02:26:29.390670548+10:00", "ended": "2026-08-18T02:26:35.370791544+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitSparse|cnn|simd", "dtype": 23, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9752, "total_correct": 2110, "total_train": 308, "infer_ms": 943.734678, "train_ms": 1576.801722, "blocked_train": 1576801722, "duration": 5928072845, "avg_accuracy": 16.987179487179485, "soft_acc": 24.999929692307692, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1645.0540091161786, "availability": 37.44181905089726, "score": 153.98410329380656, "zero_downtime": 9.360428438245382, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 15816672, "heap_mib": 15.083953857421875, "mobile_score": 48284.699490253144, "mobile_throughput": 515838.5623992243, "mobile_availability": 11740.607910620109, "mobile_accuracy": 7839.21240342142, "soft_acc_blocks": [ 24.999929692307692 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.217210271529262, "mobile_acc_per_sec": 1322.3880016982857 }, "started": "2026-08-18T02:26:43.317608721+10:00", "ended": "2026-08-18T02:26:49.246281147+10:00" }, { "cell": { "id": "complex64|none|TweenSplitSparse|cnn|simd", "dtype": 24, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11192, "total_correct": 2647, "total_train": 338, "infer_ms": 979.424031, "train_ms": 1576.122285, "blocked_train": 1576122285, "duration": 6066008889, "avg_accuracy": 28.03030303030303, "soft_acc": 24.99995172727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1845.0352125753373, "availability": 38.325426734312416, "score": 176.77906330949705, "zero_downtime": 9.58133818284938, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12652896, "heap_mib": 12.066741943359375, "mobile_score": 55699.00333197691, "mobile_throughput": 581328.017746814, "mobile_availability": 12075.457531057204, "mobile_accuracy": 7876.907867300701, "soft_acc_blocks": [ 24.99995172727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06877083, "time_to_acc50_sec": 0, "acc_per_sec": 4.121318017289297, "mobile_acc_per_sec": 1298.532199908997 }, "started": "2026-08-18T02:26:57.878266544+10:00", "ended": "2026-08-18T02:27:03.944956577+10:00" }, { "cell": { "id": "complex128|none|TweenSplitSparse|cnn|simd", "dtype": 25, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10864, "total_correct": 2291, "total_train": 321, "infer_ms": 986.903824, "train_ms": 1554.647764, "blocked_train": 1554647764, "duration": 5882579688, "avg_accuracy": 19.791666666666668, "soft_acc": 25.000110722222225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1846.8088111346297, "availability": 38.83076104611416, "score": 179.28327312974716, "zero_downtime": 9.707733255810076, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 16004704, "heap_mib": 15.263275146484375, "mobile_score": 28244.011028440167, "mobile_throughput": 290943.4188618247, "mobile_availability": 6117.338355572447, "mobile_accuracy": 3938.4789814700857, "soft_acc_blocks": [ 25.000110722222225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.249855003786942, "mobile_acc_per_sec": 669.5156190581274 }, "started": "2026-08-18T02:27:12.807474944+10:00", "ended": "2026-08-18T02:27:18.736729785+10:00" }, { "cell": { "id": "nf4|none|TweenSplitSparse|cnn|simd", "dtype": 26, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8832, "total_correct": 2584, "total_train": 304, "infer_ms": 876.255691, "train_ms": 1671.290249, "blocked_train": 1671290249, "duration": 5920299557, "avg_accuracy": 18.75, "soft_acc": 24.99961396666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1491.816404721833, "availability": 34.39607024319255, "score": 128.27957377865246, "zero_downtime": 8.598884780501642, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12668848, "heap_mib": 12.081954956054688, "mobile_score": 646686.9343967513, "mobile_throughput": 7520590.761526926, "mobile_availability": 173398.52765060513, "mobile_accuracy": 126028.82314765129, "soft_acc_blocks": [ 24.99961396666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.222694092752082, "mobile_acc_per_sec": 21287.575389430804 }, "started": "2026-08-18T02:27:27.110909346+10:00", "ended": "2026-08-18T02:27:33.048306415+10:00" }, { "cell": { "id": "fp6|none|TweenSplitSparse|cnn|simd", "dtype": 27, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3816, "total_correct": 987, "total_train": 211, "infer_ms": 752.49973, "train_ms": 1831.769427, "blocked_train": 1831769427, "duration": 6291925219, "avg_accuracy": 28.571428571428573, "soft_acc": 25.000134857142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 606.4916328752063, "availability": 29.11847351355438, "score": 44.15051452937771, "zero_downtime": 7.279657646730019, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 12649952, "heap_mib": 12.063934326171875, "mobile_score": 148381.9548819127, "mobile_throughput": 2038309.520621001, "mobile_availability": 97861.96308637435, "mobile_accuracy": 84020.96605116484, "soft_acc_blocks": [ 25.000134857142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073125457, "time_to_acc50_sec": 0, "acc_per_sec": 3.9733680848031794, "mobile_acc_per_sec": 13353.77696439288 }, "started": "2026-08-18T02:27:40.871774031+10:00", "ended": "2026-08-18T02:27:47.164486018+10:00" }, { "cell": { "id": "int6|none|TweenSplitSparse|cnn|simd", "dtype": 28, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4008, "total_correct": 952, "total_train": 222, "infer_ms": 746.759125, "train_ms": 1816.628471, "blocked_train": 1816628471, "duration": 6474065746, "avg_accuracy": 21.875, "soft_acc": 25.0000885625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 619.0854645670446, "availability": 29.13172889520372, "score": 45.08773451455468, "zero_downtime": 7.282958023588334, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 15845384, "heap_mib": 15.111335754394531, "mobile_score": 151531.7830331208, "mobile_throughput": 2080635.1285059403, "mobile_availability": 97906.51204492673, "mobile_accuracy": 84020.81046317948, "soft_acc_blocks": [ 25.0000885625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8615747110610203, "mobile_acc_per_sec": 12978.059500722822 }, "started": "2026-08-18T02:27:55.995777258+10:00", "ended": "2026-08-18T02:28:02.470604876+10:00" }, { "cell": { "id": "uint6|none|TweenSplitSparse|cnn|simd", "dtype": 29, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4056, "total_correct": 1059, "total_train": 225, "infer_ms": 741.952975, "train_ms": 1812.02134, "blocked_train": 1812021340, "duration": 5925609415, "avg_accuracy": 24.166666666666668, "soft_acc": 25.000417000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 684.4865592613481, "availability": 29.05091764793257, "score": 49.71323586348846, "zero_downtime": 7.262850554309735, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 12844984, "heap_mib": 12.249931335449219, "mobile_score": 158927.15246583315, "mobile_throughput": 2188220.0559878885, "mobile_availability": 92872.24092560532, "mobile_accuracy": 79923.28431765854, "soft_acc_blocks": [ 25.000417000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.2190457131235, "mobile_acc_per_sec": 13487.774627085937 }, "started": "2026-08-18T02:28:10.405253665+10:00", "ended": "2026-08-18T02:28:16.34877684+10:00" }, { "cell": { "id": "int5|none|TweenSplitSparse|cnn|simd", "dtype": 30, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4664, "total_correct": 1153, "total_train": 240, "infer_ms": 768.844362, "train_ms": 1781.998748, "blocked_train": 1781998748, "duration": 6290079677, "avg_accuracy": 20, "soft_acc": 24.999413866666664, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 741.485043035966, "availability": 30.14079380209315, "score": 55.871059527381604, "zero_downtime": 7.535021785283882, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 11791040, "heap_mib": 11.24481201171875, "mobile_score": 225327.12351916806, "mobile_throughput": 2990397.77110185, "mobile_availability": 121557.35769932164, "mobile_accuracy": 100822.25151789948, "soft_acc_blocks": [ 24.999413866666664 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.974419268181659, "mobile_acc_per_sec": 16028.771763664812 }, "started": "2026-08-18T02:28:24.550604711+10:00", "ended": "2026-08-18T02:28:30.841463708+10:00" }, { "cell": { "id": "uint5|none|TweenSplitSparse|cnn|simd", "dtype": 31, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4536, "total_correct": 1114, "total_train": 244, "infer_ms": 746.976409, "train_ms": 1825.106781, "blocked_train": 1825106781, "duration": 6679905818, "avg_accuracy": 25, "soft_acc": 25.000366933333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 679.0514901837498, "availability": 29.041689316433036, "score": 49.302729641419695, "zero_downtime": 7.260528892746923, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 14857848, "heap_mib": 14.169548034667969, "mobile_score": 187310.3588278308, "mobile_throughput": 2579844.5484453468, "mobile_availability": 110334.84933575394, "mobile_accuracy": 94981.10419379323, "soft_acc_blocks": [ 25.000366933333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0777343, "time_to_acc50_sec": 0, "acc_per_sec": 3.74262266781758, "mobile_acc_per_sec": 14218.928646845965 }, "started": "2026-08-18T02:28:38.939116778+10:00", "ended": "2026-08-18T02:28:45.61979848+10:00" }, { "cell": { "id": "int3|none|TweenSplitSparse|cnn|simd", "dtype": 32, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6096, "total_correct": 1478, "total_train": 272, "infer_ms": 827.795792, "train_ms": 1753.818716, "blocked_train": 1753818716, "duration": 5834998813, "avg_accuracy": 22.959183673469386, "soft_acc": 24.999968551020405, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1044.7302896477897, "availability": 32.06504260937474, "score": 83.74819778020492, "zero_downtime": 8.016250568214979, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 11933416, "heap_mib": 11.380592346191406, "mobile_score": 562925.3220229241, "mobile_throughput": 7022301.975626416, "mobile_availability": 215529.70589210084, "mobile_accuracy": 168040.81425227417, "soft_acc_blocks": [ 24.999968551020405 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.284485627541533, "mobile_acc_per_sec": 28798.7743678525 }, "started": "2026-08-18T02:28:53.617182208+10:00", "ended": "2026-08-18T02:28:59.452510395+10:00" }, { "cell": { "id": "uint3|none|TweenSplitSparse|cnn|simd", "dtype": 33, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6280, "total_correct": 1742, "total_train": 268, "infer_ms": 842.865239, "train_ms": 1740.789849, "blocked_train": 1740789849, "duration": 6077502377, "avg_accuracy": 27.941176470588236, "soft_acc": 25.00031111764706, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1033.3192174085102, "availability": 32.622978311414606, "score": 84.27592482176001, "zero_downtime": 8.155846073696175, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 15795912, "heap_mib": 15.064155578613281, "mobile_score": 513777.39619710366, "mobile_throughput": 6299498.440193872, "mobile_availability": 198881.81456901095, "mobile_accuracy": 152411.19901452257, "soft_acc_blocks": [ 25.00031111764706 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071561919, "time_to_acc50_sec": 0, "acc_per_sec": 4.11358310812999, "mobile_acc_per_sec": 25077.933262735536 }, "started": "2026-08-18T02:29:08.038293299+10:00", "ended": "2026-08-18T02:29:14.116613383+10:00" }, { "cell": { "id": "float64|none|TweenSplitSparse|bicameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14744, "total_correct": 4106, "total_train": 456, "infer_ms": 1294.027691, "train_ms": 1426.119636, "blocked_train": 1426119636, "duration": 6255216247, "avg_accuracy": 29, "soft_acc": 25.00000602, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.072788182378, "availability": 47.57197075892059, "score": 280.32656189276867, "zero_downtime": 11.89299555356279, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12683968, "heap_mib": 12.09637451171875, "mobile_score": 60432.5051322516, "mobile_throughput": 508135.2705471064, "mobile_availability": 10255.515380449408, "mobile_accuracy": 5389.47498199579, "soft_acc_blocks": [ 25.00000602 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070216454, "time_to_acc50_sec": 0, "acc_per_sec": 3.996665348218776, "mobile_acc_per_sec": 861.5969087528478 }, "started": "2026-08-18T02:29:22.760400384+10:00", "ended": "2026-08-18T02:29:29.016504181+10:00" }, { "cell": { "id": "float32|none|TweenSplitSparse|bicameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23000, "total_correct": 5849, "total_train": 538, "infer_ms": 1248.791333, "train_ms": 1414.548632, "blocked_train": 1414548632, "duration": 5805709422, "avg_accuracy": 20.173267326732674, "soft_acc": 24.99998888118812, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3961.6174920578037, "availability": 46.888168593227256, "score": 464.38226563845717, "zero_downtime": 11.722036934899554, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 16029352, "heap_mib": 15.286781311035156, "mobile_score": 200222.08000580216, "mobile_throughput": 1708082.657628291, "mobile_availability": 20216.20405872198, "mobile_accuracy": 10778.942574457531, "soft_acc_blocks": [ 24.99998888118812 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.3061040544767595, "mobile_acc_per_sec": 1856.6107586459796 }, "started": "2026-08-18T02:29:37.04690255+10:00", "ended": "2026-08-18T02:29:42.852971658+10:00" }, { "cell": { "id": "float16|none|TweenSplitSparse|bicameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11688, "total_correct": 2792, "total_train": 389, "infer_ms": 1266.109298, "train_ms": 1548.854732, "blocked_train": 1548854732, "duration": 6668350104, "avg_accuracy": 28.26086956521739, "soft_acc": 24.999984101449275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1752.7574014131278, "availability": 44.977814441202646, "score": 197.08786756647243, "zero_downtime": 11.244446459480018, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12691456, "heap_mib": 12.103515625, "mobile_score": 169951.9801162676, "mobile_throughput": 1511430.3823554046, "mobile_availability": 38785.07956866654, "mobile_accuracy": 21557.881027270785, "soft_acc_blocks": [ 24.999984101449275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061812149, "time_to_acc50_sec": 0, "acc_per_sec": 3.74905092137455, "mobile_acc_per_sec": 3232.865805042138 }, "started": "2026-08-18T02:29:51.579253126+10:00", "ended": "2026-08-18T02:29:58.248026979+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitSparse|bicameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15408, "total_correct": 4102, "total_train": 481, "infer_ms": 1215.015244, "train_ms": 1499.652385, "blocked_train": 1499652385, "duration": 6587148476, "avg_accuracy": 33.92857142857143, "soft_acc": 25.00000330612245, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2339.1001517786344, "availability": 44.757421903895256, "score": 261.73026553404213, "zero_downtime": 11.189356955708988, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 15839096, "heap_mib": 15.105339050292969, "mobile_score": 225694.14055314453, "mobile_throughput": 2017042.9940390077, "mobile_availability": 38595.031603864205, "mobile_accuracy": 21557.8975877637, "soft_acc_blocks": [ 25.00000330612245 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077590343, "time_to_acc50_sec": 0, "acc_per_sec": 3.795269439759695, "mobile_acc_per_sec": 3272.720763211729 }, "started": "2026-08-18T02:30:06.756503853+10:00", "ended": "2026-08-18T02:30:13.344424202+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitSparse|bicameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12144, "total_correct": 2736, "total_train": 373, "infer_ms": 1289.959886, "train_ms": 1447.456842, "blocked_train": 1447456842, "duration": 5904744892, "avg_accuracy": 21.875, "soft_acc": 25.00000155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2056.6510869001654, "availability": 47.123255761736544, "score": 242.2902529736196, "zero_downtime": 11.780814670844599, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12680736, "heap_mib": 12.093292236328125, "mobile_score": 417861.4215494509, "mobile_throughput": 3546965.4113444537, "mobile_availability": 81270.25498950438, "mobile_accuracy": 43115.79214686316, "soft_acc_blocks": [ 25.00000155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.2338834288795555, "mobile_acc_per_sec": 7301.889063027646 }, "started": "2026-08-18T02:30:21.87612749+10:00", "ended": "2026-08-18T02:30:27.781634984+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitSparse|bicameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12640, "total_correct": 4048, "total_train": 407, "infer_ms": 1260.075048, "train_ms": 1501.530723, "blocked_train": 1501530723, "duration": 6596822634, "avg_accuracy": 37.171052631578945, "soft_acc": 25.00000739473684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1916.073949730509, "availability": 45.62834642193395, "score": 218.56827952104453, "zero_downtime": 11.40708997957963, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 15831456, "heap_mib": 15.098052978515625, "mobile_score": 376949.7570181888, "mobile_throughput": 3304521.6413036482, "mobile_availability": 78692.08713441745, "mobile_accuracy": 43115.802226880885, "soft_acc_blocks": [ 25.00000739473684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075155973, "time_to_acc50_sec": 0, "acc_per_sec": 3.7897043443137144, "mobile_acc_per_sec": 6535.843787077462 }, "started": "2026-08-18T02:30:36.281141637+10:00", "ended": "2026-08-18T02:30:42.878594791+10:00" }, { "cell": { "id": "int64|none|TweenSplitSparse|bicameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9672, "total_correct": 2146, "total_train": 345, "infer_ms": 1278.811475, "train_ms": 1502.83834, "blocked_train": 1502838340, "duration": 6650454029, "avg_accuracy": 22.574626865671643, "soft_acc": 24.999997402985073, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1454.3367953261886, "availability": 45.97312961912138, "score": 167.15101763972186, "zero_downtime": 11.493281210851308, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13934360, "heap_mib": 13.288841247558594, "mobile_score": 36034.240434331616, "mobile_throughput": 313524.39545558253, "mobile_availability": 9910.838890522167, "mobile_accuracy": 5389.473124348782, "soft_acc_blocks": [ 24.999997402985073 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.759141450188208, "mobile_acc_per_sec": 810.3917568405737 }, "started": "2026-08-18T02:30:51.197246242+10:00", "ended": "2026-08-18T02:30:57.84803553+10:00" }, { "cell": { "id": "int32|none|TweenSplitSparse|bicameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9520, "total_correct": 2687, "total_train": 361, "infer_ms": 1230.184572, "train_ms": 1512.405333, "blocked_train": 1512405333, "duration": 6591040162, "avg_accuracy": 17.338709677419356, "soft_acc": 24.99998341935484, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1444.3850691256036, "availability": 44.85484941650436, "score": 161.96907951554587, "zero_downtime": 11.213704916902671, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 17545472, "heap_mib": 16.732666015625, "mobile_score": 69834.24733638694, "mobile_throughput": 622758.0255935234, "mobile_availability": 19339.52244315809, "mobile_accuracy": 10778.940219544993, "soft_acc_blocks": [ 24.99998341935484 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.793025502027709, "mobile_acc_per_sec": 1635.3928901374206 }, "started": "2026-08-18T02:31:06.537384006+10:00", "ended": "2026-08-18T02:31:13.129209895+10:00" }, { "cell": { "id": "int16|none|TweenSplitSparse|bicameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9672, "total_correct": 1787, "total_train": 352, "infer_ms": 1276.913623, "train_ms": 1508.198009, "blocked_train": 1508198009, "duration": 6223092937, "avg_accuracy": 28.75, "soft_acc": 25.000000066666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1554.2110808749442, "availability": 45.847843523709784, "score": 178.1430665719739, "zero_downtime": 11.461960911492675, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12672088, "heap_mib": 12.085044860839844, "mobile_score": 153615.57909027475, "mobile_throughput": 1340220.7552134255, "mobile_availability": 39535.319383813745, "mobile_accuracy": 21557.894794329823, "soft_acc_blocks": [ 25.000000066666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069366716, "time_to_acc50_sec": 0, "acc_per_sec": 4.01729498816043, "mobile_acc_per_sec": 3464.1768992642355 }, "started": "2026-08-18T02:31:21.459895867+10:00", "ended": "2026-08-18T02:31:27.683768594+10:00" }, { "cell": { "id": "int8|none|TweenSplitSparse|bicameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22160, "total_correct": 5841, "total_train": 507, "infer_ms": 1293.667998, "train_ms": 1355.620226, "blocked_train": 1355620226, "duration": 6812505501, "avg_accuracy": 26.25, "soft_acc": 24.999997942857142, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3252.8414100725727, "availability": 48.83077599034389, "score": 397.09689289301616, "zero_downtime": 12.20769299306715, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12880656, "heap_mib": 12.283950805664062, "mobile_score": 684845.8413851765, "mobile_throughput": 5609953.017118845, "mobile_availability": 84215.09829745203, "mobile_accuracy": 43115.785925870674, "soft_acc_blocks": [ 24.999997942857142 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070725932, "time_to_acc50_sec": 0, "acc_per_sec": 3.6697215054266628, "mobile_acc_per_sec": 6328.917594201099 }, "started": "2026-08-18T02:31:35.995112952+10:00", "ended": "2026-08-18T02:31:42.80840944+10:00" }, { "cell": { "id": "uint64|none|TweenSplitSparse|bicameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10104, "total_correct": 1651, "total_train": 363, "infer_ms": 1263.206505, "train_ms": 1509.565085, "blocked_train": 1509565085, "duration": 6157392371, "avg_accuracy": 17.636986301369863, "soft_acc": 24.999975917808218, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1640.9543831553883, "availability": 45.557539234596675, "score": 186.89442919868955, "zero_downtime": 11.3893738373952, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 16875376, "heap_mib": 16.093612670898438, "mobile_score": 40059.89635965762, "mobile_throughput": 351730.4544708799, "mobile_availability": 9765.03316853157, "mobile_accuracy": 5358.621166801241, "soft_acc_blocks": [ 24.999975917808218 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.060156379761139, "mobile_acc_per_sec": 870.2744350090793 }, "started": "2026-08-18T02:31:50.798244229+10:00", "ended": "2026-08-18T02:31:56.956035505+10:00" }, { "cell": { "id": "uint32|none|TweenSplitSparse|bicameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9720, "total_correct": 2202, "total_train": 354, "infer_ms": 1247.452093, "train_ms": 1519.54871, "blocked_train": 1519548710, "duration": 6748713315, "avg_accuracy": 21.071428571428573, "soft_acc": 24.999989314285717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1440.2745451337935, "availability": 45.083185073437804, "score": 162.33034030241558, "zero_downtime": 11.270791450899106, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 12964192, "heap_mib": 12.363616943359375, "mobile_score": 69193.37354184785, "mobile_throughput": 613917.6103407368, "mobile_availability": 19216.72596405086, "mobile_accuracy": 10656.255607811569, "soft_acc_blocks": [ 24.999989314285717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.704408254936477, "mobile_acc_per_sec": 1579.0055245236877 }, "started": "2026-08-18T02:32:05.292421227+10:00", "ended": "2026-08-18T02:32:12.04196303+10:00" }, { "cell": { "id": "uint16|none|TweenSplitSparse|bicameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9808, "total_correct": 2718, "total_train": 344, "infer_ms": 1276.2511, "train_ms": 1513.576233, "blocked_train": 1513576233, "duration": 6833337711, "avg_accuracy": 26.171875, "soft_acc": 25.00000690625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1435.316153658193, "availability": 45.74659818203165, "score": 164.15212371096302, "zero_downtime": 11.436652704882349, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 12880968, "heap_mib": 12.284248352050781, "mobile_score": 138364.93349867105, "mobile_throughput": 1209837.6777639014, "mobile_availability": 38560.116507493585, "mobile_accuracy": 21072.674631614147, "soft_acc_blocks": [ 25.00000690625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074593997, "time_to_acc50_sec": 0, "acc_per_sec": 3.658535252253977, "mobile_acc_per_sec": 3083.804068060664 }, "started": "2026-08-18T02:32:19.961508046+10:00", "ended": "2026-08-18T02:32:26.795644869+10:00" }, { "cell": { "id": "uint8|none|TweenSplitSparse|bicameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16936, "total_correct": 5158, "total_train": 503, "infer_ms": 1258.269561, "train_ms": 1458.63994, "blocked_train": 1458639940, "duration": 7045693586, "avg_accuracy": 36.27049180327869, "soft_acc": 25.00000675409836, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2403.7378000162157, "availability": 46.31253122479327, "score": 278.3080299874392, "zero_downtime": 11.57813593419223, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 12675936, "heap_mib": 12.088714599609375, "mobile_score": 458847.67429576896, "mobile_throughput": 3963053.093380194, "mobile_availability": 76355.67412196356, "mobile_accuracy": 41217.621198404784, "soft_acc_blocks": [ 25.00000675409836 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074094987, "time_to_acc50_sec": 0, "acc_per_sec": 3.548267668604566, "mobile_acc_per_sec": 5850.04452653255 }, "started": "2026-08-18T02:32:35.277994075+10:00", "ended": "2026-08-18T02:32:42.324538388+10:00" }, { "cell": { "id": "int4|none|TweenSplitSparse|bicameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19872, "total_correct": 5091, "total_train": 519, "infer_ms": 1211.80366, "train_ms": 1452.028909, "blocked_train": 1452028909, "duration": 6667584143, "avg_accuracy": 31.346153846153847, "soft_acc": 25.00002263076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2980.3898344294207, "availability": 45.490984459842004, "score": 338.9524759356824, "zero_downtime": 11.372756409920214, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12685624, "heap_mib": 12.097953796386719, "mobile_score": 1169136.2875221516, "mobile_throughput": 10280148.852061396, "mobile_availability": 156910.37671369503, "mobile_accuracy": 86231.65700684696, "soft_acc_blocks": [ 25.00002263076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070264371, "time_to_acc50_sec": 0, "acc_per_sec": 3.749487384724742, "mobile_acc_per_sec": 12932.968697122142 }, "started": "2026-08-18T02:32:50.583672798+10:00", "ended": "2026-08-18T02:32:57.251878606+10:00" }, { "cell": { "id": "uint4|none|TweenSplitSparse|bicameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8864, "total_correct": 2260, "total_train": 358, "infer_ms": 1228.262293, "train_ms": 1515.323517, "blocked_train": 1515323517, "duration": 6734577485, "avg_accuracy": 30.90909090909091, "soft_acc": 25.000002672727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1316.1924441054969, "availability": 44.76850290314047, "score": 147.30992888634012, "zero_downtime": 11.192126922325105, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 15828648, "heap_mib": 15.095375061035156, "mobile_score": 465257.9999756716, "mobile_throughput": 4157011.470693872, "mobile_availability": 141395.1135547091, "mobile_accuracy": 78959.04458601709, "soft_acc_blocks": [ 25.000002672727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066113026, "time_to_acc50_sec": 0, "acc_per_sec": 3.7121857649436896, "mobile_acc_per_sec": 11724.424399583115 }, "started": "2026-08-18T02:33:05.537645983+10:00", "ended": "2026-08-18T02:33:12.272683155+10:00" }, { "cell": { "id": "fp4|none|TweenSplitSparse|bicameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16768, "total_correct": 4252, "total_train": 454, "infer_ms": 1227.393033, "train_ms": 1459.190884, "blocked_train": 1459190884, "duration": 6751389015, "avg_accuracy": 22, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2483.637065312848, "availability": 45.68601134077287, "score": 283.6686778306165, "zero_downtime": 11.421502835193218, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11851040, "heap_mib": 11.302032470703125, "mobile_score": 978447.919489857, "mobile_throughput": 8566717.82696541, "mobile_availability": 157583.075748889, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7029417123581347, "mobile_acc_per_sec": 12772.420424268565 }, "started": "2026-08-18T02:33:21.223403551+10:00", "ended": "2026-08-18T02:33:27.99067753+10:00" }, { "cell": { "id": "int2|none|TweenSplitSparse|bicameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 20088, "total_correct": 6162, "total_train": 511, "infer_ms": 1235.668449, "train_ms": 1439.395415, "blocked_train": 1439395415, "duration": 6192010505, "avg_accuracy": 40.99264705882353, "soft_acc": 25.000024749999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3244.180542616828, "availability": 46.19211023815767, "score": 374.6392340350812, "zero_downtime": 11.548038992086699, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 12910848, "heap_mib": 12.312744140625, "mobile_score": 2584458.614918219, "mobile_throughput": 22380064.84641436, "mobile_availability": 318657.48805977905, "mobile_accuracy": 172463.32863326315, "soft_acc_blocks": [ 25.000024749999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060888819, "time_to_acc50_sec": 0, "acc_per_sec": 4.037464847614951, "mobile_acc_per_sec": 27852.557500346673 }, "started": "2026-08-18T02:33:36.166168714+10:00", "ended": "2026-08-18T02:33:42.358590103+10:00" }, { "cell": { "id": "uint2|none|TweenSplitSparse|bicameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8424, "total_correct": 2129, "total_train": 339, "infer_ms": 1227.837223, "train_ms": 1507.146727, "blocked_train": 1507146727, "duration": 6369789271, "avg_accuracy": 29.464285714285715, "soft_acc": 25.00002017857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1322.4927296028911, "availability": 44.8937633802202, "score": 148.42930899069415, "zero_downtime": 11.22344990397516, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 15858976, "heap_mib": 15.124298095703125, "mobile_score": 864663.3950234784, "mobile_throughput": 7704078.535756007, "mobile_availability": 261525.12683432098, "mobile_accuracy": 145635.67310425398, "soft_acc_blocks": [ 25.00002017857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083771319, "time_to_acc50_sec": 0, "acc_per_sec": 3.92477978704728, "mobile_acc_per_sec": 22863.499388793825 }, "started": "2026-08-18T02:33:51.01299171+10:00", "ended": "2026-08-18T02:33:57.413101328+10:00" }, { "cell": { "id": "ternary|none|TweenSplitSparse|bicameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21640, "total_correct": 5292, "total_train": 488, "infer_ms": 1286.978458, "train_ms": 1414.375559, "blocked_train": 1414375559, "duration": 6094090008, "avg_accuracy": 17.692307692307693, "soft_acc": 24.999943584615384, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3550.981355968184, "availability": 47.641976945667395, "score": 422.93847532720343, "zero_downtime": 11.910467359012316, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 15863120, "heap_mib": 15.128250122070312, "mobile_score": 2917652.20200459, "mobile_throughput": 24496538.331024304, "mobile_availability": 328659.4316959219, "mobile_accuracy": 172462.76871172144, "soft_acc_blocks": [ 24.999943584615384 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.102325950518744, "mobile_acc_per_sec": 28300.003525599623 }, "started": "2026-08-18T02:34:06.129028843+10:00", "ended": "2026-08-18T02:34:12.223730933+10:00" }, { "cell": { "id": "binary|none|TweenSplitSparse|bicameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18856, "total_correct": 4935, "total_train": 488, "infer_ms": 1244.619556, "train_ms": 1382.612693, "blocked_train": 1382612693, "duration": 6376744264, "avg_accuracy": 24.353448275862068, "soft_acc": 24.99976627586207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2956.994858089545, "availability": 47.37379257101225, "score": 350.2068784990693, "zero_downtime": 11.84333741876477, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 21937728, "heap_mib": 20.92144775390625, "mobile_score": 4831822.734592633, "mobile_throughput": 40797813.68836977, "mobile_availability": 653618.7094597598, "mobile_accuracy": 344923.09108524135, "soft_acc_blocks": [ 24.99976627586207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9204592878216245, "mobile_acc_per_sec": 54090.78313403747 }, "started": "2026-08-18T02:34:20.365068671+10:00", "ended": "2026-08-18T02:34:26.757919095+10:00" }, { "cell": { "id": "int|none|TweenSplitSparse|bicameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7552, "total_correct": 1845, "total_train": 343, "infer_ms": 1179.628072, "train_ms": 1563.618715, "blocked_train": 1563618715, "duration": 6324125898, "avg_accuracy": 27.17391304347826, "soft_acc": 25.000026521739134, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1194.15712492193, "availability": 43.00116480916523, "score": 128.37550453153827, "zero_downtime": 10.750302606948061, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12932112, "heap_mib": 12.333023071289062, "mobile_score": 27675.056134798986, "mobile_throughput": 257435.13598316978, "mobile_availability": 9270.145845175832, "mobile_accuracy": 5389.479401739131, "soft_acc_blocks": [ 25.000026521739134 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087655217, "time_to_acc50_sec": 0, "acc_per_sec": 3.9531196761350644, "mobile_acc_per_sec": 852.2093786025907 }, "started": "2026-08-18T02:34:35.527980874+10:00", "ended": "2026-08-18T02:34:41.853678279+10:00" }, { "cell": { "id": "uint|none|TweenSplitSparse|bicameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7768, "total_correct": 1780, "total_train": 330, "infer_ms": 1199.568997, "train_ms": 1507.195731, "blocked_train": 1507195731, "duration": 6389283098, "avg_accuracy": 13.541666666666666, "soft_acc": 24.999962583333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1215.785852787079, "availability": 44.31744601187961, "score": 134.70110812928573, "zero_downtime": 11.079344920858853, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 16072048, "heap_mib": 15.327499389648438, "mobile_score": 28872.516181065803, "mobile_throughput": 260597.68323222897, "mobile_availability": 9499.225320799811, "mobile_accuracy": 5358.618308622513, "soft_acc_blocks": [ 24.999962583333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9127961932315887, "mobile_acc_per_sec": 838.6885079955042 }, "started": "2026-08-18T02:34:51.04182333+10:00", "ended": "2026-08-18T02:34:57.431791895+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitSparse|bicameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8272, "total_correct": 2120, "total_train": 344, "infer_ms": 1206.535227, "train_ms": 1516.08456, "blocked_train": 1516084560, "duration": 6303871734, "avg_accuracy": 25.48076923076923, "soft_acc": 25.000005346153845, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1312.2094403324988, "availability": 44.31523023379834, "score": 145.3771897465921, "zero_downtime": 11.07880992760997, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 14809888, "heap_mib": 14.123809814453125, "mobile_score": 31160.88146273969, "mobile_throughput": 281265.6022293725, "mobile_availability": 9498.750379729216, "mobile_accuracy": 5358.627474621549, "soft_acc_blocks": [ 25.000005346153845 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079434924, "time_to_acc50_sec": 0, "acc_per_sec": 3.965817580220747, "mobile_acc_per_sec": 850.0533800076757 }, "started": "2026-08-18T02:35:06.224842852+10:00", "ended": "2026-08-18T02:35:12.529505522+10:00" }, { "cell": { "id": "complex64|none|TweenSplitSparse|bicameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 1718, "total_train": 349, "infer_ms": 1191.442634, "train_ms": 1521.56491, "blocked_train": 1521564910, "duration": 6930664164, "avg_accuracy": 12.98076923076923, "soft_acc": 24.999974730769228, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1216.6222169295693, "availability": 43.91593516335611, "score": 133.572620981212, "zero_downtime": 10.978972693620026, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 11755784, "heap_mib": 11.211189270019531, "mobile_score": 28795.445028370756, "mobile_throughput": 262278.13687071134, "mobile_availability": 9467.351075216138, "mobile_accuracy": 5389.468236696356, "soft_acc_blocks": [ 24.999974730769228 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6071542552338323, "mobile_acc_per_sec": 777.6265173388304 }, "started": "2026-08-18T02:35:20.737977972+10:00", "ended": "2026-08-18T02:35:27.669490936+10:00" }, { "cell": { "id": "complex128|none|TweenSplitSparse|bicameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8032, "total_correct": 2193, "total_train": 359, "infer_ms": 1201.236537, "train_ms": 1528.067813, "blocked_train": 1528067813, "duration": 6845050145, "avg_accuracy": 27.11864406779661, "soft_acc": 24.99998761016949, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1173.4026529910834, "availability": 44.01255349188155, "score": 129.1110535941199, "zero_downtime": 11.003132919889605, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 11880880, "heap_mib": 11.330490112304688, "mobile_score": 13916.812513724082, "mobile_throughput": 126480.4543855652, "mobile_availability": 4744.089976388074, "mobile_accuracy": 2694.7355066119535, "soft_acc_blocks": [ 24.99998761016949 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067428336, "time_to_acc50_sec": 0, "acc_per_sec": 3.652272383779519, "mobile_acc_per_sec": 393.6765179989713 }, "started": "2026-08-18T02:35:36.225343851+10:00", "ended": "2026-08-18T02:35:43.080888399+10:00" }, { "cell": { "id": "nf4|none|TweenSplitSparse|bicameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6968, "total_correct": 1493, "total_train": 313, "infer_ms": 1167.600077, "train_ms": 1577.034998, "blocked_train": 1577034998, "duration": 6377060069, "avg_accuracy": 22.282608695652176, "soft_acc": 24.999994130434782, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1092.6665147585268, "availability": 42.54117742774966, "score": 116.20827290057044, "zero_downtime": 10.635291859955261, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11881296, "heap_mib": 11.330886840820312, "mobile_score": 400832.91435851494, "mobile_throughput": 3768894.3532218323, "mobile_availability": 146735.7159950001, "mobile_accuracy": 86231.55870169336, "soft_acc_blocks": [ 24.999994130434782 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.920300869042164, "mobile_acc_per_sec": 13522.149355449856 }, "started": "2026-08-18T02:35:51.342739957+10:00", "ended": "2026-08-18T02:35:57.721048929+10:00" }, { "cell": { "id": "fp6|none|TweenSplitSparse|bicameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3808, "total_correct": 981, "total_train": 221, "infer_ms": 1107.443987, "train_ms": 1752.216427, "blocked_train": 1752216427, "duration": 5979228998, "avg_accuracy": 22.727272727272727, "soft_acc": 25.000006727272726, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 636.8714095535968, "availability": 38.72641596108062, "score": 61.659384392206135, "zero_downtime": 9.681606595501773, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 12705136, "heap_mib": 12.116561889648438, "mobile_score": 141786.29528167093, "mobile_throughput": 1464491.3928598077, "mobile_availability": 89051.73320790805, "mobile_accuracy": 57487.73476766826, "soft_acc_blocks": [ 25.000006727272726 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.181142206735185, "mobile_acc_per_sec": 9614.573181073582 }, "started": "2026-08-18T02:36:06.698486102+10:00", "ended": "2026-08-18T02:36:12.678666036+10:00" }, { "cell": { "id": "int6|none|TweenSplitSparse|bicameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3720, "total_correct": 908, "total_train": 223, "infer_ms": 1089.128827, "train_ms": 1762.720006, "blocked_train": 1762720006, "duration": 6317020056, "avg_accuracy": 25, "soft_acc": 25.00000238461538, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 588.8852603003355, "availability": 38.19027202273873, "score": 56.22422606555346, "zero_downtime": 9.547568916375784, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 18901976, "heap_mib": 18.026329040527344, "mobile_score": 129288.10103270567, "mobile_throughput": 1354146.8217207997, "mobile_availability": 87818.86551867388, "mobile_accuracy": 57487.724781689605, "soft_acc_blocks": [ 25.00000238461538 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086317251, "time_to_acc50_sec": 0, "acc_per_sec": 3.9575626106917308, "mobile_acc_per_sec": 9100.449938747131 }, "started": "2026-08-18T02:36:21.033254996+10:00", "ended": "2026-08-18T02:36:27.362527159+10:00" }, { "cell": { "id": "uint6|none|TweenSplitSparse|bicameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3816, "total_correct": 877, "total_train": 228, "infer_ms": 1092.24892, "train_ms": 1745.458692, "blocked_train": 1745458692, "duration": 6121653680, "avg_accuracy": 17.307692307692307, "soft_acc": 24.999978615384617, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 623.3609739255946, "availability": 38.490537762986406, "score": 59.9836964579627, "zero_downtime": 9.622626209693141, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 12917528, "heap_mib": 12.319114685058594, "mobile_score": 129953.43904360474, "mobile_throughput": 1350498.6706508354, "mobile_availability": 83388.95480446536, "mobile_accuracy": 54161.93714174698, "soft_acc_blocks": [ 24.999978615384617 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.08386032961352, "mobile_acc_per_sec": 8847.599026828153 }, "started": "2026-08-18T02:36:35.821615573+10:00", "ended": "2026-08-18T02:36:41.944192898+10:00" }, { "cell": { "id": "int5|none|TweenSplitSparse|bicameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4248, "total_correct": 1004, "total_train": 241, "infer_ms": 1107.133258, "train_ms": 1704.515916, "blocked_train": 1704515916, "duration": 6719768730, "avg_accuracy": 24.03846153846154, "soft_acc": 25.00000069230769, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 632.164613200907, "availability": 39.376650125411416, "score": 62.23131371252402, "zero_downtime": 9.844162803960431, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 15878128, "heap_mib": 15.142562866210938, "mobile_score": 171721.7421247989, "mobile_throughput": 1744401.688030932, "mobile_availability": 108656.34284711421, "mobile_accuracy": 68985.26506825586, "soft_acc_blocks": [ 25.00000069230769 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7203662353284126, "mobile_acc_per_sec": 10266.017751515068 }, "started": "2026-08-18T02:36:50.995818042+10:00", "ended": "2026-08-18T02:36:57.736820891+10:00" }, { "cell": { "id": "uint5|none|TweenSplitSparse|bicameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4088, "total_correct": 1134, "total_train": 236, "infer_ms": 1127.161314, "train_ms": 1735.800584, "blocked_train": 1735800584, "duration": 6478331001, "avg_accuracy": 25.892857142857142, "soft_acc": 24.999986928571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 631.0267257676358, "availability": 39.37046157643276, "score": 62.10950117692888, "zero_downtime": 9.842610247826427, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 12715976, "heap_mib": 12.126899719238281, "mobile_score": 159623.85369142005, "mobile_throughput": 1621763.4313689324, "mobile_availability": 101183.63019110185, "mobile_accuracy": 64250.94679807283, "soft_acc_blocks": [ 24.999986928571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071858222, "time_to_acc50_sec": 0, "acc_per_sec": 3.8590166085543345, "mobile_acc_per_sec": 9917.82401796929 }, "started": "2026-08-18T02:37:06.194673379+10:00", "ended": "2026-08-18T02:37:12.673953441+10:00" }, { "cell": { "id": "int3|none|TweenSplitSparse|bicameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5368, "total_correct": 1328, "total_train": 277, "infer_ms": 1142.887189, "train_ms": 1688.316568, "blocked_train": 1688316568, "duration": 6899621401, "avg_accuracy": 35.294117647058826, "soft_acc": 24.999999117647057, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 778.0137036536506, "availability": 40.36753575839508, "score": 78.51623723573891, "zero_downtime": 10.09188358341463, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 12749272, "heap_mib": 12.158653259277344, "mobile_score": 361097.5525250095, "mobile_throughput": 3578098.6724663614, "mobile_availability": 185651.00515524068, "mobile_accuracy": 114975.43453853457, "soft_acc_blocks": [ 24.999999117647057 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077930812, "time_to_acc50_sec": 0, "acc_per_sec": 3.623387091069036, "mobile_acc_per_sec": 16664.020800021077 }, "started": "2026-08-18T02:37:21.34204931+10:00", "ended": "2026-08-18T02:37:28.242588365+10:00" }, { "cell": { "id": "uint3|none|TweenSplitSparse|bicameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5456, "total_correct": 1538, "total_train": 285, "infer_ms": 1137.180204, "train_ms": 1676.634366, "blocked_train": 1676634366, "duration": 6967657552, "avg_accuracy": 43.38235294117647, "soft_acc": 25.00003082352941, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 783.0465201944241, "availability": 40.41418422252323, "score": 79.11556334957352, "zero_downtime": 10.103558512708767, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 12965488, "heap_mib": 12.364852905273438, "mobile_score": 324057.34747985314, "mobile_throughput": 3207358.5467163613, "mobile_availability": 165536.49857545516, "mobile_accuracy": 102400.12625317647, "soft_acc_blocks": [ 25.00003082352941 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074879256, "time_to_acc50_sec": 0, "acc_per_sec": 3.588010839647736, "mobile_acc_per_sec": 14696.492399197126 }, "started": "2026-08-18T02:37:36.26045181+10:00", "ended": "2026-08-18T02:37:43.260948975+10:00" }, { "cell": { "id": "float64|none|TweenSplitSparse|tricameral|simd", "dtype": 0, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13976, "total_correct": 3492, "total_train": 428, "infer_ms": 1332.064752, "train_ms": 1500.210511, "blocked_train": 1500210511, "duration": 7062480100, "avg_accuracy": 22.395833333333332, "soft_acc": 25.000005187499998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1978.9082308352274, "availability": 47.03161339583397, "score": 232.67816542689974, "zero_downtime": 11.757905788723438, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12972984, "heap_mib": 12.372001647949219, "mobile_score": 45383.32217088483, "mobile_throughput": 385981.3387381472, "mobile_availability": 9173.40421282552, "mobile_accuracy": 4876.1914879999995, "soft_acc_blocks": [ 25.000005187499998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5398337175491648, "mobile_acc_per_sec": 690.4361384324466 }, "started": "2026-08-18T02:37:51.405150262+10:00", "ended": "2026-08-18T02:37:58.468571297+10:00" }, { "cell": { "id": "float32|none|TweenSplitSparse|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21960, "total_correct": 5556, "total_train": 527, "infer_ms": 1315.149935, "train_ms": 1336.033836, "blocked_train": 1336033836, "duration": 6829936465, "avg_accuracy": 21.428571428571427, "soft_acc": 25.000006985714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3215.256849391497, "availability": 49.60614007168347, "score": 398.74131551307073, "zero_downtime": 12.40153848326408, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 12746896, "heap_mib": 12.156387329101562, "mobile_score": 155547.0884134798, "mobile_throughput": 1254256.3862007211, "mobile_availability": 19351.119022249095, "mobile_accuracy": 9752.38367747483, "soft_acc_blocks": [ 25.000006985714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6603571810406708, "mobile_acc_per_sec": 1427.887906051675 }, "started": "2026-08-18T02:38:06.798101021+10:00", "ended": "2026-08-18T02:38:13.628886338+10:00" }, { "cell": { "id": "float16|none|TweenSplitSparse|tricameral|simd", "dtype": 2, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10568, "total_correct": 2758, "total_train": 354, "infer_ms": 1275.910398, "train_ms": 1509.492778, "blocked_train": 1509492778, "duration": 6349927506, "avg_accuracy": 29.838709677419356, "soft_acc": 25.000004, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1664.2709684503286, "availability": 45.80702747069748, "score": 190.58829542034363, "zero_downtime": 11.45175869995547, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12942440, "heap_mib": 12.342872619628906, "mobile_score": 148695.17296032904, "mobile_throughput": 1298448.3593852469, "mobile_availability": 35738.206575233686, "mobile_accuracy": 19504.76502552381, "soft_acc_blocks": [ 25.000004 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07910456, "time_to_acc50_sec": 0, "acc_per_sec": 3.937053450827223, "mobile_acc_per_sec": 3071.6516065882483 }, "started": "2026-08-18T02:38:22.228545452+10:00", "ended": "2026-08-18T02:38:28.579255144+10:00" }, { "cell": { "id": "bfloat16|none|TweenSplitSparse|tricameral|simd", "dtype": 3, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14008, "total_correct": 2802, "total_train": 430, "infer_ms": 1288.516625, "train_ms": 1417.568248, "blocked_train": 1417568248, "duration": 6698490936, "avg_accuracy": 20.192307692307693, "soft_acc": 24.999960820512822, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2091.217280703655, "availability": 47.61552890880078, "score": 248.93565208236262, "zero_downtime": 11.903863571680152, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12942104, "heap_mib": 12.342552185058594, "mobile_score": 194217.2249389252, "mobile_throughput": 1631547.8060499374, "mobile_availability": 37149.18217341867, "mobile_accuracy": 19504.731337299145, "soft_acc_blocks": [ 24.999960820512822 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.732178047170955, "mobile_acc_per_sec": 2911.809767849949 }, "started": "2026-08-18T02:38:36.687589023+10:00", "ended": "2026-08-18T02:38:43.386842874+10:00" }, { "cell": { "id": "fp8e4m3|none|TweenSplitSparse|tricameral|simd", "dtype": 4, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10264, "total_correct": 2691, "total_train": 374, "infer_ms": 1261.162541, "train_ms": 1533.717049, "blocked_train": 1533717049, "duration": 6860407707, "avg_accuracy": 23.4375, "soft_acc": 24.9999996875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1496.1209943145439, "availability": 45.12403845634008, "score": 168.77755109724865, "zero_downtime": 11.2810094730724, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12745144, "heap_mib": 12.154716491699219, "mobile_score": 263357.2759216497, "mobile_throughput": 2334518.7019856656, "mobile_availability": 70410.69010177866, "mobile_accuracy": 39009.523321904766, "soft_acc_blocks": [ 24.9999996875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.644098245355201, "mobile_acc_per_sec": 5686.181490657106 }, "started": "2026-08-18T02:38:52.393083259+10:00", "ended": "2026-08-18T02:38:59.254307319+10:00" }, { "cell": { "id": "fp8e5m2|none|TweenSplitSparse|tricameral|simd", "dtype": 5, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10720, "total_correct": 2273, "total_train": 366, "infer_ms": 1282.518252, "train_ms": 1500.961629, "blocked_train": 1500961629, "duration": 6547363889, "avg_accuracy": 16.89189189189189, "soft_acc": 24.99998627027027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1637.300168700002, "availability": 46.07607408102548, "score": 188.60080608716137, "zero_downtime": 11.519012194135929, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 16948640, "heap_mib": 16.163482666015625, "mobile_score": 294289.10542210017, "mobile_throughput": 2554811.9965696028, "mobile_availability": 71896.22835652585, "mobile_accuracy": 39009.50238591506, "soft_acc_blocks": [ 24.99998627027027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.818328520318213, "mobile_acc_per_sec": 5958.047093037486 }, "started": "2026-08-18T02:39:08.229677986+10:00", "ended": "2026-08-18T02:39:14.777756353+10:00" }, { "cell": { "id": "int64|none|TweenSplitSparse|tricameral|simd", "dtype": 6, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8232, "total_correct": 1910, "total_train": 358, "infer_ms": 1206.506939, "train_ms": 1535.544155, "blocked_train": 1535544155, "duration": 6198369840, "avg_accuracy": 22, "soft_acc": 24.99998552, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1328.091129199222, "availability": 44.00016256589856, "score": 146.09047935207926, "zero_downtime": 11.000034270251101, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 19063072, "heap_mib": 18.179962158203125, "mobile_score": 28494.60016314841, "mobile_throughput": 259041.01262857206, "mobile_availability": 8582.12694618669, "mobile_accuracy": 4876.187651900952, "soft_acc_blocks": [ 24.99998552 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.033316204958819, "mobile_acc_per_sec": 786.6887226433963 }, "started": "2026-08-18T02:39:22.941112773+10:00", "ended": "2026-08-18T02:39:29.140548809+10:00" }, { "cell": { "id": "int32|none|TweenSplitSparse|tricameral|simd", "dtype": 7, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7944, "total_correct": 1645, "total_train": 354, "infer_ms": 1234.955213, "train_ms": 1541.419785, "blocked_train": 1541419785, "duration": 6420968816, "avg_accuracy": 22.22222222222222, "soft_acc": 24.999984444444447, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1237.1964772986992, "availability": 44.48085052954362, "score": 137.57879335136758, "zero_downtime": 11.120205713142491, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 14853632, "heap_mib": 14.16552734375, "mobile_score": 53668.832149257294, "mobile_throughput": 482624.4543824259, "mobile_availability": 17351.76797800102, "mobile_accuracy": 9752.374884232806, "soft_acc_blocks": [ 24.999984444444447 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.893491023060039, "mobile_acc_per_sec": 1518.832307662278 }, "started": "2026-08-18T02:39:37.977561724+10:00", "ended": "2026-08-18T02:39:44.399327518+10:00" }, { "cell": { "id": "int16|none|TweenSplitSparse|tricameral|simd", "dtype": 8, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7872, "total_correct": 1864, "total_train": 343, "infer_ms": 1225.517073, "train_ms": 1521.721394, "blocked_train": 1521721394, "duration": 6905242929, "avg_accuracy": 23.660714285714285, "soft_acc": 25.00002292857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1140.0033396276187, "availability": 44.609053335594545, "score": 127.13629105254515, "zero_downtime": 11.152273562117294, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 14845176, "heap_mib": 14.157463073730469, "mobile_score": 99190.52345737617, "mobile_throughput": 889419.7484028051, "mobile_availability": 34803.55856430386, "mobile_accuracy": 19504.779793414968, "soft_acc_blocks": [ 25.00002292857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6204407557594602, "mobile_acc_per_sec": 2824.6333972553807 }, "started": "2026-08-18T02:39:52.990009433+10:00", "ended": "2026-08-18T02:39:59.896121162+10:00" }, { "cell": { "id": "int8|none|TweenSplitSparse|tricameral|simd", "dtype": 9, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19312, "total_correct": 4631, "total_train": 511, "infer_ms": 1281.710648, "train_ms": 1387.488358, "blocked_train": 1387488358, "duration": 7014948672, "avg_accuracy": 24.553571428571427, "soft_acc": 25.000027625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2752.978090500275, "availability": 48.018549576816376, "score": 330.485402492408, "zero_downtime": 12.004650659328416, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13985800, "heap_mib": 13.337898254394531, "mobile_score": 515683.127089106, "mobile_throughput": 4295694.574738715, "mobile_availability": 74927.23012062472, "mobile_accuracy": 39009.566915047624, "soft_acc_blocks": [ 25.000027625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.563821888645745, "mobile_acc_per_sec": 5560.919792721132 }, "started": "2026-08-18T02:40:08.466293856+10:00", "ended": "2026-08-18T02:40:15.482224661+10:00" }, { "cell": { "id": "uint64|none|TweenSplitSparse|tricameral|simd", "dtype": 10, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8120, "total_correct": 1813, "total_train": 325, "infer_ms": 1219.933956, "train_ms": 1408.249357, "blocked_train": 1408249357, "duration": 6402918031, "avg_accuracy": 25, "soft_acc": 25.000001411764707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1268.1717867832563, "availability": 46.417384585228135, "score": 147.1630521785195, "zero_downtime": 11.604346801611287, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 11803496, "heap_mib": 11.256690979003906, "mobile_score": 28533.957951394834, "mobile_throughput": 245890.2550846967, "mobile_availability": 9000.028746087311, "mobile_accuracy": 4847.337551838496, "soft_acc_blocks": [ 25.000001411764707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082123564, "time_to_acc50_sec": 0, "acc_per_sec": 3.904470007381968, "mobile_acc_per_sec": 757.0513207212564 }, "started": "2026-08-18T02:40:23.591824861+10:00", "ended": "2026-08-18T02:40:29.995404661+10:00" }, { "cell": { "id": "uint32|none|TweenSplitSparse|tricameral|simd", "dtype": 11, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8432, "total_correct": 1978, "total_train": 358, "infer_ms": 1237.229908, "train_ms": 1496.46208, "blocked_train": 1496462080, "duration": 6523572551, "avg_accuracy": 19.90740740740741, "soft_acc": 24.99998048148148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1292.543301094652, "availability": 45.25857022045748, "score": 146.24654020821427, "zero_downtime": 11.314633721311958, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 11890560, "heap_mib": 11.3397216796875, "mobile_score": 56378.90152403253, "mobile_throughput": 498283.04576787713, "mobile_availability": 17447.44504687001, "mobile_accuracy": 9637.639534319826, "soft_acc_blocks": [ 24.99998048148148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8322530003363307, "mobile_acc_per_sec": 1477.3560742943632 }, "started": "2026-08-18T02:40:38.970993786+10:00", "ended": "2026-08-18T02:40:45.495438314+10:00" }, { "cell": { "id": "uint16|none|TweenSplitSparse|tricameral|simd", "dtype": 12, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8472, "total_correct": 2368, "total_train": 356, "infer_ms": 1244.360252, "train_ms": 1498.547078, "blocked_train": 1498547078, "duration": 6187538940, "avg_accuracy": 25, "soft_acc": 24.999987333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1369.2035043580672, "availability": 45.366470765893496, "score": 155.28974820236903, "zero_downtime": 11.341611945053744, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 14298152, "heap_mib": 13.635780334472656, "mobile_score": 118338.01090919135, "mobile_throughput": 1043396.7542047709, "mobile_availability": 34571.36079201856, "mobile_accuracy": 19051.153138108526, "soft_acc_blocks": [ 24.999987333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072665877, "time_to_acc50_sec": 0, "acc_per_sec": 4.040376565829472, "mobile_acc_per_sec": 3078.954867653492 }, "started": "2026-08-18T02:40:54.100158283+10:00", "ended": "2026-08-18T02:41:00.311095659+10:00" }, { "cell": { "id": "uint8|none|TweenSplitSparse|tricameral|simd", "dtype": 13, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15224, "total_correct": 3067, "total_train": 468, "infer_ms": 1259.682444, "train_ms": 1458.724396, "blocked_train": 1458724396, "duration": 6863984023, "avg_accuracy": 22.25, "soft_acc": 24.99998458, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2217.9538805724283, "availability": 46.338996262972906, "score": 256.9442329749294, "zero_downtime": 11.584741920270003, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 16951608, "heap_mib": 16.16631317138672, "mobile_score": 382706.7557328403, "mobile_throughput": 3303541.4890271514, "mobile_availability": 69019.82861568619, "mobile_accuracy": 37236.340668974546, "soft_acc_blocks": [ 24.99998458 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.64219737345388, "mobile_acc_per_sec": 5424.887433333489 }, "started": "2026-08-18T02:41:09.676327501+10:00", "ended": "2026-08-18T02:41:16.541228449+10:00" }, { "cell": { "id": "int4|none|TweenSplitSparse|tricameral|simd", "dtype": 14, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17112, "total_correct": 4439, "total_train": 491, "infer_ms": 1247.497641, "train_ms": 1410.986493, "blocked_train": 1410986493, "duration": 6875452072, "avg_accuracy": 28.636363636363637, "soft_acc": 24.9999962, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2488.8545248810515, "availability": 46.92514899921535, "score": 291.9746291633863, "zero_downtime": 11.731285466648176, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12987336, "heap_mib": 12.385688781738281, "mobile_score": 911183.2998500802, "mobile_throughput": 7767122.387743075, "mobile_availability": 146442.2173720275, "mobile_accuracy": 78019.03576015237, "soft_acc_blocks": [ 24.9999962 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071404213, "time_to_acc50_sec": 0, "acc_per_sec": 3.636123986931924, "mobile_acc_per_sec": 11347.477219408123 }, "started": "2026-08-18T02:41:25.17204727+10:00", "ended": "2026-08-18T02:41:32.049040016+10:00" }, { "cell": { "id": "uint4|none|TweenSplitSparse|tricameral|simd", "dtype": 15, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8160, "total_correct": 1954, "total_train": 340, "infer_ms": 1222.787585, "train_ms": 1523.776129, "blocked_train": 1523776129, "duration": 6827997547, "avg_accuracy": 24.03846153846154, "soft_acc": 25.000020846153845, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1195.079515455485, "availability": 44.52063422986007, "score": 133.0143558713967, "zero_downtime": 11.13016783830492, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 12778296, "heap_mib": 12.186332702636719, "mobile_score": 379009.948973385, "mobile_throughput": 3405249.1793430727, "mobile_availability": 126856.70803861346, "mobile_accuracy": 71234.84200754514, "soft_acc_blocks": [ 25.000020846153845 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.661398627352765, "mobile_acc_per_sec": 10432.757410530035 }, "started": "2026-08-18T02:41:40.540633374+10:00", "ended": "2026-08-18T02:41:47.369518627+10:00" }, { "cell": { "id": "fp4|none|TweenSplitSparse|tricameral|simd", "dtype": 16, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14960, "total_correct": 3797, "total_train": 450, "infer_ms": 1227.594767, "train_ms": 1472.485927, "blocked_train": 1472485927, "duration": 6469202632, "avg_accuracy": 25.833333333333332, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2312.4951946937254, "availability": 45.46511405114324, "score": 262.84464442367727, "zero_downtime": 11.36627851278581, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12778208, "heap_mib": 12.186248779296875, "mobile_score": 820275.5531881007, "mobile_throughput": 7216746.908545142, "mobile_availability": 141885.795926463, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080210026, "time_to_acc50_sec": 0, "acc_per_sec": 3.8644638948758776, "mobile_acc_per_sec": 12060.071705456454 }, "started": "2026-08-18T02:41:56.60223385+10:00", "ended": "2026-08-18T02:42:03.097853923+10:00" }, { "cell": { "id": "int2|none|TweenSplitSparse|tricameral|simd", "dtype": 17, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17344, "total_correct": 4712, "total_train": 479, "infer_ms": 1259.773396, "train_ms": 1399.074849, "blocked_train": 1399074849, "duration": 6613241787, "avg_accuracy": 25.21551724137931, "soft_acc": 24.999986362068967, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2622.616949238726, "availability": 47.38041738068432, "score": 310.6515447456034, "zero_downtime": 11.845097883462437, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 11936056, "heap_mib": 11.383110046386719, "mobile_score": 1938939.012995035, "mobile_throughput": 16369126.131934205, "mobile_availability": 295726.00318671693, "mobile_accuracy": 156038.01011662398, "soft_acc_blocks": [ 24.999986362068967 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076432639, "time_to_acc50_sec": 0, "acc_per_sec": 3.7802922027155828, "mobile_acc_per_sec": 23594.78379020652 }, "started": "2026-08-18T02:42:12.139911404+10:00", "ended": "2026-08-18T02:42:18.753791002+10:00" }, { "cell": { "id": "uint2|none|TweenSplitSparse|tricameral|simd", "dtype": 18, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7472, "total_correct": 1631, "total_train": 340, "infer_ms": 1222.96681, "train_ms": 1539.889536, "blocked_train": 1539889536, "duration": 6801759122, "avg_accuracy": 19.23076923076923, "soft_acc": 24.99999346153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1098.5393434225177, "availability": 44.264581898026776, "score": 121.56593004365183, "zero_downtime": 11.066142580284032, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 12778960, "heap_mib": 12.186965942382812, "mobile_score": 637355.5833072613, "mobile_throughput": 5759509.95284305, "mobile_availability": 232073.89114152663, "mobile_accuracy": 131071.96571963075, "soft_acc_blocks": [ 24.99999346153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.675518790525387, "mobile_acc_per_sec": 19270.303956469743 }, "started": "2026-08-18T02:42:27.530243879+10:00", "ended": "2026-08-18T02:42:34.341032981+10:00" }, { "cell": { "id": "ternary|none|TweenSplitSparse|tricameral|simd", "dtype": 19, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17952, "total_correct": 4360, "total_train": 506, "infer_ms": 1259.271644, "train_ms": 1426.28558, "blocked_train": 1426285580, "duration": 6843875696, "avg_accuracy": 25.227272727272727, "soft_acc": 25.00002072727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2623.0751108604004, "availability": 46.890516156061615, "score": 307.4936196008601, "zero_downtime": 11.722638758140572, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 9623200, "heap_mib": 9.177398681640625, "mobile_score": 1919228.7480154254, "mobile_throughput": 16371985.758604495, "mobile_availability": 292668.2730289194, "mobile_accuracy": 156038.22460786148, "soft_acc_blocks": [ 25.00002072727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.067630472, "time_to_acc50_sec": 0, "acc_per_sec": 3.652903973969654, "mobile_acc_per_sec": 22799.687127435736 }, "started": "2026-08-18T02:42:42.808214217+10:00", "ended": "2026-08-18T02:42:49.652925171+10:00" }, { "cell": { "id": "binary|none|TweenSplitSparse|tricameral|simd", "dtype": 20, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17672, "total_correct": 4288, "total_train": 465, "infer_ms": 1295.632775, "train_ms": 1405.634122, "blocked_train": 1405634122, "duration": 6519044298, "avg_accuracy": 25.227272727272727, "soft_acc": 24.999505218181817, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2710.8268010115617, "availability": 47.96389340271843, "score": 325.0480860497343, "zero_downtime": 11.990736034055757, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 20805816, "heap_mib": 19.84197235107422, "mobile_score": 4057590.7366391215, "mobile_throughput": 33839380.04401785, "mobile_availability": 598735.5653410582, "mobile_accuracy": 312070.01409119304, "soft_acc_blocks": [ 24.999505218181817 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081793409, "time_to_acc50_sec": 0, "acc_per_sec": 3.834842052822298, "mobile_acc_per_sec": 47870.515956907075 }, "started": "2026-08-18T02:42:58.418196984+10:00", "ended": "2026-08-18T02:43:04.938225915+10:00" }, { "cell": { "id": "int|none|TweenSplitSparse|tricameral|simd", "dtype": 21, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7032, "total_correct": 1455, "total_train": 336, "infer_ms": 1190.724857, "train_ms": 1570.094196, "blocked_train": 1570094196, "duration": 7013844169, "avg_accuracy": 16.477272727272727, "soft_acc": 24.99996718181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1002.5885706272525, "availability": 43.1294059531398, "score": 108.10248175714003, "zero_downtime": 10.782337333998086, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12784976, "heap_mib": 12.192703247070312, "mobile_score": 21085.131679868835, "mobile_throughput": 195552.51358520123, "mobile_availability": 8412.287942098124, "mobile_accuracy": 4876.184075082251, "soft_acc_blocks": [ 24.99996718181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5643744827285713, "mobile_acc_per_sec": 695.2227562502966 }, "started": "2026-08-18T02:43:13.980141166+10:00", "ended": "2026-08-18T02:43:20.994949134+10:00" }, { "cell": { "id": "uint|none|TweenSplitSparse|tricameral|simd", "dtype": 22, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6976, "total_correct": 1489, "total_train": 326, "infer_ms": 1193.450282, "train_ms": 1531.524082, "blocked_train": 1531524082, "duration": 6734191522, "avg_accuracy": 26.041666666666668, "soft_acc": 24.999992541666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1035.9075736426612, "availability": 43.79675265084439, "score": 113.42343559190829, "zero_downtime": 10.949184896203297, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12806872, "heap_mib": 12.213584899902344, "mobile_score": 21992.065902222785, "mobile_throughput": 200855.7359356374, "mobile_availability": 8491.905271377922, "mobile_accuracy": 4847.335831984221, "soft_acc_blocks": [ 24.999992541666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084484549, "time_to_acc50_sec": 0, "acc_per_sec": 3.7123970204877503, "mobile_acc_per_sec": 719.8096187416722 }, "started": "2026-08-18T02:43:30.104510953+10:00", "ended": "2026-08-18T02:43:36.839601328+10:00" }, { "cell": { "id": "uintptr|none|TweenSplitSparse|tricameral|simd", "dtype": 23, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7416, "total_correct": 1863, "total_train": 323, "infer_ms": 1216.251556, "train_ms": 1519.289843, "blocked_train": 1519289843, "duration": 6430501378, "avg_accuracy": 27.717391304347824, "soft_acc": 25.000008391304345, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1153.2537766606479, "availability": 44.46109119184272, "score": 128.18734635496222, "zero_downtime": 11.115276528826158, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12785808, "heap_mib": 12.193496704101562, "mobile_score": 24854.692102718356, "mobile_throughput": 223608.40090897106, "mobile_availability": 8620.716190380486, "mobile_accuracy": 4847.338905125804, "soft_acc_blocks": [ 25.000008391304345 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085298974, "time_to_acc50_sec": 0, "acc_per_sec": 3.887723043934685, "mobile_acc_per_sec": 753.8041935127324 }, "started": "2026-08-18T02:43:45.954179804+10:00", "ended": "2026-08-18T02:43:52.385617691+10:00" }, { "cell": { "id": "complex64|none|TweenSplitSparse|tricameral|simd", "dtype": 24, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7760, "total_correct": 2196, "total_train": 324, "infer_ms": 1262.398387, "train_ms": 1486.255805, "blocked_train": 1486255805, "duration": 6487662344, "avg_accuracy": 24.03846153846154, "soft_acc": 25.00001126923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1196.1165036859074, "availability": 45.927872290164025, "score": 137.33777697122585, "zero_downtime": 11.481973248258923, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12988648, "heap_mib": 12.386940002441406, "mobile_score": 26787.406403530527, "mobile_throughput": 233299.6761474989, "mobile_availability": 8958.122138119612, "mobile_accuracy": 4876.192674227107, "soft_acc_blocks": [ 25.00001126923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.853469854569665, "mobile_acc_per_sec": 751.6101202055879 }, "started": "2026-08-18T02:44:01.662697156+10:00", "ended": "2026-08-18T02:44:08.172366377+10:00" }, { "cell": { "id": "complex128|none|TweenSplitSparse|tricameral|simd", "dtype": 25, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7232, "total_correct": 1844, "total_train": 334, "infer_ms": 1193.868751, "train_ms": 1560.350536, "blocked_train": 1560350536, "duration": 7013211468, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999998625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1031.1966255399957, "availability": 43.34690257362939, "score": 111.74794300770675, "zero_downtime": 10.836725047387437, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 11942008, "heap_mib": 11.388786315917969, "mobile_score": 10898.085108561116, "mobile_throughput": 100566.22329075767, "mobile_availability": 4227.355070037762, "mobile_accuracy": 2438.095104, "soft_acc_blocks": [ 24.999998625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5647005282915565, "mobile_acc_per_sec": 347.64317533052895 }, "started": "2026-08-18T02:44:17.047571911+10:00", "ended": "2026-08-18T02:44:24.065193577+10:00" }, { "cell": { "id": "nf4|none|TweenSplitSparse|tricameral|simd", "dtype": 26, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6248, "total_correct": 1558, "total_train": 314, "infer_ms": 1149.655796, "train_ms": 1597.42616, "blocked_train": 1597426160, "duration": 7131696358, "avg_accuracy": 20, "soft_acc": 24.99998497142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 876.088897558193, "availability": 41.85007271038986, "score": 91.66090505760769, "zero_downtime": 10.462511888129395, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 11933048, "heap_mib": 11.380241394042969, "mobile_score": 286051.86065977986, "mobile_throughput": 2734064.8566844636, "mobile_availability": 130604.11262610047, "mobile_accuracy": 78019.00071845442, "soft_acc_blocks": [ 24.99998497142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5054752356898606, "mobile_acc_per_sec": 10939.753573627177 }, "started": "2026-08-18T02:44:32.659088603+10:00", "ended": "2026-08-18T02:44:39.791516314+10:00" }, { "cell": { "id": "fp6|none|TweenSplitSparse|tricameral|simd", "dtype": 27, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 857, "total_train": 200, "infer_ms": 1163.419184, "train_ms": 1740.208779, "blocked_train": 1740208779, "duration": 7326921386, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000011583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 489.154968531281, "availability": 40.06777723679058, "score": 48.99840348603478, "zero_downtime": 10.016948950381842, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 11945032, "heap_mib": 11.391670227050781, "mobile_score": 101941.5673289135, "mobile_throughput": 1017690.79421162, "mobile_availability": 83361.32853937485, "mobile_accuracy": 52012.722511915345, "soft_acc_blocks": [ 25.000011583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077323991, "time_to_acc50_sec": 0, "acc_per_sec": 3.4120758591872424, "mobile_acc_per_sec": 7098.850905006194 }, "started": "2026-08-18T02:44:48.881359542+10:00", "ended": "2026-08-18T02:44:56.239295546+10:00" }, { "cell": { "id": "int6|none|TweenSplitSparse|tricameral|simd", "dtype": 28, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3272, "total_correct": 689, "total_train": 203, "infer_ms": 1130.936228, "train_ms": 1787.220695, "blocked_train": 1787220695, "duration": 6891135291, "avg_accuracy": 17.708333333333332, "soft_acc": 24.999986333333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 474.81290989502355, "availability": 38.75515463497917, "score": 46.003594215519925, "zero_downtime": 9.688783362206994, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 15926304, "heap_mib": 15.188507080078125, "mobile_score": 95710.8428732798, "mobile_throughput": 987852.0273930242, "mobile_availability": 80630.4067986665, "mobile_accuracy": 52012.66997908995, "soft_acc_blocks": [ 24.999986333333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6278472671961555, "mobile_acc_per_sec": 7547.76503184023 }, "started": "2026-08-18T02:45:04.9985364+10:00", "ended": "2026-08-18T02:45:11.890621793+10:00" }, { "cell": { "id": "uint6|none|TweenSplitSparse|tricameral|simd", "dtype": 29, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 773, "total_train": 206, "infer_ms": 1150.077241, "train_ms": 1764.188352, "blocked_train": 1764188352, "duration": 7238457215, "avg_accuracy": 10.416666666666666, "soft_acc": 24.999987583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 495.1331331451408, "availability": 39.46370721194593, "score": 48.84944823152853, "zero_downtime": 9.865921902909504, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 15088056, "heap_mib": 14.389091491699219, "mobile_score": 95564.10266571504, "mobile_throughput": 968628.2093671625, "mobile_availability": 77202.79151767428, "mobile_accuracy": 48907.43839586069, "soft_acc_blocks": [ 24.999987583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4537729298899134, "mobile_acc_per_sec": 6756.610827858667 }, "started": "2026-08-18T02:45:20.838696388+10:00", "ended": "2026-08-18T02:45:28.109569935+10:00" }, { "cell": { "id": "int5|none|TweenSplitSparse|tricameral|simd", "dtype": 30, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3552, "total_correct": 901, "total_train": 228, "infer_ms": 1100.393647, "train_ms": 1770.854272, "blocked_train": 1770854272, "duration": 7019611688, "avg_accuracy": 25, "soft_acc": 24.999985499999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 506.0108960260766, "availability": 38.32457795505327, "score": 48.48160695779597, "zero_downtime": 9.581138931699513, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 12771024, "heap_mib": 12.179397583007812, "mobile_score": 121039.64166042348, "mobile_throughput": 1263311.6221700935, "mobile_availability": 95681.50631856652, "mobile_accuracy": 62415.201894399994, "soft_acc_blocks": [ 24.999985499999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0840608, "time_to_acc50_sec": 0, "acc_per_sec": 3.5614484976052703, "mobile_acc_per_sec": 8891.546237678438 }, "started": "2026-08-18T02:45:36.344922082+10:00", "ended": "2026-08-18T02:45:43.365550486+10:00" }, { "cell": { "id": "uint5|none|TweenSplitSparse|tricameral|simd", "dtype": 31, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3928, "total_correct": 1109, "total_train": 232, "infer_ms": 1128.571991, "train_ms": 1759.300114, "blocked_train": 1759300114, "duration": 6987029287, "avg_accuracy": 33.333333333333336, "soft_acc": 24.99999475, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 562.184562086837, "availability": 39.079708171494666, "score": 54.92501002792825, "zero_downtime": 9.769924991188986, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 11978096, "heap_mib": 11.423202514648438, "mobile_score": 127418.24627222322, "mobile_throughput": 1304188.5826875381, "mobile_availability": 90659.38954786104, "mobile_accuracy": 57996.44799773451, "soft_acc_blocks": [ 24.99999475 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084794503, "time_to_acc50_sec": 0, "acc_per_sec": 3.578057815860991, "mobile_acc_per_sec": 8300.587505142155 }, "started": "2026-08-18T02:45:52.268714477+10:00", "ended": "2026-08-18T02:45:59.262984364+10:00" }, { "cell": { "id": "int3|none|TweenSplitSparse|tricameral|simd", "dtype": 32, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4544, "total_correct": 1108, "total_train": 254, "infer_ms": 1168.691669, "train_ms": 1701.548944, "blocked_train": 1701548944, "duration": 6794987224, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000036333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 668.7282624977604, "availability": 40.71755042788812, "score": 68.07254080896527, "zero_downtime": 10.179402401015352, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 9657312, "heap_mib": 9.209930419921875, "mobile_score": 283250.92282262526, "mobile_throughput": 2782588.9149875063, "mobile_availability": 169426.37364076672, "mobile_accuracy": 104025.54800897355, "soft_acc_blocks": [ 25.000036333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075157351, "time_to_acc50_sec": 0, "acc_per_sec": 3.679188129306972, "mobile_acc_per_sec": 15309.160205857888 }, "started": "2026-08-18T02:46:07.597982375+10:00", "ended": "2026-08-18T02:46:14.39395022+10:00" }, { "cell": { "id": "uint3|none|TweenSplitSparse|tricameral|simd", "dtype": 33, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4720, "total_correct": 876, "total_train": 254, "infer_ms": 1176.908871, "train_ms": 1680.752861, "blocked_train": 1680752861, "duration": 6662376199, "avg_accuracy": 15.833333333333334, "soft_acc": 24.9999828, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 708.4559410962797, "availability": 41.18433115511938, "score": 72.94316003237371, "zero_downtime": 10.296075705074886, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 13005456, "heap_mib": 12.402969360351562, "mobile_score": 269318.47526093764, "mobile_throughput": 2615739.073559763, "mobile_availability": 152059.51135672696, "mobile_accuracy": 92304.16184680564, "soft_acc_blocks": [ 24.9999828 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7524123605857644, "mobile_acc_per_sec": 13854.540645822459 }, "started": "2026-08-18T02:46:23.150480656+10:00", "ended": "2026-08-18T02:46:29.813763154+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplit|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22288, "total_correct": 4846, "total_train": 479, "infer_ms": 1039.414824, "train_ms": 1519.149538, "blocked_train": 1519149538, "duration": 7080719282, "avg_accuracy": 15.316901408450704, "soft_acc": 25.000250309859155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3147.702812715461, "availability": 40.6249238611102, "score": 319.69116860192736, "zero_downtime": 10.156332653467247, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12886392, "heap_mib": 12.289421081542969, "mobile_score": 100727.30973796111, "mobile_throughput": 991768.5169909636, "mobile_availability": 12799.976010392875, "mobile_accuracy": 7877.001943783315, "soft_acc_blocks": [ 25.000250309859155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5307500995573506, "mobile_acc_per_sec": 1112.4578775220698 }, "started": "2026-08-18T02:46:39.008372702+10:00", "ended": "2026-08-18T02:46:46.089763127+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplit|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 40392, "total_correct": 11322, "total_train": 491, "infer_ms": 1056.758161, "train_ms": 1317.255316, "blocked_train": 1317255316, "duration": 7247690396, "avg_accuracy": 29.3, "soft_acc": 25.000337511999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5573.085740844054, "availability": 44.51357042569982, "score": 620.2032344621373, "zero_downtime": 11.128542845066768, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 13878272, "heap_mib": 13.2353515625, "mobile_score": 390823.45359337144, "mobile_throughput": 3511901.414538038, "mobile_availability": 28050.39760979484, "mobile_accuracy": 15754.058838331075, "soft_acc_blocks": [ 25.000337511999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084192224, "time_to_acc50_sec": 0, "acc_per_sec": 3.449421284026934, "mobile_acc_per_sec": 2173.666089134511 }, "started": "2026-08-18T02:46:55.061642166+10:00", "ended": "2026-08-18T02:47:02.309960112+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplit|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14272, "total_correct": 3197, "total_train": 380, "infer_ms": 947.786994, "train_ms": 1519.694634, "blocked_train": 1519694634, "duration": 7034330974, "avg_accuracy": 21.73913043478261, "soft_acc": 25.000205326086956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2028.9065232715902, "availability": 38.41110641898567, "score": 194.8329611073366, "zero_downtime": 9.602855472768184, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 13016176, "heap_mib": 12.413192749023438, "mobile_score": 245549.47959866174, "mobile_throughput": 2557046.498252441, "mobile_availability": 48409.81288989702, "mobile_accuracy": 31507.95108173913, "soft_acc_blocks": [ 25.000205326086956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.554027443191352, "mobile_acc_per_sec": 4479.168125326701 }, "started": "2026-08-18T02:47:10.979600025+10:00", "ended": "2026-08-18T02:47:18.014321675+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplit|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19896, "total_correct": 5424, "total_train": 469, "infer_ms": 906.384598, "train_ms": 1572.91679, "blocked_train": 1572916790, "duration": 6667084326, "avg_accuracy": 23.863636363636363, "soft_acc": 24.999946015151515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2984.213042335532, "availability": 36.55806439616288, "score": 272.7420424751434, "zero_downtime": 9.139496363225046, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 11966688, "heap_mib": 11.412322998046875, "mobile_score": 343738.8941471346, "mobile_throughput": 3761026.652740412, "mobile_availability": 46074.409774364045, "mobile_accuracy": 31507.624270172495, "soft_acc_blocks": [ 24.999946015151515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7497569841224045, "mobile_acc_per_sec": 4725.84757137396 }, "started": "2026-08-18T02:47:27.191532367+10:00", "ended": "2026-08-18T02:47:33.859245024+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplit|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14712, "total_correct": 4084, "total_train": 378, "infer_ms": 953.887509, "train_ms": 1549.070188, "blocked_train": 1549070188, "duration": 7101453312, "avg_accuracy": 32.06521739130435, "soft_acc": 25.000202760869566, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2071.688618319821, "availability": 38.11041273862968, "score": 197.38387163125893, "zero_downtime": 9.527680457661683, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12812720, "heap_mib": 12.219161987304688, "mobile_score": 497528.8235086994, "mobile_throughput": 5221930.203469531, "mobile_availability": 96061.6926630321, "mobile_accuracy": 63015.895697551845, "soft_acc_blocks": [ 25.000202760869566 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070187014, "time_to_acc50_sec": 0, "acc_per_sec": 3.520434714204816, "mobile_acc_per_sec": 8873.661901158725 }, "started": "2026-08-18T02:47:42.587266144+10:00", "ended": "2026-08-18T02:47:49.689215705+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplit|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17000, "total_correct": 4194, "total_train": 379, "infer_ms": 1005.445299, "train_ms": 1496.152379, "blocked_train": 1496152379, "duration": 7529688703, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999880333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2257.7294587526326, "availability": 40.19212632959599, "score": 226.85628316998393, "zero_downtime": 10.047983485821158, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13026944, "heap_mib": 12.4234619140625, "mobile_score": 571817.4374549256, "mobile_throughput": 5690867.6080312515, "mobile_availability": 101308.89196678474, "mobile_accuracy": 63015.08298174359, "soft_acc_blocks": [ 24.999880333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3201744878739556, "mobile_acc_per_sec": 8368.882893742599 }, "started": "2026-08-18T02:47:59.152329239+10:00", "ended": "2026-08-18T02:48:06.6826782+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplit|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13320, "total_correct": 2546, "total_train": 347, "infer_ms": 1021.662667, "train_ms": 1506.085303, "blocked_train": 1506085303, "duration": 7112477548, "avg_accuracy": 21.511627906976745, "soft_acc": 24.999875930232555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1872.765138463675, "availability": 40.41790080045045, "score": 189.232149848203, "zero_downtime": 10.104425053717083, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13016728, "heap_mib": 12.413719177246094, "mobile_score": 59622.683521403036, "mobile_throughput": 590065.0774728626, "mobile_availability": 12734.747821434234, "mobile_accuracy": 7876.883985402504, "soft_acc_blocks": [ 24.999875930232555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5149321402444946, "mobile_acc_per_sec": 1107.4740035724192 }, "started": "2026-08-18T02:48:15.825869553+10:00", "ended": "2026-08-18T02:48:22.939109078+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplit|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13184, "total_correct": 2699, "total_train": 351, "infer_ms": 1034.196766, "train_ms": 1499.354994, "blocked_train": 1499354994, "duration": 7090950757, "avg_accuracy": 30.76923076923077, "soft_acc": 24.999839717948717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1859.2711262287503, "availability": 40.820037006072454, "score": 189.7375739735474, "zero_downtime": 10.204943824325465, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 17024928, "heap_mib": 16.236236572265625, "mobile_score": 119563.8619993308, "mobile_throughput": 1171626.8512358402, "mobile_availability": 25722.90331951889, "mobile_accuracy": 15753.745151495068, "soft_acc_blocks": [ 24.999839717948717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074143622, "time_to_acc50_sec": 0, "acc_per_sec": 3.5255977053950818, "mobile_acc_per_sec": 2221.6689540458856 }, "started": "2026-08-18T02:48:32.30966015+10:00", "ended": "2026-08-18T02:48:39.401122623+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplit|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13096, "total_correct": 2438, "total_train": 346, "infer_ms": 1034.913667, "train_ms": 1488.833659, "blocked_train": 1488833659, "duration": 6705544773, "avg_accuracy": 21.341463414634145, "soft_acc": 24.999902707317073, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1953.0105969512406, "availability": 41.007023814871395, "score": 200.21710096030012, "zero_downtime": 10.25171605688419, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 13016512, "heap_mib": 12.41351318359375, "mobile_score": 252335.1524718121, "mobile_throughput": 2461394.2784960866, "mobile_availability": 51681.46755252715, "mobile_accuracy": 31507.56968897561, "soft_acc_blocks": [ 24.999902707317073 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7282433498885346, "mobile_acc_per_sec": 4698.73377265952 }, "started": "2026-08-18T02:48:48.835902729+10:00", "ended": "2026-08-18T02:48:55.54216302+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplit|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 30176, "total_correct": 6090, "total_train": 502, "infer_ms": 985.999736, "train_ms": 1462.49507, "blocked_train": 1462495070, "duration": 6738978463, "avg_accuracy": 21.108490566037737, "soft_acc": 24.999668613207547, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4477.830010242607, "availability": 40.26962742921988, "score": 450.79538992488204, "zero_downtime": 10.0672734090783, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12835704, "heap_mib": 12.241081237792969, "mobile_score": 1136281.7951583487, "mobile_throughput": 11286887.21350998, "mobile_availability": 101504.24243082131, "mobile_accuracy": 63014.5493167373, "soft_acc_blocks": [ 24.999668613207547 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.709711902251489, "mobile_acc_per_sec": 9350.756893305906 }, "started": "2026-08-18T02:49:04.701614136+10:00", "ended": "2026-08-18T02:49:11.441269836+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplit|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13152, "total_correct": 3584, "total_train": 354, "infer_ms": 991.148561, "train_ms": 1496.645776, "blocked_train": 1496645776, "duration": 7304510210, "avg_accuracy": 31.402439024390244, "soft_acc": 24.999924585365857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1800.5314007220752, "availability": 39.8404541026174, "score": 179.33443059772233, "zero_downtime": 9.960083480121648, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13029552, "heap_mib": 12.425949096679688, "mobile_score": 56233.78585479584, "mobile_throughput": 564591.5113766599, "mobile_availability": 12492.746411814038, "mobile_accuracy": 7839.210802040846, "soft_acc_blocks": [ 24.999924585365857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082011415, "time_to_acc50_sec": 0, "acc_per_sec": 3.4225326362252915, "mobile_acc_per_sec": 1073.2014298931133 }, "started": "2026-08-18T02:49:20.400611763+10:00", "ended": "2026-08-18T02:49:27.705837492+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplit|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12456, "total_correct": 3632, "total_train": 333, "infer_ms": 990.050502, "train_ms": 1452.713756, "blocked_train": 1452713756, "duration": 6713118095, "avg_accuracy": 39.6875, "soft_acc": 25.000469375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1855.4716040638934, "availability": 40.52992419377375, "score": 188.0088384406932, "zero_downtime": 10.132671285775123, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 16837920, "heap_mib": 16.057891845703125, "mobile_score": 117346.1641528502, "mobile_throughput": 1158097.0194660125, "mobile_availability": 25296.848685363395, "mobile_accuracy": 15604.102485333335, "soft_acc_blocks": [ 25.000469375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.104050829, "time_to_acc50_sec": 0, "acc_per_sec": 3.7241217897865684, "mobile_acc_per_sec": 2324.419482051929 }, "started": "2026-08-18T02:49:36.644336861+10:00", "ended": "2026-08-18T02:49:43.35799058+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplit|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13696, "total_correct": 3725, "total_train": 354, "infer_ms": 1005.893048, "train_ms": 1504.688637, "blocked_train": 1504688637, "duration": 7326520234, "avg_accuracy": 27.8125, "soft_acc": 24.9999086, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1869.3731215593064, "availability": 40.066135031969694, "score": 187.24570521102365, "zero_downtime": 10.016497137545004, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 14916104, "heap_mib": 14.225105285644531, "mobile_score": 231534.61390018198, "mobile_throughput": 2311532.7715945416, "mobile_availability": 49542.90991424841, "mobile_accuracy": 30913.09452848302, "soft_acc_blocks": [ 24.9999086 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074451493, "time_to_acc50_sec": 0, "acc_per_sec": 3.4122486257505367, "mobile_acc_per_sec": 4219.341998814853 }, "started": "2026-08-18T02:49:52.493313439+10:00", "ended": "2026-08-18T02:49:59.820535546+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplit|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23968, "total_correct": 6163, "total_train": 492, "infer_ms": 977.50575, "train_ms": 1498.757069, "blocked_train": 1498757069, "duration": 6534405931, "avg_accuracy": 28.846153846153847, "soft_acc": 25.000084487179485, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3667.969246644588, "availability": 39.47504047226903, "score": 361.984309473032, "zero_downtime": 9.868793469415554, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 19480392, "heap_mib": 18.57794952392578, "mobile_score": 878629.7668749861, "mobile_throughput": 8903112.316596286, "mobile_availability": 95816.15749594901, "mobile_accuracy": 60681.686553770174, "soft_acc_blocks": [ 25.000084487179485 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07508441, "time_to_acc50_sec": 0, "acc_per_sec": 3.8259154315124664, "mobile_acc_per_sec": 9286.488656281519 }, "started": "2026-08-18T02:50:09.098155924+10:00", "ended": "2026-08-18T02:50:15.633154457+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplit|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26384, "total_correct": 8708, "total_train": 474, "infer_ms": 890.380835, "train_ms": 1531.493717, "blocked_train": 1531493717, "duration": 6953691473, "avg_accuracy": 27.61627906976744, "soft_acc": 25.00068890697674, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3794.2436909150456, "availability": 36.764118697424585, "score": 348.7396732523389, "zero_downtime": 9.191282944934791, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 11812440, "heap_mib": 11.265220642089844, "mobile_score": 1758077.1712511755, "mobile_throughput": 19127658.04060065, "mobile_availability": 185336.40638110906, "mobile_accuracy": 126034.24216981752, "soft_acc_blocks": [ 25.00068890697674 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084333499, "time_to_acc50_sec": 0, "acc_per_sec": 3.5953117856968717, "mobile_acc_per_sec": 18124.79639903309 }, "started": "2026-08-18T02:50:25.074828167+10:00", "ended": "2026-08-18T02:50:32.02920594+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplit|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12224, "total_correct": 2736, "total_train": 338, "infer_ms": 999.143169, "train_ms": 1499.799765, "blocked_train": 1499799765, "duration": 7390996348, "avg_accuracy": 20.426829268292682, "soft_acc": 25.000501975609755, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1653.9042132401823, "availability": 39.98263247255089, "score": 165.32193019338166, "zero_downtime": 9.995858821200873, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 13059176, "heap_mib": 12.454200744628906, "mobile_score": 773895.5726538186, "mobile_throughput": 7742161.894207756, "mobile_availability": 187164.41440864964, "mobile_accuracy": 117030.9212481115, "soft_acc_blocks": [ 25.000501975609755 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.382561808784397, "mobile_acc_per_sec": 15834.255050035305 }, "started": "2026-08-18T02:50:41.00149544+10:00", "ended": "2026-08-18T02:50:48.393181317+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplit|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18072, "total_correct": 4478, "total_train": 412, "infer_ms": 832.699847, "train_ms": 1609.975357, "blocked_train": 1609975357, "duration": 7297617538, "avg_accuracy": 25.333333333333332, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2476.424655840877, "availability": 34.089667166408915, "score": 211.05123070076067, "zero_downtime": 8.522416791602229, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12008200, "heap_mib": 11.451911926269531, "mobile_score": 1063957.9580926963, "mobile_throughput": 12484228.17270675, "mobile_availability": 171853.87903213652, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07192307, "time_to_acc50_sec": 0, "acc_per_sec": 3.4257755863225947, "mobile_acc_per_sec": 17270.125294249043 }, "started": "2026-08-18T02:50:57.378845266+10:00", "ended": "2026-08-18T02:51:04.677452696+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplit|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28584, "total_correct": 8358, "total_train": 480, "infer_ms": 915.67306, "train_ms": 1517.52102, "blocked_train": 1517521020, "duration": 7343848935, "avg_accuracy": 31.048387096774192, "soft_acc": 25.000187021505376, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3892.2369254862674, "availability": 37.632553339107254, "score": 366.1897736610279, "zero_downtime": 9.40820871574458, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 12838504, "heap_mib": 12.243751525878906, "mobile_score": 3692094.30871525, "mobile_throughput": 39243329.09979508, "mobile_availability": 379428.77163565124, "mobile_accuracy": 252063.42409867328, "soft_acc_blocks": [ 25.000187021505376 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073028536, "time_to_acc50_sec": 0, "acc_per_sec": 3.404234924054218, "mobile_acc_per_sec": 34323.06768966419 }, "started": "2026-08-18T02:51:13.589934258+10:00", "ended": "2026-08-18T02:51:20.934547514+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplit|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11728, "total_correct": 2826, "total_train": 331, "infer_ms": 994.090428, "train_ms": 1499.84777, "blocked_train": 1499847770, "duration": 7263251639, "avg_accuracy": 23.4375, "soft_acc": 25.0000542, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1614.7037969917706, "availability": 39.860267138825066, "score": 160.9066605903017, "zero_downtime": 9.965088388971056, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 12002440, "heap_mib": 11.446418762207031, "mobile_score": 1406023.8544594683, "mobile_throughput": 14109497.07195369, "mobile_availability": 348304.3289613386, "mobile_accuracy": 218453.80694016002, "soft_acc_blocks": [ 25.0000542 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4419920226586, "mobile_acc_per_sec": 30076.585226260533 }, "started": "2026-08-18T02:51:30.038630962+10:00", "ended": "2026-08-18T02:51:37.302571401+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplit|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27976, "total_correct": 6404, "total_train": 449, "infer_ms": 947.785405, "train_ms": 1510.667438, "blocked_train": 1510667438, "duration": 6866123372, "avg_accuracy": 20.295698924731184, "soft_acc": 24.999432129032257, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4074.4971338682785, "availability": 38.55210840015287, "score": 392.6922178094954, "zero_downtime": 9.63780817380716, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13051352, "heap_mib": 12.446739196777344, "mobile_score": 3959304.1825173986, "mobile_throughput": 41080960.640798695, "mobile_availability": 388700.15017114126, "mobile_accuracy": 252055.81292434738, "soft_acc_blocks": [ 24.999432129032257 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.640982075996443, "mobile_acc_per_sec": 36710.061743461985 }, "started": "2026-08-18T02:51:46.129654033+10:00", "ended": "2026-08-18T02:51:52.996456048+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplit|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 29032, "total_correct": 7096, "total_train": 482, "infer_ms": 940.065755, "train_ms": 1498.796523, "blocked_train": 1498796523, "duration": 7282973689, "avg_accuracy": 29.705882352941178, "soft_acc": 25.0016908, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3986.283795566792, "availability": 38.54525790488281, "score": 384.15682199257975, "zero_downtime": 9.636966199441359, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 14951928, "heap_mib": 14.259269714355469, "mobile_score": 7746492.764955602, "mobile_throughput": 80383106.10038932, "mobile_availability": 777262.160632123, "mobile_accuracy": 504157.17177501536, "soft_acc_blocks": [ 25.0016908 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075079523, "time_to_acc50_sec": 0, "acc_per_sec": 3.432895938888514, "mobile_acc_per_sec": 69224.0825387685 }, "started": "2026-08-18T02:52:02.348920273+10:00", "ended": "2026-08-18T02:52:09.632682814+10:00" }, { "cell": { "id": "int|none|MeshTweenSplit|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10840, "total_correct": 2671, "total_train": 313, "infer_ms": 1021.428219, "train_ms": 1519.912901, "blocked_train": 1519912901, "duration": 7173435315, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000432027777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1511.1309329482676, "availability": 40.19248777590314, "score": 151.8429028445113, "zero_downtime": 10.048295586687555, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 16403392, "heap_mib": 15.64349365234375, "mobile_score": 47842.19461931679, "mobile_throughput": 476122.4847197003, "mobile_availability": 12663.725379238404, "mobile_accuracy": 7877.059198905982, "soft_acc_blocks": [ 25.000432027777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071034953, "time_to_acc50_sec": 0, "acc_per_sec": 3.4851407909820646, "mobile_acc_per_sec": 1098.0874369125029 }, "started": "2026-08-18T02:52:19.142843194+10:00", "ended": "2026-08-18T02:52:26.316956476+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplit|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11112, "total_correct": 2763, "total_train": 314, "infer_ms": 1007.513402, "train_ms": 1548.058879, "blocked_train": 1548058879, "duration": 7430816146, "avg_accuracy": 18.928571428571427, "soft_acc": 24.99990737142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1495.3942853210785, "availability": 39.424179448595304, "score": 147.38618553835937, "zero_downtime": 9.856008344094604, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 11796960, "heap_mib": 11.250457763671875, "mobile_score": 46215.79452364555, "mobile_throughput": 468909.85589857516, "mobile_availability": 12362.215427479148, "mobile_accuracy": 7839.205404277238, "soft_acc_blocks": [ 24.99990737142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3643555270689873, "mobile_acc_per_sec": 1054.9588699616897 }, "started": "2026-08-18T02:52:35.027534021+10:00", "ended": "2026-08-18T02:52:42.513492615+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplit|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10360, "total_correct": 2856, "total_train": 315, "infer_ms": 980.212009, "train_ms": 1558.696775, "blocked_train": 1558696775, "duration": 7193489268, "avg_accuracy": 28.37837837837838, "soft_acc": 24.99996362162162, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1440.1912081924022, "availability": 38.607610292154554, "score": 139.00565000789908, "zero_downtime": 9.651888528216084, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 12853776, "heap_mib": 12.258316040039062, "mobile_score": 43587.915210132414, "mobile_throughput": 451599.86134017835, "mobile_availability": 12106.164345007852, "mobile_accuracy": 7839.223042615285, "soft_acc_blocks": [ 24.99996362162162 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072947658, "time_to_acc50_sec": 0, "acc_per_sec": 3.4753598275086244, "mobile_acc_per_sec": 1089.7664194048095 }, "started": "2026-08-18T02:52:51.25527124+10:00", "ended": "2026-08-18T02:52:58.449455454+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplit|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11288, "total_correct": 2712, "total_train": 346, "infer_ms": 984.400658, "train_ms": 1579.473097, "blocked_train": 1579473097, "duration": 7476897475, "avg_accuracy": 20.714285714285715, "soft_acc": 24.999718342857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1509.7171036172326, "availability": 38.3950518655705, "score": 144.9125335949054, "zero_downtime": 9.598654823986543, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12848752, "heap_mib": 12.253524780273438, "mobile_score": 45658.59520036404, "mobile_throughput": 475677.0197243219, "mobile_availability": 12097.39480318283, "mobile_accuracy": 7876.834333257143, "soft_acc_blocks": [ 24.999718342857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3435951778725097, "mobile_acc_per_sec": 1053.4896806589077 }, "started": "2026-08-18T02:53:07.1800297+10:00", "ended": "2026-08-18T02:53:14.667334125+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplit|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11376, "total_correct": 3301, "total_train": 318, "infer_ms": 1038.176221, "train_ms": 1507.720248, "blocked_train": 1507720248, "duration": 7242826565, "avg_accuracy": 25.914634146341463, "soft_acc": 25.000022560975612, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1570.6575185678219, "availability": 40.77841474079203, "score": 160.12245377037533, "zero_downtime": 10.194612885206212, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13213600, "heap_mib": 12.601470947265625, "mobile_score": 25225.44502474836, "mobile_throughput": 247438.96907899223, "mobile_availability": 6424.168722241699, "mobile_accuracy": 3938.465092682927, "soft_acc_blocks": [ 25.000022560975612 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.065728514, "time_to_acc50_sec": 0, "acc_per_sec": 3.4516942158721444, "mobile_acc_per_sec": 543.774596469704 }, "started": "2026-08-18T02:53:23.452675889+10:00", "ended": "2026-08-18T02:53:30.695879693+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplit|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9048, "total_correct": 2348, "total_train": 298, "infer_ms": 902.639225, "train_ms": 1647.717329, "blocked_train": 1647717329, "duration": 7204005156, "avg_accuracy": 28.6231884057971, "soft_acc": 24.9998384057971, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1255.9680072499937, "availability": 35.39266788341, "score": 111.12942806247135, "zero_downtime": 8.848109778352947, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12869144, "heap_mib": 12.272972106933594, "mobile_score": 560229.0921155479, "mobile_throughput": 6331624.563318122, "mobile_availability": 178422.60633901213, "mobile_accuracy": 126029.95459710144, "soft_acc_blocks": [ 24.9998384057971 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061078527, "time_to_acc50_sec": 0, "acc_per_sec": 3.470269366058891, "mobile_acc_per_sec": 17494.428705695034 }, "started": "2026-08-18T02:53:40.241148824+10:00", "ended": "2026-08-18T02:53:47.445702052+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplit|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4048, "total_correct": 946, "total_train": 223, "infer_ms": 757.94148, "train_ms": 1809.676467, "blocked_train": 1809676467, "duration": 6896243811, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999295933333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 586.9862074109317, "availability": 29.519246852343336, "score": 43.31725692488512, "zero_downtime": 7.379603877908495, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 16010160, "heap_mib": 15.268478393554688, "mobile_score": 145581.52563227032, "mobile_throughput": 1972755.2866093754, "mobile_availability": 99208.89034436784, "mobile_accuracy": 84018.14657881709, "soft_acc_blocks": [ 24.999295933333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6250597598445804, "mobile_acc_per_sec": 12183.175201085867 }, "started": "2026-08-18T02:53:56.691042248+10:00", "ended": "2026-08-18T02:54:03.588061109+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplit|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4184, "total_correct": 1068, "total_train": 219, "infer_ms": 767.537202, "train_ms": 1801.36627, "blocked_train": 1801366270, "duration": 6824813624, "avg_accuracy": 19.791666666666668, "soft_acc": 24.99997075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 613.0570343029781, "availability": 29.87800866657087, "score": 45.79225488301564, "zero_downtime": 7.469493427325183, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 12855104, "heap_mib": 12.25958251953125, "mobile_score": 153899.54953914424, "mobile_throughput": 2060374.6564143575, "mobile_availability": 100414.62440884043, "mobile_accuracy": 84020.41451651281, "soft_acc_blocks": [ 24.99997075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6630994086176383, "mobile_acc_per_sec": 12311.019632982849 }, "started": "2026-08-18T02:54:12.937018685+10:00", "ended": "2026-08-18T02:54:19.762434912+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplit|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3928, "total_correct": 1093, "total_train": 228, "infer_ms": 728.431899, "train_ms": 1822.936648, "blocked_train": 1822936648, "duration": 7487685733, "avg_accuracy": 20.535714285714285, "soft_acc": 25.00036657142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 524.5946665053497, "availability": 28.550634123655673, "score": 37.4443249992764, "zero_downtime": 7.137763189381292, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 16434192, "heap_mib": 15.672866821289062, "mobile_score": 119704.94064158917, "mobile_throughput": 1677065.1738582728, "mobile_availability": 91272.89550867796, "mobile_accuracy": 79923.12310366551, "soft_acc_blocks": [ 25.00036657142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3388642983834176, "mobile_acc_per_sec": 10673.941983358813 }, "started": "2026-08-18T02:54:28.611621999+10:00", "ended": "2026-08-18T02:54:36.099950542+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplit|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4352, "total_correct": 987, "total_train": 240, "infer_ms": 765.33603, "train_ms": 1801.27584, "blocked_train": 1801275840, "duration": 6994957379, "avg_accuracy": 27.34375, "soft_acc": 24.999957375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 622.1624756521622, "availability": 29.818923497770623, "score": 46.38045908282094, "zero_downtime": 7.454718164126515, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 17093584, "heap_mib": 16.301712036132812, "mobile_score": 187051.6779354925, "mobile_throughput": 2509171.692574776, "mobile_availability": 120259.25971383973, "mobile_accuracy": 100824.44347864616, "soft_acc_blocks": [ 24.999957375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085212266, "time_to_acc50_sec": 0, "acc_per_sec": 3.5739970982602327, "mobile_acc_per_sec": 14413.875312712777 }, "started": "2026-08-18T02:54:45.162748449+10:00", "ended": "2026-08-18T02:54:52.158472284+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplit|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4360, "total_correct": 1250, "total_train": 247, "infer_ms": 735.733782, "train_ms": 1848.386356, "blocked_train": 1848386356, "duration": 7421434575, "avg_accuracy": 27.30263157894737, "soft_acc": 25.000125605263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 587.4874939526095, "availability": 28.471345862790532, "score": 41.81660917036442, "zero_downtime": 7.1178722272065285, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 16039640, "heap_mib": 15.296592712402344, "mobile_score": 158869.17672979727, "mobile_throughput": 2231975.675575549, "mobile_availability": 108168.00709935305, "mobile_accuracy": 94980.18734298703, "soft_acc_blocks": [ 25.000125605263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.062134466, "time_to_acc50_sec": 0, "acc_per_sec": 3.368637876223972, "mobile_acc_per_sec": 12798.089962679087 }, "started": "2026-08-18T02:55:01.435835174+10:00", "ended": "2026-08-18T02:55:08.857713654+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplit|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6032, "total_correct": 1180, "total_train": 283, "infer_ms": 825.809337, "train_ms": 1765.626757, "blocked_train": 1765626757, "duration": 7248261375, "avg_accuracy": 22.36842105263158, "soft_acc": 24.99989663157895, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 832.1995700658629, "availability": 31.86686096222908, "score": 66.29869585149541, "zero_downtime": 7.966682300286254, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 12873880, "heap_mib": 12.277488708496094, "mobile_score": 445636.033981908, "mobile_throughput": 5593746.771675527, "mobile_availability": 214197.60000211743, "mobile_accuracy": 168040.33083560594, "soft_acc_blocks": [ 24.99989663157895 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.449088731513762, "mobile_acc_per_sec": 23183.536318819068 }, "started": "2026-08-18T02:55:17.747598849+10:00", "ended": "2026-08-18T02:55:24.996605014+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplit|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6008, "total_correct": 1397, "total_train": 265, "infer_ms": 837.041434, "train_ms": 1710.499369, "blocked_train": 1710499369, "duration": 7518451657, "avg_accuracy": 27.63157894736842, "soft_acc": 24.999978157894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 799.1007023908035, "availability": 32.85684111572599, "score": 65.63975468633183, "zero_downtime": 8.214203102305676, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 13089424, "heap_mib": 12.483047485351562, "mobile_score": 400164.3686626458, "mobile_throughput": 4871615.221570577, "mobile_availability": 200307.52924281103, "mobile_accuracy": 152409.16916798044, "soft_acc_blocks": [ 24.999978157894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085516018, "time_to_acc50_sec": 0, "acc_per_sec": 3.3251498178642525, "mobile_acc_per_sec": 20271.35055474899 }, "started": "2026-08-18T02:55:33.873520391+10:00", "ended": "2026-08-18T02:55:41.440158272+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplit|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11368, "total_correct": 2800, "total_train": 360, "infer_ms": 991.19924, "train_ms": 1537.900427, "blocked_train": 1537900427, "duration": 7525786088, "avg_accuracy": 23.355263157894736, "soft_acc": 25.00000197368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1510.5398781034287, "availability": 39.19178247236707, "score": 148.0018874805222, "zero_downtime": 9.797946391613792, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12889552, "heap_mib": 12.292434692382812, "mobile_score": 31906.091111590475, "mobile_throughput": 325640.5968795602, "mobile_availability": 8448.923210885028, "mobile_accuracy": 5389.47410969529, "soft_acc_blocks": [ 25.00000197368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3219123798306143, "mobile_acc_per_sec": 716.1343740940104 }, "started": "2026-08-18T02:55:50.056840382+10:00", "ended": "2026-08-18T02:55:57.603885371+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplit|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19232, "total_correct": 5610, "total_train": 449, "infer_ms": 1016.950486, "train_ms": 1541.954655, "blocked_train": 1541954655, "duration": 7214415282, "avg_accuracy": 27.11864406779661, "soft_acc": 24.999995033898305, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2665.773905195606, "availability": 39.74162502962434, "score": 264.85541477313535, "zero_downtime": 9.93540428379657, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13091504, "heap_mib": 12.485031127929688, "mobile_score": 114194.50304323815, "mobile_throughput": 1149369.4648085476, "mobile_availability": 17134.91538119382, "mobile_accuracy": 10778.9452272471, "soft_acc_blocks": [ 24.999995033898305 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073708291, "time_to_acc50_sec": 0, "acc_per_sec": 3.465283610201011, "mobile_acc_per_sec": 1494.0843860403518 }, "started": "2026-08-18T02:56:06.938736466+10:00", "ended": "2026-08-18T02:56:14.160873395+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplit|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9224, "total_correct": 2576, "total_train": 306, "infer_ms": 981.748007, "train_ms": 1592.669052, "blocked_train": 1592669052, "duration": 7280753196, "avg_accuracy": 38.75, "soft_acc": 25.0000325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1266.9018921102295, "availability": 38.13476932837556, "score": 120.78268556055248, "zero_downtime": 9.533704725893921, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12997456, "heap_mib": 12.395339965820312, "mobile_score": 104152.81685389957, "mobile_throughput": 1092469.5052807368, "mobile_availability": 32884.213719795014, "mobile_accuracy": 21557.922762105263, "soft_acc_blocks": [ 25.0000325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076955835, "time_to_acc50_sec": 0, "acc_per_sec": 3.4337151427869936, "mobile_acc_per_sec": 2960.9467841801106 }, "started": "2026-08-18T02:56:23.62061581+10:00", "ended": "2026-08-18T02:56:30.902106817+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplit|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12024, "total_correct": 2905, "total_train": 350, "infer_ms": 973.513703, "train_ms": 1508.679349, "blocked_train": 1508679349, "duration": 7173513081, "avg_accuracy": 17.857142857142858, "soft_acc": 24.999990571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1676.1661774684926, "availability": 39.219902828089936, "score": 164.34762452755703, "zero_downtime": 9.804972009145933, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 12891160, "heap_mib": 12.293968200683594, "mobile_score": 141719.55159260496, "mobile_throughput": 1445384.5606128306, "mobile_availability": 33819.94147028555, "mobile_accuracy": 21557.886606436092, "soft_acc_blocks": [ 24.999990571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.485041469798718, "mobile_acc_per_sec": 3005.20628637801 }, "started": "2026-08-18T02:56:40.097447113+10:00", "ended": "2026-08-18T02:56:47.271703161+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplit|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8696, "total_correct": 2527, "total_train": 298, "infer_ms": 975.038796, "train_ms": 1611.982214, "blocked_train": 1611982214, "duration": 7289310601, "avg_accuracy": 35.88709677419355, "soft_acc": 25.000011612903226, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1192.9797584434143, "availability": 37.68963577145436, "score": 112.40748366118967, "zero_downtime": 9.42241331972452, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13103760, "heap_mib": 12.496719360351562, "mobile_score": 193861.49603209808, "mobile_throughput": 2057450.5644565157, "mobile_availability": 65000.73605047455, "mobile_accuracy": 43115.80950166384, "soft_acc_blocks": [ 25.000011612903226 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074122928, "time_to_acc50_sec": 0, "acc_per_sec": 3.429681211481583, "mobile_acc_per_sec": 5914.936523043606 }, "started": "2026-08-18T02:56:56.954630002+10:00", "ended": "2026-08-18T02:57:04.244635705+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplit|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8824, "total_correct": 2231, "total_train": 315, "infer_ms": 941.737239, "train_ms": 1622.640636, "blocked_train": 1622640636, "duration": 6869979641, "avg_accuracy": 26.25, "soft_acc": 25.000014099999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1284.4288427491715, "availability": 36.723809239697175, "score": 117.92286601617285, "zero_downtime": 9.180957487981395, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 12895376, "heap_mib": 12.297988891601562, "mobile_score": 203373.49861147115, "mobile_throughput": 2215166.5431160447, "mobile_availability": 63335.041114020896, "mobile_accuracy": 43115.81379098947, "soft_acc_blocks": [ 25.000014099999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081118638, "time_to_acc50_sec": 0, "acc_per_sec": 3.639023025745237, "mobile_acc_per_sec": 6275.974026716838 }, "started": "2026-08-18T02:57:13.671658575+10:00", "ended": "2026-08-18T02:57:20.581250246+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplit|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7088, "total_correct": 1877, "total_train": 285, "infer_ms": 990.467015, "train_ms": 1661.563526, "blocked_train": 1661563526, "duration": 6922372998, "avg_accuracy": 19.71153846153846, "soft_acc": 25.00000073076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1023.9263330721781, "availability": 37.34749655735582, "score": 95.60271579303868, "zero_downtime": 9.336874412262967, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12903104, "heap_mib": 12.30535888671875, "mobile_score": 20609.932836225602, "mobile_throughput": 220736.96106650744, "mobile_availability": 8051.333994680496, "mobile_accuracy": 5389.473841748988, "soft_acc_blocks": [ 25.00000073076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6114784248107097, "mobile_acc_per_sec": 778.5587172644562 }, "started": "2026-08-18T02:57:30.053096619+10:00", "ended": "2026-08-18T02:57:36.975919512+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplit|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6976, "total_correct": 1914, "total_train": 284, "infer_ms": 953.722751, "train_ms": 1676.951266, "blocked_train": 1676951266, "duration": 7057719779, "avg_accuracy": 31, "soft_acc": 25.0000052, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 988.4212207966723, "availability": 36.253931305697, "score": 89.58540623339994, "zero_downtime": 9.063484711628679, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 12888112, "heap_mib": 12.291061401367188, "mobile_score": 38625.455150737485, "mobile_throughput": 426165.6126719126, "mobile_availability": 15631.168697698413, "mobile_accuracy": 10778.949610442105, "soft_acc_blocks": [ 25.0000052 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07380142, "time_to_acc50_sec": 0, "acc_per_sec": 3.5422212814947183, "mobile_acc_per_sec": 1527.2566704213016 }, "started": "2026-08-18T02:57:45.725105162+10:00", "ended": "2026-08-18T02:57:52.783445095+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplit|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6816, "total_correct": 1785, "total_train": 276, "infer_ms": 950.709932, "train_ms": 1674.116013, "blocked_train": 1674116013, "duration": 7282642629, "avg_accuracy": 26.20967741935484, "soft_acc": 25.000013967741936, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 935.9239972668993, "availability": 36.21992284139815, "score": 84.74778476543109, "zero_downtime": 9.05498576945489, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 16250304, "heap_mib": 15.49749755859375, "mobile_score": 73079.35292614858, "mobile_throughput": 807062.0405905725, "mobile_availability": 31233.011359656175, "mobile_accuracy": 21557.90678144652, "soft_acc_blocks": [ 25.000013967741936 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063896551, "time_to_acc50_sec": 0, "acc_per_sec": 3.4328217436058317, "mobile_acc_per_sec": 2960.176391959892 }, "started": "2026-08-18T02:58:02.089887471+10:00", "ended": "2026-08-18T02:58:09.373035359+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplit|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16912, "total_correct": 3790, "total_train": 420, "infer_ms": 979.34197, "train_ms": 1573.764986, "blocked_train": 1573764986, "duration": 7568706260, "avg_accuracy": 21.75925925925926, "soft_acc": 24.999982907407407, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2234.4637800754076, "availability": 38.35883051035016, "score": 214.2783970505384, "zero_downtime": 9.589701071068918, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13089432, "heap_mib": 12.483055114746094, "mobile_score": 369551.29023958114, "mobile_throughput": 3853626.7971321554, "mobile_availability": 66154.85042963969, "mobile_accuracy": 43115.75999525926, "soft_acc_blocks": [ 24.999982907407407 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3030721564040997, "mobile_acc_per_sec": 5696.582548476292 }, "started": "2026-08-18T02:58:18.910086684+10:00", "ended": "2026-08-18T02:58:26.479636483+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplit|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7592, "total_correct": 1756, "total_train": 290, "infer_ms": 966.578251, "train_ms": 1640.828063, "blocked_train": 1640828063, "duration": 6812496626, "avg_accuracy": 18.26923076923077, "soft_acc": 24.99995961538462, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1114.422570284294, "availability": 37.070488239985146, "score": 103.28030512755936, "zero_downtime": 9.26760708922219, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12890544, "heap_mib": 12.293380737304688, "mobile_score": 22137.62249170803, "mobile_throughput": 238870.9650569141, "mobile_availability": 7945.875772021804, "mobile_accuracy": 5358.617672457388, "soft_acc_blocks": [ 24.99995961538462 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.66972066011334, "mobile_acc_per_sec": 786.5864699302955 }, "started": "2026-08-18T02:58:35.934443045+10:00", "ended": "2026-08-18T02:58:42.747764721+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplit|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7136, "total_correct": 1463, "total_train": 284, "infer_ms": 953.030334, "train_ms": 1690.006308, "blocked_train": 1690006308, "duration": 7036006402, "avg_accuracy": 22.115384615384617, "soft_acc": 24.999990038461537, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1014.2116979841827, "availability": 36.05815821300293, "score": 91.42647823853032, "zero_downtime": 9.014535961303434, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 12921600, "heap_mib": 12.322998046875, "mobile_score": 38970.57351440861, "mobile_throughput": 432308.14854693593, "mobile_availability": 15369.804596080392, "mobile_accuracy": 10656.255916491806, "soft_acc_blocks": [ 24.999990038461537 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5531505530403207, "mobile_acc_per_sec": 1514.5318676035802 }, "started": "2026-08-18T02:58:51.487279727+10:00", "ended": "2026-08-18T02:58:58.524106336+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplit|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7888, "total_correct": 2395, "total_train": 285, "infer_ms": 1004.855432, "train_ms": 1639.407673, "blocked_train": 1639407673, "duration": 7049576729, "avg_accuracy": 30, "soft_acc": 24.99999776, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1118.9324271840264, "availability": 38.00134071756827, "score": 106.30232148870074, "zero_downtime": 9.500334328162035, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 12941024, "heap_mib": 12.341522216796875, "mobile_score": 89602.94457985199, "mobile_throughput": 943155.6983656895, "mobile_availability": 32031.586691531244, "mobile_accuracy": 21072.666922178265, "soft_acc_blocks": [ 24.99999776 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068642894, "time_to_acc50_sec": 0, "acc_per_sec": 3.5463118880821534, "mobile_acc_per_sec": 2989.2102366218905 }, "started": "2026-08-18T02:59:08.071507425+10:00", "ended": "2026-08-18T02:59:15.141669935+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplit|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13904, "total_correct": 4113, "total_train": 367, "infer_ms": 1007.668372, "train_ms": 1495.183404, "blocked_train": 1495183404, "duration": 6756755454, "avg_accuracy": 19.476744186046513, "soft_acc": 24.99999376744186, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2057.7923967588363, "availability": 40.26080895651089, "score": 207.12091475943186, "zero_downtime": 10.065199729849397, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 16280448, "heap_mib": 15.5262451171875, "mobile_score": 341481.16401695914, "mobile_throughput": 3392691.3839996755, "mobile_availability": 66378.17297544397, "mobile_accuracy": 41217.59978724704, "soft_acc_blocks": [ 24.99999376744186 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.699999790970955, "mobile_acc_per_sec": 6100.205944681069 }, "started": "2026-08-18T02:59:25.180003411+10:00", "ended": "2026-08-18T02:59:32.043767077+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplit|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13792, "total_correct": 3123, "total_train": 374, "infer_ms": 896.497274, "train_ms": 1533.906036, "blocked_train": 1533906036, "duration": 6972864834, "avg_accuracy": 20.75, "soft_acc": 24.99999766, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1977.9531553156735, "availability": 36.886769792952585, "score": 182.40073968072275, "zero_downtime": 9.221691585087733, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 11860952, "heap_mib": 11.311485290527344, "mobile_score": 629148.1513534656, "mobile_throughput": 6822480.946671999, "mobile_availability": 127232.17606057582, "mobile_accuracy": 86231.57087609262, "soft_acc_blocks": [ 24.99999766 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5853265845766713, "mobile_acc_per_sec": 12366.73489720088 }, "started": "2026-08-18T02:59:40.814706505+10:00", "ended": "2026-08-18T02:59:47.788232274+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplit|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6824, "total_correct": 1569, "total_train": 296, "infer_ms": 923.839908, "train_ms": 1674.744109, "blocked_train": 1674744109, "duration": 7417176805, "avg_accuracy": 17.934782608695652, "soft_acc": 24.99999656521739, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 920.0266057295366, "availability": 35.55166590559384, "score": 81.77118504323369, "zero_downtime": 8.887915255276022, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 14167928, "heap_mib": 13.511589050292969, "mobile_score": 258262.95821654762, "mobile_throughput": 2905776.5606308873, "mobile_availability": 112285.01092959027, "mobile_accuracy": 78959.02529629334, "soft_acc_blocks": [ 24.99999656521739 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.370554217928932, "mobile_acc_per_sec": 10645.428492828458 }, "started": "2026-08-18T02:59:57.261797077+10:00", "ended": "2026-08-18T03:00:04.679784557+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplit|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11704, "total_correct": 2868, "total_train": 313, "infer_ms": 898.059878, "train_ms": 1547.519463, "blocked_train": 1547519463, "duration": 6957427462, "avg_accuracy": 23.61111111111111, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1682.2309774589498, "availability": 36.72176416213846, "score": 154.43622305122804, "zero_downtime": 9.180441040534616, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12065152, "heap_mib": 11.5062255859375, "mobile_score": 532691.1744150148, "mobile_throughput": 5802457.333618407, "mobile_availability": 126663.02821736349, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5932821630616663, "mobile_acc_per_sec": 12394.175780968913 }, "started": "2026-08-18T03:00:14.480966703+10:00", "ended": "2026-08-18T03:00:21.464591337+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplit|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14840, "total_correct": 4227, "total_train": 402, "infer_ms": 918.741376, "train_ms": 1536.098405, "blocked_train": 1536098405, "duration": 7046763004, "avg_accuracy": 41.74107142857143, "soft_acc": 25.000030946428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2105.931474008176, "availability": 37.42571646063772, "score": 197.0402294867607, "zero_downtime": 9.356440697082043, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 12065336, "heap_mib": 11.506401062011719, "mobile_score": 1359287.2083836156, "mobile_throughput": 14527823.692694718, "mobile_availability": 258182.28989098463, "mobile_accuracy": 172463.37137948873, "soft_acc_blocks": [ 25.000030946428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077023031, "time_to_acc50_sec": 0, "acc_per_sec": 3.547732615988028, "mobile_acc_per_sec": 24474.126812778042 }, "started": "2026-08-18T03:00:31.247540152+10:00", "ended": "2026-08-18T03:00:38.295197685+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplit|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6248, "total_correct": 1694, "total_train": 277, "infer_ms": 890.500205, "train_ms": 1653.829254, "blocked_train": 1653829254, "duration": 7503707188, "avg_accuracy": 30.357142857142858, "soft_acc": 25.000015333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 832.6550921379051, "availability": 34.99940630133623, "score": 72.85612938159301, "zero_downtime": 8.749856941909691, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 9756536, "heap_mib": 9.304557800292969, "mobile_score": 424417.71512462926, "mobile_throughput": 4850567.477186644, "mobile_availability": 203886.31923238855, "mobile_accuracy": 145635.6448786963, "soft_acc_blocks": [ 25.000015333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11543085, "time_to_acc50_sec": 0, "acc_per_sec": 3.3316885516686465, "mobile_acc_per_sec": 19408.492526413906 }, "started": "2026-08-18T03:00:47.897161449+10:00", "ended": "2026-08-18T03:00:55.403762432+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplit|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15712, "total_correct": 4288, "total_train": 373, "infer_ms": 961.434525, "train_ms": 1526.418966, "blocked_train": 1526418966, "duration": 7082617369, "avg_accuracy": 26.15740740740741, "soft_acc": 25.000012259259258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2218.388934685369, "availability": 38.6451424281238, "score": 214.32499595330088, "zero_downtime": 9.66129034463915, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 12918472, "heap_mib": 12.320014953613281, "mobile_score": 1478526.6247153187, "mobile_throughput": 15303614.444583192, "mobile_availability": 266594.5320178443, "mobile_accuracy": 172463.24246555945, "soft_acc_blocks": [ 25.000012259259258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080303232, "time_to_acc50_sec": 0, "acc_per_sec": 3.5297702751361575, "mobile_acc_per_sec": 24350.213131718232 }, "started": "2026-08-18T03:01:05.198611905+10:00", "ended": "2026-08-18T03:01:12.281859481+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplit|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15096, "total_correct": 4186, "total_train": 368, "infer_ms": 966.313888, "train_ms": 1530.914266, "blocked_train": 1530914266, "duration": 6986731142, "avg_accuracy": 28.720238095238095, "soft_acc": 24.999932273809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2160.6670835309496, "availability": 38.69545866092298, "score": 209.01944328181307, "zero_downtime": 9.673838458270707, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 16071240, "heap_mib": 15.326728820800781, "mobile_score": 2883852.2599825053, "mobile_throughput": 29810837.470796697, "mobile_availability": 533883.2797478418, "mobile_accuracy": 344925.38136765914, "soft_acc_blocks": [ 24.999932273809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060571877, "time_to_acc50_sec": 0, "acc_per_sec": 3.5782015603155326, "mobile_acc_per_sec": 49368.63525407131 }, "started": "2026-08-18T03:01:21.499712408+10:00", "ended": "2026-08-18T03:01:28.486865632+10:00" }, { "cell": { "id": "int|none|MeshTweenSplit|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5896, "total_correct": 1233, "total_train": 276, "infer_ms": 925.231254, "train_ms": 1704.269263, "blocked_train": 1704269263, "duration": 7473290929, "avg_accuracy": 15.476190476190476, "soft_acc": 24.99999323809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 788.9429243441674, "availability": 35.18657813597228, "score": 69.4004858594622, "zero_downtime": 8.796642154710169, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 12938024, "heap_mib": 12.338661193847656, "mobile_score": 14961.28368843985, "mobile_throughput": 170079.48516387946, "mobile_availability": 7585.485476049604, "mobile_accuracy": 5389.472226486216, "soft_acc_blocks": [ 24.99999323809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.345245551873689, "mobile_acc_per_sec": 721.1645147618227 }, "started": "2026-08-18T03:01:37.787138189+10:00", "ended": "2026-08-18T03:01:45.261052346+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplit|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6056, "total_correct": 1329, "total_train": 286, "infer_ms": 881.346696, "train_ms": 1717.164128, "blocked_train": 1717164128, "duration": 7021527322, "avg_accuracy": 21.710526315789473, "soft_acc": 24.999992631578948, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 862.4904130224219, "availability": 33.91737636263931, "score": 73.13350831397862, "zero_downtime": 8.479341591484728, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 16075352, "heap_mib": 15.330650329589844, "mobile_score": 15675.805726459208, "mobile_throughput": 184870.55341892867, "mobile_availability": 7270.021839090531, "mobile_accuracy": 5358.624749315316, "soft_acc_blocks": [ 24.999992631578948 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.560477868290626, "mobile_acc_per_sec": 763.1708179110203 }, "started": "2026-08-18T03:01:54.724338495+10:00", "ended": "2026-08-18T03:02:01.746840868+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplit|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5424, "total_correct": 1251, "total_train": 283, "infer_ms": 851.069089, "train_ms": 1726.543999, "blocked_train": 1726543999, "duration": 7201523255, "avg_accuracy": 21.875, "soft_acc": 25.0000107, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 753.1739894381553, "availability": 33.01772065645253, "score": 62.17024758129193, "zero_downtime": 8.254433697009244, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 17112240, "heap_mib": 16.319503784179688, "mobile_score": 13325.885022036135, "mobile_throughput": 161439.11879581012, "mobile_availability": 7077.185088933027, "mobile_accuracy": 5358.628622191987, "soft_acc_blocks": [ 25.0000107 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4714892689741097, "mobile_acc_per_sec": 744.0965518609559 }, "started": "2026-08-18T03:02:11.165544053+10:00", "ended": "2026-08-18T03:02:18.367705275+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplit|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5848, "total_correct": 1362, "total_train": 292, "infer_ms": 880.811034, "train_ms": 1729.42609, "blocked_train": 1729426090, "duration": 6808079233, "avg_accuracy": 30.625, "soft_acc": 25.000006550000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 858.9794272154882, "availability": 33.744483437972896, "score": 72.46456162379138, "zero_downtime": 8.43612306975689, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 17129992, "heap_mib": 16.33643341064453, "mobile_score": 15621.833916371026, "mobile_throughput": 185177.8807302442, "mobile_availability": 7274.600219049315, "mobile_accuracy": 5389.475096252632, "soft_acc_blocks": [ 25.000006550000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074226583, "time_to_acc50_sec": 0, "acc_per_sec": 3.6721086365770272, "mobile_acc_per_sec": 791.6293144957633 }, "started": "2026-08-18T03:02:27.991161737+10:00", "ended": "2026-08-18T03:02:34.813245206+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplit|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5840, "total_correct": 1471, "total_train": 297, "infer_ms": 877.72755, "train_ms": 1721.836375, "blocked_train": 1721836375, "duration": 6872785872, "avg_accuracy": 25.568181818181817, "soft_acc": 25.000009136363634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 849.7282046560464, "availability": 33.76441492970787, "score": 71.72646541145942, "zero_downtime": 8.441106817266695, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 12931992, "heap_mib": 12.332908630371094, "mobile_score": 7731.357955929941, "mobile_throughput": 91591.75595450436, "mobile_availability": 3639.448514528511, "mobile_accuracy": 2694.7378269090905, "soft_acc_blocks": [ 25.000009136363634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073470648, "time_to_acc50_sec": 0, "acc_per_sec": 3.637536452025176, "mobile_acc_per_sec": 392.0881396709242 }, "started": "2026-08-18T03:02:44.466461325+10:00", "ended": "2026-08-18T03:02:51.340017091+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplit|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5168, "total_correct": 1381, "total_train": 252, "infer_ms": 819.119084, "train_ms": 1742.901969, "blocked_train": 1742901969, "duration": 7567644829, "avg_accuracy": 23.68421052631579, "soft_acc": 24.999991210526318, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 682.9073135403618, "availability": 31.971598478507897, "score": 54.584076875753325, "zero_downtime": 7.99289680949174, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 12923112, "heap_mib": 12.324440002441406, "mobile_score": 188274.84537522998, "mobile_throughput": 2355527.0368516394, "mobile_availability": 110278.4567309207, "mobile_accuracy": 86231.54863016067, "soft_acc_blocks": [ 24.999991210526318 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.303536539495585, "mobile_acc_per_sec": 11394.766876441192 }, "started": "2026-08-18T03:03:01.227386778+10:00", "ended": "2026-08-18T03:03:08.79628853+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplit|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2752, "total_correct": 577, "total_train": 173, "infer_ms": 808.632396, "train_ms": 1851.357565, "blocked_train": 1851357565, "duration": 7758144071, "avg_accuracy": 30, "soft_acc": 25.0000046, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 354.7240132194756, "availability": 30.399828866121045, "score": 26.958878201871972, "zero_downtime": 7.5999586149223886, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 13154240, "heap_mib": 12.54486083984375, "mobile_score": 61992.176906592336, "mobile_throughput": 815690.9800123351, "mobile_availability": 69904.67314281083, "mobile_accuracy": 57487.72987598597, "soft_acc_blocks": [ 25.0000046 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085598951, "time_to_acc50_sec": 0, "acc_per_sec": 3.2224207711545603, "mobile_acc_per_sec": 7409.984830118781 }, "started": "2026-08-18T03:03:18.484950221+10:00", "ended": "2026-08-18T03:03:26.245860847+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplit|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2856, "total_correct": 921, "total_train": 170, "infer_ms": 835.301328, "train_ms": 1857.324392, "blocked_train": 1857324392, "duration": 7687993656, "avg_accuracy": 34.72222222222222, "soft_acc": 25.00000222222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 371.4883398441764, "availability": 31.02181345872311, "score": 28.810607512784596, "zero_downtime": 7.75545405405441, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 12952064, "heap_mib": 12.35205078125, "mobile_score": 66250.24470027548, "mobile_throughput": 854240.6961413313, "mobile_availability": 71334.93216950448, "mobile_accuracy": 57487.72440826511, "soft_acc_blocks": [ 25.00000222222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071797267, "time_to_acc50_sec": 0, "acc_per_sec": 3.251823992168786, "mobile_acc_per_sec": 7477.597794763985 }, "started": "2026-08-18T03:03:35.917456427+10:00", "ended": "2026-08-18T03:03:43.606211487+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplit|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2872, "total_correct": 638, "total_train": 171, "infer_ms": 816.982517, "train_ms": 1858.454403, "blocked_train": 1858454403, "duration": 7543026969, "avg_accuracy": 28.75, "soft_acc": 24.9999938, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 380.7490032586678, "availability": 30.536414852195435, "score": 29.066766586606576, "zero_downtime": 7.6341018197911374, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 13301640, "heap_mib": 12.685432434082031, "mobile_score": 62972.5492568545, "mobile_throughput": 824884.8488449604, "mobile_availability": 66156.51185961918, "mobile_accuracy": 54161.97003890247, "soft_acc_blocks": [ 24.9999938 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074806375, "time_to_acc50_sec": 0, "acc_per_sec": 3.314318496108243, "mobile_acc_per_sec": 7180.40254416363 }, "started": "2026-08-18T03:03:53.469820793+10:00", "ended": "2026-08-18T03:04:01.013875363+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplit|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3032, "total_correct": 790, "total_train": 179, "infer_ms": 832.679632, "train_ms": 1843.844341, "blocked_train": 1843844341, "duration": 7521106534, "avg_accuracy": 19.318181818181817, "soft_acc": 24.99999436363636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 403.1321702855166, "availability": 31.110486601272076, "score": 31.35408788660001, "zero_downtime": 7.777619896817864, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 12969168, "heap_mib": 12.368362426757812, "mobile_score": 86518.80015731446, "mobile_throughput": 1112407.1541823838, "mobile_availability": 85846.6042063565, "mobile_accuracy": 68985.24760485358, "soft_acc_blocks": [ 24.99999436363636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3239782272224305, "mobile_acc_per_sec": 9172.220509442071 }, "started": "2026-08-18T03:04:10.784451661+10:00", "ended": "2026-08-18T03:04:18.306450536+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplit|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3000, "total_correct": 774, "total_train": 182, "infer_ms": 818.28681, "train_ms": 1836.803365, "blocked_train": 1836803365, "duration": 7361116286, "avg_accuracy": 20, "soft_acc": 25.0000021, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 407.5468833043239, "availability": 30.819548718340613, "score": 31.401030200200033, "zero_downtime": 7.704887826795677, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 12107024, "heap_mib": 11.546157836914062, "mobile_score": 80701.87902746312, "mobile_throughput": 1047411.4723228302, "mobile_availability": 79207.44881588903, "mobile_accuracy": 64250.98578923922, "soft_acc_blocks": [ 25.0000021 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.396224312818851, "mobile_acc_per_sec": 8728.429669211617 }, "started": "2026-08-18T03:04:28.303821098+10:00", "ended": "2026-08-18T03:04:35.665462852+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplit|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3568, "total_correct": 1144, "total_train": 214, "infer_ms": 819.238427, "train_ms": 1821.856081, "blocked_train": 1821856081, "duration": 7112950995, "avg_accuracy": 30.76923076923077, "soft_acc": 24.999993, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 501.62021396015535, "availability": 31.018898586116023, "score": 38.89925547214512, "zero_downtime": 7.754722475206105, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 12954248, "heap_mib": 12.354133605957031, "mobile_score": 178898.35835947387, "mobile_throughput": 2306960.164357385, "mobile_availability": 142656.45878875087, "mobile_accuracy": 114975.40640336843, "soft_acc_blocks": [ 24.999993 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084234165, "time_to_acc50_sec": 0, "acc_per_sec": 3.5147146406004444, "mobile_acc_per_sec": 16164.234293781805 }, "started": "2026-08-18T03:04:45.468395188+10:00", "ended": "2026-08-18T03:04:52.582033786+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplit|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplit", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3992, "total_correct": 962, "total_train": 226, "infer_ms": 817.220725, "train_ms": 1832.88183, "blocked_train": 1832881830, "duration": 7385747477, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000011833333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 540.5004723532061, "availability": 30.837324520069373, "score": 41.66899089632952, "zero_downtime": 7.709334779100744, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 12944184, "heap_mib": 12.344535827636719, "mobile_score": 170676.1867113657, "mobile_throughput": 2213889.934758732, "mobile_availability": 126309.68123420415, "mobile_accuracy": 102400.04846933333, "soft_acc_blocks": [ 25.000011833333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073668463, "time_to_acc50_sec": 0, "acc_per_sec": 3.3848993498878777, "mobile_acc_per_sec": 13864.547737140747 }, "started": "2026-08-18T03:05:02.465639238+10:00", "ended": "2026-08-18T03:05:09.852349785+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplit|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10912, "total_correct": 2510, "total_train": 345, "infer_ms": 1040.507646, "train_ms": 1566.006828, "blocked_train": 1566006828, "duration": 7699615628, "avg_accuracy": 28.03030303030303, "soft_acc": 25.000027363636363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1417.2136022372363, "availability": 39.919503857702345, "score": 141.43631446254963, "zero_downtime": 9.97988688785346, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13172920, "heap_mib": 12.562675476074219, "mobile_score": 27586.816382790632, "mobile_throughput": 276424.13879827235, "mobile_availability": 7786.204181007086, "mobile_accuracy": 4876.195813402597, "soft_acc_blocks": [ 25.000027363636363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079510896, "time_to_acc50_sec": 0, "acc_per_sec": 3.2469188816026913, "mobile_acc_per_sec": 633.303797097363 }, "started": "2026-08-18T03:05:19.47042083+10:00", "ended": "2026-08-18T03:05:27.17062755+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplit|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17432, "total_correct": 4045, "total_train": 407, "infer_ms": 1027.102174, "train_ms": 1565.332096, "blocked_train": 1565332096, "duration": 7564744583, "avg_accuracy": 37.264150943396224, "soft_acc": 24.99999820754717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2304.3739030098063, "availability": 39.61921757807962, "score": 228.24371124684052, "zero_downtime": 9.904803684364119, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 12956464, "heap_mib": 12.356246948242188, "mobile_score": 89036.78488257702, "mobile_throughput": 898925.2863550636, "mobile_availability": 15455.268114268012, "mobile_accuracy": 9752.380253153638, "soft_acc_blocks": [ 24.99999820754717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080966882, "time_to_acc50_sec": 0, "acc_per_sec": 3.304804006698235, "mobile_acc_per_sec": 1289.1883058510448 }, "started": "2026-08-18T03:05:36.382427815+10:00", "ended": "2026-08-18T03:05:43.94791375+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplit|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7792, "total_correct": 1963, "total_train": 302, "infer_ms": 934.918211, "train_ms": 1645.797125, "blocked_train": 1645797125, "duration": 7543621847, "avg_accuracy": 22.767857142857142, "soft_acc": 24.99999657142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1032.9255837630271, "availability": 36.22709556370846, "score": 93.54972175327845, "zero_downtime": 9.056772648855267, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12955952, "heap_mib": 12.355758666992188, "mobile_score": 72986.60196217686, "mobile_throughput": 805878.7030654018, "mobile_availability": 28264.03493884759, "mobile_accuracy": 19504.75922982313, "soft_acc_blocks": [ 24.99999657142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3140575016191653, "mobile_acc_per_sec": 2585.5961003108764 }, "started": "2026-08-18T03:05:53.248681585+10:00", "ended": "2026-08-18T03:06:00.792907753+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplit|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10200, "total_correct": 2407, "total_train": 313, "infer_ms": 976.029051, "train_ms": 1547.097302, "blocked_train": 1547097302, "duration": 7922234526, "avg_accuracy": 21.691176470588236, "soft_acc": 24.999995529411766, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1287.5155319530866, "availability": 38.683320390970536, "score": 124.51341731129757, "zero_downtime": 9.670828368370664, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 16110616, "heap_mib": 15.364280700683594, "mobile_score": 97144.18234420473, "mobile_throughput": 1004507.3559771129, "mobile_availability": 30180.35815646006, "mobile_accuracy": 19504.758416851542, "soft_acc_blocks": [ 24.999995529411766 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1556747591054295, "mobile_acc_per_sec": 2462.0273930087315 }, "started": "2026-08-18T03:06:10.059725285+10:00", "ended": "2026-08-18T03:06:17.982760486+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplit|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7544, "total_correct": 2040, "total_train": 291, "infer_ms": 956.332215, "train_ms": 1712.104715, "blocked_train": 1712104715, "duration": 7400828497, "avg_accuracy": 35.18518518518518, "soft_acc": 25.000025851851856, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1019.3453345200522, "availability": 35.838666608470305, "score": 91.33003844883679, "zero_downtime": 8.959675917076574, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13146576, "heap_mib": 12.537551879882812, "mobile_score": 142509.65237578494, "mobile_throughput": 1590567.0438834797, "mobile_availability": 55921.97273458833, "mobile_accuracy": 39009.56414826103, "soft_acc_blocks": [ 25.000025851851856 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070739409, "time_to_acc50_sec": 0, "acc_per_sec": 3.3780036737759653, "mobile_acc_per_sec": 5270.972589632896 }, "started": "2026-08-18T03:06:26.70353315+10:00", "ended": "2026-08-18T03:06:34.105027478+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplit|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8552, "total_correct": 2073, "total_train": 286, "infer_ms": 966.258614, "train_ms": 1636.525384, "blocked_train": 1636525384, "duration": 7715696907, "avg_accuracy": 19.642857142857142, "soft_acc": 24.999998535714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1108.3898321927695, "availability": 37.12404159325095, "score": 102.86976955442235, "zero_downtime": 9.281009854710701, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12968904, "heap_mib": 12.368110656738281, "mobile_score": 160516.02898853863, "mobile_throughput": 1729510.3819663178, "mobile_availability": 57927.647377507004, "mobile_accuracy": 39009.521524680276, "soft_acc_blocks": [ 24.999998535714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.240147822944322, "mobile_acc_per_sec": 5055.86494582093 }, "started": "2026-08-18T03:06:43.920900426+10:00", "ended": "2026-08-18T03:06:51.637273009+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplit|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6128, "total_correct": 1356, "total_train": 287, "infer_ms": 1007.665949, "train_ms": 1776.020938, "blocked_train": 1776020938, "duration": 7143773082, "avg_accuracy": 18.181818181818183, "soft_acc": 24.999972409090912, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 857.8100017539163, "availability": 36.19896884616822, "score": 77.62950814871118, "zero_downtime": 9.04973222391747, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16110088, "heap_mib": 15.363777160644531, "mobile_score": 15141.450732243857, "mobile_throughput": 167313.7984373353, "mobile_availability": 7060.522685424049, "mobile_accuracy": 4876.185094649351, "soft_acc_blocks": [ 24.999972409090912 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.499547385132202, "mobile_acc_per_sec": 682.5783852143571 }, "started": "2026-08-18T03:07:01.125660233+10:00", "ended": "2026-08-18T03:07:08.281863804+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplit|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5984, "total_correct": 1440, "total_train": 269, "infer_ms": 937.251278, "train_ms": 1645.748969, "blocked_train": 1645748969, "duration": 7356720388, "avg_accuracy": 26.25, "soft_acc": 24.99999815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 813.4059315018783, "availability": 36.28537314654, "score": 73.78683890016005, "zero_downtime": 9.071342615355597, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13159752, "heap_mib": 12.550117492675781, "mobile_score": 28783.89448905291, "mobile_throughput": 317305.78051730414, "mobile_availability": 14154.75127697408, "mobile_accuracy": 9752.380230704763, "soft_acc_blocks": [ 24.99999815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080851051, "time_to_acc50_sec": 0, "acc_per_sec": 3.398253138827872, "mobile_acc_per_sec": 1325.6423672989488 }, "started": "2026-08-18T03:07:17.27491686+10:00", "ended": "2026-08-18T03:07:24.632286933+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplit|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5736, "total_correct": 1394, "total_train": 278, "infer_ms": 905.639035, "train_ms": 1697.865189, "blocked_train": 1697865189, "duration": 7431070224, "avg_accuracy": 21.875, "soft_acc": 25.0000077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 771.8941992331789, "availability": 34.78538758076545, "score": 67.12661790416874, "zero_downtime": 8.696349573666208, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12122336, "heap_mib": 11.560760498046875, "mobile_score": 52371.54798770956, "mobile_throughput": 602224.5028684002, "mobile_availability": 27139.228101107674, "mobile_accuracy": 19504.767912228574, "soft_acc_blocks": [ 25.0000077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3642539965855667, "mobile_acc_per_sec": 2624.758927621806 }, "started": "2026-08-18T03:07:34.360498305+10:00", "ended": "2026-08-18T03:07:41.809797911+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplit|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14616, "total_correct": 3640, "total_train": 386, "infer_ms": 971.049783, "train_ms": 1511.515088, "blocked_train": 1511515088, "duration": 6894764220, "avg_accuracy": 27.84090909090909, "soft_acc": 25.000004522727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2119.8694449336804, "availability": 39.114779812736664, "score": 207.29560392747547, "zero_downtime": 9.778696722238982, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 12968496, "heap_mib": 12.367721557617188, "mobile_score": 323460.11188073887, "mobile_throughput": 3307803.903408897, "mobile_availability": 61033.95737636929, "mobile_accuracy": 39009.5308667013, "soft_acc_blocks": [ 25.000004522727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068841758, "time_to_acc50_sec": 0, "acc_per_sec": 3.6259404564130655, "mobile_acc_per_sec": 5657.848422654444 }, "started": "2026-08-18T03:07:51.184798094+10:00", "ended": "2026-08-18T03:07:58.080406791+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplit|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5744, "total_correct": 1536, "total_train": 279, "infer_ms": 892.085879, "train_ms": 1706.310532, "blocked_train": 1706310532, "duration": 7075515719, "avg_accuracy": 25.595238095238095, "soft_acc": 25.000034714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 811.8136158719203, "availability": 34.33217022712398, "score": 69.67840488533737, "zero_downtime": 8.58305447494866, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12988368, "heap_mib": 12.386672973632812, "mobile_score": 13510.18917918778, "mobile_throughput": 157405.3761236159, "mobile_availability": 6656.78434320946, "mobile_accuracy": 4847.344008980558, "soft_acc_blocks": [ 25.000034714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071339043, "time_to_acc50_sec": 0, "acc_per_sec": 3.53331625667267, "mobile_acc_per_sec": 685.0870242523672 }, "started": "2026-08-18T03:08:07.740603223+10:00", "ended": "2026-08-18T03:08:14.81680743+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplit|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6464, "total_correct": 1449, "total_train": 290, "infer_ms": 924.178609, "train_ms": 1664.89185, "blocked_train": 1664891850, "duration": 7693023698, "avg_accuracy": 19.047619047619047, "soft_acc": 24.99998861904762, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 840.2417896724384, "availability": 35.69538271109678, "score": 74.98184649592791, "zero_downtime": 8.923841615299686, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 12254128, "heap_mib": 11.686447143554688, "mobile_score": 28905.94289386548, "mobile_throughput": 323918.15251748776, "mobile_availability": 13760.780007967285, "mobile_accuracy": 9637.64267139944, "soft_acc_blocks": [ 24.99998861904762 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.249696036364351, "mobile_acc_per_sec": 1252.7769378774947 }, "started": "2026-08-18T03:08:24.17279932+10:00", "ended": "2026-08-18T03:08:31.86672562+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplit|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6248, "total_correct": 1441, "total_train": 295, "infer_ms": 898.506564, "train_ms": 1729.091116, "blocked_train": 1729091116, "duration": 7215267128, "avg_accuracy": 19.11764705882353, "soft_acc": 24.999981039215687, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 865.9416053708719, "availability": 34.19498239167269, "score": 74.02708872517528, "zero_downtime": 8.548739114281314, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 12984416, "heap_mib": 12.382904052734375, "mobile_score": 56412.08472898938, "mobile_throughput": 659887.7796463426, "mobile_availability": 26058.167046751874, "mobile_accuracy": 19051.148341698132, "soft_acc_blocks": [ 24.999981039215687 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4648725536715412, "mobile_acc_per_sec": 2640.394042760676 }, "started": "2026-08-18T03:08:41.919633894+10:00", "ended": "2026-08-18T03:08:49.135364876+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplit|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11512, "total_correct": 2643, "total_train": 343, "infer_ms": 969.209753, "train_ms": 1547.61125, "blocked_train": 1547611250, "duration": 7540095307, "avg_accuracy": 20.723684210526315, "soft_acc": 24.999991736842105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1526.771152257532, "availability": 38.509284205937625, "score": 146.9871119661558, "zero_downtime": 9.627317869401448, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 12152232, "heap_mib": 11.589271545410156, "mobile_score": 218930.62204122695, "mobile_throughput": 2274056.232598855, "mobile_availability": 57357.82840273473, "mobile_accuracy": 37236.35132876555, "soft_acc_blocks": [ 24.999991736842105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.31560686157811, "mobile_acc_per_sec": 4938.445710917796 }, "started": "2026-08-18T03:08:59.061260569+10:00", "ended": "2026-08-18T03:09:06.60216254+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplit|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13424, "total_correct": 2316, "total_train": 343, "infer_ms": 932.378286, "train_ms": 1500.745386, "blocked_train": 1500745386, "duration": 7277511852, "avg_accuracy": 16.964285714285715, "soft_acc": 25.000009976190476, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1844.5864840894526, "availability": 38.32021761695309, "score": 176.71245922565345, "zero_downtime": 9.580058227136172, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 16184632, "heap_mib": 15.434867858886719, "mobile_score": 551477.5108482107, "mobile_throughput": 5756515.229585065, "mobile_availability": 119588.27532117322, "mobile_accuracy": 78019.07875236281, "soft_acc_blocks": [ 25.000009976190476 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4352413963187147, "mobile_acc_per_sec": 10720.570483292537 }, "started": "2026-08-18T03:09:16.357979975+10:00", "ended": "2026-08-18T03:09:23.653322253+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplit|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5984, "total_correct": 1709, "total_train": 276, "infer_ms": 890.466637, "train_ms": 1698.87562, "blocked_train": 1698875620, "duration": 7706775713, "avg_accuracy": 29.605263157894736, "soft_acc": 25.000005368421053, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 776.459601634186, "availability": 34.38968466191451, "score": 66.75551646715427, "zero_downtime": 8.597423011661698, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 16771552, "heap_mib": 15.994598388671875, "mobile_score": 190212.58813875748, "mobile_throughput": 2212437.2370738266, "mobile_availability": 97989.668434923, "mobile_accuracy": 71234.79790542791, "soft_acc_blocks": [ 25.000005368421053 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068867019, "time_to_acc50_sec": 0, "acc_per_sec": 3.24389943335841, "mobile_acc_per_sec": 9243.138837590293 }, "started": "2026-08-18T03:09:33.745210865+10:00", "ended": "2026-08-18T03:09:41.452772722+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplit|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9744, "total_correct": 2465, "total_train": 298, "infer_ms": 830.200606, "train_ms": 1647.628932, "blocked_train": 1647628932, "duration": 7784313665, "avg_accuracy": 20.703125, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1251.7481205582947, "availability": 33.50515413865407, "score": 104.85003430519049, "zero_downtime": 8.376288534663518, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 12131024, "heap_mib": 11.569046020507812, "mobile_score": 327211.9927726173, "mobile_throughput": 3906407.848995638, "mobile_availability": 104561.6086490873, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2115869267197623, "mobile_acc_per_sec": 10022.598134738397 }, "started": "2026-08-18T03:09:51.058374473+10:00", "ended": "2026-08-18T03:09:58.865586467+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplit|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13088, "total_correct": 2968, "total_train": 346, "infer_ms": 950.480345, "train_ms": 1493.163897, "blocked_train": 1493163897, "duration": 7499062346, "avg_accuracy": 18.882978723404257, "soft_acc": 24.999944744680853, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1745.2848631110714, "availability": 38.89601966864374, "score": 169.71121080867238, "zero_downtime": 9.723983425041132, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13194504, "heap_mib": 12.583259582519531, "mobile_score": 1059256.5630054432, "mobile_throughput": 10893237.027509255, "mobile_availability": 242770.4328575463, "mobile_accuracy": 156037.7503607052, "soft_acc_blocks": [ 24.999944744680853 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3337427522543304, "mobile_acc_per_sec": 20807.634763022837 }, "started": "2026-08-18T03:10:08.169622308+10:00", "ended": "2026-08-18T03:10:15.669350278+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplit|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6048, "total_correct": 1426, "total_train": 269, "infer_ms": 929.675638, "train_ms": 1698.954134, "blocked_train": 1698954134, "duration": 7218452629, "avg_accuracy": 28.75, "soft_acc": 25.0000388, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 837.8526965325327, "availability": 35.36730991571528, "score": 74.08160492943198, "zero_downtime": 8.841841201445067, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 15074232, "heap_mib": 14.375907897949219, "mobile_score": 388400.9648524203, "mobile_throughput": 4392761.145596486, "mobile_availability": 185426.56181090535, "mobile_accuracy": 131072.20342374398, "soft_acc_blocks": [ 25.0000388 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077468196, "time_to_acc50_sec": 0, "acc_per_sec": 3.4633515082668556, "mobile_acc_per_sec": 18157.936355662132 }, "started": "2026-08-18T03:10:25.789018259+10:00", "ended": "2026-08-18T03:10:33.008287449+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplit|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13120, "total_correct": 2916, "total_train": 330, "infer_ms": 990.395694, "train_ms": 1467.868912, "blocked_train": 1467868912, "duration": 7284278315, "avg_accuracy": 25, "soft_acc": 25.00001677272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1801.1393075114813, "availability": 40.288408806061625, "score": 181.4127135555803, "zero_downtime": 10.072108958980337, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13184416, "heap_mib": 12.573638916015625, "mobile_score": 1132291.771007477, "mobile_throughput": 11241853.872102138, "mobile_availability": 251461.06281086235, "mobile_accuracy": 156038.19992547185, "soft_acc_blocks": [ 25.00001677272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077880487, "time_to_acc50_sec": 0, "acc_per_sec": 3.432051287942486, "mobile_acc_per_sec": 21421.22982919988 }, "started": "2026-08-18T03:10:42.004731317+10:00", "ended": "2026-08-18T03:10:49.289819422+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplit|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13560, "total_correct": 3435, "total_train": 347, "infer_ms": 970.048595, "train_ms": 1468.045639, "blocked_train": 1468045639, "duration": 7768416418, "avg_accuracy": 22.38372093023256, "soft_acc": 24.99997225581395, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1745.5294966655583, "availability": 39.787165790081595, "score": 173.62398600581494, "zero_downtime": 9.946780408895098, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 12981232, "heap_mib": 12.379867553710938, "mobile_score": 2167356.4851194452, "mobile_throughput": 21789527.827328388, "mobile_availability": 496665.08518453094, "mobile_accuracy": 312075.84414419485, "soft_acc_blocks": [ 24.99997225581395 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.218155530113853, "mobile_acc_per_sec": 40172.388727912665 }, "started": "2026-08-18T03:10:58.796782425+10:00", "ended": "2026-08-18T03:11:06.566019518+10:00" }, { "cell": { "id": "int|none|MeshTweenSplit|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4816, "total_correct": 1352, "total_train": 256, "infer_ms": 888.496269, "train_ms": 1854.044274, "blocked_train": 1854044274, "duration": 7819007976, "avg_accuracy": 33.55263157894737, "soft_acc": 24.999999736842106, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 615.9349133269128, "availability": 32.39683261083517, "score": 49.88585019043894, "zero_downtime": 8.09920806745397, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 9830736, "heap_mib": 9.375320434570312, "mobile_score": 9730.116303811328, "mobile_throughput": 120136.63833271594, "mobile_availability": 6318.925065427659, "mobile_accuracy": 4876.190424862156, "soft_acc_blocks": [ 24.999999736842106 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074354767, "time_to_acc50_sec": 0, "acc_per_sec": 3.1973365180823685, "mobile_acc_per_sec": 623.6328751459705 }, "started": "2026-08-18T03:11:16.532105117+10:00", "ended": "2026-08-18T03:11:24.351908663+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplit|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5088, "total_correct": 1242, "total_train": 265, "infer_ms": 863.2765, "train_ms": 1746.121281, "blocked_train": 1746121281, "duration": 7626878456, "avg_accuracy": 18.42105263157895, "soft_acc": 24.999964157894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 667.1143416475077, "availability": 33.083361466995896, "score": 55.17588315644783, "zero_downtime": 8.270828508975733, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 12996864, "heap_mib": 12.394775390625, "mobile_score": 10698.244611067945, "mobile_throughput": 129349.12868109782, "mobile_availability": 6414.6484529616655, "mobile_accuracy": 4847.33032855559, "soft_acc_blocks": [ 24.999964157894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2778763031456832, "mobile_acc_per_sec": 635.5588798904009 }, "started": "2026-08-18T03:11:33.587803819+10:00", "ended": "2026-08-18T03:11:41.215532221+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplit|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4944, "total_correct": 1158, "total_train": 263, "infer_ms": 855.243696, "train_ms": 1716.474156, "blocked_train": 1716474156, "duration": 7751838425, "avg_accuracy": 27.34375, "soft_acc": 24.9999919375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 637.7841911739795, "availability": 33.255735862893566, "score": 53.02493939747921, "zero_downtime": 8.313931284479686, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 22404096, "heap_mib": 21.3662109375, "mobile_score": 10281.190616429578, "mobile_throughput": 123662.20341058556, "mobile_availability": 6448.0707263627, "mobile_accuracy": 4847.3357148402365, "soft_acc_blocks": [ 24.9999919375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.090198582, "time_to_acc50_sec": 0, "acc_per_sec": 3.2250403796954785, "mobile_acc_per_sec": 625.3143382358666 }, "started": "2026-08-18T03:11:51.148577153+10:00", "ended": "2026-08-18T03:11:58.901072661+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplit|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1374, "total_train": 268, "infer_ms": 922.226255, "train_ms": 1748.637624, "blocked_train": 1748637624, "duration": 7743291845, "avg_accuracy": 32.608695652173914, "soft_acc": 25.00003095652174, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 702.5435833873055, "availability": 34.52913726720103, "score": 60.64563466245224, "zero_downtime": 8.632295005820142, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 12206248, "heap_mib": 11.640785217285156, "mobile_score": 11828.786646543065, "mobile_throughput": 137029.45321687634, "mobile_availability": 6734.826011735972, "mobile_accuracy": 4876.196514186336, "soft_acc_blocks": [ 25.00003095652174 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.060908914, "time_to_acc50_sec": 0, "acc_per_sec": 3.228605024446388, "mobile_acc_per_sec": 629.7317228634479 }, "started": "2026-08-18T03:12:09.151006213+10:00", "ended": "2026-08-18T03:12:16.894762067+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplit|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4952, "total_correct": 1199, "total_train": 264, "infer_ms": 870.926003, "train_ms": 1757.985679, "blocked_train": 1757985679, "duration": 7765883417, "avg_accuracy": 25, "soft_acc": 24.999988777777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 637.6608730900808, "availability": 33.128766134030975, "score": 52.81227113670588, "zero_downtime": 8.282187815723988, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 13004680, "heap_mib": 12.402229309082031, "mobile_score": 5150.4538708558875, "mobile_throughput": 62187.11752802312, "mobile_availability": 3230.8434782140685, "mobile_accuracy": 2438.0941436613757, "soft_acc_blocks": [ 24.999988777777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068553427, "time_to_acc50_sec": 0, "acc_per_sec": 3.21920732457189, "mobile_acc_per_sec": 313.9493619392015 }, "started": "2026-08-18T03:12:27.051568103+10:00", "ended": "2026-08-18T03:12:34.818247351+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplit|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4432, "total_correct": 895, "total_train": 235, "infer_ms": 783.178086, "train_ms": 1802.31959, "blocked_train": 1802319590, "duration": 7930901570, "avg_accuracy": 23.4375, "soft_acc": 25.00000525, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 558.8267564389909, "availability": 30.29119280476971, "score": 42.318831446346636, "zero_downtime": 7.57279979148005, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13221216, "heap_mib": 12.608734130859375, "mobile_score": 132066.99703179873, "mobile_throughput": 1743965.252856462, "mobile_availability": 94531.60055492322, "mobile_accuracy": 78019.06400304762, "soft_acc_blocks": [ 25.00000525 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1522274018084935, "mobile_acc_per_sec": 9837.351190710544 }, "started": "2026-08-18T03:12:45.084114387+10:00", "ended": "2026-08-18T03:12:53.016188975+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplit|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 562, "total_train": 158, "infer_ms": 827.894616, "train_ms": 1879.501739, "blocked_train": 1879501739, "duration": 7780684550, "avg_accuracy": 14.0625, "soft_acc": 25.00000375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 325.935331744043, "availability": 30.578995737770363, "score": 24.916941538015323, "zero_downtime": 7.644750081154931, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 22898648, "heap_mib": 21.837852478027344, "mobile_score": 51839.89462334515, "mobile_throughput": 678111.0444818287, "mobile_availability": 63619.8433228736, "mobile_accuracy": 52012.706214603175, "soft_acc_blocks": [ 25.00000375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.21308537691584, "mobile_acc_per_sec": 6684.849627350999 }, "started": "2026-08-18T03:13:02.817410332+10:00", "ended": "2026-08-18T03:13:10.599028994+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplit|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2544, "total_correct": 749, "total_train": 158, "infer_ms": 830.006572, "train_ms": 1863.013965, "blocked_train": 1863013965, "duration": 7781415653, "avg_accuracy": 23.61111111111111, "soft_acc": 25.000004555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 326.9327990491295, "availability": 30.820655119274342, "score": 25.19071220698733, "zero_downtime": 7.705165183870651, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13010232, "heap_mib": 12.407524108886719, "mobile_score": 52409.4766729245, "mobile_throughput": 680186.2831264683, "mobile_availability": 64122.61758402423, "mobile_accuracy": 52012.7078905679, "soft_acc_blocks": [ 25.000004555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2127835949641383, "mobile_acc_per_sec": 6684.22176760539 }, "started": "2026-08-18T03:13:20.366115761+10:00", "ended": "2026-08-18T03:13:28.214547241+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplit|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2584, "total_correct": 717, "total_train": 158, "infer_ms": 821.075359, "train_ms": 1853.090095, "blocked_train": 1853090095, "duration": 7467572310, "avg_accuracy": 38.888888888888886, "soft_acc": 25.000014, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 346.02945813322833, "availability": 30.703984967416307, "score": 26.561223076291224, "zero_downtime": 7.676000540411973, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 16176264, "heap_mib": 15.426887512207031, "mobile_score": 51961.68106053199, "mobile_throughput": 676936.9124841568, "mobile_availability": 60066.159964913284, "mobile_accuracy": 48907.49007474627, "soft_acc_blocks": [ 25.000014 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085586042, "time_to_acc50_sec": 0, "acc_per_sec": 3.3478100997457902, "mobile_acc_per_sec": 6549.315901401197 }, "started": "2026-08-18T03:13:37.70647672+10:00", "ended": "2026-08-18T03:13:45.175062985+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplit|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2872, "total_correct": 815, "total_train": 173, "infer_ms": 822.30228, "train_ms": 1817.09164, "blocked_train": 1817091640, "duration": 7501952861, "avg_accuracy": 23.75, "soft_acc": 25.0000134, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 382.8336505459148, "availability": 31.154966061299408, "score": 29.817939457110317, "zero_downtime": 7.7887456900903045, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 9868840, "heap_mib": 9.411659240722656, "mobile_score": 74443.7516289974, "mobile_throughput": 955786.137987698, "mobile_availability": 77781.78498260259, "mobile_accuracy": 62415.271549805715, "soft_acc_blocks": [ 25.0000134 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3324674072488816, "mobile_acc_per_sec": 8319.869866722389 }, "started": "2026-08-18T03:13:55.053350915+10:00", "ended": "2026-08-18T03:14:02.574092637+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplit|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2712, "total_correct": 693, "total_train": 167, "infer_ms": 824.413246, "train_ms": 1845.176934, "blocked_train": 1845176934, "duration": 7126482582, "avg_accuracy": 26.136363636363637, "soft_acc": 25.000002090909092, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 380.55239296451, "availability": 30.88164064193553, "score": 29.38020806965014, "zero_downtime": 7.720410806190914, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 21411376, "heap_mib": 20.419479370117188, "mobile_score": 68157.92269212713, "mobile_throughput": 882827.6681529956, "mobile_availability": 71641.03366760662, "mobile_accuracy": 57996.46502760419, "soft_acc_blocks": [ 25.000002090909092 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.093304201, "time_to_acc50_sec": 0, "acc_per_sec": 3.5080422639429236, "mobile_acc_per_sec": 8138.161338398706 }, "started": "2026-08-18T03:14:11.71620757+10:00", "ended": "2026-08-18T03:14:18.86685275+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplit|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3536, "total_correct": 791, "total_train": 206, "infer_ms": 839.782876, "train_ms": 1829.734842, "blocked_train": 1829734842, "duration": 7714124501, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999992083333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 458.3799496030457, "availability": 31.458224470192484, "score": 36.04953695243001, "zero_downtime": 7.8645536271053516, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 13028192, "heap_mib": 12.424652099609375, "mobile_score": 150002.69547393353, "mobile_throughput": 1907326.2461704891, "mobile_availability": 130898.17135736728, "mobile_accuracy": 104025.36388402118, "soft_acc_blocks": [ 24.999992083333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2408074409600895, "mobile_acc_per_sec": 13485.051203222883 }, "started": "2026-08-18T03:14:28.55358424+10:00", "ended": "2026-08-18T03:14:36.268660041+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplit|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplit", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3616, "total_correct": 1116, "total_train": 200, "infer_ms": 844.612679, "train_ms": 1782.348594, "blocked_train": 1782348594, "duration": 7927734149, "avg_accuracy": 23.75, "soft_acc": 25.0000226, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 456.1202396596662, "availability": 32.15169891086552, "score": 36.66263467471531, "zero_downtime": 8.037931994000333, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 19697224, "heap_mib": 18.78473663330078, "mobile_score": 135364.64372068408, "mobile_throughput": 1684073.015568219, "mobile_availability": 118709.50646887226, "mobile_accuracy": 92304.3087951324, "soft_acc_blocks": [ 25.0000226 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1534890209648982, "mobile_acc_per_sec": 11643.214449462286 }, "started": "2026-08-18T03:14:46.057782545+10:00", "ended": "2026-08-18T03:14:53.987099607+10:00" }, { "cell": { "id": "float64|none|MeshTweenAlt|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13616, "total_correct": 3627, "total_train": 317, "infer_ms": 637.08016, "train_ms": 1674.68565, "blocked_train": 1674685650, "duration": 7529566945, "avg_accuracy": 30.147058823529413, "soft_acc": 25.000861294117648, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1808.3377303712916, "availability": 27.558161698048472, "score": 124.5904511586687, "zero_downtime": 6.889777781337756, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13036632, "heap_mib": 12.432701110839844, "mobile_score": 39255.575995839, "mobile_throughput": 569765.4879692931, "mobile_availability": 8682.940793477426, "mobile_accuracy": 7877.19445082353, "soft_acc_blocks": [ 25.000861294117648 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076517888, "time_to_acc50_sec": 0, "acc_per_sec": 3.3203584584262766, "mobile_acc_per_sec": 1046.1683265933868 }, "started": "2026-08-18T03:15:03.525883145+10:00", "ended": "2026-08-18T03:15:11.056182171+10:00" }, { "cell": { "id": "float32|none|MeshTweenAlt|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27392, "total_correct": 6124, "total_train": 360, "infer_ms": 724.610677, "train_ms": 1548.282508, "blocked_train": 1548282508, "duration": 8036351873, "avg_accuracy": 37.0253164556962, "soft_acc": 25.000312443037977, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3408.511776597267, "availability": 31.880542463767387, "score": 271.66640624881046, "zero_downtime": 7.9702352244772445, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 13231232, "heap_mib": 12.6182861328125, "mobile_score": 171191.63076848118, "mobile_throughput": 2147886.805683447, "mobile_availability": 20089.646451014032, "mobile_accuracy": 15754.043041028239, "soft_acc_blocks": [ 25.000312443037977 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072215294, "time_to_acc50_sec": 0, "acc_per_sec": 3.110903160802648, "mobile_acc_per_sec": 1960.3475917919457 }, "started": "2026-08-18T03:15:20.766766241+10:00", "ended": "2026-08-18T03:15:28.824719833+10:00" }, { "cell": { "id": "float16|none|MeshTweenAlt|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8136, "total_correct": 1951, "total_train": 257, "infer_ms": 496.832872, "train_ms": 1808.797391, "blocked_train": 1808797391, "duration": 8121029437, "avg_accuracy": 24.51923076923077, "soft_acc": 25.000136653846155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1001.8434316875878, "availability": 21.548679333933602, "score": 53.97130214443682, "zero_downtime": 5.387199280582506, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 12168376, "heap_mib": 11.604667663574219, "mobile_score": 68020.44725649638, "mobile_throughput": 1262630.983443803, "mobile_availability": 27157.96632362832, "mobile_accuracy": 31507.864533585802, "soft_acc_blocks": [ 25.000136653846155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.07844428440854, "mobile_acc_per_sec": 3879.787011980732 }, "started": "2026-08-18T03:15:38.377682733+10:00", "ended": "2026-08-18T03:15:46.499533159+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenAlt|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11872, "total_correct": 2904, "total_train": 297, "infer_ms": 547.906591, "train_ms": 1745.221881, "blocked_train": 1745221881, "duration": 7457073811, "avg_accuracy": 22.865853658536587, "soft_acc": 24.99996192682927, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1592.045392186879, "availability": 23.893410146450794, "score": 95.09833899018808, "zero_downtime": 5.97334343963386, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 16226400, "heap_mib": 15.474700927734375, "mobile_score": 119853.16815501857, "mobile_throughput": 2006467.0542761406, "mobile_availability": 30113.0486030346, "mobile_accuracy": 31507.644323782362, "soft_acc_blocks": [ 24.99996192682927 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.352516357012799, "mobile_acc_per_sec": 4225.202153330592 }, "started": "2026-08-18T03:15:56.225938358+10:00", "ended": "2026-08-18T03:16:03.683747375+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenAlt|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9392, "total_correct": 2577, "total_train": 244, "infer_ms": 585.779533, "train_ms": 1751.869458, "blocked_train": 1751869458, "duration": 8048818223, "avg_accuracy": 24.642857142857142, "soft_acc": 24.99992782857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1166.8793777901176, "availability": 25.058489758525084, "score": 73.10037631351675, "zero_downtime": 6.264604354561234, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 10277840, "heap_mib": 9.801712036132812, "mobile_score": 184257.93315702438, "mobile_throughput": 2941254.1116481978, "mobile_availability": 63162.81480056538, "mobile_accuracy": 63015.20269897143, "soft_acc_blocks": [ 24.99992782857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1060370772360812, "mobile_acc_per_sec": 7829.12484206707 }, "started": "2026-08-18T03:16:13.071008715+10:00", "ended": "2026-08-18T03:16:21.120375478+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenAlt|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8192, "total_correct": 2454, "total_train": 254, "infer_ms": 501.211106, "train_ms": 1806.079338, "blocked_train": 1806079338, "duration": 8050265831, "avg_accuracy": 28.125, "soft_acc": 25.000648722222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1017.6061476695849, "availability": 21.7229307781071, "score": 55.26490378864305, "zero_downtime": 5.430873616006051, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13289104, "heap_mib": 12.673477172851562, "mobile_score": 139301.56671894275, "mobile_throughput": 2564993.7112951507, "mobile_availability": 54755.153518231804, "mobile_accuracy": 63017.019794598295, "soft_acc_blocks": [ 25.000648722222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088551766, "time_to_acc50_sec": 0, "acc_per_sec": 3.1055680951490583, "mobile_acc_per_sec": 7827.942718603411 }, "started": "2026-08-18T03:16:30.435189658+10:00", "ended": "2026-08-18T03:16:38.486111581+10:00" }, { "cell": { "id": "int64|none|MeshTweenAlt|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6936, "total_correct": 1613, "total_train": 234, "infer_ms": 534.225168, "train_ms": 1787.401637, "blocked_train": 1787401637, "duration": 8000208355, "avg_accuracy": 19.791666666666668, "soft_acc": 24.998997083333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 866.977420114954, "availability": 23.010811507235335, "score": 49.87263418412902, "zero_downtime": 5.752472097545092, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 16314400, "heap_mib": 15.558624267578125, "mobile_score": 15713.716124476343, "mobile_throughput": 273164.5779069886, "mobile_availability": 7250.175687202764, "mobile_accuracy": 7876.607081025641, "soft_acc_blocks": [ 24.998997083333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1247932521294106, "mobile_acc_per_sec": 984.5502431324666 }, "started": "2026-08-18T03:16:48.331805791+10:00", "ended": "2026-08-18T03:16:56.368845724+10:00" }, { "cell": { "id": "int32|none|MeshTweenAlt|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7152, "total_correct": 2010, "total_train": 227, "infer_ms": 544.417279, "train_ms": 1767.328603, "blocked_train": 1767328603, "duration": 8061498579, "avg_accuracy": 32.291666666666664, "soft_acc": 25.000317874999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 887.1799616303076, "availability": 23.550048612133743, "score": 52.23349220067051, "zero_downtime": 5.887587012750461, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 12238400, "heap_mib": 11.67144775390625, "mobile_score": 32915.13600829945, "mobile_throughput": 559059.86505196, "mobile_availability": 14840.153710046125, "mobile_accuracy": 15754.046463999997, "soft_acc_blocks": [ 25.000317874999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083739485, "time_to_acc50_sec": 0, "acc_per_sec": 3.1011998116733768, "mobile_acc_per_sec": 1954.2329890175617 }, "started": "2026-08-18T03:17:06.194443899+10:00", "ended": "2026-08-18T03:17:14.256610653+10:00" }, { "cell": { "id": "int16|none|MeshTweenAlt|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6464, "total_correct": 1409, "total_train": 230, "infer_ms": 512.63136, "train_ms": 1823.198093, "blocked_train": 1823198093, "duration": 7657362060, "avg_accuracy": 25.204918032786885, "soft_acc": 25.000079672131147, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 844.154938652594, "availability": 21.94643788490666, "score": 46.31563241807608, "zero_downtime": 5.486626956421439, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 17284928, "heap_mib": 16.48419189453125, "mobile_score": 58371.9478105968, "mobile_throughput": 1063894.9626833922, "mobile_availability": 27659.264485100826, "mobile_accuracy": 31507.792719092053, "soft_acc_blocks": [ 25.000079672131147 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068678115, "time_to_acc50_sec": 0, "acc_per_sec": 3.2648423146562235, "mobile_acc_per_sec": 4114.70588333289 }, "started": "2026-08-18T03:17:24.291967758+10:00", "ended": "2026-08-18T03:17:31.949729505+10:00" }, { "cell": { "id": "int8|none|MeshTweenAlt|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21560, "total_correct": 5589, "total_train": 322, "infer_ms": 685.859278, "train_ms": 1580.208326, "blocked_train": 1580208326, "duration": 7641259293, "avg_accuracy": 30, "soft_acc": 25.000037246153845, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2821.5244599474163, "availability": 30.266496762468172, "score": 213.4944704039998, "zero_downtime": 7.5666354637229905, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13308560, "heap_mib": 12.692031860351562, "mobile_score": 538137.4466306358, "mobile_throughput": 7111977.961812072, "mobile_availability": 76290.19737788901, "mobile_accuracy": 63015.47849861301, "soft_acc_blocks": [ 25.000037246153845 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085148284, "time_to_acc50_sec": 0, "acc_per_sec": 3.2717169104647272, "mobile_acc_per_sec": 8246.739978623706 }, "started": "2026-08-18T03:17:42.106494711+10:00", "ended": "2026-08-18T03:17:49.748269941+10:00" }, { "cell": { "id": "uint64|none|MeshTweenAlt|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7136, "total_correct": 1901, "total_train": 231, "infer_ms": 538.95963, "train_ms": 1800.002856, "blocked_train": 1800002856, "duration": 7554578362, "avg_accuracy": 31.770833333333332, "soft_acc": 25.000367666666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 944.5927566116098, "availability": 23.042679531030323, "score": 54.41567070619597, "zero_downtime": 5.760754603009323, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13052800, "heap_mib": 12.4481201171875, "mobile_score": 17063.088016273967, "mobile_throughput": 296195.3631449687, "mobile_availability": 7225.478687778006, "mobile_accuracy": 7839.349738768739, "soft_acc_blocks": [ 25.000367666666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073268834, "time_to_acc50_sec": 0, "acc_per_sec": 3.3093001976682213, "mobile_acc_per_sec": 1037.6952045664332 }, "started": "2026-08-18T03:17:59.236679995+10:00", "ended": "2026-08-18T03:18:06.7919882+10:00" }, { "cell": { "id": "uint32|none|MeshTweenAlt|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6760, "total_correct": 1712, "total_train": 233, "infer_ms": 505.049526, "train_ms": 1794.599786, "blocked_train": 1794599786, "duration": 7732272941, "avg_accuracy": 19.583333333333332, "soft_acc": 24.9998218, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 874.2578090014683, "availability": 21.962023660066656, "score": 48.00083456333307, "zero_downtime": 5.490466778690502, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 13067536, "heap_mib": 12.462173461914062, "mobile_score": 29959.835180405677, "mobile_throughput": 545670.0930544784, "mobile_availability": 13707.649357963128, "mobile_accuracy": 15603.698299855238, "soft_acc_blocks": [ 24.9998218 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2331789101028323, "mobile_acc_per_sec": 2017.9963147857068 }, "started": "2026-08-18T03:18:16.753813736+10:00", "ended": "2026-08-18T03:18:24.527755534+10:00" }, { "cell": { "id": "uint16|none|MeshTweenAlt|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6832, "total_correct": 2094, "total_train": 234, "infer_ms": 526.391249, "train_ms": 1823.659881, "blocked_train": 1823659881, "duration": 7913773916, "avg_accuracy": 28.389830508474578, "soft_acc": 25.000297169491525, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 863.3049253766425, "availability": 22.399140268918323, "score": 48.34379494110646, "zero_downtime": 5.599851630640824, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 13267912, "heap_mib": 12.653266906738281, "mobile_score": 59778.47066528968, "mobile_throughput": 1067500.9733864837, "mobile_availability": 27697.170880449645, "mobile_accuracy": 30913.575005656538, "soft_acc_blocks": [ 25.000297169491525 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.061746935, "time_to_acc50_sec": 0, "acc_per_sec": 3.1590866045523662, "mobile_acc_per_sec": 3906.29999464045 }, "started": "2026-08-18T03:18:34.648897778+10:00", "ended": "2026-08-18T03:18:42.563079141+10:00" }, { "cell": { "id": "uint8|none|MeshTweenAlt|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13768, "total_correct": 4092, "total_train": 305, "infer_ms": 604.025521, "train_ms": 1700.319563, "blocked_train": 1700319563, "duration": 6999699767, "avg_accuracy": 20.108695652173914, "soft_acc": 24.999773152173915, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1966.9415058213024, "availability": 26.21245946164893, "score": 128.89476662142215, "zero_downtime": 6.5530554030177806, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 13251080, "heap_mib": 12.637214660644531, "mobile_score": 312861.01575190824, "mobile_throughput": 4774276.982426106, "mobile_availability": 63624.43493624534, "mobile_accuracy": 60680.93086299518, "soft_acc_blocks": [ 24.999773152173915 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5715493498785538, "mobile_acc_per_sec": 8669.076229394108 }, "started": "2026-08-18T03:18:52.792983682+10:00", "ended": "2026-08-18T03:18:59.793360948+10:00" }, { "cell": { "id": "int4|none|MeshTweenAlt|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17008, "total_correct": 4708, "total_train": 318, "infer_ms": 546.489143, "train_ms": 1735.817591, "blocked_train": 1735817591, "duration": 7310955951, "avg_accuracy": 25.70921985815603, "soft_acc": 24.99985004255319, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2326.3715598879553, "availability": 23.944596703801345, "score": 139.25923663838245, "zero_downtime": 5.986113269244471, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 22694736, "heap_mib": 21.643386840820312, "mobile_score": 702037.9486410024, "mobile_throughput": 11727775.888370542, "mobile_availability": 120710.237660025, "mobile_accuracy": 126030.0132606743, "soft_acc_blocks": [ 24.99985004255319 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074261957, "time_to_acc50_sec": 0, "acc_per_sec": 3.419504947110738, "mobile_acc_per_sec": 17238.513554911486 }, "started": "2026-08-18T03:19:09.764725233+10:00", "ended": "2026-08-18T03:19:17.076366651+10:00" }, { "cell": { "id": "uint4|none|MeshTweenAlt|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6624, "total_correct": 1708, "total_train": 216, "infer_ms": 532.758357, "train_ms": 1809.37398, "blocked_train": 1809373980, "duration": 7966106359, "avg_accuracy": 30, "soft_acc": 25.00060668888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 831.5229174057278, "availability": 22.74672308578437, "score": 47.28720137121801, "zero_downtime": 5.686818773287642, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 13049496, "heap_mib": 12.444969177246094, "mobile_score": 221358.14493315312, "mobile_throughput": 3892477.5653644125, "mobile_availability": 106480.66029642604, "mobile_accuracy": 117031.41142593017, "soft_acc_blocks": [ 25.00060668888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07876429, "time_to_acc50_sec": 0, "acc_per_sec": 3.1383721936681828, "mobile_acc_per_sec": 14691.168577445573 }, "started": "2026-08-18T03:19:27.202216978+10:00", "ended": "2026-08-18T03:19:35.169086408+10:00" }, { "cell": { "id": "fp4|none|MeshTweenAlt|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11264, "total_correct": 2905, "total_train": 263, "infer_ms": 467.970942, "train_ms": 1780.992034, "blocked_train": 1780992034, "duration": 7940340228, "avg_accuracy": 24.404761904761905, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1418.5790125566393, "availability": 20.808299069126157, "score": 73.79554086616055, "zero_downtime": 5.202074767281539, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13241664, "heap_mib": 12.62823486328125, "mobile_score": 372020.35124651523, "mobile_throughput": 7151384.166685532, "mobile_availability": 104899.43752263476, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1484796976132796, "mobile_acc_per_sec": 15872.212727906453 }, "started": "2026-08-18T03:19:45.473435375+10:00", "ended": "2026-08-18T03:19:53.414851382+10:00" }, { "cell": { "id": "int2|none|MeshTweenAlt|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18136, "total_correct": 4588, "total_train": 319, "infer_ms": 568.738296, "train_ms": 1696.653276, "blocked_train": 1696653276, "duration": 7616618310, "avg_accuracy": 33.05084745762712, "soft_acc": 25.000584514124295, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2381.10920908153, "availability": 25.10551831434111, "score": 149.45094630847126, "zero_downtime": 6.276526323885803, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13062624, "heap_mib": 12.457489013671875, "mobile_score": 1506833.4180418418, "mobile_throughput": 24007442.0194411, "mobile_availability": 253125.422807486, "mobile_accuracy": 252067.43180271535, "soft_acc_blocks": [ 25.000584514124295 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06286429, "time_to_acc50_sec": 0, "acc_per_sec": 3.2823732917403206, "mobile_acc_per_sec": 33094.402468845175 }, "started": "2026-08-18T03:20:04.064918653+10:00", "ended": "2026-08-18T03:20:11.685919811+10:00" }, { "cell": { "id": "uint2|none|MeshTweenAlt|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6272, "total_correct": 1688, "total_train": 214, "infer_ms": 518.591323, "train_ms": 1791.290793, "blocked_train": 1791290793, "duration": 8033773673, "avg_accuracy": 30.17241379310345, "soft_acc": 25.00054727586207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 780.7040944007434, "availability": 22.45098654203356, "score": 43.81990203374162, "zero_downtime": 5.612869504338531, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 16201920, "heap_mib": 15.45135498046875, "mobile_score": 382904.14662443876, "mobile_throughput": 6821896.47075295, "mobile_availability": 196179.71386916153, "mobile_accuracy": 218458.1155027862, "soft_acc_blocks": [ 25.00054727586207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.089641639, "time_to_acc50_sec": 0, "acc_per_sec": 3.1119307430683785, "mobile_acc_per_sec": 27192.465757030568 }, "started": "2026-08-18T03:20:21.392093447+10:00", "ended": "2026-08-18T03:20:29.426543002+10:00" }, { "cell": { "id": "ternary|none|MeshTweenAlt|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17560, "total_correct": 5426, "total_train": 307, "infer_ms": 593.6292, "train_ms": 1702.964182, "blocked_train": 1702964182, "duration": 7350127353, "avg_accuracy": 28.917910447761194, "soft_acc": 25.00088419402985, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2389.074250915228, "availability": 25.848250049516164, "score": 154.3889317590478, "zero_downtime": 6.462291061062801, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13241856, "heap_mib": 12.62841796875, "mobile_score": 1556620.4664247627, "mobile_throughput": 24087749.247381594, "mobile_availability": 260613.98696078328, "mobile_accuracy": 252070.45331383697, "soft_acc_blocks": [ 25.00088419402985 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064302988, "time_to_acc50_sec": 0, "acc_per_sec": 3.4014219064960263, "mobile_acc_per_sec": 34294.7055483267 }, "started": "2026-08-18T03:20:39.384443349+10:00", "ended": "2026-08-18T03:20:46.734987315+10:00" }, { "cell": { "id": "binary|none|MeshTweenAlt|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19240, "total_correct": 5002, "total_train": 308, "infer_ms": 608.732213, "train_ms": 1685.916132, "blocked_train": 1685916132, "duration": 7894127518, "avg_accuracy": 33.02238805970149, "soft_acc": 24.999891029850744, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2437.2547765575628, "availability": 26.528344281005722, "score": 161.64012997157715, "zero_downtime": 6.632057162275072, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 13249368, "heap_mib": 12.635581970214844, "mobile_score": 3259460.7870207014, "mobile_throughput": 49147055.0881466, "mobile_availability": 534942.0217846127, "mobile_accuracy": 504120.8795483995, "soft_acc_blocks": [ 24.999891029850744 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06843136, "time_to_acc50_sec": 0, "acc_per_sec": 3.1668972882496, "mobile_acc_per_sec": 63860.24021006947 }, "started": "2026-08-18T03:20:57.235991255+10:00", "ended": "2026-08-18T03:21:05.147350428+10:00" }, { "cell": { "id": "int|none|MeshTweenAlt|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1338, "total_train": 192, "infer_ms": 538.643435, "train_ms": 1840.480847, "blocked_train": 1840480847, "duration": 7624171892, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999896333333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 713.5201143232567, "availability": 22.64040761028221, "score": 40.38579809889702, "zero_downtime": 5.660078432014663, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13254712, "heap_mib": 12.640678405761719, "mobile_score": 12724.633001006323, "mobile_throughput": 224813.72217446612, "mobile_availability": 7133.469967055072, "mobile_accuracy": 7876.890413948718, "soft_acc_blocks": [ 24.999896333333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2790310459245524, "mobile_acc_per_sec": 1033.147012623613 }, "started": "2026-08-18T03:21:15.13786767+10:00", "ended": "2026-08-18T03:21:22.762636226+10:00" }, { "cell": { "id": "uint|none|MeshTweenAlt|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5304, "total_correct": 1349, "total_train": 198, "infer_ms": 502.978437, "train_ms": 1827.634711, "blocked_train": 1827634711, "duration": 7655794671, "avg_accuracy": 27.5, "soft_acc": 24.99970655, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 692.8085493321089, "availability": 21.581378163580155, "score": 37.37896948575007, "zero_downtime": 5.395281210340817, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13054264, "heap_mib": 12.449516296386719, "mobile_score": 11720.900211569935, "mobile_throughput": 217243.54588052197, "mobile_availability": 6767.259326930091, "mobile_accuracy": 7839.142432826794, "soft_acc_blocks": [ 24.99970655 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072029946, "time_to_acc50_sec": 0, "acc_per_sec": 3.2654619963487783, "mobile_acc_per_sec": 1023.9488870464762 }, "started": "2026-08-18T03:21:32.839555777+10:00", "ended": "2026-08-18T03:21:40.496034456+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenAlt|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5328, "total_correct": 1391, "total_train": 193, "infer_ms": 512.333313, "train_ms": 1847.337153, "blocked_train": 1847337153, "duration": 7929844076, "avg_accuracy": 25.595238095238095, "soft_acc": 24.999958904761904, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 671.8921518426083, "availability": 21.712070409072112, "score": 36.470364319843455, "zero_downtime": 5.428008679640998, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13245368, "heap_mib": 12.631767272949219, "mobile_score": 11435.989454857707, "mobile_throughput": 210684.80412993865, "mobile_availability": 6808.240413057177, "mobile_accuracy": 7839.221563552517, "soft_acc_blocks": [ 24.999958904761904 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072111719, "time_to_acc50_sec": 0, "acc_per_sec": 3.1526419265197547, "mobile_acc_per_sec": 988.5719679253524 }, "started": "2026-08-18T03:21:50.69510785+10:00", "ended": "2026-08-18T03:21:58.657733839+10:00" }, { "cell": { "id": "complex64|none|MeshTweenAlt|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6160, "total_correct": 1677, "total_train": 207, "infer_ms": 534.658519, "train_ms": 1817.442592, "blocked_train": 1817442592, "duration": 8043849850, "avg_accuracy": 29.62962962962963, "soft_acc": 25.000216074074075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 765.8024596269657, "availability": 22.731102693654567, "score": 43.51921201377125, "zero_downtime": 5.682824789433314, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13043464, "heap_mib": 12.439216613769531, "mobile_score": 13711.899416031312, "mobile_throughput": 241286.68266400398, "mobile_availability": 7162.045894862239, "mobile_accuracy": 7876.991156877493, "soft_acc_blocks": [ 25.000216074074075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076873476, "time_to_acc50_sec": 0, "acc_per_sec": 3.1079913897291447, "mobile_acc_per_sec": 979.256364025429 }, "started": "2026-08-18T03:22:09.166570985+10:00", "ended": "2026-08-18T03:22:17.211179738+10:00" }, { "cell": { "id": "complex128|none|MeshTweenAlt|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5600, "total_correct": 1384, "total_train": 196, "infer_ms": 532.427292, "train_ms": 1806.654777, "blocked_train": 1806654777, "duration": 7186627731, "avg_accuracy": 28.365384615384617, "soft_acc": 24.99993023076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 779.2250008782319, "availability": 22.762232204516973, "score": 44.34212727489836, "zero_downtime": 5.690542170094928, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13299768, "heap_mib": 12.683647155761719, "mobile_score": 6985.590512230142, "mobile_throughput": 122757.907830663, "mobile_availability": 3585.927042680828, "mobile_accuracy": 3938.45054712426, "soft_acc_blocks": [ 24.99993023076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08474168, "time_to_acc50_sec": 0, "acc_per_sec": 3.478673331433373, "mobile_acc_per_sec": 548.0248448288883 }, "started": "2026-08-18T03:22:27.803587076+10:00", "ended": "2026-08-18T03:22:35.001322321+10:00" }, { "cell": { "id": "nf4|none|MeshTweenAlt|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4800, "total_correct": 1239, "total_train": 174, "infer_ms": 469.068869, "train_ms": 1845.570537, "blocked_train": 1845570537, "duration": 7539436159, "avg_accuracy": 23.529411764705884, "soft_acc": 25.00019547058824, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 636.6523833841511, "availability": 20.265310777310766, "score": 32.25514821132847, "zero_downtime": 5.066367307049877, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13296176, "heap_mib": 12.680221557617188, "mobile_score": 162605.64562904788, "mobile_throughput": 3209511.5844202866, "mobile_availability": 102162.10823860296, "mobile_accuracy": 126031.75464311313, "soft_acc_blocks": [ 25.00019547058824 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.315923756545763, "mobile_acc_per_sec": 16716.33686992178 }, "started": "2026-08-18T03:22:44.880964224+10:00", "ended": "2026-08-18T03:22:52.474121654+10:00" }, { "cell": { "id": "fp6|none|MeshTweenAlt|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2048, "total_correct": 501, "total_train": 109, "infer_ms": 407.173844, "train_ms": 1904.56894, "blocked_train": 1904568940, "duration": 8115684675, "avg_accuracy": 29.166666666666668, "soft_acc": 25.00024983333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 252.35085910973984, "availability": 17.613284956186543, "score": 11.111930020206792, "zero_downtime": 4.403365242903551, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 13073328, "heap_mib": 12.467697143554688, "mobile_score": 37345.20234893704, "mobile_throughput": 848105.9437238928, "mobile_availability": 59195.08937890468, "mobile_accuracy": 84021.35246550427, "soft_acc_blocks": [ 25.00024983333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071454753, "time_to_acc50_sec": 0, "acc_per_sec": 3.080485607128807, "mobile_acc_per_sec": 10352.959217886846 }, "started": "2026-08-18T03:23:02.757066904+10:00", "ended": "2026-08-18T03:23:10.873616315+10:00" }, { "cell": { "id": "int6|none|MeshTweenAlt|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2064, "total_correct": 490, "total_train": 117, "infer_ms": 385.868843, "train_ms": 1918.206808, "blocked_train": 1918206808, "duration": 8079282820, "avg_accuracy": 18.75, "soft_acc": 24.999260833333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 255.46821988835887, "availability": 16.74722975491398, "score": 10.695646189917118, "zero_downtime": 4.186683648788557, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 16429600, "heap_mib": 15.668487548828125, "mobile_score": 35946.14711294401, "mobile_throughput": 858582.8337745378, "mobile_availability": 56284.433293232956, "mobile_accuracy": 84018.0286140171, "soft_acc_blocks": [ 24.999260833333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0942425695816076, "mobile_acc_per_sec": 10399.19389949232 }, "started": "2026-08-18T03:23:21.274794879+10:00", "ended": "2026-08-18T03:23:29.354831864+10:00" }, { "cell": { "id": "uint6|none|MeshTweenAlt|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1984, "total_correct": 607, "total_train": 109, "infer_ms": 389.446643, "train_ms": 1867.810366, "blocked_train": 1867810366, "duration": 7775163785, "avg_accuracy": 25, "soft_acc": 24.99991857142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 255.17147353571792, "availability": 17.2530926450653, "score": 11.006206834319185, "zero_downtime": 4.313259112319456, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 16441080, "heap_mib": 15.679435729980469, "mobile_score": 35185.50102897279, "mobile_throughput": 815752.0824213078, "mobile_availability": 55156.03315058535, "mobile_accuracy": 79921.69090229964, "soft_acc_blocks": [ 24.99991857142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087517931, "time_to_acc50_sec": 0, "acc_per_sec": 3.2153558770889052, "mobile_acc_per_sec": 10279.100622482852 }, "started": "2026-08-18T03:23:39.600864563+10:00", "ended": "2026-08-18T03:23:47.376822564+10:00" }, { "cell": { "id": "int5|none|MeshTweenAlt|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2328, "total_correct": 551, "total_train": 119, "infer_ms": 425.057615, "train_ms": 1872.932958, "blocked_train": 1872932958, "duration": 6980124079, "avg_accuracy": 27.77777777777778, "soft_acc": 25.000359666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 333.5184265568984, "availability": 18.496925966284195, "score": 15.422885991764034, "zero_downtime": 4.6242980188481075, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 16438792, "heap_mib": 15.677253723144531, "mobile_score": 62200.26192961524, "mobile_throughput": 1345074.683251255, "mobile_availability": 74597.81785393237, "mobile_accuracy": 100826.06591474872, "soft_acc_blocks": [ 25.000359666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086033513, "time_to_acc50_sec": 0, "acc_per_sec": 3.581649750594164, "mobile_acc_per_sec": 14444.738341842407 }, "started": "2026-08-18T03:23:57.843039252+10:00", "ended": "2026-08-18T03:24:04.823928016+10:00" }, { "cell": { "id": "uint5|none|MeshTweenAlt|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2416, "total_correct": 714, "total_train": 126, "infer_ms": 395.362226, "train_ms": 1870.10323, "blocked_train": 1870103230, "duration": 7948062287, "avg_accuracy": 41.666666666666664, "soft_acc": 25.000587333333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 303.97346079580365, "availability": 17.45169960340371, "score": 13.26244538476883, "zero_downtime": 4.363027400499932, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 13292920, "heap_mib": 12.677116394042969, "mobile_score": 50386.52873833101, "mobile_throughput": 1154852.447925437, "mobile_availability": 66302.29479470525, "mobile_accuracy": 94981.94153491787, "soft_acc_blocks": [ 25.000587333333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088742099, "time_to_acc50_sec": 0, "acc_per_sec": 3.1454946414077254, "mobile_acc_per_sec": 11950.326772133141 }, "started": "2026-08-18T03:24:14.614847928+10:00", "ended": "2026-08-18T03:24:22.563721984+10:00" }, { "cell": { "id": "int3|none|MeshTweenAlt|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3384, "total_correct": 794, "total_train": 150, "infer_ms": 457.011869, "train_ms": 1838.501668, "blocked_train": 1838501668, "duration": 7879374239, "avg_accuracy": 35, "soft_acc": 25.001175266666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 429.47572958908927, "availability": 19.908916311478933, "score": 21.376995795083996, "zero_downtime": 4.977463060726837, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 16438672, "heap_mib": 15.677139282226562, "mobile_score": 143688.49194119227, "mobile_throughput": 2886781.683523134, "mobile_availability": 133820.5886552906, "mobile_accuracy": 168048.92536166837, "soft_acc_blocks": [ 25.001175266666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071909449, "time_to_acc50_sec": 0, "acc_per_sec": 3.172989949242423, "mobile_acc_per_sec": 21327.699416774507 }, "started": "2026-08-18T03:24:32.505849629+10:00", "ended": "2026-08-18T03:24:40.38604673+10:00" }, { "cell": { "id": "uint3|none|MeshTweenAlt|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTweenAlt", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3472, "total_correct": 827, "total_train": 153, "infer_ms": 450.013315, "train_ms": 1848.59591, "blocked_train": 1848595910, "duration": 7770221002, "avg_accuracy": 18.26923076923077, "soft_acc": 24.999902615384617, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 446.83413754979836, "availability": 19.57763460207117, "score": 21.869803490075995, "zero_downtime": 4.894389584913634, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 13284992, "heap_mib": 12.6695556640625, "mobile_score": 133326.4596768019, "mobile_throughput": 2724067.1663687057, "mobile_availability": 119352.54523547314, "mobile_accuracy": 152408.7086327299, "soft_acc_blocks": [ 24.999902615384617 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2173991716515937, "mobile_acc_per_sec": 19614.462522172915 }, "started": "2026-08-18T03:24:50.496701845+10:00", "ended": "2026-08-18T03:24:58.267521438+10:00" }, { "cell": { "id": "float64|none|MeshTweenAlt|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6560, "total_correct": 1262, "total_train": 226, "infer_ms": 541.955343, "train_ms": 1819.560787, "blocked_train": 1819560787, "duration": 8006746256, "avg_accuracy": 27.604166666666668, "soft_acc": 25.000000791666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 819.3090913907938, "availability": 22.949466070341852, "score": 47.00676697353666, "zero_downtime": 5.737366699268736, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13291000, "heap_mib": 12.675285339355469, "mobile_score": 10133.669343347692, "mobile_throughput": 176625.79149140482, "mobile_availability": 4947.421738111591, "mobile_accuracy": 5389.473854877193, "soft_acc_blocks": [ 25.000000791666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075574284, "time_to_acc50_sec": 0, "acc_per_sec": 3.122367063016698, "mobile_acc_per_sec": 673.1166047429682 }, "started": "2026-08-18T03:25:07.975103231+10:00", "ended": "2026-08-18T03:25:15.982599276+10:00" }, { "cell": { "id": "float32|none|MeshTweenAlt|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9888, "total_correct": 2660, "total_train": 265, "infer_ms": 552.91237, "train_ms": 1750.988032, "blocked_train": 1750988032, "duration": 8270263729, "avg_accuracy": 24.107142857142858, "soft_acc": 25.000050595238093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1195.6087887895696, "availability": 23.998970160342893, "score": 71.73359428884896, "zero_downtime": 5.999754682421816, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13131592, "heap_mib": 12.523262023925781, "mobile_score": 30928.50549548688, "mobile_throughput": 515496.16830337653, "mobile_availability": 10347.345450185736, "mobile_accuracy": 10778.969182957393, "soft_acc_blocks": [ 25.000050595238093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0228843256321376, "mobile_acc_per_sec": 1303.340441872551 }, "started": "2026-08-18T03:25:26.184113561+10:00", "ended": "2026-08-18T03:25:34.455061871+10:00" }, { "cell": { "id": "float16|none|MeshTweenAlt|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4608, "total_correct": 1152, "total_train": 165, "infer_ms": 495.744591, "train_ms": 1828.750478, "blocked_train": 1828750478, "duration": 7659813540, "avg_accuracy": 21.710526315789473, "soft_acc": 25.00000057894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 601.5812233465933, "availability": 21.326979678785456, "score": 32.074777056413524, "zero_downtime": 5.331745043168351, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13091192, "heap_mib": 12.484733581542969, "mobile_score": 27658.58669959364, "mobile_throughput": 518752.98754266236, "mobile_availability": 18390.5913188011, "mobile_accuracy": 21557.895236077562, "soft_acc_blocks": [ 25.00000057894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.263787094606923, "mobile_acc_per_sec": 2814.415145159991 }, "started": "2026-08-18T03:25:44.586626215+10:00", "ended": "2026-08-18T03:25:52.247187201+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenAlt|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5720, "total_correct": 1581, "total_train": 195, "infer_ms": 498.23671, "train_ms": 1794.131091, "blocked_train": 1794131091, "duration": 8208010925, "avg_accuracy": 35.32608695652174, "soft_acc": 25.000017739130435, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 696.8801640575301, "availability": 21.73458856744778, "score": 37.866035984917815, "zero_downtime": 5.43365099738896, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13284560, "heap_mib": 12.669143676757812, "mobile_score": 32652.48071457334, "mobile_throughput": 600930.7688378197, "mobile_availability": 18742.078899424443, "mobile_accuracy": 21557.91003357437, "soft_acc_blocks": [ 25.000017739130435 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08154151, "time_to_acc50_sec": 0, "acc_per_sec": 3.0458070740360808, "mobile_acc_per_sec": 2626.447531631955 }, "started": "2026-08-18T03:26:02.194232991+10:00", "ended": "2026-08-18T03:26:10.402893393+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenAlt|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4928, "total_correct": 1047, "total_train": 173, "infer_ms": 512.147694, "train_ms": 1846.315417, "blocked_train": 1846315417, "duration": 8264835355, "avg_accuracy": 17.5, "soft_acc": 24.99998205, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 596.2611217679846, "availability": 21.715315012192274, "score": 32.369971980130735, "zero_downtime": 5.428824855149023, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13092000, "heap_mib": 12.485504150390625, "mobile_score": 55826.27588657494, "mobile_throughput": 1028330.7598996484, "mobile_availability": 37450.91801681666, "mobile_accuracy": 43115.758516547365, "soft_acc_blocks": [ 24.99998205 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.024861473480617, "mobile_acc_per_sec": 5216.77161910594 }, "started": "2026-08-18T03:26:20.409646041+10:00", "ended": "2026-08-18T03:26:28.675416706+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenAlt|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4776, "total_correct": 1314, "total_train": 183, "infer_ms": 484.594823, "train_ms": 1840.932071, "blocked_train": 1840932071, "duration": 7797770282, "avg_accuracy": 30.681818181818183, "soft_acc": 25.000002272727272, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 612.4827774196798, "availability": 20.838065741156722, "score": 31.907393853665774, "zero_downtime": 5.209516908881584, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13405800, "heap_mib": 12.784767150878906, "mobile_score": 55028.49904194316, "mobile_throughput": 1056307.1394993719, "mobile_availability": 35937.98622138018, "mobile_accuracy": 43115.793393301436, "soft_acc_blocks": [ 25.000002272727272 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075043931, "time_to_acc50_sec": 0, "acc_per_sec": 3.2060449806319737, "mobile_acc_per_sec": 5529.246417123606 }, "started": "2026-08-18T03:26:38.8849868+10:00", "ended": "2026-08-18T03:26:46.683550777+10:00" }, { "cell": { "id": "int64|none|MeshTweenAlt|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3816, "total_correct": 956, "total_train": 161, "infer_ms": 497.015582, "train_ms": 1854.905499, "blocked_train": 1854905499, "duration": 8481034146, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999999435897436, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 449.9451286609641, "availability": 21.132323954878483, "score": 23.770965015586928, "zero_downtime": 5.28308086951164, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13089600, "heap_mib": 12.48321533203125, "mobile_score": 5124.519615991792, "mobile_throughput": 96998.69721027941, "mobile_availability": 4555.684153641172, "mobile_accuracy": 5389.473562601889, "soft_acc_blocks": [ 24.999999435897436 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9477536589908024, "mobile_acc_per_sec": 635.4736309066487 }, "started": "2026-08-18T03:26:56.971092402+10:00", "ended": "2026-08-18T03:27:05.473044295+10:00" }, { "cell": { "id": "int32|none|MeshTweenAlt|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3472, "total_correct": 911, "total_train": 155, "infer_ms": 489.375297, "train_ms": 1835.960232, "blocked_train": 1835960232, "duration": 7600973239, "avg_accuracy": 26.923076923076923, "soft_acc": 24.99999076923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 456.7836105757404, "availability": 21.04536273999364, "score": 24.032933071924486, "zero_downtime": 5.261338742349542, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13128032, "heap_mib": 12.519866943359375, "mobile_score": 10361.988827642388, "mobile_throughput": 196945.85988612977, "mobile_availability": 9073.874292948836, "mobile_accuracy": 10778.943388502024, "soft_acc_blocks": [ 24.99999076923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081804537, "time_to_acc50_sec": 0, "acc_per_sec": 3.2890512810856602, "mobile_acc_per_sec": 1418.1004260344068 }, "started": "2026-08-18T03:27:15.140145564+10:00", "ended": "2026-08-18T03:27:22.75717568+10:00" }, { "cell": { "id": "int16|none|MeshTweenAlt|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3584, "total_correct": 941, "total_train": 163, "infer_ms": 465.196533, "train_ms": 1860.897742, "blocked_train": 1860897742, "duration": 8054435158, "avg_accuracy": 22.321428571428573, "soft_acc": 24.999997357142856, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 444.972233272028, "availability": 19.999040365636084, "score": 22.247541785103067, "zero_downtime": 4.999759562862954, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 17521776, "heap_mib": 16.710067749023438, "mobile_score": 19184.40655826993, "mobile_throughput": 383706.5826278372, "mobile_availability": 17245.48828160956, "mobile_accuracy": 21557.892457864662, "soft_acc_blocks": [ 24.999997357142856 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.103879647266366, "mobile_acc_per_sec": 2676.524428463797 }, "started": "2026-08-18T03:27:32.396503256+10:00", "ended": "2026-08-18T03:27:40.451730495+10:00" }, { "cell": { "id": "int8|none|MeshTweenAlt|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9088, "total_correct": 1980, "total_train": 253, "infer_ms": 520.863862, "train_ms": 1784.54514, "blocked_train": 1784545140, "duration": 7799462235, "avg_accuracy": 20.357142857142858, "soft_acc": 25.0000022, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1165.2085395346492, "availability": 22.593121721487925, "score": 65.8142517032124, "zero_downtime": 5.648280927420659, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13118616, "heap_mib": 12.510887145996094, "mobile_score": 113505.33683215074, "mobile_throughput": 2009555.443340599, "mobile_availability": 38964.81118787981, "mobile_accuracy": 43115.79326787368, "soft_acc_blocks": [ 25.0000022 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2053494775335625, "mobile_acc_per_sec": 5528.04693051683 }, "started": "2026-08-18T03:27:50.592662699+10:00", "ended": "2026-08-18T03:27:58.392905869+10:00" }, { "cell": { "id": "uint64|none|MeshTweenAlt|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3392, "total_correct": 844, "total_train": 156, "infer_ms": 463.170201, "train_ms": 1861.132336, "blocked_train": 1861132336, "duration": 7668599597, "avg_accuracy": 23.958333333333332, "soft_acc": 25.00000025, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 442.3232634713344, "availability": 19.927276833669783, "score": 22.0357455232713, "zero_downtime": 4.981819258235637, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 23687576, "heap_mib": 22.590232849121094, "mobile_score": 4723.253045341317, "mobile_throughput": 94809.80341735853, "mobile_availability": 4271.3132120077935, "mobile_accuracy": 5358.626382286181, "soft_acc_blocks": [ 25.00000025 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2600476702134955, "mobile_acc_per_sec": 698.7750911369146 }, "started": "2026-08-18T03:28:08.867854164+10:00", "ended": "2026-08-18T03:28:16.537163602+10:00" }, { "cell": { "id": "uint32|none|MeshTweenAlt|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3488, "total_correct": 750, "total_train": 157, "infer_ms": 461.797457, "train_ms": 1855.735719, "blocked_train": 1855735719, "duration": 7829336015, "avg_accuracy": 14.285714285714286, "soft_acc": 24.999990714285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 445.50393460153464, "availability": 19.926250108619804, "score": 22.193048819975466, "zero_downtime": 4.981560676860298, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 17508184, "heap_mib": 16.697105407714844, "mobile_score": 9459.796081079103, "mobile_throughput": 189896.23322306454, "mobile_availability": 8493.572208900861, "mobile_accuracy": 10656.256204562136, "soft_acc_blocks": [ 24.999990714285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.193117611300492, "mobile_acc_per_sec": 1361.0676798321238 }, "started": "2026-08-18T03:28:27.136724724+10:00", "ended": "2026-08-18T03:28:34.966991882+10:00" }, { "cell": { "id": "uint16|none|MeshTweenAlt|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4168, "total_correct": 988, "total_train": 163, "infer_ms": 505.535928, "train_ms": 1860.594803, "blocked_train": 1860594803, "duration": 8526395505, "avg_accuracy": 26.5625, "soft_acc": 24.999994875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 488.83493588302645, "availability": 21.36551127022237, "score": 26.11051547706131, "zero_downtime": 5.3413767225731394, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 13312792, "heap_mib": 12.696067810058594, "mobile_score": 22008.729804561928, "mobile_throughput": 412042.2682704826, "mobile_availability": 18009.133718396053, "mobile_accuracy": 21072.664490392282, "soft_acc_blocks": [ 24.999994875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074306338, "time_to_acc50_sec": 0, "acc_per_sec": 2.9320707513907425, "mobile_acc_per_sec": 2471.4622348957387 }, "started": "2026-08-18T03:28:45.269269188+10:00", "ended": "2026-08-18T03:28:53.796467191+10:00" }, { "cell": { "id": "uint8|none|MeshTweenAlt|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7016, "total_correct": 1566, "total_train": 228, "infer_ms": 507.839981, "train_ms": 1811.286964, "blocked_train": 1811286964, "duration": 8063561199, "avg_accuracy": 24.456521739130434, "soft_acc": 24.99999734782609, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 870.0870281569993, "availability": 21.89789489941009, "score": 47.632680686598434, "zero_downtime": 5.474473144082267, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 16283400, "heap_mib": 15.529060363769531, "mobile_score": 78532.2103516205, "mobile_throughput": 1434516.3138942667, "mobile_availability": 36103.155726484016, "mobile_accuracy": 41217.60569024228, "soft_acc_blocks": [ 24.99999734782609 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.100366789666885, "mobile_acc_per_sec": 5111.5883755373325 }, "started": "2026-08-18T03:29:03.873047485+10:00", "ended": "2026-08-18T03:29:11.937262536+10:00" }, { "cell": { "id": "int4|none|MeshTweenAlt|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8112, "total_correct": 2275, "total_train": 219, "infer_ms": 511.367647, "train_ms": 1806.806375, "blocked_train": 1806806375, "duration": 7815407167, "avg_accuracy": 30.71808510638298, "soft_acc": 25.000009446808512, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1037.9497608585696, "availability": 22.059070723207338, "score": 57.240539584396814, "zero_downtime": 5.514769764680006, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13322120, "heap_mib": 12.704963684082031, "mobile_score": 197437.68432647525, "mobile_throughput": 3580161.8698751167, "mobile_availability": 76087.53994295347, "mobile_accuracy": 86231.61153189698, "soft_acc_blocks": [ 25.000009446808512 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.059904873, "time_to_acc50_sec": 0, "acc_per_sec": 3.1988108760819616, "mobile_acc_per_sec": 11033.540503942497 }, "started": "2026-08-18T03:29:22.09733175+10:00", "ended": "2026-08-18T03:29:29.913188291+10:00" }, { "cell": { "id": "uint4|none|MeshTweenAlt|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2936, "total_correct": 705, "total_train": 151, "infer_ms": 411.566419, "train_ms": 1852.286378, "blocked_train": 1852286378, "duration": 7551071767, "avg_accuracy": 31.944444444444443, "soft_acc": 25.000016000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 388.81897703992513, "availability": 18.17991079390839, "score": 17.671747103822295, "zero_downtime": 4.544980607262826, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 13319400, "heap_mib": 12.702369689941406, "mobile_score": 55813.76473234207, "mobile_throughput": 1228030.8664717365, "mobile_availability": 57418.72933925688, "mobile_accuracy": 78959.08667836145, "soft_acc_blocks": [ 25.000016000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075732327, "time_to_acc50_sec": 0, "acc_per_sec": 3.3107904111382025, "mobile_acc_per_sec": 10456.672789607384 }, "started": "2026-08-18T03:29:40.389028857+10:00", "ended": "2026-08-18T03:29:47.940910361+10:00" }, { "cell": { "id": "fp4|none|MeshTweenAlt|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5400, "total_correct": 1306, "total_train": 179, "infer_ms": 429.338303, "train_ms": 1835.886305, "blocked_train": 1835886305, "duration": 7337475476, "avg_accuracy": 26.5625, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 735.9479452657458, "availability": 18.953453952589236, "score": 34.87188873024244, "zero_downtime": 4.738363488147309, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 16554808, "heap_mib": 15.787895202636719, "mobile_score": 120282.32104342993, "mobile_throughput": 2538478.1337334695, "mobile_availability": 65375.450433520426, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085029072, "time_to_acc50_sec": 0, "acc_per_sec": 3.407166413267342, "mobile_acc_per_sec": 11752.213582099395 }, "started": "2026-08-18T03:29:58.679261398+10:00", "ended": "2026-08-18T03:30:06.017803954+10:00" }, { "cell": { "id": "int2|none|MeshTweenAlt|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7688, "total_correct": 2331, "total_train": 216, "infer_ms": 485.849938, "train_ms": 1788.197918, "blocked_train": 1788197918, "duration": 7804287537, "avg_accuracy": 29.891304347826086, "soft_acc": 24.99995447826087, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 985.0995319625677, "availability": 21.364983006760436, "score": 52.616491092928094, "zero_downtime": 5.34123602597828, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 13303968, "heap_mib": 12.687652587890625, "mobile_score": 362976.2484490669, "mobile_throughput": 6795735.044915667, "mobile_availability": 147386.89750853178, "mobile_accuracy": 172462.84386182152, "soft_acc_blocks": [ 24.99995447826087 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071254217, "time_to_acc50_sec": 0, "acc_per_sec": 3.203361531688382, "mobile_acc_per_sec": 22098.473825339977 }, "started": "2026-08-18T03:30:16.012851965+10:00", "ended": "2026-08-18T03:30:23.817501011+10:00" }, { "cell": { "id": "uint2|none|MeshTweenAlt|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3432, "total_correct": 831, "total_train": 152, "infer_ms": 465.375722, "train_ms": 1820.120088, "blocked_train": 1820120088, "duration": 8032265567, "avg_accuracy": 22.5, "soft_acc": 25.0000159, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 427.2767093384128, "availability": 20.36213411391028, "score": 21.750677981669956, "zero_downtime": 5.0905367660568945, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 13126776, "heap_mib": 12.518669128417969, "mobile_score": 126706.88286281975, "mobile_throughput": 2489067.237617975, "mobile_availability": 118618.02855904214, "mobile_accuracy": 145635.6481797689, "soft_acc_blocks": [ 25.0000159 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1124488715501157, "mobile_acc_per_sec": 18131.328821858522 }, "started": "2026-08-18T03:30:33.700004694+10:00", "ended": "2026-08-18T03:30:41.733029478+10:00" }, { "cell": { "id": "ternary|none|MeshTweenAlt|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7576, "total_correct": 1665, "total_train": 214, "infer_ms": 487.042946, "train_ms": 1810.300501, "blocked_train": 1810300501, "duration": 7941623386, "avg_accuracy": 19.90740740740741, "soft_acc": 24.999948999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 953.9611275643537, "availability": 21.200267057849274, "score": 50.560473524351885, "zero_downtime": 5.300055952326119, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 13313928, "heap_mib": 12.697151184082031, "mobile_score": 348792.75714651844, "mobile_throughput": 6580925.942742893, "mobile_availability": 146250.6002003379, "mobile_accuracy": 172462.80606989472, "soft_acc_blocks": [ 24.999948999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.147964564030007, "mobile_acc_per_sec": 21716.31638613374 }, "started": "2026-08-18T03:30:52.246481555+10:00", "ended": "2026-08-18T03:31:00.225809779+10:00" }, { "cell": { "id": "binary|none|MeshTweenAlt|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8288, "total_correct": 2632, "total_train": 225, "infer_ms": 502.946488, "train_ms": 1804.522619, "blocked_train": 1804522619, "duration": 8127858985, "avg_accuracy": 35.3448275862069, "soft_acc": 25.000345275862067, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1019.7027304848104, "availability": 21.796455973093988, "score": 55.565531583513796, "zero_downtime": 5.449189251174759, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 15205648, "heap_mib": 14.501235961914062, "mobile_score": 766640.5637594021, "mobile_throughput": 14068892.241063692, "mobile_availability": 300726.8502426711, "mobile_accuracy": 344931.079578715, "soft_acc_blocks": [ 25.000345275862067 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073795775, "time_to_acc50_sec": 0, "acc_per_sec": 3.075883245760085, "mobile_acc_per_sec": 42438.12303034377 }, "started": "2026-08-18T03:31:09.831197025+10:00", "ended": "2026-08-18T03:31:17.959853247+10:00" }, { "cell": { "id": "int|none|MeshTweenAlt|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2896, "total_correct": 588, "total_train": 146, "infer_ms": 441.201372, "train_ms": 1850.648505, "blocked_train": 1850648505, "duration": 7884293279, "avg_accuracy": 21.25, "soft_acc": 24.9999927, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 367.31256658267193, "availability": 19.250884467944584, "score": 17.677724295371046, "zero_downtime": 4.81271971167158, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14368744, "heap_mib": 13.703102111816406, "mobile_score": 3810.9451954652527, "mobile_throughput": 79184.85645908548, "mobile_availability": 4150.08540951058, "mobile_accuracy": 5389.47211048421, "soft_acc_blocks": [ 24.9999927 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.170860318779372, "mobile_acc_per_sec": 683.5707297747531 }, "started": "2026-08-18T03:31:28.718116704+10:00", "ended": "2026-08-18T03:31:36.60310769+10:00" }, { "cell": { "id": "uint|none|MeshTweenAlt|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2840, "total_correct": 683, "total_train": 146, "infer_ms": 418.200574, "train_ms": 1855.355551, "blocked_train": 1855355551, "duration": 7877208915, "avg_accuracy": 20.833333333333332, "soft_acc": 25.000005555555553, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 360.53379193637903, "availability": 18.394117013495766, "score": 16.579255574770926, "zero_downtime": 4.598530275269331, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13125408, "heap_mib": 12.517364501953125, "mobile_score": 3553.681417328495, "mobile_throughput": 77278.63479425196, "mobile_availability": 3942.6879888682206, "mobile_accuracy": 5358.627519505769, "soft_acc_blocks": [ 25.000005555555553 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.173713662455981, "mobile_acc_per_sec": 680.2698236556506 }, "started": "2026-08-18T03:31:47.13982051+10:00", "ended": "2026-08-18T03:31:55.017819005+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenAlt|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2680, "total_correct": 640, "total_train": 144, "infer_ms": 413.95554, "train_ms": 1878.115926, "blocked_train": 1878115926, "duration": 8667519243, "avg_accuracy": 27.5, "soft_acc": 25.000009, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 309.20035189589026, "availability": 18.060324302296426, "score": 13.960651599892648, "zero_downtime": 4.515082701003293, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 12103504, "heap_mib": 11.542800903320312, "mobile_score": 2992.3966091596553, "mobile_throughput": 66275.56586050389, "mobile_availability": 3871.1411724457844, "mobile_accuracy": 5358.628257805396, "soft_acc_blocks": [ 25.000009 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074881192, "time_to_acc50_sec": 0, "acc_per_sec": 2.8843326791792623, "mobile_acc_per_sec": 618.2424414151827 }, "started": "2026-08-18T03:32:05.520884753+10:00", "ended": "2026-08-18T03:32:14.190548938+10:00" }, { "cell": { "id": "complex64|none|MeshTweenAlt|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2848, "total_correct": 634, "total_train": 146, "infer_ms": 439.750716, "train_ms": 1840.924531, "blocked_train": 1840924531, "duration": 7580374626, "avg_accuracy": 18.75, "soft_acc": 24.999981714285717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 375.70702511609613, "availability": 19.281601647514176, "score": 18.110569739555082, "zero_downtime": 4.8203968860999575, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 16676296, "heap_mib": 15.903755187988281, "mobile_score": 3904.257560695664, "mobile_throughput": 80994.52499344894, "mobile_availability": 4156.70738674832, "mobile_accuracy": 5389.469742195489, "soft_acc_blocks": [ 24.999981714285717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2979876256429383, "mobile_acc_per_sec": 710.9767007701829 }, "started": "2026-08-18T03:32:23.990276348+10:00", "ended": "2026-08-18T03:32:31.585902336+10:00" }, { "cell": { "id": "complex128|none|MeshTweenAlt|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2920, "total_correct": 632, "total_train": 143, "infer_ms": 466.444756, "train_ms": 1842.647257, "blocked_train": 1842647257, "duration": 7636322304, "avg_accuracy": 15, "soft_acc": 24.999989199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 382.38302205637234, "availability": 20.200353791618262, "score": 19.31067248140311, "zero_downtime": 5.050086266266356, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 16307720, "heap_mib": 15.552253723144531, "mobile_score": 2081.487223258609, "mobile_throughput": 41216.86469323424, "mobile_availability": 2177.385503433379, "mobile_accuracy": 2694.735677978947, "soft_acc_blocks": [ 24.999989199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2738258293399554, "mobile_acc_per_sec": 352.88396307832784 }, "started": "2026-08-18T03:32:41.66053245+10:00", "ended": "2026-08-18T03:32:49.297548763+10:00" }, { "cell": { "id": "nf4|none|MeshTweenAlt|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2424, "total_correct": 718, "total_train": 129, "infer_ms": 389.291774, "train_ms": 1906.242154, "blocked_train": 1906242154, "duration": 8438584592, "avg_accuracy": 37.5, "soft_acc": 25.000018363636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 287.25196430430003, "availability": 16.958659127254688, "score": 12.178529311354167, "zero_downtime": 4.239667896040166, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13352168, "heap_mib": 12.733619689941406, "mobile_score": 42006.952470995086, "mobile_throughput": 990807.6175077162, "mobile_availability": 58494.87813493491, "mobile_accuracy": 86231.64228838278, "soft_acc_blocks": [ 25.000018363636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084879604, "time_to_acc50_sec": 0, "acc_per_sec": 2.962584316253349, "mobile_acc_per_sec": 10218.732934209445 }, "started": "2026-08-18T03:33:00.086017476+10:00", "ended": "2026-08-18T03:33:08.566254502+10:00" }, { "cell": { "id": "fp6|none|MeshTweenAlt|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1344, "total_correct": 321, "total_train": 81, "infer_ms": 386.257082, "train_ms": 1918.830422, "blocked_train": 1918830422, "duration": 8067810932, "avg_accuracy": 30, "soft_acc": 25.0000014, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 166.58793956972713, "availability": 16.756721006457724, "score": 6.9786694568318595, "zero_downtime": 4.1891804862085245, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 13154528, "heap_mib": 12.545135498046875, "mobile_score": 16047.511632383605, "mobile_throughput": 383070.42833830306, "mobile_availability": 38532.22694313029, "mobile_accuracy": 57487.72251755789, "soft_acc_blocks": [ 25.0000014 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079594411, "time_to_acc50_sec": 0, "acc_per_sec": 3.0987341685017062, "mobile_acc_per_sec": 7125.566402348344 }, "started": "2026-08-18T03:33:18.957311378+10:00", "ended": "2026-08-18T03:33:27.036076393+10:00" }, { "cell": { "id": "int6|none|MeshTweenAlt|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1312, "total_correct": 382, "total_train": 81, "infer_ms": 381.47163, "train_ms": 1904.45594, "blocked_train": 1904455940, "duration": 8299422127, "avg_accuracy": 41.666666666666664, "soft_acc": 24.999998333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 158.0832954299012, "availability": 16.68782664010654, "score": 6.595166132399572, "zero_downtime": 4.171956381896191, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 16736096, "heap_mib": 15.960784912109375, "mobile_score": 15165.64237378731, "mobile_throughput": 363513.92453663173, "mobile_availability": 38373.8037433692, "mobile_accuracy": 57487.715465730995, "soft_acc_blocks": [ 24.999998333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.090293079, "time_to_acc50_sec": 0, "acc_per_sec": 3.012257715148911, "mobile_acc_per_sec": 6926.713039298212 }, "started": "2026-08-18T03:33:36.812578122+10:00", "ended": "2026-08-18T03:33:45.112839256+10:00" }, { "cell": { "id": "uint6|none|MeshTweenAlt|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1232, "total_correct": 346, "total_train": 77, "infer_ms": 377.77352, "train_ms": 1920.97253, "blocked_train": 1920972530, "duration": 7917966552, "avg_accuracy": 20, "soft_acc": 24.999999199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 155.5955044655763, "availability": 16.433895340461813, "score": 6.39260038502088, "zero_downtime": 4.10847370364429, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 16382200, "heap_mib": 15.623283386230469, "mobile_score": 13849.436655627385, "mobile_throughput": 337094.44564152096, "mobile_availability": 35603.69471181836, "mobile_accuracy": 54161.98173789091, "soft_acc_blocks": [ 24.999999199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.157376207112828, "mobile_acc_per_sec": 6840.39031766434 }, "started": "2026-08-18T03:33:54.892858722+10:00", "ended": "2026-08-18T03:34:02.811719802+10:00" }, { "cell": { "id": "int5|none|MeshTweenAlt|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1472, "total_correct": 269, "total_train": 87, "infer_ms": 399.869963, "train_ms": 1922.266244, "blocked_train": 1922266244, "duration": 8163709111, "avg_accuracy": 37.5, "soft_acc": 25.000062571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 180.31019723823673, "availability": 17.21991852995555, "score": 7.762336694377847, "zero_downtime": 4.30499040723791, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 13348560, "heap_mib": 12.730178833007812, "mobile_score": 21419.473583273542, "mobile_throughput": 497549.8562612666, "mobile_availability": 47516.824453859655, "mobile_accuracy": 68985.43581815339, "soft_acc_blocks": [ 25.000062571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068811266, "time_to_acc50_sec": 0, "acc_per_sec": 3.062341177460968, "mobile_acc_per_sec": 8450.256480256085 }, "started": "2026-08-18T03:34:12.825481616+10:00", "ended": "2026-08-18T03:34:20.990148901+10:00" }, { "cell": { "id": "uint5|none|MeshTweenAlt|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1432, "total_correct": 340, "total_train": 87, "infer_ms": 389.125629, "train_ms": 1924.768749, "blocked_train": 1924768749, "duration": 7388554049, "avg_accuracy": 28.571428571428573, "soft_acc": 24.999997142857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 193.8132942525897, "availability": 16.816914060543173, "score": 8.148352851850985, "zero_downtime": 4.204228034652534, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 13146952, "heap_mib": 12.537910461425781, "mobile_score": 20941.586372506124, "mobile_throughput": 498107.7667504988, "mobile_availability": 43220.12862242186, "mobile_accuracy": 64250.973049187676, "soft_acc_blocks": [ 24.999997142857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074010054, "time_to_acc50_sec": 0, "acc_per_sec": 3.3836115939682077, "mobile_acc_per_sec": 8696.014487149037 }, "started": "2026-08-18T03:34:31.420076412+10:00", "ended": "2026-08-18T03:34:38.809579313+10:00" }, { "cell": { "id": "int3|none|MeshTweenAlt|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1832, "total_correct": 415, "total_train": 105, "infer_ms": 401.093727, "train_ms": 1920.949508, "blocked_train": 1920949508, "duration": 8420615774, "avg_accuracy": 13.970588235294118, "soft_acc": 24.999974470588235, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 217.56128639150043, "availability": 17.273310029474967, "score": 9.394999281667445, "zero_downtime": 4.318323097594299, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 13376136, "heap_mib": 12.756477355957031, "mobile_score": 43207.76652093738, "mobile_throughput": 1000568.172979184, "mobile_availability": 79440.25586608221, "mobile_accuracy": 114975.32118627864, "soft_acc_blocks": [ 24.999974470588235 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9689009855763353, "mobile_acc_per_sec": 13654.027718647769 }, "started": "2026-08-18T03:34:49.249164538+10:00", "ended": "2026-08-18T03:34:57.670225259+10:00" }, { "cell": { "id": "uint3|none|MeshTweenAlt|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenAlt", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1976, "total_correct": 476, "total_train": 106, "infer_ms": 410.065268, "train_ms": 1879.728803, "blocked_train": 1879728803, "duration": 8327411675, "avg_accuracy": 19.642857142857142, "soft_acc": 24.999999714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 237.28861705398992, "availability": 17.908390679905818, "score": 10.62364302383047, "zero_downtime": 4.477097618809624, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 17355008, "heap_mib": 16.551025390625, "mobile_score": 43514.4418256096, "mobile_throughput": 971934.1754531427, "mobile_availability": 73352.76822489423, "mobile_accuracy": 102399.99882971428, "soft_acc_blocks": [ 24.999999714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0021332786199397, "mobile_acc_per_sec": 12296.737909227273 }, "started": "2026-08-18T03:35:08.048672929+10:00", "ended": "2026-08-18T03:35:16.376942049+10:00" }, { "cell": { "id": "float64|none|MeshTweenAlt|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1316, "total_train": 207, "infer_ms": 519.089089, "train_ms": 1841.152262, "blocked_train": 1841152262, "duration": 8119891948, "avg_accuracy": 17.763157894736842, "soft_acc": 25.000003789473684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 679.8120018530079, "availability": 21.99305120978706, "score": 37.377856090147866, "zero_downtime": 5.498263635867653, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13158632, "heap_mib": 12.549049377441406, "mobile_score": 7290.4618354878885, "mobile_throughput": 132595.71236142478, "mobile_availability": 4289.692274061324, "mobile_accuracy": 4876.191215318296, "soft_acc_blocks": [ 25.000003789473684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0788591707345816, "mobile_acc_per_sec": 600.524150634707 }, "started": "2026-08-18T03:35:26.740712395+10:00", "ended": "2026-08-18T03:35:34.861217101+10:00" }, { "cell": { "id": "float32|none|MeshTweenAlt|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8312, "total_correct": 2181, "total_train": 246, "infer_ms": 545.265943, "train_ms": 1772.881251, "blocked_train": 1772881251, "duration": 8606401035, "avg_accuracy": 18.38235294117647, "soft_acc": 24.99998826470588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 965.7927821626314, "availability": 23.521627289729384, "score": 56.792517993761926, "zero_downtime": 5.880404062100201, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13145184, "heap_mib": 12.536224365234375, "mobile_score": 22154.490828804654, "mobile_throughput": 376751.1653083941, "mobile_availability": 9175.674797974434, "mobile_accuracy": 9752.376374498599, "soft_acc_blocks": [ 24.99998826470588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9048133084941563, "mobile_acc_per_sec": 1133.1538391992442 }, "started": "2026-08-18T03:35:45.368130829+10:00", "ended": "2026-08-18T03:35:53.975371861+10:00" }, { "cell": { "id": "float16|none|MeshTweenAlt|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4072, "total_correct": 1068, "total_train": 159, "infer_ms": 501.291267, "train_ms": 1861.466235, "blocked_train": 1861466235, "duration": 8006361235, "avg_accuracy": 18.75, "soft_acc": 25.0000093125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 508.5955879931016, "availability": 21.216365478711747, "score": 26.976384738004434, "zero_downtime": 5.304093345451972, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12304608, "heap_mib": 11.734588623046875, "mobile_score": 21046.718454641174, "mobile_throughput": 396801.43398471316, "mobile_availability": 16552.8062858673, "mobile_accuracy": 19504.769170285716, "soft_acc_blocks": [ 25.0000093125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.122518279991148, "mobile_acc_per_sec": 2436.1590237797604 }, "started": "2026-08-18T03:36:04.261629765+10:00", "ended": "2026-08-18T03:36:12.268582613+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenAlt|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5472, "total_correct": 1256, "total_train": 186, "infer_ms": 495.16522, "train_ms": 1845.371388, "blocked_train": 1845371388, "duration": 7710139706, "avg_accuracy": 21.428571428571427, "soft_acc": 24.99997038095238, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 709.7147663539367, "availability": 21.156055338229514, "score": 37.53686770605272, "zero_downtime": 5.289007568335274, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 14409352, "heap_mib": 13.741828918457031, "mobile_score": 29285.906690284177, "mobile_throughput": 553712.7015210905, "mobile_availability": 16505.75288864535, "mobile_accuracy": 19504.73879626304, "soft_acc_blocks": [ 24.99997038095238 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2424795573415492, "mobile_acc_per_sec": 2529.751669880188 }, "started": "2026-08-18T03:36:22.784238397+10:00", "ended": "2026-08-18T03:36:30.513377218+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenAlt|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3776, "total_correct": 945, "total_train": 149, "infer_ms": 482.653565, "train_ms": 1843.244597, "blocked_train": 1843244597, "duration": 7994771115, "avg_accuracy": 32.291666666666664, "soft_acc": 25.00004791666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 472.3087059885141, "availability": 20.751276770646506, "score": 24.502568661050496, "zero_downtime": 5.1878291359817466, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13363536, "heap_mib": 12.744461059570312, "mobile_score": 38233.341423109654, "mobile_throughput": 736981.5084681729, "mobile_availability": 32379.89701050213, "mobile_accuracy": 39009.59857777778, "soft_acc_blocks": [ 25.00004791666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081559204, "time_to_acc50_sec": 0, "acc_per_sec": 3.127049862598433, "mobile_acc_per_sec": 4879.389042744069 }, "started": "2026-08-18T03:36:41.27535115+10:00", "ended": "2026-08-18T03:36:49.270926482+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenAlt|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4080, "total_correct": 1075, "total_train": 165, "infer_ms": 465.510908, "train_ms": 1863.885481, "blocked_train": 1863885481, "duration": 8513054652, "avg_accuracy": 18.333333333333332, "soft_acc": 24.999993866666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 479.2639266143408, "availability": 19.98418604056658, "score": 23.944242805661247, "zero_downtime": 4.996045284444901, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13342448, "heap_mib": 12.724349975585938, "mobile_score": 37362.14039313846, "mobile_throughput": 747834.30225232, "mobile_availability": 31182.943246537416, "mobile_accuracy": 39009.5142391873, "soft_acc_blocks": [ 24.999993866666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9366654965375254, "mobile_acc_per_sec": 4582.316904311507 }, "started": "2026-08-18T03:37:00.025418475+10:00", "ended": "2026-08-18T03:37:08.539287707+10:00" }, { "cell": { "id": "int64|none|MeshTweenAlt|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3008, "total_correct": 818, "total_train": 148, "infer_ms": 456.019272, "train_ms": 1836.07881, "blocked_train": 1836078810, "duration": 8213262135, "avg_accuracy": 26.442307692307693, "soft_acc": 25.000010346153847, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 366.236941005658, "availability": 19.89527741335111, "score": 18.215971389418254, "zero_downtime": 4.973821411733787, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13415008, "heap_mib": 12.793548583984375, "mobile_score": 3552.9818481455795, "mobile_throughput": 71433.64335043692, "mobile_availability": 3880.5264897660068, "mobile_accuracy": 4876.19249418315, "soft_acc_blocks": [ 25.000010346153847 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071589701, "time_to_acc50_sec": 0, "acc_per_sec": 3.0438588145894903, "mobile_acc_per_sec": 593.6974145027882 }, "started": "2026-08-18T03:37:18.662283886+10:00", "ended": "2026-08-18T03:37:26.876183675+10:00" }, { "cell": { "id": "int32|none|MeshTweenAlt|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2992, "total_correct": 689, "total_train": 152, "infer_ms": 440.360461, "train_ms": 1858.690373, "blocked_train": 1858690373, "duration": 8747196050, "avg_accuracy": 18.75, "soft_acc": 24.9999982, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 342.0524683449847, "availability": 19.154011494119057, "score": 16.379191096377237, "zero_downtime": 4.788502528757558, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13202232, "heap_mib": 12.590629577636719, "mobile_score": 6389.444450548683, "mobile_throughput": 133433.0390801007, "mobile_availability": 7471.888674277301, "mobile_accuracy": 9752.380250209524, "soft_acc_blocks": [ 24.9999982 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8580585203643634, "mobile_acc_per_sec": 1114.9150189916602 }, "started": "2026-08-18T03:37:37.700409105+10:00", "ended": "2026-08-18T03:37:46.448433068+10:00" }, { "cell": { "id": "int16|none|MeshTweenAlt|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3024, "total_correct": 786, "total_train": 148, "infer_ms": 455.294238, "train_ms": 1864.430415, "blocked_train": 1864430415, "duration": 7954601424, "avg_accuracy": 20.357142857142858, "soft_acc": 24.999963285714284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 380.15732515223505, "availability": 19.627081059434687, "score": 18.653419196333257, "zero_downtime": 4.906763058916053, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 16326944, "heap_mib": 15.570587158203125, "mobile_score": 14553.220005367813, "mobile_throughput": 296595.12453781994, "mobile_availability": 15312.861717989425, "mobile_accuracy": 19504.73326062585, "soft_acc_blocks": [ 24.999963285714284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1428304138892935, "mobile_acc_per_sec": 2452.006357198199 }, "started": "2026-08-18T03:37:56.970398968+10:00", "ended": "2026-08-18T03:38:04.925483048+10:00" }, { "cell": { "id": "int8|none|MeshTweenAlt|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7488, "total_correct": 2032, "total_train": 231, "infer_ms": 504.153333, "train_ms": 1803.932109, "blocked_train": 1803932109, "duration": 8300539752, "avg_accuracy": 14.814814814814815, "soft_acc": 24.99997437037037, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 902.1100101587706, "availability": 21.842923308902357, "score": 49.26174891776092, "zero_downtime": 5.460725228965244, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13386848, "heap_mib": 12.766693115234375, "mobile_score": 76867.09469224713, "mobile_throughput": 1407635.276803933, "mobile_availability": 34083.28147552916, "mobile_accuracy": 39009.48381753792, "soft_acc_blocks": [ 24.99997437037037 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.011849243218993, "mobile_acc_per_sec": 4699.632190561903 }, "started": "2026-08-18T03:38:14.942540581+10:00", "ended": "2026-08-18T03:38:23.243886476+10:00" }, { "cell": { "id": "uint64|none|MeshTweenAlt|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2808, "total_correct": 667, "total_train": 146, "infer_ms": 431.591483, "train_ms": 1850.727657, "blocked_train": 1850727657, "duration": 8542298885, "avg_accuracy": 12.5, "soft_acc": 24.999981625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 328.7171331514468, "availability": 18.910216167227166, "score": 15.540268692306752, "zero_downtime": 4.727550567054571, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13407136, "heap_mib": 12.786041259765625, "mobile_score": 3013.1569497604, "mobile_throughput": 63736.112539092355, "mobile_availability": 3666.5678305781053, "mobile_accuracy": 4847.33371531361, "soft_acc_blocks": [ 24.999981625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9266105016413273, "mobile_acc_per_sec": 567.4507273241599 }, "started": "2026-08-18T03:38:33.758218763+10:00", "ended": "2026-08-18T03:38:42.301415823+10:00" }, { "cell": { "id": "uint32|none|MeshTweenAlt|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3128, "total_correct": 874, "total_train": 152, "infer_ms": 444.590477, "train_ms": 1850.660071, "blocked_train": 1850660071, "duration": 8153204614, "avg_accuracy": 32.95454545454545, "soft_acc": 25.000036181818185, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 383.65282708946864, "availability": 19.370019424999175, "score": 18.578433670968597, "zero_downtime": 4.8425118646750045, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 12340728, "heap_mib": 11.769035339355469, "mobile_score": 7162.095465062341, "mobile_throughput": 147900.42162432597, "mobile_availability": 7467.256429627917, "mobile_accuracy": 9637.661007127273, "soft_acc_blocks": [ 25.000036181818185 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078134165, "time_to_acc50_sec": 0, "acc_per_sec": 3.0662834266283734, "mobile_acc_per_sec": 1182.0702979265711 }, "started": "2026-08-18T03:38:52.829356204+10:00", "ended": "2026-08-18T03:39:00.983238888+10:00" }, { "cell": { "id": "uint16|none|MeshTweenAlt|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3048, "total_correct": 767, "total_train": 147, "infer_ms": 447.393753, "train_ms": 1860.388136, "blocked_train": 1860388136, "duration": 7634713391, "avg_accuracy": 21.59090909090909, "soft_acc": 24.999989090909093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 399.2291319793435, "availability": 19.38631008122969, "score": 19.348940921851412, "zero_downtime": 4.846575405437233, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 12329360, "heap_mib": 11.758193969726562, "mobile_score": 14744.792933191327, "mobile_throughput": 304231.167365096, "mobile_availability": 14773.269970738012, "mobile_accuracy": 19051.154477463002, "soft_acc_blocks": [ 24.999989090909093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2745157297430096, "mobile_acc_per_sec": 2495.333289121371 }, "started": "2026-08-18T03:39:11.589449477+10:00", "ended": "2026-08-18T03:39:19.225165522+10:00" }, { "cell": { "id": "uint8|none|MeshTweenAlt|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6144, "total_correct": 1474, "total_train": 204, "infer_ms": 541.770941, "train_ms": 1810.47061, "blocked_train": 1810470610, "duration": 8172902610, "avg_accuracy": 17.5, "soft_acc": 24.99999815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 751.7525037533759, "availability": 23.032113380093932, "score": 43.28611904737006, "zero_downtime": 5.758027918929385, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 15277912, "heap_mib": 14.570152282714844, "mobile_score": 64472.70677019191, "mobile_throughput": 1119701.183772301, "mobile_availability": 34305.28596540536, "mobile_accuracy": 37236.36088087273, "soft_acc_blocks": [ 24.99999815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.058888542169965, "mobile_acc_per_sec": 4556.075443173882 }, "started": "2026-08-18T03:39:30.112999938+10:00", "ended": "2026-08-18T03:39:38.286592911+10:00" }, { "cell": { "id": "int4|none|MeshTweenAlt|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6408, "total_correct": 1777, "total_train": 211, "infer_ms": 448.969116, "train_ms": 1845.884114, "blocked_train": 1845884114, "duration": 8556954536, "avg_accuracy": 29.891304347826086, "soft_acc": 24.99999943478261, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 748.8645607547494, "availability": 19.56417561396726, "score": 36.627293616110585, "zero_downtime": 4.891043792911693, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 17595496, "heap_mib": 16.780372619628906, "mobile_score": 114305.06259168682, "mobile_throughput": 2337027.9930296787, "mobile_availability": 61055.13395414088, "mobile_accuracy": 78019.04585513871, "soft_acc_blocks": [ 24.99999943478261 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075267871, "time_to_acc50_sec": 0, "acc_per_sec": 2.921600124156907, "mobile_acc_per_sec": 9117.618368416526 }, "started": "2026-08-18T03:39:48.371498229+10:00", "ended": "2026-08-18T03:39:56.929292607+10:00" }, { "cell": { "id": "uint4|none|MeshTweenAlt|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2776, "total_correct": 628, "total_train": 144, "infer_ms": 424.024607, "train_ms": 1845.213774, "blocked_train": 1845213774, "duration": 8046574637, "avg_accuracy": 21.25, "soft_acc": 24.9999829, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 344.991518159207, "availability": 18.68576746058483, "score": 16.11606718709518, "zero_downtime": 4.671438669879972, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 23303736, "heap_mib": 22.22417449951172, "mobile_score": 45920.98170319433, "mobile_throughput": 983015.8319165995, "mobile_availability": 53243.063317255976, "mobile_accuracy": 71234.73388410434, "soft_acc_blocks": [ 24.9999829 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.106909962040783, "mobile_acc_per_sec": 8852.802229230641 }, "started": "2026-08-18T03:40:07.192413797+10:00", "ended": "2026-08-18T03:40:15.288063615+10:00" }, { "cell": { "id": "fp4|none|MeshTweenAlt|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4976, "total_correct": 1221, "total_train": 165, "infer_ms": 435.843215, "train_ms": 1825.206424, "blocked_train": 1825206424, "duration": 8400696069, "avg_accuracy": 25.595238095238095, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 592.3318685891146, "availability": 19.276145356665477, "score": 28.544687995772623, "zero_downtime": 4.819036339166369, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13175640, "heap_mib": 12.565269470214844, "mobile_score": 89081.17488052165, "mobile_throughput": 1848526.7304693435, "mobile_availability": 60156.2600997347, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086124249, "time_to_acc50_sec": 0, "acc_per_sec": 2.9759438735385584, "mobile_acc_per_sec": 9287.212271248713 }, "started": "2026-08-18T03:40:24.930521923+10:00", "ended": "2026-08-18T03:40:33.36758774+10:00" }, { "cell": { "id": "int2|none|MeshTweenAlt|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7072, "total_correct": 1944, "total_train": 206, "infer_ms": 484.287773, "train_ms": 1778.284585, "blocked_train": 1778284585, "duration": 8283918604, "avg_accuracy": 29.605263157894736, "soft_acc": 25.00003436842105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 853.702255908839, "availability": 21.404299901731584, "score": 45.68231058171303, "zero_downtime": 5.351082331752809, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13175544, "heap_mib": 12.565177917480469, "mobile_score": 285127.22916982335, "mobile_throughput": 5328402.956499207, "mobile_availability": 133595.44746284583, "mobile_accuracy": 156038.3097494135, "soft_acc_blocks": [ 25.00003436842105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076743181, "time_to_acc50_sec": 0, "acc_per_sec": 3.0178995670417925, "mobile_acc_per_sec": 18836.292002442944 }, "started": "2026-08-18T03:40:43.820007575+10:00", "ended": "2026-08-18T03:40:52.104829718+10:00" }, { "cell": { "id": "uint2|none|MeshTweenAlt|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2416, "total_correct": 548, "total_train": 135, "infer_ms": 402.942315, "train_ms": 1860.278952, "blocked_train": 1860278952, "duration": 8897457944, "avg_accuracy": 29.6875, "soft_acc": 25.00007225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 271.53823206652294, "availability": 17.803929331846458, "score": 12.086153665400394, "zero_downtime": 4.450995196300557, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 12338232, "heap_mib": 11.766654968261719, "mobile_score": 63366.25332925442, "mobile_throughput": 1423642.3661369318, "mobile_availability": 93343.86501535116, "mobile_accuracy": 131072.37879808, "soft_acc_blocks": [ 25.00007225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088346171, "time_to_acc50_sec": 0, "acc_per_sec": 2.80979942893226, "mobile_acc_per_sec": 14731.441229960366 }, "started": "2026-08-18T03:41:02.750248719+10:00", "ended": "2026-08-18T03:41:11.648461296+10:00" }, { "cell": { "id": "ternary|none|MeshTweenAlt|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6416, "total_correct": 1522, "total_train": 205, "infer_ms": 450.53337, "train_ms": 1820.365269, "blocked_train": 1820365269, "duration": 7999956144, "avg_accuracy": 19.444444444444443, "soft_acc": 24.99997538888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 802.004396588102, "availability": 19.839431063219727, "score": 39.77823818676782, "zero_downtime": 4.959852883100509, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 19715808, "heap_mib": 18.802459716796875, "mobile_score": 248276.82074362057, "mobile_throughput": 5005729.536647415, "mobile_availability": 123828.2813484922, "mobile_accuracy": 156037.94162725925, "soft_acc_blocks": [ 24.99997538888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.12501405493816, "mobile_acc_per_sec": 19504.84962899307 }, "started": "2026-08-18T03:41:21.656704378+10:00", "ended": "2026-08-18T03:41:29.67807911+10:00" }, { "cell": { "id": "binary|none|MeshTweenAlt|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6584, "total_correct": 1964, "total_train": 208, "infer_ms": 468.725066, "train_ms": 1806.61135, "blocked_train": 1806611350, "duration": 8347455877, "avg_accuracy": 31.52173913043478, "soft_acc": 25.000426, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 788.7433125751639, "availability": 20.60025333853752, "score": 40.621472323407836, "zero_downtime": 5.150151091713602, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 13209512, "heap_mib": 12.597572326660156, "mobile_score": 507079.773368925, "mobile_throughput": 9845920.330081131, "mobile_availability": 257153.94338940855, "mobile_accuracy": 312081.5082544762, "soft_acc_blocks": [ 25.000426 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072582203, "time_to_acc50_sec": 0, "acc_per_sec": 2.9949755192937815, "mobile_acc_per_sec": 37386.422025226144 }, "started": "2026-08-18T03:41:40.107507362+10:00", "ended": "2026-08-18T03:41:48.455774174+10:00" }, { "cell": { "id": "int|none|MeshTweenAlt|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2360, "total_correct": 536, "total_train": 125, "infer_ms": 434.774744, "train_ms": 1877.148831, "blocked_train": 1877148831, "duration": 8484248776, "avg_accuracy": 21.25, "soft_acc": 25.0000021, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 278.162517661658, "availability": 18.805757625444, "score": 13.077643317593012, "zero_downtime": 4.70143980128191, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13191168, "heap_mib": 12.580078125, "mobile_score": 2550.7631918505226, "mobile_throughput": 54254.936778197676, "mobile_availability": 3668.018249229458, "mobile_accuracy": 4876.190885790476, "soft_acc_blocks": [ 25.0000021 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.946637087153702, "mobile_acc_per_sec": 574.7345480467411 }, "started": "2026-08-18T03:41:59.362329221+10:00", "ended": "2026-08-18T03:42:07.847442734+10:00" }, { "cell": { "id": "uint|none|MeshTweenAlt|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2408, "total_correct": 641, "total_train": 129, "infer_ms": 419.689979, "train_ms": 1882.738402, "blocked_train": 1882738402, "duration": 8819901044, "avg_accuracy": 20.833333333333332, "soft_acc": 24.99997022222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 273.01893615213675, "availability": 18.228144791097417, "score": 12.441556927936976, "zero_downtime": 4.557030769837905, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13431216, "heap_mib": 12.809005737304688, "mobile_score": 2412.336907778928, "mobile_throughput": 52936.59467356933, "mobile_availability": 3534.31863026438, "mobile_accuracy": 4847.331504389217, "soft_acc_blocks": [ 24.99997022222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.834495545642113, "mobile_acc_per_sec": 549.5902369207145 }, "started": "2026-08-18T03:42:18.598510159+10:00", "ended": "2026-08-18T03:42:27.435687615+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenAlt|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2536, "total_correct": 581, "total_train": 131, "infer_ms": 420.355229, "train_ms": 1864.497985, "blocked_train": 1864497985, "duration": 8452702878, "avg_accuracy": 13.636363636363637, "soft_acc": 24.999975727272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 300.02237587227773, "availability": 18.39747194368347, "score": 13.799119708764938, "zero_downtime": 4.599363520352678, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 22909592, "heap_mib": 21.848289489746094, "mobile_score": 2675.5594947740205, "mobile_throughput": 58172.385873270985, "mobile_availability": 3567.15006302142, "mobile_accuracy": 4847.332571782678, "soft_acc_blocks": [ 24.999975727272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.957630959954905, "mobile_acc_per_sec": 573.4653922828539 }, "started": "2026-08-18T03:42:38.292229124+10:00", "ended": "2026-08-18T03:42:46.822708151+10:00" }, { "cell": { "id": "complex64|none|MeshTweenAlt|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 576, "total_train": 139, "infer_ms": 438.922903, "train_ms": 1843.478631, "blocked_train": 1843478631, "duration": 8419152318, "avg_accuracy": 26.136363636363637, "soft_acc": 24.999988454545452, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 325.92354863723943, "availability": 19.23074868560792, "score": 15.66937740000393, "zero_downtime": 4.807684951124632, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 19788032, "heap_mib": 18.871337890625, "mobile_score": 3056.274753829338, "mobile_throughput": 63570.612153244416, "mobile_availability": 3750.9117436309543, "mobile_accuracy": 4876.188224277056, "soft_acc_blocks": [ 24.999988454545452 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.085273056, "time_to_acc50_sec": 0, "acc_per_sec": 2.9694187146484943, "mobile_acc_per_sec": 579.1780502476302 }, "started": "2026-08-18T03:42:57.693880335+10:00", "ended": "2026-08-18T03:43:06.147681832+10:00" }, { "cell": { "id": "complex128|none|MeshTweenAlt|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2408, "total_correct": 589, "total_train": 129, "infer_ms": 426.263291, "train_ms": 1844.671492, "blocked_train": 1844671492, "duration": 8127219728, "avg_accuracy": 18.75, "soft_acc": 24.999997200000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 296.2882856118591, "availability": 18.770388924902914, "score": 13.903614329863302, "zero_downtime": 4.692596705654839, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 17869224, "heap_mib": 17.041419982910156, "mobile_score": 1355.9334355980973, "mobile_throughput": 28895.162330147024, "mobile_availability": 1830.5598342000555, "mobile_accuracy": 2438.0949650285716, "soft_acc_blocks": [ 24.999997200000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0760823549374083, "mobile_acc_per_sec": 299.99126966246723 }, "started": "2026-08-18T03:43:16.907076743+10:00", "ended": "2026-08-18T03:43:25.035105584+10:00" }, { "cell": { "id": "nf4|none|MeshTweenAlt|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2256, "total_correct": 562, "total_train": 115, "infer_ms": 411.286153, "train_ms": 1867.329763, "blocked_train": 1867329763, "duration": 8226688034, "avg_accuracy": 27.083333333333332, "soft_acc": 25.000022, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 274.2294336039241, "availability": 18.049823584221823, "score": 12.37449313492413, "zero_downtime": 4.512459867016644, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 20825216, "heap_mib": 19.8604736328125, "mobile_score": 38617.84676620894, "mobile_throughput": 855804.7695555605, "mobile_availability": 56329.20182931245, "mobile_accuracy": 78019.11627580953, "soft_acc_blocks": [ 25.000022 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08304374, "time_to_acc50_sec": 0, "acc_per_sec": 3.0388926742666853, "mobile_acc_per_sec": 9483.6604905115 }, "started": "2026-08-18T03:43:36.124632211+10:00", "ended": "2026-08-18T03:43:44.380883501+10:00" }, { "cell": { "id": "fp6|none|MeshTweenAlt|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1096, "total_correct": 283, "total_train": 71, "infer_ms": 374.078912, "train_ms": 1939.158971, "blocked_train": 1939158971, "duration": 8310444140, "avg_accuracy": 34.375, "soft_acc": 25.00004425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 131.88224137440625, "availability": 16.1712253957584, "score": 5.331753064594563, "zero_downtime": 4.042813504706837, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13415696, "heap_mib": 12.794204711914062, "mobile_score": 11092.754566389502, "mobile_throughput": 274382.04986390757, "mobile_availability": 33644.362778934046, "mobile_accuracy": 52012.7904751746, "soft_acc_blocks": [ 25.00004425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07019768, "time_to_acc50_sec": 0, "acc_per_sec": 3.0082681296983003, "mobile_acc_per_sec": 6258.7257189812 }, "started": "2026-08-18T03:43:55.142191806+10:00", "ended": "2026-08-18T03:44:03.465604714+10:00" }, { "cell": { "id": "int6|none|MeshTweenAlt|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1176, "total_correct": 273, "total_train": 74, "infer_ms": 396.340456, "train_ms": 1931.501801, "blocked_train": 1931501801, "duration": 8288083233, "avg_accuracy": 28.125, "soft_acc": 24.99998925, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 141.89046694386641, "availability": 17.026087347979615, "score": 6.039596113052264, "zero_downtime": 4.256520006690513, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 16359256, "heap_mib": 15.601402282714844, "mobile_score": 12565.42764650772, "mobile_throughput": 295204.2425915311, "mobile_availability": 35422.90985514895, "mobile_accuracy": 52012.67604723809, "soft_acc_blocks": [ 24.99998925 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074188295, "time_to_acc50_sec": 0, "acc_per_sec": 3.016377677103861, "mobile_acc_per_sec": 6275.597696719957 }, "started": "2026-08-18T03:44:14.299527391+10:00", "ended": "2026-08-18T03:44:22.588436143+10:00" }, { "cell": { "id": "uint6|none|MeshTweenAlt|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1152, "total_correct": 329, "total_train": 70, "infer_ms": 389.055281, "train_ms": 1906.709423, "blocked_train": 1906709423, "duration": 8895564788, "avg_accuracy": 43.75, "soft_acc": 25.000021, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 129.5027384381521, "availability": 16.946653127044502, "score": 5.486599577024115, "zero_downtime": 4.236666840558282, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 12365000, "heap_mib": 11.792182922363281, "mobile_score": 10733.426563577683, "mobile_throughput": 253346.01391888765, "mobile_availability": 33152.71221892503, "mobile_accuracy": 48907.50376883582, "soft_acc_blocks": [ 25.000021 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084395091, "time_to_acc50_sec": 0, "acc_per_sec": 2.810391649749401, "mobile_acc_per_sec": 5497.964989790351 }, "started": "2026-08-18T03:44:33.452787469+10:00", "ended": "2026-08-18T03:44:42.349341108+10:00" }, { "cell": { "id": "int5|none|MeshTweenAlt|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1328, "total_correct": 320, "total_train": 77, "infer_ms": 418.685364, "train_ms": 1899.469503, "blocked_train": 1899469503, "duration": 8563725629, "avg_accuracy": 20, "soft_acc": 24.999994, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 155.07269353689844, "availability": 18.061147249486154, "score": 7.001975200386456, "zero_downtime": 4.515285728702704, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 13412824, "heap_mib": 12.791465759277344, "mobile_score": 17481.197970762925, "mobile_throughput": 387155.96356701624, "mobile_availability": 45091.63223399332, "mobile_accuracy": 62415.22311558096, "soft_acc_blocks": [ 24.999994 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9192894638451055, "mobile_acc_per_sec": 7288.325878192489 }, "started": "2026-08-18T03:44:53.172928404+10:00", "ended": "2026-08-18T03:45:01.737462365+10:00" }, { "cell": { "id": "uint5|none|MeshTweenAlt|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1424, "total_correct": 314, "total_train": 82, "infer_ms": 408.893729, "train_ms": 1937.797162, "blocked_train": 1937797162, "duration": 8591804796, "avg_accuracy": 7.5, "soft_acc": 24.999967, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 165.73933344749142, "availability": 17.424268810527376, "score": 7.219707216140699, "zero_downtime": 4.356061452623137, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 12353088, "heap_mib": 11.78082275390625, "mobile_score": 16748.698482017586, "mobile_throughput": 384491.78608193976, "mobile_availability": 40421.836487317596, "mobile_accuracy": 57996.38362166372, "soft_acc_blocks": [ 24.999967 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9097456929700014, "mobile_acc_per_sec": 6750.198008300248 }, "started": "2026-08-18T03:45:11.880369805+10:00", "ended": "2026-08-18T03:45:20.473126005+10:00" }, { "cell": { "id": "int3|none|MeshTweenAlt|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1800, "total_correct": 419, "total_train": 98, "infer_ms": 416.307451, "train_ms": 1882.809244, "blocked_train": 1882809244, "duration": 8559108964, "avg_accuracy": 30, "soft_acc": 25.0000192, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 210.30226482346254, "availability": 18.107277977901855, "score": 9.52001123271493, "zero_downtime": 4.526822971072836, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 16355896, "heap_mib": 15.598197937011719, "mobile_score": 39612.917850616235, "mobile_throughput": 875071.0620616153, "mobile_availability": 75344.67108316039, "mobile_accuracy": 104025.47671690158, "soft_acc_blocks": [ 25.0000192 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079784687, "time_to_acc50_sec": 0, "acc_per_sec": 2.9208670324389154, "mobile_acc_per_sec": 12153.774084947096 }, "started": "2026-08-18T03:45:30.912883007+10:00", "ended": "2026-08-18T03:45:39.483098557+10:00" }, { "cell": { "id": "uint3|none|MeshTweenAlt|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenAlt", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1728, "total_correct": 551, "total_train": 98, "infer_ms": 406.48191, "train_ms": 1892.118546, "blocked_train": 1892118546, "duration": 8620129087, "avg_accuracy": 19.642857142857142, "soft_acc": 24.999983571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 200.46103516082994, "availability": 17.683887120920332, "score": 8.862319971003302, "zero_downtime": 4.420968875020056, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 16351120, "heap_mib": 15.593643188476562, "mobile_score": 32721.1831898407, "mobile_throughput": 740136.0225521212, "mobile_availability": 65291.90007643013, "mobile_accuracy": 92304.1646950503, "soft_acc_blocks": [ 24.999983571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.900186681558052, "mobile_acc_per_sec": 10707.979400709211 }, "started": "2026-08-18T03:45:49.968721037+10:00", "ended": "2026-08-18T03:45:58.589594861+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21520, "total_correct": 5269, "total_train": 490, "infer_ms": 996.678557, "train_ms": 1528.007888, "blocked_train": 1528007888, "duration": 8867381273, "avg_accuracy": 30.223880597014926, "soft_acc": 24.999882597014928, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2426.8720761478417, "availability": 39.47732040047452, "score": 239.51489150682139, "zero_downtime": 9.869283752566053, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13281280, "heap_mib": 12.666015625, "mobile_score": 75465.61504707234, "mobile_throughput": 764651.3864539661, "mobile_availability": 12438.392643103356, "mobile_accuracy": 7876.88608595178, "soft_acc_blocks": [ 24.999882597014928 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073580954, "time_to_acc50_sec": 0, "acc_per_sec": 2.819308409928899, "mobile_acc_per_sec": 888.2990190052901 }, "started": "2026-08-18T03:46:08.441648967+10:00", "ended": "2026-08-18T03:46:17.309706332+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37648, "total_correct": 9295, "total_train": 528, "infer_ms": 1008.233354, "train_ms": 1376.8423, "blocked_train": 1376842300, "duration": 8334680338, "avg_accuracy": 22.673357664233578, "soft_acc": 24.999612817518248, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4517.0298647631225, "availability": 42.2725942596033, "score": 477.35903371239186, "zero_downtime": 10.56798489282127, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 16546928, "heap_mib": 15.780380249023438, "mobile_score": 300809.63109014725, "mobile_throughput": 2846423.742472269, "mobile_availability": 26638.23785959002, "mobile_accuracy": 15753.602169316115, "soft_acc_blocks": [ 24.999612817518248 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.999468702301447, "mobile_acc_per_sec": 1890.1267391733427 }, "started": "2026-08-18T03:46:27.883738837+10:00", "ended": "2026-08-18T03:46:36.218684382+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13968, "total_correct": 3182, "total_train": 365, "infer_ms": 935.335079, "train_ms": 1513.862938, "blocked_train": 1513862938, "duration": 8778629459, "avg_accuracy": 14.035087719298245, "soft_acc": 24.999212719298246, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1591.1367560547587, "availability": 38.18944293224945, "score": 151.90678197512742, "zero_downtime": 9.54706007494805, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 13213176, "heap_mib": 12.601066589355469, "mobile_score": 191449.2858369606, "mobile_throughput": 2005321.8931693207, "mobile_availability": 48130.44869245961, "mobile_accuracy": 31506.70009176788, "soft_acc_blocks": [ 24.999212719298246 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.847735268478456, "mobile_acc_per_sec": 3589.0226645193097 }, "started": "2026-08-18T03:46:46.82229527+10:00", "ended": "2026-08-18T03:46:55.601454779+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17056, "total_correct": 4573, "total_train": 461, "infer_ms": 842.889547, "train_ms": 1616.489268, "blocked_train": 1616489268, "duration": 8205382793, "avg_accuracy": 21.875, "soft_acc": 24.9998115625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2078.6355043119315, "availability": 34.27245700658766, "score": 178.09852245701177, "zero_downtime": 8.568049669485742, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 16782920, "heap_mib": 16.00543975830078, "mobile_score": 224458.9378412062, "mobile_throughput": 2619720.3155882065, "mobile_availability": 43193.84119968709, "mobile_accuracy": 31507.454818461538, "soft_acc_blocks": [ 24.9998115625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0467574997021836, "mobile_acc_per_sec": 3839.8519134708135 }, "started": "2026-08-18T03:47:06.564484284+10:00", "ended": "2026-08-18T03:47:14.7706877+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15760, "total_correct": 3861, "total_train": 372, "infer_ms": 966.438583, "train_ms": 1507.012523, "blocked_train": 1507012523, "duration": 8539857043, "avg_accuracy": 19.444444444444443, "soft_acc": 24.99968831111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1845.4641477773039, "availability": 39.072475726552724, "score": 180.26488530513706, "zero_downtime": 9.767997147072727, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13494552, "heap_mib": 12.869407653808594, "mobile_score": 454378.44320605625, "mobile_throughput": 4651705.322643592, "mobile_availability": 98486.68343135997, "mobile_accuracy": 63014.598967576065, "soft_acc_blocks": [ 24.99968831111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9274129748580515, "mobile_acc_per_sec": 7378.882181549895 }, "started": "2026-08-18T03:47:26.060590648+10:00", "ended": "2026-08-18T03:47:34.600948835+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16368, "total_correct": 4679, "total_train": 368, "infer_ms": 974.356572, "train_ms": 1476.15418, "blocked_train": 1476154180, "duration": 8585167567, "avg_accuracy": 28.125, "soft_acc": 25.00026264583333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1906.5440333297577, "availability": 39.76136693971951, "score": 189.5189832738276, "zero_downtime": 9.940446166503419, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 20206704, "heap_mib": 19.270614624023438, "mobile_score": 477704.4649166756, "mobile_throughput": 4805664.221857654, "mobile_availability": 100223.11322159453, "mobile_accuracy": 63016.04664451281, "soft_acc_blocks": [ 25.00026264583333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.098209275, "time_to_acc50_sec": 0, "acc_per_sec": 2.912029666366713, "mobile_acc_per_sec": 7340.106777500342 }, "started": "2026-08-18T03:47:45.753240132+10:00", "ended": "2026-08-18T03:47:54.339182489+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13520, "total_correct": 3556, "total_train": 333, "infer_ms": 1051.465493, "train_ms": 1446.781708, "blocked_train": 1446781708, "duration": 8673601417, "avg_accuracy": 30.263157894736842, "soft_acc": 25.000019236842103, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1558.7527429495667, "availability": 42.088128531840994, "score": 164.01259068982796, "zero_downtime": 10.522040229387079, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13457480, "heap_mib": 12.834053039550781, "mobile_score": 51676.582420425795, "mobile_throughput": 491127.0180862635, "mobile_availability": 13260.998035878516, "mobile_accuracy": 7876.929138008097, "soft_acc_blocks": [ 25.000019236842103 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071272263, "time_to_acc50_sec": 0, "acc_per_sec": 2.882311283965944, "mobile_acc_per_sec": 908.1497707018851 }, "started": "2026-08-18T03:48:05.638727382+10:00", "ended": "2026-08-18T03:48:14.313041348+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12800, "total_correct": 3780, "total_train": 354, "infer_ms": 987.025642, "train_ms": 1482.892806, "blocked_train": 1482892806, "duration": 8702834585, "avg_accuracy": 31.402439024390244, "soft_acc": 25.000157048780487, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1470.7851648774042, "availability": 39.96187172897297, "score": 146.93924330862805, "zero_downtime": 9.990530691875454, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 13232616, "heap_mib": 12.619606018066406, "mobile_score": 92594.32932186777, "mobile_throughput": 926820.928513515, "mobile_availability": 25182.127169518968, "mobile_accuracy": 15753.945118739211, "soft_acc_blocks": [ 25.000157048780487 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08293619, "time_to_acc50_sec": 0, "acc_per_sec": 2.8726453208555944, "mobile_acc_per_sec": 1810.2084975730022 }, "started": "2026-08-18T03:48:25.564948574+10:00", "ended": "2026-08-18T03:48:34.277590634+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12088, "total_correct": 3282, "total_train": 325, "infer_ms": 1001.745521, "train_ms": 1465.525309, "blocked_train": 1465525309, "duration": 7762255635, "avg_accuracy": 22.727272727272727, "soft_acc": 25.000043795454545, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1557.2792972052125, "availability": 40.601360370316534, "score": 158.0694217660572, "zero_downtime": 10.150357874129458, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 14572328, "heap_mib": 13.897254943847656, "mobile_score": 199216.10817039086, "mobile_throughput": 1962651.0773392464, "mobile_availability": 51170.20679286662, "mobile_accuracy": 31507.747503440558, "soft_acc_blocks": [ 25.000043795454545 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2207189470454156, "mobile_acc_per_sec": 4059.0968637224682 }, "started": "2026-08-18T03:48:45.264870598+10:00", "ended": "2026-08-18T03:48:53.027799773+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 31424, "total_correct": 7220, "total_train": 496, "infer_ms": 952.482695, "train_ms": 1453.806007, "blocked_train": 1453806007, "duration": 8691117613, "avg_accuracy": 26.21359223300971, "soft_acc": 25.000024805825245, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3615.6454669301233, "availability": 39.583059763707446, "score": 357.79613152146266, "zero_downtime": 9.895774759831493, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12398552, "heap_mib": 11.824180603027344, "mobile_score": 901866.4336688684, "mobile_throughput": 9113651.589258945, "mobile_availability": 99773.6694105512, "mobile_accuracy": 63015.44714132936, "soft_acc_blocks": [ 25.000024805825245 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087369669, "time_to_acc50_sec": 0, "acc_per_sec": 2.8765028755830793, "mobile_acc_per_sec": 7250.557402085104 }, "started": "2026-08-18T03:49:03.733376683+10:00", "ended": "2026-08-18T03:49:12.425150441+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13288, "total_correct": 4128, "total_train": 345, "infer_ms": 1013.345054, "train_ms": 1486.388286, "blocked_train": 1486388286, "duration": 8647825343, "avg_accuracy": 30.743243243243242, "soft_acc": 25.000372000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1536.5712734654148, "availability": 40.53812611868432, "score": 155.72661736280767, "zero_downtime": 10.134682331500242, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13239504, "heap_mib": 12.626174926757812, "mobile_score": 48831.09854300939, "mobile_throughput": 481821.698458514, "mobile_availability": 12711.51499193347, "mobile_accuracy": 7839.351097569379, "soft_acc_blocks": [ 25.000372000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076824019, "time_to_acc50_sec": 0, "acc_per_sec": 2.8909432150172414, "mobile_acc_per_sec": 906.5112657386121 }, "started": "2026-08-18T03:49:23.021178278+10:00", "ended": "2026-08-18T03:49:31.695814697+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12512, "total_correct": 3543, "total_train": 341, "infer_ms": 991.467443, "train_ms": 1465.855004, "blocked_train": 1465855004, "duration": 8514742211, "avg_accuracy": 34.45945945945946, "soft_acc": 25.00001718918919, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1469.4514161375355, "availability": 40.34747023983052, "score": 148.22172011609257, "zero_downtime": 10.086874495360624, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 16024976, "heap_mib": 15.282608032226562, "mobile_score": 92512.9395193166, "mobile_throughput": 917161.6000760908, "mobile_availability": 25182.969615595553, "mobile_accuracy": 15603.820252482883, "soft_acc_blocks": [ 25.00001718918919 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076977613, "time_to_acc50_sec": 0, "acc_per_sec": 2.936086210207544, "mobile_acc_per_sec": 1832.5651987824913 }, "started": "2026-08-18T03:49:41.806637922+10:00", "ended": "2026-08-18T03:49:50.321829455+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12944, "total_correct": 2974, "total_train": 336, "infer_ms": 1009.284199, "train_ms": 1456.800192, "blocked_train": 1456800192, "duration": 8031515871, "avg_accuracy": 24.03846153846154, "soft_acc": 24.99971746153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1611.6509271603231, "availability": 40.926588022834615, "score": 164.89657022528277, "zero_downtime": 10.231531372356493, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 13246328, "heap_mib": 12.632682800292969, "mobile_score": 203899.27596762512, "mobile_throughput": 1992851.984195829, "mobile_availability": 50606.884389896026, "mobile_accuracy": 30912.858180365743, "soft_acc_blocks": [ 24.99971746153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.112702242400694, "mobile_acc_per_sec": 3848.944418074941 }, "started": "2026-08-18T03:50:00.87238916+10:00", "ended": "2026-08-18T03:50:08.904597477+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 23664, "total_correct": 6084, "total_train": 464, "infer_ms": 981.199999, "train_ms": 1529.903117, "blocked_train": 1529903117, "duration": 8708369443, "avg_accuracy": 31.71875, "soft_acc": 25.00060585, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2717.385861370604, "availability": 39.07446065229605, "score": 265.4574002318195, "zero_downtime": 9.768851895693873, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 18760096, "heap_mib": 17.891021728515625, "mobile_score": 644333.932651575, "mobile_throughput": 6595799.992991996, "mobile_availability": 94843.84641884717, "mobile_accuracy": 60682.9520365037, "soft_acc_blocks": [ 25.00060585 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.104738114, "time_to_acc50_sec": 0, "acc_per_sec": 2.8708710641687456, "mobile_acc_per_sec": 6968.34837264307 }, "started": "2026-08-18T03:50:20.121110004+10:00", "ended": "2026-08-18T03:50:28.840052909+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28368, "total_correct": 7659, "total_train": 463, "infer_ms": 913.465052, "train_ms": 1497.963066, "blocked_train": 1497963066, "duration": 8783538114, "avg_accuracy": 30.598958333333332, "soft_acc": 25.000133114583335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3229.678021751224, "availability": 37.88066686215857, "score": 305.8575215901741, "zero_downtime": 9.470217140231501, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 12384264, "heap_mib": 11.810554504394531, "mobile_score": 1541898.34884105, "mobile_throughput": 16281552.217960633, "mobile_availability": 190965.18334449414, "mobile_accuracy": 126031.44029210258, "soft_acc_blocks": [ 25.000133114583335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0836827, "time_to_acc50_sec": 0, "acc_per_sec": 2.846248606212097, "mobile_acc_per_sec": 14348.596050516615 }, "started": "2026-08-18T03:50:40.130738386+10:00", "ended": "2026-08-18T03:50:48.914976291+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11992, "total_correct": 3026, "total_train": 332, "infer_ms": 986.885264, "train_ms": 1517.156751, "blocked_train": 1517156751, "duration": 8870521183, "avg_accuracy": 26.38888888888889, "soft_acc": 25.000196111111112, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1351.8935080141841, "availability": 39.4116895039399, "score": 133.20206283860304, "zero_downtime": 9.852999666687168, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 16389840, "heap_mib": 15.630569458007812, "mobile_score": 623537.8850136206, "mobile_throughput": 6328406.638658398, "mobile_availability": 184491.74880930036, "mobile_accuracy": 117029.48945269841, "soft_acc_blocks": [ 25.000196111111112 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086498474, "time_to_acc50_sec": 0, "acc_per_sec": 2.818345799007052, "mobile_acc_per_sec": 13193.07930598044 }, "started": "2026-08-18T03:51:00.34507637+10:00", "ended": "2026-08-18T03:51:09.216251302+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19200, "total_correct": 4822, "total_train": 420, "infer_ms": 812.319418, "train_ms": 1602.474867, "blocked_train": 1602474867, "duration": 8902444810, "avg_accuracy": 26.724137931034484, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2156.7109271413724, "availability": 33.63928029173715, "score": 181.37550846590233, "zero_downtime": 8.409820072934288, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13442480, "heap_mib": 12.819747924804688, "mobile_score": 914355.7940631827, "mobile_throughput": 10872477.486241307, "mobile_availability": 169583.37486148352, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.089276332, "time_to_acc50_sec": 0, "acc_per_sec": 2.808217353048662, "mobile_acc_per_sec": 14156.8717268767 }, "started": "2026-08-18T03:51:20.244588737+10:00", "ended": "2026-08-18T03:51:29.213333116+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26088, "total_correct": 6930, "total_train": 462, "infer_ms": 882.678546, "train_ms": 1521.396487, "blocked_train": 1521396487, "duration": 8248378489, "avg_accuracy": 33.333333333333336, "soft_acc": 25.00138664444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3162.803457041992, "availability": 36.71593165287033, "score": 290.3292913473609, "zero_downtime": 9.179492032644072, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13232840, "heap_mib": 12.619819641113281, "mobile_score": 2927233.9134985604, "mobile_throughput": 31888844.209339075, "mobile_availability": 370186.9687388477, "mobile_accuracy": 252075.51925081707, "soft_acc_blocks": [ 25.00138664444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070465651, "time_to_acc50_sec": 0, "acc_per_sec": 3.031066854871679, "mobile_acc_per_sec": 30560.614984749285 }, "started": "2026-08-18T03:51:39.50007821+10:00", "ended": "2026-08-18T03:51:47.749154041+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11184, "total_correct": 2576, "total_train": 338, "infer_ms": 936.121957, "train_ms": 1539.490193, "blocked_train": 1539490193, "duration": 8798343069, "avg_accuracy": 26.785714285714285, "soft_acc": 25.0002898, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1271.1484324140079, "availability": 37.813756771229286, "score": 120.16863708727541, "zero_downtime": 9.453548777074445, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 12397064, "heap_mib": 11.822761535644531, "mobile_score": 1050049.5733535576, "mobile_throughput": 11107464.488891255, "mobile_availability": 330421.6485012377, "mobile_accuracy": 218455.86564437335, "soft_acc_blocks": [ 25.0002898 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079893648, "time_to_acc50_sec": 0, "acc_per_sec": 2.841477037657896, "mobile_acc_per_sec": 24829.205218659718 }, "started": "2026-08-18T03:51:58.848803923+10:00", "ended": "2026-08-18T03:52:07.672313698+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26240, "total_correct": 5004, "total_train": 476, "infer_ms": 882.994707, "train_ms": 1561.289035, "blocked_train": 1561289035, "duration": 8295719792, "avg_accuracy": 15.364583333333334, "soft_acc": 24.999364677083335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3163.076943040508, "availability": 36.12488565985806, "score": 285.65722268399725, "zero_downtime": 9.0309919052873, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13256064, "heap_mib": 12.6419677734375, "mobile_score": 2880127.9608951453, "mobile_throughput": 31891601.62140042, "mobile_availability": 364227.7702468397, "mobile_accuracy": 252055.13284266667, "soft_acc_blocks": [ 24.999364677083335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0135256860039488, "mobile_acc_per_sec": 30383.756824300737 }, "started": "2026-08-18T03:52:18.179788298+10:00", "ended": "2026-08-18T03:52:26.475884288+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 26304, "total_correct": 5783, "total_train": 462, "infer_ms": 907.905013, "train_ms": 1525.682323, "blocked_train": 1525682323, "duration": 8224597693, "avg_accuracy": 15.660919540229886, "soft_acc": 24.99655320689655, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3198.211144404969, "availability": 37.30727061114194, "score": 298.25019565091236, "zero_downtime": 9.325531748354974, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 13276352, "heap_mib": 12.66131591796875, "mobile_score": 6014192.252977906, "mobile_throughput": 64491681.71068433, "mobile_availability": 752298.2420836302, "mobile_accuracy": 504053.5726052838, "soft_acc_blocks": [ 24.99655320689655 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.039243272430365, "mobile_acc_per_sec": 61286.106800614274 }, "started": "2026-08-18T03:52:37.059841567+10:00", "ended": "2026-08-18T03:52:45.285140195+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9720, "total_correct": 2730, "total_train": 300, "infer_ms": 970.641593, "train_ms": 1567.675952, "blocked_train": 1567675952, "duration": 8513151488, "avg_accuracy": 28.125, "soft_acc": 25.00005065625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1141.7628376167338, "availability": 38.2395652156279, "score": 109.15150739235736, "zero_downtime": 9.559910674636729, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13518776, "heap_mib": 12.892509460449219, "mobile_score": 34391.12109839198, "mobile_throughput": 359743.12175985705, "mobile_availability": 12048.404547939375, "mobile_accuracy": 7876.939037538462, "soft_acc_blocks": [ 25.00005065625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08099927, "time_to_acc50_sec": 0, "acc_per_sec": 2.9366387631524784, "mobile_acc_per_sec": 925.2671056825039 }, "started": "2026-08-18T03:52:56.004002085+10:00", "ended": "2026-08-18T03:53:04.517886697+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9680, "total_correct": 2521, "total_train": 314, "infer_ms": 930.546035, "train_ms": 1567.548299, "blocked_train": 1567548299, "duration": 8974776401, "avg_accuracy": 17.424242424242426, "soft_acc": 24.999812393939397, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1078.5784032370345, "availability": 37.25023600329738, "score": 100.4424964210988, "zero_downtime": 9.312489117124015, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 16626032, "heap_mib": 15.855819702148438, "mobile_score": 31495.691126570004, "mobile_throughput": 338209.1590169488, "mobile_availability": 11680.533333550704, "mobile_accuracy": 7839.175622245035, "soft_acc_blocks": [ 24.999812393939397 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7855638154008866, "mobile_acc_per_sec": 873.4675129479067 }, "started": "2026-08-18T03:53:14.76894897+10:00", "ended": "2026-08-18T03:53:23.744407348+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10056, "total_correct": 2317, "total_train": 311, "infer_ms": 970.085108, "train_ms": 1561.339214, "blocked_train": 1561339214, "duration": 8053964927, "avg_accuracy": 18.548387096774192, "soft_acc": 24.99979758064516, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1248.577575286975, "availability": 38.32171080799152, "score": 119.61810337511234, "zero_downtime": 9.5803501314381, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13332072, "heap_mib": 12.714454650878906, "mobile_score": 37508.574271729005, "mobile_throughput": 391515.6936555368, "mobile_availability": 12016.515021591063, "mobile_accuracy": 7839.170977249575, "soft_acc_blocks": [ 24.99979758064516 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1040360626399286, "mobile_acc_per_sec": 973.3306574218677 }, "started": "2026-08-18T03:53:34.76767285+10:00", "ended": "2026-08-18T03:53:42.822426162+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11360, "total_correct": 3410, "total_train": 326, "infer_ms": 1020.191754, "train_ms": 1545.815809, "blocked_train": 1545815809, "duration": 8727853113, "avg_accuracy": 22.635135135135137, "soft_acc": 24.99973864864865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1301.5801082948403, "availability": 39.75794026137872, "score": 129.36900803272133, "zero_downtime": 9.939381157430539, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 12525744, "heap_mib": 11.945480346679688, "mobile_score": 40761.18899246358, "mobile_throughput": 410097.8556596666, "mobile_availability": 12526.809485431326, "mobile_accuracy": 7876.840731143451, "soft_acc_blocks": [ 24.99973864864865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.864362899441093, "mobile_acc_per_sec": 902.4946489315936 }, "started": "2026-08-18T03:53:54.153973797+10:00", "ended": "2026-08-18T03:54:02.88255024+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10192, "total_correct": 1906, "total_train": 311, "infer_ms": 977.94781, "train_ms": 1522.735986, "blocked_train": 1522735986, "duration": 8271359677, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999721256410258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1232.2037002381464, "availability": 39.10721585689037, "score": 120.46879700100699, "zero_downtime": 9.776694955365265, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13290992, "heap_mib": 12.675277709960938, "mobile_score": 18978.46894292787, "mobile_throughput": 194119.4752375172, "mobile_availability": 6160.890621147037, "mobile_accuracy": 3938.4176256252467, "soft_acc_blocks": [ 24.999721256410258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.022443979304451, "mobile_acc_per_sec": 476.15117458580886 }, "started": "2026-08-18T03:54:13.269588649+10:00", "ended": "2026-08-18T03:54:21.541628429+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8776, "total_correct": 1731, "total_train": 300, "infer_ms": 871.055996, "train_ms": 1668.596184, "blocked_train": 1668596184, "duration": 8878109882, "avg_accuracy": 22.04861111111111, "soft_acc": 24.99976572222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 988.4986913479158, "availability": 34.29823984794642, "score": 84.75861872320289, "zero_downtime": 8.574479608832473, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 17687400, "heap_mib": 16.868019104003906, "mobile_score": 427287.75666490954, "mobile_throughput": 4983250.018167462, "mobile_availability": 172905.34205192435, "mobile_accuracy": 126029.58818242735, "soft_acc_blocks": [ 24.99976572222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8158882976778887, "mobile_acc_per_sec": 14195.542728970624 }, "started": "2026-08-18T03:54:33.13086562+10:00", "ended": "2026-08-18T03:54:42.016663301+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3992, "total_correct": 957, "total_train": 220, "infer_ms": 745.72385, "train_ms": 1810.798604, "blocked_train": 1810798604, "duration": 8680282434, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000456466666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 459.8928698867726, "availability": 29.16946216659359, "score": 33.5376815142879, "zero_downtime": 7.292498690520034, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 12434256, "heap_mib": 11.858230590820312, "mobile_score": 112714.12798566009, "mobile_throughput": 1545617.3908153605, "mobile_availability": 98033.32679742962, "mobile_accuracy": 84022.04692304957, "soft_acc_blocks": [ 25.000456466666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076685849, "time_to_acc50_sec": 0, "acc_per_sec": 2.88014320464295, "mobile_acc_per_sec": 9679.644362024634 }, "started": "2026-08-18T03:54:53.129835872+10:00", "ended": "2026-08-18T03:55:01.815762463+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4120, "total_correct": 787, "total_train": 218, "infer_ms": 760.856383, "train_ms": 1782.084824, "blocked_train": 1782084824, "duration": 9004685594, "avg_accuracy": 15.625, "soft_acc": 24.999944083333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 457.5395728136513, "availability": 29.920329298435096, "score": 34.224260165691305, "zero_downtime": 7.480065594157975, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 13482992, "heap_mib": 12.858383178710938, "mobile_score": 115021.5956009613, "mobile_throughput": 1537708.3817392539, "mobile_availability": 100556.85645652526, "mobile_accuracy": 84020.32489463247, "soft_acc_blocks": [ 24.999944083333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.776326149576093, "mobile_acc_per_sec": 9330.733873775325 }, "started": "2026-08-18T03:55:12.789337174+10:00", "ended": "2026-08-18T03:55:21.79464433+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3824, "total_correct": 898, "total_train": 221, "infer_ms": 732.535866, "train_ms": 1852.398453, "blocked_train": 1852398453, "duration": 9066840284, "avg_accuracy": 15.340909090909092, "soft_acc": 24.99947068181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 421.7566296770559, "availability": 28.338664569372376, "score": 29.879416503686265, "zero_downtime": 7.084516140639043, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 13483048, "heap_mib": 12.858436584472656, "mobile_score": 95520.85073100406, "mobile_throughput": 1348304.5113422212, "mobile_availability": 90595.2546935799, "mobile_accuracy": 79920.25905383592, "soft_acc_blocks": [ 24.99947068181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.757241762153244, "mobile_acc_per_sec": 8814.565664608537 }, "started": "2026-08-18T03:55:32.526795866+10:00", "ended": "2026-08-18T03:55:41.593993805+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4640, "total_correct": 1451, "total_train": 244, "infer_ms": 774.149371, "train_ms": 1801.575965, "blocked_train": 1801575965, "duration": 8788032554, "avg_accuracy": 38.28125, "soft_acc": 25.000757, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 527.9907614689065, "availability": 30.055587068232338, "score": 39.673882045150826, "zero_downtime": 7.514124287852192, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 13473656, "heap_mib": 12.849479675292969, "mobile_score": 160004.1559206772, "mobile_throughput": 2129378.618069308, "mobile_availability": 121213.72025253382, "mobile_accuracy": 100827.66835396923, "soft_acc_blocks": [ 25.000757 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084954735, "time_to_acc50_sec": 0, "acc_per_sec": 2.844863949510581, "mobile_acc_per_sec": 11473.292541238488 }, "started": "2026-08-18T03:55:52.424149928+10:00", "ended": "2026-08-18T03:56:01.212964356+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4160, "total_correct": 1270, "total_train": 239, "infer_ms": 728.070225, "train_ms": 1838.592989, "blocked_train": 1838592989, "duration": 8017304547, "avg_accuracy": 27.5, "soft_acc": 24.999901666666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 518.8776322032862, "availability": 28.366410560945532, "score": 36.79659513108081, "zero_downtime": 7.091574746599331, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 13290672, "heap_mib": 12.674972534179688, "mobile_score": 139797.19759481229, "mobile_throughput": 1971313.8842941776, "mobile_availability": 107769.33811722472, "mobile_accuracy": 94979.33655806763, "soft_acc_blocks": [ 24.999901666666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071485592, "time_to_acc50_sec": 0, "acc_per_sec": 3.1182427360853335, "mobile_acc_per_sec": 11846.79164939643 }, "started": "2026-08-18T03:56:11.353079188+10:00", "ended": "2026-08-18T03:56:19.370882327+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6032, "total_correct": 1515, "total_train": 281, "infer_ms": 823.555609, "train_ms": 1747.134951, "blocked_train": 1747134951, "duration": 8634694498, "avg_accuracy": 22.794117647058822, "soft_acc": 24.99954811764706, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 698.5771183215752, "availability": 32.03635714910782, "score": 55.94865384020803, "zero_downtime": 8.008944520632474, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 16431016, "heap_mib": 15.669837951660156, "mobile_score": 376066.76698173065, "mobile_throughput": 4695584.618084385, "mobile_availability": 215336.8925255313, "mobile_accuracy": 168037.98825006335, "soft_acc_blocks": [ 24.99954811764706 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8952440788075995, "mobile_acc_per_sec": 19460.79137935742 }, "started": "2026-08-18T03:56:30.799556098+10:00", "ended": "2026-08-18T03:56:39.463221841+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitFastProxy|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5536, "total_correct": 1138, "total_train": 263, "infer_ms": 781.445812, "train_ms": 1765.792114, "blocked_train": 1765792114, "duration": 8148553780, "avg_accuracy": 15.625, "soft_acc": 24.9997496, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 679.384360644178, "availability": 30.678163355832506, "score": 52.105139102799285, "zero_downtime": 7.669464020837085, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 15379688, "heap_mib": 14.667213439941406, "mobile_score": 317652.3159294004, "mobile_throughput": 4141779.8566676136, "mobile_availability": 187025.49894770596, "mobile_accuracy": 152407.7757940093, "soft_acc_blocks": [ 24.9997496 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.067998355899665, "mobile_acc_per_sec": 18703.65955834795 }, "started": "2026-08-18T03:56:50.692580209+10:00", "ended": "2026-08-18T03:56:58.841732166+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12016, "total_correct": 2776, "total_train": 353, "infer_ms": 1059.803761, "train_ms": 1508.78291, "blocked_train": 1508782910, "duration": 8914773744, "avg_accuracy": 11.486486486486486, "soft_acc": 24.99998478378378, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1347.87492594383, "availability": 41.260190787620886, "score": 139.03385688291135, "zero_downtime": 10.315041418665379, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13287600, "heap_mib": 12.672042846679688, "mobile_score": 29972.77251538973, "mobile_throughput": 290573.4577192594, "mobile_availability": 8894.828498215535, "mobile_accuracy": 5389.470403914651, "soft_acc_blocks": [ 24.99998478378378 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8043319439946273, "mobile_acc_per_sec": 604.5549285579997 }, "started": "2026-08-18T03:57:09.072563554+10:00", "ended": "2026-08-18T03:57:18.004923096+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 18768, "total_correct": 4631, "total_train": 459, "infer_ms": 989.703465, "train_ms": 1612.473203, "blocked_train": 1612473203, "duration": 9023196242, "avg_accuracy": 29.583333333333332, "soft_acc": 25.00000986666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2079.9724949615033, "availability": 38.03367685102924, "score": 197.77258238520224, "zero_downtime": 9.508422965413427, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13302024, "heap_mib": 12.685798645019531, "mobile_score": 85271.21025787246, "mobile_throughput": 896796.5620381387, "mobile_availability": 16398.520040191135, "mobile_accuracy": 10778.951622512282, "soft_acc_blocks": [ 25.00000986666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073861885, "time_to_acc50_sec": 0, "acc_per_sec": 2.77063794205205, "mobile_acc_per_sec": 1194.5824221731787 }, "started": "2026-08-18T03:57:28.495203794+10:00", "ended": "2026-08-18T03:57:37.519141597+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8784, "total_correct": 2009, "total_train": 287, "infer_ms": 986.618482, "train_ms": 1586.948192, "blocked_train": 1586948192, "duration": 8598911740, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000003866666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1021.5246144624343, "availability": 38.33662022311375, "score": 97.90451812558572, "zero_downtime": 9.584156538127752, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 17687928, "heap_mib": 16.86852264404297, "mobile_score": 84424.61184050508, "mobile_throughput": 880876.8043869749, "mobile_availability": 33058.27293344714, "mobile_accuracy": 21557.898071129825, "soft_acc_blocks": [ 25.000003866666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080643641, "time_to_acc50_sec": 0, "acc_per_sec": 2.9073450946557413, "mobile_acc_per_sec": 2507.0495805705086 }, "started": "2026-08-18T03:57:48.118513205+10:00", "ended": "2026-08-18T03:57:56.718145204+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12024, "total_correct": 2797, "total_train": 347, "infer_ms": 973.095856, "train_ms": 1506.580481, "blocked_train": 1506580481, "duration": 8751733427, "avg_accuracy": 27.5, "soft_acc": 24.999990714285715, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1373.8992509649256, "availability": 39.24285768590613, "score": 134.78928188636502, "zero_downtime": 9.81071077749689, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 17712704, "heap_mib": 16.89215087890625, "mobile_score": 116230.92602243181, "mobile_throughput": 1184735.0172531232, "mobile_availability": 33839.735806625584, "mobile_accuracy": 21557.88672962406, "soft_acc_blocks": [ 24.999990714285715 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075690732, "time_to_acc50_sec": 0, "acc_per_sec": 2.8565758912580868, "mobile_acc_per_sec": 2463.27049486171 }, "started": "2026-08-18T03:58:08.130004378+10:00", "ended": "2026-08-18T03:58:16.882504626+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9288, "total_correct": 2153, "total_train": 308, "infer_ms": 983.927339, "train_ms": 1634.603229, "blocked_train": 1634603229, "duration": 9010669792, "avg_accuracy": 20.161290322580644, "soft_acc": 24.999992258064516, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1030.7779792625654, "availability": 37.57555290834397, "score": 96.83010125523587, "zero_downtime": 9.393885318010929, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13737952, "heap_mib": 13.101531982421875, "mobile_score": 166996.250417451, "mobile_throughput": 1777712.2539197758, "mobile_availability": 64803.985142137644, "mobile_accuracy": 43115.776121697796, "soft_acc_blocks": [ 24.999992258064516 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7744876724103706, "mobile_acc_per_sec": 4784.969055239107 }, "started": "2026-08-18T03:58:28.315921127+10:00", "ended": "2026-08-18T03:58:37.32721472+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9336, "total_correct": 2758, "total_train": 301, "infer_ms": 992.496158, "train_ms": 1597.788842, "blocked_train": 1597788842, "duration": 9174813954, "avg_accuracy": 28.928571428571427, "soft_acc": 25.00001974285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1017.5683176583354, "availability": 38.31609873044858, "score": 97.47319728684869, "zero_downtime": 9.579032247304779, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13316288, "heap_mib": 12.69940185546875, "mobile_score": 168105.3541418662, "mobile_throughput": 1754930.4543699124, "mobile_availability": 66081.15385259679, "mobile_accuracy": 43115.82352283909, "soft_acc_blocks": [ 25.00001974285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.064468305, "time_to_acc50_sec": 0, "acc_per_sec": 2.7248530453260833, "mobile_acc_per_sec": 4699.367609960268 }, "started": "2026-08-18T03:58:48.678221005+10:00", "ended": "2026-08-18T03:58:57.853555061+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7312, "total_correct": 1746, "total_train": 296, "infer_ms": 947.61433, "train_ms": 1675.21544, "blocked_train": 1675215440, "duration": 8540073783, "avg_accuracy": 27.314814814814813, "soft_acc": 25.000012259259258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 856.1986916969473, "availability": 36.12946371277462, "score": 77.33503682926697, "zero_downtime": 9.032370357398282, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 16577184, "heap_mib": 15.809234619140625, "mobile_score": 16671.805834351446, "mobile_throughput": 184578.41269424718, "mobile_availability": 7788.751756185518, "mobile_accuracy": 5389.476327048733, "soft_acc_blocks": [ 25.000012259259258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073941514, "time_to_acc50_sec": 0, "acc_per_sec": 2.927376612251835, "mobile_acc_per_sec": 631.0807686201852 }, "started": "2026-08-18T03:59:08.803870547+10:00", "ended": "2026-08-18T03:59:17.344567141+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7368, "total_correct": 1599, "total_train": 290, "infer_ms": 969.679994, "train_ms": 1668.902466, "blocked_train": 1668902466, "duration": 9295589854, "avg_accuracy": 19, "soft_acc": 24.99999708, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 792.6339388596696, "availability": 36.75003562329449, "score": 72.82330521754966, "zero_downtime": 9.18750783272258, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13333496, "heap_mib": 12.715812683105469, "mobile_score": 31398.3429653772, "mobile_throughput": 341750.38037570595, "mobile_availability": 15845.067990843601, "mobile_accuracy": 10778.94610944, "soft_acc_blocks": [ 24.99999708 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6894470897123557, "mobile_acc_per_sec": 1159.5763452065062 }, "started": "2026-08-18T03:59:28.352963919+10:00", "ended": "2026-08-18T03:59:37.649497572+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7424, "total_correct": 1839, "total_train": 289, "infer_ms": 973.31484, "train_ms": 1637.075906, "blocked_train": 1637075906, "duration": 8079677285, "avg_accuracy": 15.350877192982455, "soft_acc": 24.99997196491228, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 918.8485799776593, "availability": 37.28617416727541, "score": 85.65077441681507, "zero_downtime": 9.321533088607218, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 16663136, "heap_mib": 15.891204833984375, "mobile_score": 73858.01516026832, "mobile_throughput": 792337.638650209, "mobile_availability": 32152.45671350739, "mobile_accuracy": 21557.870561743304, "soft_acc_blocks": [ 24.99997196491228 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.094179517704868, "mobile_acc_per_sec": 2668.1598535829767 }, "started": "2026-08-18T03:59:48.042662519+10:00", "ended": "2026-08-18T03:59:56.123148291+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16824, "total_correct": 3889, "total_train": 387, "infer_ms": 994.290709, "train_ms": 1479.310732, "blocked_train": 1479310732, "duration": 9131081631, "avg_accuracy": 27.59433962264151, "soft_acc": 24.999994150943397, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1842.4980391022416, "availability": 40.19607575091157, "score": 185.15293355783967, "zero_downtime": 10.04901658663667, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13517464, "heap_mib": 12.891258239746094, "mobile_score": 319320.5961485942, "mobile_throughput": 3177630.302384329, "mobile_availability": 69323.42158978265, "mobile_accuracy": 43115.77938621648, "soft_acc_blocks": [ 24.999994150943397 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076458641, "time_to_acc50_sec": 0, "acc_per_sec": 2.7379006300927675, "mobile_acc_per_sec": 4721.869886677884 }, "started": "2026-08-18T04:00:07.540328769+10:00", "ended": "2026-08-18T04:00:16.672203367+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7184, "total_correct": 1817, "total_train": 287, "infer_ms": 941.768689, "train_ms": 1660.491643, "blocked_train": 1660491643, "duration": 8699355977, "avg_accuracy": 18.303571428571427, "soft_acc": 25.000011035714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 825.8082574150994, "availability": 36.190410214499636, "score": 74.71588196764438, "zero_downtime": 9.04760654749518, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13311896, "heap_mib": 12.695213317871094, "mobile_score": 16014.979691354185, "mobile_throughput": 177007.91482569405, "mobile_availability": 7757.235400874728, "mobile_accuracy": 5358.628694150683, "soft_acc_blocks": [ 25.000011035714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8737772200391802, "mobile_acc_per_sec": 615.9799309648004 }, "started": "2026-08-18T04:00:27.633480446+10:00", "ended": "2026-08-18T04:00:36.333634704+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7888, "total_correct": 2191, "total_train": 288, "infer_ms": 988.261329, "train_ms": 1653.679608, "blocked_train": 1653679608, "duration": 8585052995, "avg_accuracy": 41.964285714285715, "soft_acc": 25.000007571428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 918.8062094193281, "availability": 37.40663976092514, "score": 85.92365823721063, "zero_downtime": 9.351662772448295, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 13519848, "heap_mib": 12.893531799316406, "mobile_score": 36624.99425192739, "mobile_throughput": 391641.5202634477, "mobile_availability": 15944.595404045462, "mobile_accuracy": 10656.263389926133, "soft_acc_blocks": [ 25.000007571428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070973547, "time_to_acc50_sec": 0, "acc_per_sec": 2.9120388174643494, "mobile_acc_per_sec": 1241.2577296997958 }, "started": "2026-08-18T04:00:47.459220887+10:00", "ended": "2026-08-18T04:00:56.04493586+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7200, "total_correct": 1535, "total_train": 280, "infer_ms": 955.376538, "train_ms": 1657.077492, "blocked_train": 1657077492, "duration": 8486862645, "avg_accuracy": 21.022727272727273, "soft_acc": 25.000001954545453, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 848.3700398099231, "availability": 36.570080354677096, "score": 77.5624073798433, "zero_downtime": 9.142520803448116, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 20085040, "heap_mib": 19.154586791992188, "mobile_score": 65377.87691376733, "mobile_throughput": 715096.8350994614, "mobile_availability": 30825.167667191232, "mobile_accuracy": 21072.67045778895, "soft_acc_blocks": [ 25.000001954545453 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9457295351980393, "mobile_acc_per_sec": 2482.9753159966394 }, "started": "2026-08-18T04:01:06.42218805+10:00", "ended": "2026-08-18T04:01:14.909954338+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13824, "total_correct": 3598, "total_train": 364, "infer_ms": 991.120606, "train_ms": 1484.566867, "blocked_train": 1484566867, "duration": 9072449833, "avg_accuracy": 22.023809523809526, "soft_acc": 25.000002523809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1523.733969816706, "availability": 40.0341568477129, "score": 152.50352725016822, "zero_downtime": 10.008540222314089, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 13588032, "heap_mib": 12.95855712890625, "mobile_score": 251433.2367765289, "mobile_throughput": 2512186.9042995633, "mobile_availability": 66004.49064582925, "mobile_accuracy": 41217.61422390895, "soft_acc_blocks": [ 25.000002523809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.75559556503414, "mobile_acc_per_sec": 4543.162539624588 }, "started": "2026-08-18T04:01:25.991362561+10:00", "ended": "2026-08-18T04:01:35.064465466+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15104, "total_correct": 3745, "total_train": 352, "infer_ms": 960.609253, "train_ms": 1487.194137, "blocked_train": 1487194137, "duration": 8698183307, "avg_accuracy": 23.798076923076923, "soft_acc": 24.99999296153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1736.4545522793037, "availability": 39.24372590234872, "score": 170.36231826527816, "zero_downtime": 9.810928713432626, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13510192, "heap_mib": 12.884323120117188, "mobile_score": 587624.4678859615, "mobile_throughput": 5989488.712535602, "mobile_availability": 135361.93793349084, "mobile_accuracy": 86231.55466986234, "soft_acc_blocks": [ 24.99999296153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.874162578456966, "mobile_acc_per_sec": 9913.743091671355 }, "started": "2026-08-18T04:01:46.519516459+10:00", "ended": "2026-08-18T04:01:55.218474191+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7000, "total_correct": 1631, "total_train": 280, "infer_ms": 938.888802, "train_ms": 1659.918012, "blocked_train": 1659918012, "duration": 8405474118, "avg_accuracy": 18.5, "soft_acc": 24.999969959999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 832.7906197474058, "availability": 36.1276874041627, "score": 75.21690757763825, "zero_downtime": 9.031910998283378, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 13323632, "heap_mib": 12.706405639648438, "mobile_score": 237562.1809642458, "mobile_throughput": 2630253.7858200474, "mobile_availability": 114104.29502261236, "mobile_accuracy": 78958.94126740047, "soft_acc_blocks": [ 24.999969959999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9742486395221324, "mobile_acc_per_sec": 9393.752233239637 }, "started": "2026-08-18T04:02:06.344931144+10:00", "ended": "2026-08-18T04:02:14.75123026+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11008, "total_correct": 2754, "total_train": 318, "infer_ms": 871.119709, "train_ms": 1547.363392, "blocked_train": 1547363392, "duration": 8791456009, "avg_accuracy": 21.22093023255814, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1252.1247889690712, "availability": 36.01925970207555, "score": 112.75151988320879, "zero_downtime": 9.004814925518888, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 17713248, "heap_mib": 16.892669677734375, "mobile_score": 388909.66352978797, "mobile_throughput": 4318907.903677739, "mobile_availability": 124239.90546501176, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.843670033087462, "mobile_acc_per_sec": 9808.56627833789 }, "started": "2026-08-18T04:02:25.43225016+10:00", "ended": "2026-08-18T04:02:34.224933666+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14736, "total_correct": 3568, "total_train": 359, "infer_ms": 947.703017, "train_ms": 1487.958884, "blocked_train": 1487958884, "duration": 8904926614, "avg_accuracy": 27.941176470588236, "soft_acc": 25.000027764705884, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1654.8143110840012, "availability": 38.909465086714434, "score": 160.9700279265166, "zero_downtime": 9.72737707477715, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 13520008, "heap_mib": 12.893684387207031, "mobile_score": 1110455.9737044412, "mobile_throughput": 11415780.072758012, "mobile_availability": 268417.96883399127, "mobile_accuracy": 172463.34943029104, "soft_acc_blocks": [ 25.000027764705884 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073558224, "time_to_acc50_sec": 0, "acc_per_sec": 2.807437820475887, "mobile_acc_per_sec": 19367.18368449555 }, "started": "2026-08-18T04:02:45.538158229+10:00", "ended": "2026-08-18T04:02:54.443770518+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6696, "total_correct": 1913, "total_train": 285, "infer_ms": 918.386099, "train_ms": 1673.949139, "blocked_train": 1673949139, "duration": 9231117742, "avg_accuracy": 32.73809523809524, "soft_acc": 25.000018047619044, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 725.3726132789261, "availability": 35.42698048993615, "score": 64.24444992475712, "zero_downtime": 8.856751516210515, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 16676544, "heap_mib": 15.90399169921875, "mobile_score": 374251.0462461229, "mobile_throughput": 4225601.740786462, "mobile_availability": 206377.11941230716, "mobile_accuracy": 145635.6606905566, "soft_acc_blocks": [ 25.000018047619044 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079164722, "time_to_acc50_sec": 0, "acc_per_sec": 2.708233038115553, "mobile_acc_per_sec": 15776.600923194745 }, "started": "2026-08-18T04:03:05.584770719+10:00", "ended": "2026-08-18T04:03:14.828849579+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16208, "total_correct": 4819, "total_train": 369, "infer_ms": 964.015211, "train_ms": 1509.449633, "blocked_train": 1509449633, "duration": 9448191868, "avg_accuracy": 25.96153846153846, "soft_acc": 25.000024442307694, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1715.4605057180027, "availability": 38.97428392153852, "score": 167.1472754335444, "zero_downtime": 9.743580506599027, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 15466864, "heap_mib": 14.750350952148438, "mobile_score": 1153069.8781908173, "mobile_throughput": 11834149.44239316, "mobile_availability": 268865.12327178405, "mobile_accuracy": 172463.3265106397, "soft_acc_blocks": [ 25.000024442307694 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078402171, "time_to_acc50_sec": 0, "acc_per_sec": 2.6460115111527385, "mobile_acc_per_sec": 18253.58004156904 }, "started": "2026-08-18T04:03:26.049972524+10:00", "ended": "2026-08-18T04:03:35.499093713+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15960, "total_correct": 4024, "total_train": 372, "infer_ms": 986.798568, "train_ms": 1544.285842, "blocked_train": 1544285842, "duration": 8403760619, "avg_accuracy": 21.25, "soft_acc": 24.9995965, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1899.1497644419042, "availability": 38.98718525945961, "score": 185.1032716393646, "zero_downtime": 9.74663900157238, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 13344800, "heap_mib": 12.726593017578125, "mobile_score": 2553879.581085768, "mobile_throughput": 26202669.25525571, "mobile_availability": 537908.2469818831, "mobile_accuracy": 344920.74867873685, "soft_acc_blocks": [ 24.9995965 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9748106393557423, "mobile_acc_per_sec": 41043.61896017219 }, "started": "2026-08-18T04:03:46.427465073+10:00", "ended": "2026-08-18T04:03:54.832002721+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5312, "total_correct": 1295, "total_train": 266, "infer_ms": 874.404188, "train_ms": 1699.484089, "blocked_train": 1699484089, "duration": 9200953881, "avg_accuracy": 26.08695652173913, "soft_acc": 25.00001004347826, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 577.3314450547673, "availability": 33.97211121452262, "score": 49.03293984604672, "zero_downtime": 8.493031215612259, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13369000, "heap_mib": 12.749671936035156, "mobile_score": 10570.469558389863, "mobile_throughput": 124460.50520759616, "mobile_availability": 7323.671975509718, "mobile_accuracy": 5389.475849372997, "soft_acc_blocks": [ 25.00001004347826 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087539857, "time_to_acc50_sec": 0, "acc_per_sec": 2.717110678611634, "mobile_acc_per_sec": 585.7518599785923 }, "started": "2026-08-18T04:04:05.844718652+10:00", "ended": "2026-08-18T04:04:15.046291281+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5736, "total_correct": 1411, "total_train": 276, "infer_ms": 871.648059, "train_ms": 1728.02655, "blocked_train": 1728026550, "duration": 8586761746, "avg_accuracy": 27.61627906976744, "soft_acc": 25.000006418604652, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 668.0050256049109, "availability": 33.52912152860896, "score": 55.99406858921937, "zero_downtime": 8.382282534253994, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13417144, "heap_mib": 12.795585632324219, "mobile_score": 12002.0516077288, "mobile_throughput": 143183.57271641353, "mobile_availability": 7186.801336055329, "mobile_accuracy": 5358.627704496073, "soft_acc_blocks": [ 25.000006418604652 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066750632, "time_to_acc50_sec": 0, "acc_per_sec": 2.9114591924307773, "mobile_acc_per_sec": 624.0568753397986 }, "started": "2026-08-18T04:04:25.866851304+10:00", "ended": "2026-08-18T04:04:34.454070081+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5800, "total_correct": 1391, "total_train": 272, "infer_ms": 865.714362, "train_ms": 1654.108103, "blocked_train": 1654108103, "duration": 8608052313, "avg_accuracy": 27.63157894736842, "soft_acc": 25.00000984210526, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 673.7877267823709, "availability": 34.35616492926219, "score": 57.871928454874954, "zero_downtime": 8.589044613685465, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 17189456, "heap_mib": 16.393142700195312, "mobile_score": 12404.561580437236, "mobile_throughput": 144423.06610763518, "mobile_availability": 7364.0739977240455, "mobile_accuracy": 5358.628438306493, "soft_acc_blocks": [ 25.00000984210526 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136440215, "time_to_acc50_sec": 0, "acc_per_sec": 2.9042585863877592, "mobile_acc_per_sec": 622.5134610548101 }, "started": "2026-08-18T04:04:45.57525133+10:00", "ended": "2026-08-18T04:04:54.184300932+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6024, "total_correct": 1524, "total_train": 282, "infer_ms": 911.822856, "train_ms": 1692.028287, "blocked_train": 1692028287, "duration": 9238957915, "avg_accuracy": 18.6046511627907, "soft_acc": 24.999999697674415, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 652.0215867873666, "availability": 35.018240518521075, "score": 57.08162118318002, "zero_downtime": 8.754560023761169, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13368536, "heap_mib": 12.749229431152344, "mobile_score": 12305.595808752914, "mobile_throughput": 140562.12734110808, "mobile_availability": 7549.1954296769645, "mobile_accuracy": 5389.473619035495, "soft_acc_blocks": [ 24.999999697674415 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.705932847370743, "mobile_acc_per_sec": 583.3421548858191 }, "started": "2026-08-18T04:05:05.375806684+10:00", "ended": "2026-08-18T04:05:14.615207828+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5904, "total_correct": 1279, "total_train": 298, "infer_ms": 869.300078, "train_ms": 1728.288253, "blocked_train": 1728288253, "duration": 8371059914, "avg_accuracy": 26.973684210526315, "soft_acc": 25.00000847368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 705.2870318280701, "availability": 33.46565995949571, "score": 59.00725995284925, "zero_downtime": 8.366417825648272, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 16903024, "heap_mib": 16.119979858398438, "mobile_score": 6360.361493865014, "mobile_throughput": 76022.51795704672, "mobile_availability": 3607.2458735288005, "mobile_accuracy": 2694.7377554792242, "soft_acc_blocks": [ 25.00000847368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073135564, "time_to_acc50_sec": 0, "acc_per_sec": 2.9864806524528014, "mobile_acc_per_sec": 321.91117769596514 }, "started": "2026-08-18T04:05:25.928494423+10:00", "ended": "2026-08-18T04:05:34.300157565+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4592, "total_correct": 912, "total_train": 251, "infer_ms": 778.106876, "train_ms": 1793.99323, "blocked_train": 1793993230, "duration": 8753967224, "avg_accuracy": 13.28125, "soft_acc": 24.999961375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 524.5621650730549, "availability": 30.251811513280195, "score": 39.672328068129005, "zero_downtime": 7.562941193557853, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 16234392, "heap_mib": 15.482322692871094, "mobile_score": 136840.29959331066, "mobile_throughput": 1809352.9500119854, "mobile_availability": 104346.4589123332, "mobile_accuracy": 86231.44571957896, "soft_acc_blocks": [ 24.999961375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.855843611849466, "mobile_acc_per_sec": 9850.5561550614 }, "started": "2026-08-18T04:05:45.070561147+10:00", "ended": "2026-08-18T04:05:53.825818889+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2872, "total_correct": 700, "total_train": 167, "infer_ms": 823.200787, "train_ms": 1850.009554, "blocked_train": 1850009554, "duration": 8685332271, "avg_accuracy": 23.75, "soft_acc": 25.0000049, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 330.67243835788537, "availability": 30.794463659453577, "score": 25.4572059550984, "zero_downtime": 7.698617423792114, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 13363736, "heap_mib": 12.744651794433594, "mobile_score": 58539.068402572935, "mobile_throughput": 760384.1726393816, "mobile_availability": 70812.1393117877, "mobile_accuracy": 57487.730565838596, "soft_acc_blocks": [ 25.0000049 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8784166362263517, "mobile_acc_per_sec": 6618.944304271235 }, "started": "2026-08-18T04:06:05.385588998+10:00", "ended": "2026-08-18T04:06:14.071743143+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2784, "total_correct": 767, "total_train": 166, "infer_ms": 810.353213, "train_ms": 1834.249623, "blocked_train": 1834249623, "duration": 8602433866, "avg_accuracy": 15.277777777777779, "soft_acc": 24.999963222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 323.6293406454884, "availability": 30.64177357631783, "score": 24.79140597581378, "zero_downtime": 7.660432124716066, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 20357544, "heap_mib": 19.414466857910156, "mobile_score": 57008.05550985726, "mobile_throughput": 744188.507668166, "mobile_availability": 70461.02712623036, "mobile_accuracy": 57487.63472742301, "soft_acc_blocks": [ 24.999963222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.906150004945847, "mobile_acc_per_sec": 6682.717428916879 }, "started": "2026-08-18T04:06:25.485089658+10:00", "ended": "2026-08-18T04:06:34.088620397+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2632, "total_correct": 777, "total_train": 167, "infer_ms": 790.14669, "train_ms": 1854.816598, "blocked_train": 1854816598, "duration": 9095908471, "avg_accuracy": 18.75, "soft_acc": 25.0000067, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 289.36087125232905, "availability": 29.87363543323404, "score": 21.610658732742614, "zero_downtime": 7.468410859842083, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 16506424, "heap_mib": 15.741752624511719, "mobile_score": 46819.045643273384, "mobile_throughput": 626894.3490377731, "mobile_availability": 64720.613942228956, "mobile_accuracy": 54161.99798648595, "soft_acc_blocks": [ 25.0000067 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7484892553290514, "mobile_acc_per_sec": 5954.545184702304 }, "started": "2026-08-18T04:06:45.323017981+10:00", "ended": "2026-08-18T04:06:54.419872387+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2952, "total_correct": 626, "total_train": 175, "infer_ms": 829.782215, "train_ms": 1837.253042, "blocked_train": 1837253042, "duration": 9039436777, "avg_accuracy": 18.75, "soft_acc": 25.0000207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 326.56901893612303, "availability": 31.112532645458014, "score": 25.40099418861908, "zero_downtime": 7.778139601658761, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 17120784, "heap_mib": 16.327651977539062, "mobile_score": 70091.77074296169, "mobile_throughput": 901137.9884209583, "mobile_availability": 85852.25008222047, "mobile_accuracy": 68985.32027769263, "soft_acc_blocks": [ 25.0000207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7656613256713305, "mobile_acc_per_sec": 7631.59497428195 }, "started": "2026-08-18T04:07:05.919851018+10:00", "ended": "2026-08-18T04:07:14.960150501+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2912, "total_correct": 746, "total_train": 181, "infer_ms": 795.707455, "train_ms": 1847.734417, "blocked_train": 1847734417, "duration": 9204877389, "avg_accuracy": 25, "soft_acc": 25.000000999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 316.3540237352748, "availability": 30.10118979457552, "score": 23.80658222909614, "zero_downtime": 7.525297749655778, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 13752704, "heap_mib": 13.1156005859375, "mobile_score": 61183.849920237044, "mobile_throughput": 813042.2470398027, "mobile_availability": 77361.23821087457, "mobile_accuracy": 64250.982962196074, "soft_acc_blocks": [ 25.000000999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084550848, "time_to_acc50_sec": 0, "acc_per_sec": 2.71595154867304, "mobile_acc_per_sec": 6980.101987993582 }, "started": "2026-08-18T04:07:26.164866566+10:00", "ended": "2026-08-18T04:07:35.413231304+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3608, "total_correct": 925, "total_train": 213, "infer_ms": 823.206854, "train_ms": 1819.383028, "blocked_train": 1819383028, "duration": 9396927055, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999989083333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 383.95530569541063, "availability": 31.151517668605074, "score": 29.90196316611683, "zero_downtime": 7.7878760164439225, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 15665568, "heap_mib": 14.939849853515625, "mobile_score": 137519.6531968163, "mobile_throughput": 1765817.1869511881, "mobile_availability": 143266.37627576856, "mobile_accuracy": 114975.3883905497, "soft_acc_blocks": [ 24.999989083333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.660443029621169, "mobile_acc_per_sec": 12235.424167666872 }, "started": "2026-08-18T04:07:46.582959368+10:00", "ended": "2026-08-18T04:07:55.980751578+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitFastProxy|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3920, "total_correct": 664, "total_train": 213, "infer_ms": 822.785605, "train_ms": 1779.75387, "blocked_train": 1779753870, "duration": 9113894222, "avg_accuracy": 16.964285714285715, "soft_acc": 25.000003214285716, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 430.11251881084206, "availability": 31.614721425118827, "score": 33.99472302990193, "zero_downtime": 7.903681372467181, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 17561128, "heap_mib": 16.747596740722656, "mobile_score": 139242.3855304783, "mobile_throughput": 1761740.877049209, "mobile_availability": 129493.89895728671, "mobile_accuracy": 102400.01316571429, "soft_acc_blocks": [ 25.000003214285716 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.743064885912137, "mobile_acc_per_sec": 11235.593772696113 }, "started": "2026-08-18T04:08:07.257739806+10:00", "ended": "2026-08-18T04:08:16.372604338+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10352, "total_correct": 3331, "total_train": 331, "infer_ms": 1040.373065, "train_ms": 1545.433924, "blocked_train": 1545433924, "duration": 9007198121, "avg_accuracy": 32.986111111111114, "soft_acc": 25.00001205555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1149.3030197553485, "availability": 40.23397993066528, "score": 115.60264232386044, "zero_downtime": 10.058499833096123, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16517560, "heap_mib": 15.752372741699219, "mobile_score": 22548.020140882494, "mobile_throughput": 224168.8175675194, "mobile_availability": 7847.541990285951, "mobile_accuracy": 4876.192827597884, "soft_acc_blocks": [ 25.00001205555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073622642, "time_to_acc50_sec": 0, "acc_per_sec": 2.7755592493595556, "mobile_acc_per_sec": 541.3662231131781 }, "started": "2026-08-18T04:08:27.889999663+10:00", "ended": "2026-08-18T04:08:36.897887678+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16352, "total_correct": 3290, "total_train": 430, "infer_ms": 989.362307, "train_ms": 1601.621196, "blocked_train": 1601621196, "duration": 9210989692, "avg_accuracy": 14.25, "soft_acc": 24.9999887, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1775.270687166458, "availability": 38.184816918149245, "score": 169.47088882314415, "zero_downtime": 9.546199914652998, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 20187672, "heap_mib": 19.252464294433594, "mobile_score": 66109.78672567604, "mobile_throughput": 692524.6413936963, "mobile_availability": 14895.715247308506, "mobile_accuracy": 9752.376544304761, "soft_acc_blocks": [ 24.9999887 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.714147940227659, "mobile_acc_per_sec": 1058.7761869688086 }, "started": "2026-08-18T04:08:47.894263006+10:00", "ended": "2026-08-18T04:08:57.106132748+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8096, "total_correct": 1850, "total_train": 287, "infer_ms": 980.045882, "train_ms": 1615.628175, "blocked_train": 1615628175, "duration": 9413642409, "avg_accuracy": 29.310344827586206, "soft_acc": 24.99999844827586, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 860.0284192078238, "availability": 37.756893218430776, "score": 81.17999793335525, "zero_downtime": 9.439222718724867, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 13682208, "heap_mib": 13.048370361328125, "mobile_score": 63335.86124476631, "mobile_throughput": 670985.9819190946, "mobile_availability": 29457.568499560468, "mobile_accuracy": 19504.76069412151, "soft_acc_blocks": [ 24.99999844827586 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077340237, "time_to_acc50_sec": 0, "acc_per_sec": 2.6557200031705457, "mobile_acc_per_sec": 2071.9674539022008 }, "started": "2026-08-18T04:09:08.496456437+10:00", "ended": "2026-08-18T04:09:17.910888584+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10880, "total_correct": 2561, "total_train": 317, "infer_ms": 991.606297, "train_ms": 1529.248582, "blocked_train": 1529248582, "duration": 9040005372, "avg_accuracy": 23.571428571428573, "soft_acc": 24.9999884, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1203.5391078083976, "availability": 39.33611193808036, "score": 118.3563177491643, "zero_downtime": 9.834023421531105, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 17581144, "heap_mib": 16.766685485839844, "mobile_score": 92340.47190487181, "mobile_throughput": 938989.7496348945, "mobile_availability": 30689.65990445279, "mobile_accuracy": 19504.752854552382, "soft_acc_blocks": [ 24.9999884 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.765483799095247, "mobile_acc_per_sec": 2157.604122113168 }, "started": "2026-08-18T04:09:28.470959616+10:00", "ended": "2026-08-18T04:09:37.511731966+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7416, "total_correct": 1528, "total_train": 283, "infer_ms": 936.563872, "train_ms": 1680.805009, "blocked_train": 1680805009, "duration": 9491765482, "avg_accuracy": 25.446428571428573, "soft_acc": 25.000011035714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 781.3088106805376, "availability": 35.782647176662906, "score": 69.89327462437423, "zero_downtime": 8.945665743036432, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13385560, "heap_mib": 12.765464782714844, "mobile_score": 109060.13442340451, "mobile_throughput": 1219139.3861133265, "mobile_availability": 55834.56108023286, "mobile_accuracy": 39009.54102944218, "soft_acc_blocks": [ 25.000011035714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077143935, "time_to_acc50_sec": 0, "acc_per_sec": 2.633863118839569, "mobile_acc_per_sec": 4109.829841815952 }, "started": "2026-08-18T04:09:48.916620679+10:00", "ended": "2026-08-18T04:09:58.409176836+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7928, "total_correct": 2120, "total_train": 287, "infer_ms": 958.711043, "train_ms": 1620.937161, "blocked_train": 1620937161, "duration": 8752492322, "avg_accuracy": 28.125, "soft_acc": 24.99999460714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 905.7991379292523, "availability": 37.16441030654582, "score": 84.15870888905587, "zero_downtime": 9.2911005724129, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13584520, "heap_mib": 12.955207824707031, "mobile_score": 131319.6463274563, "mobile_throughput": 1413391.7215078925, "mobile_availability": 57990.63794880445, "mobile_accuracy": 39009.51539461225, "soft_acc_blocks": [ 24.99999460714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079824658, "time_to_acc50_sec": 0, "acc_per_sec": 2.8563286533029717, "mobile_acc_per_sec": 4456.960824353894 }, "started": "2026-08-18T04:10:09.89384516+10:00", "ended": "2026-08-18T04:10:18.647065448+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5872, "total_correct": 1798, "total_train": 279, "infer_ms": 920.734879, "train_ms": 1667.995181, "blocked_train": 1667995181, "duration": 9393454334, "avg_accuracy": 34.21052631578947, "soft_acc": 25.000009157894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 625.1161490982131, "availability": 35.56704861688051, "score": 55.583861526671846, "zero_downtime": 8.891765411413001, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 17589600, "heap_mib": 16.774749755859375, "mobile_score": 10841.4998482499, "mobile_throughput": 121927.4165098229, "mobile_availability": 6937.268149273456, "mobile_accuracy": 4876.192262416041, "soft_acc_blocks": [ 25.000009157894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07747107, "time_to_acc50_sec": 0, "acc_per_sec": 2.661428721424254, "mobile_acc_per_sec": 519.1053353787497 }, "started": "2026-08-18T04:10:30.295815272+10:00", "ended": "2026-08-18T04:10:39.690111166+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5856, "total_correct": 1809, "total_train": 291, "infer_ms": 871.049415, "train_ms": 1726.380296, "blocked_train": 1726380296, "duration": 9199912042, "avg_accuracy": 29.545454545454547, "soft_acc": 25.00000668181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 636.5278247515663, "availability": 33.53505241397464, "score": 53.36499917799767, "zero_downtime": 8.383765344244889, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13596528, "heap_mib": 12.966659545898438, "mobile_score": 20817.432060293184, "mobile_throughput": 248306.47335070625, "mobile_availability": 13081.864255965726, "mobile_accuracy": 9752.383558926407, "soft_acc_blocks": [ 25.00000668181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072931444, "time_to_acc50_sec": 0, "acc_per_sec": 2.7174180109208246, "mobile_acc_per_sec": 1060.0518259744474 }, "started": "2026-08-18T04:10:51.262076696+10:00", "ended": "2026-08-18T04:11:00.462823163+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5832, "total_correct": 1582, "total_train": 273, "infer_ms": 919.419715, "train_ms": 1687.435905, "blocked_train": 1687435905, "duration": 9305426190, "avg_accuracy": 36.25, "soft_acc": 25.00002005, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 626.7311008567572, "availability": 35.2692994558709, "score": 55.26096150531707, "zero_downtime": 8.817331935462267, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 13381648, "heap_mib": 12.761734008789062, "mobile_score": 43114.0758715769, "mobile_throughput": 488969.6360208147, "mobile_availability": 27516.77153738042, "mobile_accuracy": 19504.777547580954, "soft_acc_blocks": [ 25.00002005 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073178474, "time_to_acc50_sec": 0, "acc_per_sec": 2.6866066679316702, "mobile_acc_per_sec": 2096.0649355901182 }, "started": "2026-08-18T04:11:11.415572131+10:00", "ended": "2026-08-18T04:11:20.744995505+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14608, "total_correct": 3564, "total_train": 362, "infer_ms": 990.435309, "train_ms": 1529.824227, "blocked_train": 1529824227, "duration": 9127585481, "avg_accuracy": 25.980392156862745, "soft_acc": 24.999985764705883, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1600.4232477918767, "availability": 39.2989410357299, "score": 157.23725758516545, "zero_downtime": 9.824729664612633, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 20216080, "heap_mib": 19.279556274414062, "mobile_score": 245350.0217405096, "mobile_throughput": 2497269.9516021055, "mobile_availability": 61321.319040895105, "mobile_accuracy": 39009.50159704202, "soft_acc_blocks": [ 24.999985764705883 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087545941, "time_to_acc50_sec": 0, "acc_per_sec": 2.7389484126712262, "mobile_acc_per_sec": 4273.802932686226 }, "started": "2026-08-18T04:11:32.518195273+10:00", "ended": "2026-08-18T04:11:41.698670004+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6392, "total_correct": 1528, "total_train": 281, "infer_ms": 932.711585, "train_ms": 1677.85013, "blocked_train": 1677850130, "duration": 9173471592, "avg_accuracy": 31.25, "soft_acc": 25.0000135, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 696.7918236727669, "availability": 35.72838671618993, "score": 62.238152950734055, "zero_downtime": 8.93210150237969, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 16537496, "heap_mib": 15.771385192871094, "mobile_score": 12067.572756743511, "mobile_throughput": 135103.39927875283, "mobile_availability": 6927.5016326397135, "mobile_accuracy": 4847.33989566864, "soft_acc_blocks": [ 25.0000135 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07777763, "time_to_acc50_sec": 0, "acc_per_sec": 2.7252510948856057, "mobile_acc_per_sec": 528.408448977583 }, "started": "2026-08-18T04:11:53.350721631+10:00", "ended": "2026-08-18T04:12:02.525039732+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6528, "total_correct": 1810, "total_train": 286, "infer_ms": 935.160767, "train_ms": 1662.8927, "blocked_train": 1662892700, "duration": 9421762906, "avg_accuracy": 21.022727272727273, "soft_acc": 24.999988454545452, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 692.8639645392495, "availability": 35.994669812543926, "score": 62.34849527781905, "zero_downtime": 8.998663297387738, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 13585720, "heap_mib": 12.956352233886719, "mobile_score": 24035.711685453818, "mobile_throughput": 267103.1340002603, "mobile_availability": 13876.156946087522, "mobile_accuracy": 9637.642607982887, "soft_acc_blocks": [ 24.999988454545452 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6534300113437235, "mobile_acc_per_sec": 1022.9128777848368 }, "started": "2026-08-18T04:12:14.313019959+10:00", "ended": "2026-08-18T04:12:23.735432395+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6128, "total_correct": 1677, "total_train": 287, "infer_ms": 893.276958, "train_ms": 1680.751362, "blocked_train": 1680751362, "duration": 9451023642, "avg_accuracy": 29.761904761904763, "soft_acc": 25.00003033333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 648.3953730437617, "availability": 34.70346270316094, "score": 56.25397986806184, "zero_downtime": 8.675876202507252, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 13372952, "heap_mib": 12.753440856933594, "mobile_score": 42868.14912364303, "mobile_throughput": 494107.432183674, "mobile_availability": 26445.652694352968, "mobile_accuracy": 19051.185906108527, "soft_acc_blocks": [ 25.00003033333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079323251, "time_to_acc50_sec": 0, "acc_per_sec": 2.6452193201839136, "mobile_acc_per_sec": 2015.7801554368948 }, "started": "2026-08-18T04:12:34.754866112+10:00", "ended": "2026-08-18T04:12:44.212347343+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11968, "total_correct": 3266, "total_train": 352, "infer_ms": 988.809948, "train_ms": 1560.250174, "blocked_train": 1560250174, "duration": 8946693970, "avg_accuracy": 33.53658536585366, "soft_acc": 25.000009609756095, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1337.7008356529266, "availability": 38.79115833580955, "score": 129.7274621703452, "zero_downtime": 9.69779331168809, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 13781968, "heap_mib": 13.143508911132812, "mobile_score": 193223.15819990326, "mobile_throughput": 1992444.5901215954, "mobile_availability": 57777.667106718516, "mobile_accuracy": 37236.377949658534, "soft_acc_blocks": [ 25.000009609756095 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083006731, "time_to_acc50_sec": 0, "acc_per_sec": 2.794329357144212, "mobile_acc_per_sec": 4162.026562495525 }, "started": "2026-08-18T04:12:55.409322953+10:00", "ended": "2026-08-18T04:13:04.42177708+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13352, "total_correct": 3244, "total_train": 348, "infer_ms": 966.761071, "train_ms": 1514.664812, "blocked_train": 1514664812, "duration": 9273400206, "avg_accuracy": 24.019607843137255, "soft_acc": 25.000018725490197, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1439.817079323407, "availability": 38.9599011448693, "score": 140.23793273371862, "zero_downtime": 9.739982581649794, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 16740464, "heap_mib": 15.964950561523438, "mobile_score": 437649.1980779516, "mobile_throughput": 4493326.290978038, "mobile_availability": 121584.57530619783, "mobile_accuracy": 78019.10605684407, "soft_acc_blocks": [ 25.000018725490197 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.695884807097497, "mobile_acc_per_sec": 8413.214605616264 }, "started": "2026-08-18T04:13:15.441744482+10:00", "ended": "2026-08-18T04:13:24.762795773+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5440, "total_correct": 1247, "total_train": 276, "infer_ms": 874.91249, "train_ms": 1734.470221, "blocked_train": 1734470221, "duration": 9389722874, "avg_accuracy": 20.625, "soft_acc": 25.0000079, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 579.3568216015487, "availability": 33.52948137165764, "score": 48.56384973975143, "zero_downtime": 8.382372991743438, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 13595216, "heap_mib": 12.965408325195312, "mobile_score": 138377.41115410216, "mobile_throughput": 1650814.2895860479, "mobile_availability": 95538.6126596937, "mobile_accuracy": 71234.80511888696, "soft_acc_blocks": [ 25.0000079 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6624862347348546, "mobile_acc_per_sec": 7586.465125199279 }, "started": "2026-08-18T04:13:36.219177584+10:00", "ended": "2026-08-18T04:13:45.609820456+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9216, "total_correct": 2326, "total_train": 307, "infer_ms": 837.479846, "train_ms": 1618.45241, "blocked_train": 1618452410, "duration": 9020126537, "avg_accuracy": 28.04054054054054, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1021.7151568990236, "availability": 34.10028285405605, "score": 87.10193961633239, "zero_downtime": 8.525070713514012, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 22352064, "heap_mib": 21.31658935546875, "mobile_score": 271824.4149855219, "mobile_throughput": 3188529.739168305, "mobile_availability": 106418.86367254367, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088324583, "time_to_acc50_sec": 0, "acc_per_sec": 2.7715797441922296, "mobile_acc_per_sec": 8649.440481684855 }, "started": "2026-08-18T04:13:56.705045068+10:00", "ended": "2026-08-18T04:14:05.726312019+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13352, "total_correct": 3608, "total_train": 362, "infer_ms": 942.583714, "train_ms": 1508.265601, "blocked_train": 1508265601, "duration": 9077252629, "avg_accuracy": 34.114583333333336, "soft_acc": 25.000137749999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1470.929646415595, "availability": 38.45947232378095, "score": 141.42872433435096, "zero_downtime": 9.614921058868363, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13406392, "heap_mib": 12.785331726074219, "mobile_score": 882730.7502834309, "mobile_throughput": 9180842.410237376, "mobile_availability": 240045.7122106008, "mobile_accuracy": 156038.955008, "soft_acc_blocks": [ 25.000137749999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.069126451, "time_to_acc50_sec": 0, "acc_per_sec": 2.7541524701129916, "mobile_acc_per_sec": 17190.108217269048 }, "started": "2026-08-18T04:14:16.626704409+10:00", "ended": "2026-08-18T04:14:25.704931516+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5656, "total_correct": 1555, "total_train": 274, "infer_ms": 881.927553, "train_ms": 1702.752787, "blocked_train": 1702752787, "duration": 8591169280, "avg_accuracy": 28.40909090909091, "soft_acc": 24.999983772727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 658.3504311999774, "availability": 34.12133946900374, "score": 56.15945992872999, "zero_downtime": 8.530329330288122, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 13414736, "heap_mib": 12.793289184570312, "mobile_score": 294437.30927113985, "mobile_throughput": 3451652.3087297375, "mobile_availability": 178894.08827525034, "mobile_accuracy": 131071.91492235636, "soft_acc_blocks": [ 24.999983772727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086996356, "time_to_acc50_sec": 0, "acc_per_sec": 2.90996288839594, "mobile_acc_per_sec": 15256.586228313306 }, "started": "2026-08-18T04:14:37.604640628+10:00", "ended": "2026-08-18T04:14:46.215007414+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13608, "total_correct": 3848, "total_train": 342, "infer_ms": 964.224676, "train_ms": 1492.622141, "blocked_train": 1492622141, "duration": 9030993373, "avg_accuracy": 28.4375, "soft_acc": 25.0000158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1506.810982796632, "availability": 39.24643039721104, "score": 147.84247433158768, "zero_downtime": 9.811613800238764, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13602064, "heap_mib": 12.971939086914062, "mobile_score": 922762.3235995171, "mobile_throughput": 9404796.62557715, "mobile_availability": 244957.5297630117, "mobile_accuracy": 156038.19385417143, "soft_acc_blocks": [ 25.0000158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.087409376, "time_to_acc50_sec": 0, "acc_per_sec": 2.7682465004063292, "mobile_acc_per_sec": 17278.076442917067 }, "started": "2026-08-18T04:14:57.844695993+10:00", "ended": "2026-08-18T04:15:06.880909354+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12312, "total_correct": 2531, "total_train": 352, "infer_ms": 925.10796, "train_ms": 1542.077398, "blocked_train": 1542077398, "duration": 9601323355, "avg_accuracy": 23.579545454545453, "soft_acc": 24.99999295454546, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1282.323232410289, "availability": 37.49649198428812, "score": 120.20652313695375, "zero_downtime": 9.374120354273732, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 13405144, "heap_mib": 12.784141540527344, "mobile_score": 1500543.7524387431, "mobile_throughput": 16007301.973188704, "mobile_availability": 468070.49498710595, "mobile_accuracy": 312076.10252744594, "soft_acc_blocks": [ 24.99999295454546 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6038069993264443, "mobile_acc_per_sec": 32503.446763401495 }, "started": "2026-08-18T04:15:18.072983424+10:00", "ended": "2026-08-18T04:15:27.686511698+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5192, "total_correct": 1149, "total_train": 256, "infer_ms": 910.860488, "train_ms": 1743.645131, "blocked_train": 1743645131, "duration": 8645310554, "avg_accuracy": 22.22222222222222, "soft_acc": 25.000018222222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 600.556795220939, "availability": 34.313752492380765, "score": 51.51843062325604, "zero_downtime": 8.578444375823423, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13524744, "heap_mib": 12.898200988769531, "mobile_score": 10048.547230136035, "mobile_throughput": 117137.17301071266, "mobile_availability": 6692.815724228172, "mobile_accuracy": 4876.194030391534, "soft_acc_blocks": [ 25.000018222222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.891743224962029, "mobile_acc_per_sec": 564.0276309259272 }, "started": "2026-08-18T04:15:38.573493343+10:00", "ended": "2026-08-18T04:15:47.267027115+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5272, "total_correct": 1400, "total_train": 261, "infer_ms": 870.715486, "train_ms": 1712.543482, "blocked_train": 1712543482, "duration": 9160849102, "avg_accuracy": 21.323529411764707, "soft_acc": 25.000031882352943, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 575.4925052579476, "availability": 33.70608587005591, "score": 48.494061343607264, "zero_downtime": 8.426532213807237, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 17101504, "heap_mib": 16.30926513671875, "mobile_score": 9402.682852706052, "mobile_throughput": 111584.25096031022, "mobile_availability": 6535.390661479242, "mobile_accuracy": 4847.343459887226, "soft_acc_blocks": [ 25.000031882352943 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.729008152409685, "mobile_acc_per_sec": 529.1369179772814 }, "started": "2026-08-18T04:15:58.907723978+10:00", "ended": "2026-08-18T04:16:08.093530625+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5336, "total_correct": 1124, "total_train": 261, "infer_ms": 864.828877, "train_ms": 1715.886331, "blocked_train": 1715886331, "duration": 9218546759, "avg_accuracy": 32.89473684210526, "soft_acc": 25.000003684210526, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 578.833100216203, "availability": 33.51120938564252, "score": 48.493500198123954, "zero_downtime": 8.377803581034135, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13626272, "heap_mib": 12.995025634765625, "mobile_score": 9402.574050249264, "mobile_throughput": 112231.97057919846, "mobile_availability": 6497.605379578309, "mobile_accuracy": 4847.33799245095, "soft_acc_blocks": [ 25.000003684210526 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086584794, "time_to_acc50_sec": 0, "acc_per_sec": 2.7119245948178548, "mobile_acc_per_sec": 525.8245273549791 }, "started": "2026-08-18T04:16:19.776184135+10:00", "ended": "2026-08-18T04:16:28.995579069+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5520, "total_correct": 1242, "total_train": 266, "infer_ms": 904.409083, "train_ms": 1695.718358, "blocked_train": 1695718358, "duration": 9845304988, "avg_accuracy": 26.19047619047619, "soft_acc": 24.999992523809528, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 560.6733368573223, "availability": 34.78325980253365, "score": 48.75510127055296, "zero_downtime": 8.695812350170657, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 16571864, "heap_mib": 15.804161071777344, "mobile_score": 9509.566419246901, "mobile_throughput": 109357.99941750438, "mobile_availability": 6784.392007198944, "mobile_accuracy": 4876.189017977325, "soft_acc_blocks": [ 24.999992523809528 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075593258, "time_to_acc50_sec": 0, "acc_per_sec": 2.539280657560217, "mobile_acc_per_sec": 495.28064635079284 }, "started": "2026-08-18T04:16:40.862892534+10:00", "ended": "2026-08-18T04:16:50.708973457+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4912, "total_correct": 1284, "total_train": 256, "infer_ms": 906.659932, "train_ms": 1740.797993, "blocked_train": 1740797993, "duration": 9514853726, "avg_accuracy": 27.5, "soft_acc": 25.000001349999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 516.2454559419676, "availability": 34.246434039173636, "score": 44.19891727409068, "zero_downtime": 8.561608972120267, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 13623600, "heap_mib": 12.992477416992188, "mobile_score": 4310.446789397034, "mobile_throughput": 50346.22351281665, "mobile_availability": 3339.8427101060765, "mobile_accuracy": 2438.095369752381, "soft_acc_blocks": [ 25.000001349999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.063655473, "time_to_acc50_sec": 0, "acc_per_sec": 2.6274709070603737, "mobile_acc_per_sec": 256.2409722695069 }, "started": "2026-08-18T04:17:01.826530352+10:00", "ended": "2026-08-18T04:17:11.341885796+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4336, "total_correct": 932, "total_train": 227, "infer_ms": 844.205188, "train_ms": 1781.773878, "blocked_train": 1781773878, "duration": 8493861354, "avg_accuracy": 21.875, "soft_acc": 25.0000049375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 510.4863170338959, "availability": 32.14820707942384, "score": 41.02805768108504, "zero_downtime": 8.037053357173685, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13401736, "heap_mib": 12.780891418457031, "mobile_score": 128038.79943750423, "mobile_throughput": 1593106.2511015905, "mobile_availability": 100326.8999598629, "mobile_accuracy": 78019.06302780953, "soft_acc_blocks": [ 25.0000049375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9433026859717684, "mobile_acc_per_sec": 9185.346896564086 }, "started": "2026-08-18T04:17:22.592611208+10:00", "ended": "2026-08-18T04:17:31.087634174+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2576, "total_correct": 577, "total_train": 155, "infer_ms": 846.752981, "train_ms": 1853.339014, "blocked_train": 1853339014, "duration": 9529676419, "avg_accuracy": 18.055555555555557, "soft_acc": 24.999962999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 270.31348040989553, "availability": 31.360153008416294, "score": 21.192648899562865, "zero_downtime": 7.840026648847459, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 14658640, "heap_mib": 13.979568481445312, "mobile_score": 44091.47423116673, "mobile_throughput": 562389.3413378702, "mobile_availability": 65245.04722411334, "mobile_accuracy": 52012.62143390476, "soft_acc_blocks": [ 24.999962999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6233800499412316, "mobile_acc_per_sec": 5457.963014379319 }, "started": "2026-08-18T04:17:42.687946025+10:00", "ended": "2026-08-18T04:17:52.251511946+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2568, "total_correct": 592, "total_train": 157, "infer_ms": 838.343212, "train_ms": 1862.57186, "blocked_train": 1862571860, "duration": 9005840884, "avg_accuracy": 20.3125, "soft_acc": 25.000001875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 285.14827577759814, "availability": 31.039228915080827, "score": 22.1269581760254, "zero_downtime": 7.759807810755749, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 16563904, "heap_mib": 15.79656982421875, "mobile_score": 46035.31209600002, "mobile_throughput": 593253.2508368468, "mobile_availability": 64577.36210091229, "mobile_accuracy": 52012.70231365079, "soft_acc_blocks": [ 25.000001875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.775976413198197, "mobile_acc_per_sec": 5775.4409592176835 }, "started": "2026-08-18T04:18:04.298432294+10:00", "ended": "2026-08-18T04:18:13.30506927+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2576, "total_correct": 523, "total_train": 160, "infer_ms": 818.627315, "train_ms": 1886.97611, "blocked_train": 1886976110, "duration": 9248074510, "avg_accuracy": 35.9375, "soft_acc": 25.000020625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 278.5444686042003, "availability": 30.25673708998945, "score": 21.069634268504203, "zero_downtime": 7.564190512949388, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 17613064, "heap_mib": 16.79712677001953, "mobile_score": 41218.49407225945, "mobile_throughput": 544916.1281923841, "mobile_availability": 59191.20960983727, "mobile_accuracy": 48907.50303522388, "soft_acc_blocks": [ 25.000020625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073633262, "time_to_acc50_sec": 0, "acc_per_sec": 2.7032676475483974, "mobile_acc_per_sec": 5288.398464171098 }, "started": "2026-08-18T04:18:24.586920959+10:00", "ended": "2026-08-18T04:18:33.835972498+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2744, "total_correct": 689, "total_train": 167, "infer_ms": 834.42467, "train_ms": 1866.834233, "blocked_train": 1866834233, "duration": 8832787885, "avg_accuracy": 27.5, "soft_acc": 24.9999866, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 310.66069238002535, "availability": 30.890214524542376, "score": 23.99092572076155, "zero_downtime": 7.722549491846848, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 16564312, "heap_mib": 15.796958923339844, "mobile_score": 59895.97363946015, "mobile_throughput": 775598.443269232, "mobile_availability": 77120.80377449178, "mobile_accuracy": 62415.204640670476, "soft_acc_blocks": [ 24.9999866 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083951205, "time_to_acc50_sec": 0, "acc_per_sec": 2.8303619339093866, "mobile_acc_per_sec": 7066.3085600261165 }, "started": "2026-08-18T04:18:44.757712843+10:00", "ended": "2026-08-18T04:18:53.591594476+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 2760, "total_correct": 702, "total_train": 178, "infer_ms": 800.838041, "train_ms": 1869.100895, "blocked_train": 1869100895, "duration": 9107252685, "avg_accuracy": 22.5, "soft_acc": 25.0000181, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 303.0551688266899, "availability": 29.994620109169414, "score": 22.725078105636545, "zero_downtime": 7.498660456318593, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 13647984, "heap_mib": 13.015731811523438, "mobile_score": 52718.963494902535, "mobile_throughput": 703045.081211538, "mobile_availability": 69583.27162741688, "mobile_accuracy": 57996.50216642831, "soft_acc_blocks": [ 25.0000181 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7450669224513775, "mobile_acc_per_sec": 6368.1665780450785 }, "started": "2026-08-18T04:19:04.922679191+10:00", "ended": "2026-08-18T04:19:14.030882239+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3384, "total_correct": 796, "total_train": 192, "infer_ms": 856.660924, "train_ms": 1809.015881, "blocked_train": 1809015881, "duration": 9642850506, "avg_accuracy": 26.923076923076923, "soft_acc": 25.000009923076924, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 350.93357486921514, "availability": 32.13671373788317, "score": 28.194640782559024, "zero_downtime": 8.034181623421617, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 12374104, "heap_mib": 11.800865173339844, "mobile_score": 117318.34783020878, "mobile_throughput": 1460240.1754050085, "mobile_availability": 133721.37596989915, "mobile_accuracy": 104025.43811547742, "soft_acc_blocks": [ 25.000009923076924 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082235585, "time_to_acc50_sec": 0, "acc_per_sec": 2.5925954060494196, "mobile_acc_per_sec": 10787.830636879668 }, "started": "2026-08-18T04:19:24.822750886+10:00", "ended": "2026-08-18T04:19:34.466317327+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitFastProxy|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitFastProxy", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3608, "total_correct": 832, "total_train": 205, "infer_ms": 842.184075, "train_ms": 1812.539355, "blocked_train": 1812539355, "duration": 9237652297, "avg_accuracy": 26.041666666666668, "soft_acc": 24.999956583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 390.5754280415735, "availability": 31.72398546239523, "score": 30.976469207004232, "zero_downtime": 7.9309825921017865, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 13414504, "heap_mib": 12.793067932128906, "mobile_score": 114370.35977184391, "mobile_throughput": 1442070.4930778907, "mobile_availability": 117130.31612752304, "mobile_accuracy": 92304.0650504413, "soft_acc_blocks": [ 24.999956583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076034766, "time_to_acc50_sec": 0, "acc_per_sec": 2.7063106273714443, "mobile_acc_per_sec": 9992.15624086845 }, "started": "2026-08-18T04:19:46.068384592+10:00", "ended": "2026-08-18T04:19:55.323224191+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitSparse|cnn|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21496, "total_correct": 5633, "total_train": 477, "infer_ms": 1019.202523, "train_ms": 1514.23399, "blocked_train": 1514233990, "duration": 9107501191, "avg_accuracy": 21.25, "soft_acc": 24.999903328571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2360.2522304627605, "availability": 40.23004001758461, "score": 237.38168628315674, "zero_downtime": 10.057471113441752, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13649640, "heap_mib": 13.017311096191406, "mobile_score": 74793.49130890846, "mobile_throughput": 743661.0104596514, "mobile_availability": 12675.557224002043, "mobile_accuracy": 7876.892617986813, "soft_acc_blocks": [ 24.999903328571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.744979419083276, "mobile_acc_per_sec": 864.8796692742383 }, "started": "2026-08-18T04:20:07.517844031+10:00", "ended": "2026-08-18T04:20:16.625851105+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitSparse|cnn|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 38520, "total_correct": 10431, "total_train": 516, "infer_ms": 1026.647799, "train_ms": 1375.340351, "blocked_train": 1375340351, "duration": 9326163311, "avg_accuracy": 15.412621359223301, "soft_acc": 24.999429873786408, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4130.315834654806, "availability": 42.74158467434571, "score": 441.33054515268907, "zero_downtime": 10.685152487608095, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 23691368, "heap_mib": 22.593849182128906, "mobile_score": 278106.14045314066, "mobile_throughput": 2602734.409037859, "mobile_availability": 26933.773973249234, "mobile_accuracy": 15753.486886619865, "soft_acc_blocks": [ 24.999429873786408 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6805696018962206, "mobile_acc_per_sec": 1689.1712445179876 }, "started": "2026-08-18T04:20:28.34589613+10:00", "ended": "2026-08-18T04:20:37.672906731+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitSparse|cnn|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15144, "total_correct": 4090, "total_train": 391, "infer_ms": 957.056703, "train_ms": 1526.927793, "blocked_train": 1526927793, "duration": 9436649857, "avg_accuracy": 23.88888888888889, "soft_acc": 25.000251844444442, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1604.8068148641069, "availability": 38.529093258881595, "score": 154.58093577927858, "zero_downtime": 9.632370348101265, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 12598408, "heap_mib": 12.014778137207031, "mobile_score": 194819.54244674617, "mobile_throughput": 2022550.3734410405, "mobile_availability": 48558.512611808925, "mobile_accuracy": 31508.0097091829, "soft_acc_blocks": [ 25.000251844444442 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.649271958087916, "mobile_acc_per_sec": 3338.8978277932624 }, "started": "2026-08-18T04:20:49.399531726+10:00", "ended": "2026-08-18T04:20:58.83683429+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitSparse|cnn|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19040, "total_correct": 4282, "total_train": 458, "infer_ms": 897.924503, "train_ms": 1617.763813, "blocked_train": 1617763813, "duration": 9115481035, "avg_accuracy": 18.788343558282207, "soft_acc": 24.999314926380368, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2088.754277135085, "availability": 35.69299492664178, "score": 186.37963205123327, "zero_downtime": 8.923004208368146, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 16803280, "heap_mib": 16.024856567382812, "mobile_score": 234895.68396364662, "mobile_throughput": 2632473.082813941, "mobile_availability": 44984.15606754607, "mobile_accuracy": 31506.82890413969, "soft_acc_blocks": [ 24.999314926380368 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7425118685884433, "mobile_acc_per_sec": 3456.4088042271583 }, "started": "2026-08-18T04:21:09.597549142+10:00", "ended": "2026-08-18T04:21:18.713306479+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitSparse|cnn|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16152, "total_correct": 3868, "total_train": 369, "infer_ms": 988.750621, "train_ms": 1486.723628, "blocked_train": 1486723628, "duration": 9286877801, "avg_accuracy": 20.99056603773585, "soft_acc": 24.99978830188679, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1739.2282256864382, "availability": 39.94186654938619, "score": 173.66858359832162, "zero_downtime": 9.985382081168684, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 12788176, "heap_mib": 12.195755004882812, "mobile_score": 437751.70364229253, "mobile_throughput": 4383925.423022554, "mobile_availability": 100678.08331463744, "mobile_accuracy": 63014.851005863566, "soft_acc_blocks": [ 24.99978830188679 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6919475885851374, "mobile_acc_per_sec": 6785.364506365983 }, "started": "2026-08-18T04:21:30.47446975+10:00", "ended": "2026-08-18T04:21:39.761888904+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitSparse|cnn|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15568, "total_correct": 4220, "total_train": 373, "infer_ms": 972.670944, "train_ms": 1494.246791, "blocked_train": 1494246791, "duration": 9173216190, "avg_accuracy": 24.642857142857142, "soft_acc": 24.999836700000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1697.1146953858067, "availability": 39.42859261985078, "score": 167.28601716442108, "zero_downtime": 9.857083768070948, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 17635960, "heap_mib": 16.81896209716797, "mobile_score": 421663.7084956731, "mobile_throughput": 4277773.410646317, "mobile_availability": 99384.31715132849, "mobile_accuracy": 63014.97299889231, "soft_acc_blocks": [ 24.999836700000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.725307698215276, "mobile_acc_per_sec": 6869.452511932167 }, "started": "2026-08-18T04:21:51.578709009+10:00", "ended": "2026-08-18T04:22:00.752331395+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitSparse|cnn|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12872, "total_correct": 2990, "total_train": 360, "infer_ms": 1000.003356, "train_ms": 1533.829133, "blocked_train": 1533829133, "duration": 8970594220, "avg_accuracy": 18.42105263157895, "soft_acc": 24.999728447368422, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1434.9105181128123, "availability": 39.46604048773013, "score": 141.5740537012975, "zero_downtime": 9.86640295086101, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13444872, "heap_mib": 12.822029113769531, "mobile_score": 44606.71722773188, "mobile_throughput": 452107.1909376984, "mobile_availability": 12434.838602903279, "mobile_accuracy": 7876.837516955466, "soft_acc_blocks": [ 24.999728447368422 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.786853115218539, "mobile_acc_per_sec": 878.073104610395 }, "started": "2026-08-18T04:22:12.184158455+10:00", "ended": "2026-08-18T04:22:21.155447464+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitSparse|cnn|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11784, "total_correct": 2766, "total_train": 341, "infer_ms": 971.887816, "train_ms": 1478.514477, "blocked_train": 1478514477, "duration": 8771224639, "avg_accuracy": 29.166666666666668, "soft_acc": 25.000328642857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1343.4840042294807, "availability": 39.66237783797242, "score": 133.21617668633073, "zero_downtime": 9.915724807064844, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 18284136, "heap_mib": 17.437110900878906, "mobile_score": 83946.68610880164, "mobile_throughput": 846601.6125113773, "mobile_availability": 24993.39994220539, "mobile_accuracy": 15754.053249406596, "soft_acc_blocks": [ 25.000328642857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.10346121, "time_to_acc50_sec": 0, "acc_per_sec": 2.8502666015070175, "mobile_acc_per_sec": 1796.106461503499 }, "started": "2026-08-18T04:22:32.642151256+10:00", "ended": "2026-08-18T04:22:41.414238496+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitSparse|cnn|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12448, "total_correct": 2760, "total_train": 341, "infer_ms": 992.46229, "train_ms": 1496.753377, "blocked_train": 1496753377, "duration": 9009633901, "avg_accuracy": 22.25609756097561, "soft_acc": 24.999602219512195, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1381.6321658328832, "availability": 39.87048222286479, "score": 137.7136605387976, "zero_downtime": 9.96746195871752, "weight_bytes": 832, "weight_mib": 0.00079345703125, "heap_bytes": 17244216, "heap_mib": 16.44536590576172, "mobile_score": 173561.58571289692, "mobile_throughput": 1741281.6465389198, "mobile_availability": 50249.07544149359, "mobile_accuracy": 31507.190981883676, "soft_acc_blocks": [ 24.999602219512195 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7747633804229745, "mobile_acc_per_sec": 3497.0556326807705 }, "started": "2026-08-18T04:22:52.799524136+10:00", "ended": "2026-08-18T04:23:01.809875014+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitSparse|cnn|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 33408, "total_correct": 7542, "total_train": 482, "infer_ms": 986.927846, "train_ms": 1445.733869, "blocked_train": 1445733869, "duration": 8724242757, "avg_accuracy": 20.43010752688172, "soft_acc": 25.000155720430108, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3829.329482285977, "availability": 40.56987619423278, "score": 388.390976709498, "zero_downtime": 10.142532224143899, "weight_bytes": 416, "weight_mib": 0.000396728515625, "heap_bytes": 13452712, "heap_mib": 12.829505920410156, "mobile_score": 978984.2711397561, "mobile_throughput": 9652266.805811299, "mobile_availability": 102261.0540871246, "mobile_accuracy": 63015.77712669644, "soft_acc_blocks": [ 25.000155720430108 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.865596065672397, "mobile_acc_per_sec": 7223.065529227161 }, "started": "2026-08-18T04:23:13.768917232+10:00", "ended": "2026-08-18T04:23:22.493831602+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitSparse|cnn|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12352, "total_correct": 3276, "total_train": 343, "infer_ms": 985.074198, "train_ms": 1494.016511, "blocked_train": 1494016511, "duration": 9753573032, "avg_accuracy": 32.01219512195122, "soft_acc": 25.000599219512196, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1266.4077010009514, "availability": 39.73530272304369, "score": 125.80574876326874, "zero_downtime": 9.934063782448069, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 16613120, "heap_mib": 15.843505859375, "mobile_score": 39448.830387318565, "mobile_throughput": 397106.6750851596, "mobile_availability": 12459.774159126273, "mobile_accuracy": 7839.4223466504845, "soft_acc_blocks": [ 25.000599219512196 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0796621, "time_to_acc50_sec": 0, "acc_per_sec": 2.5632246908378096, "mobile_acc_per_sec": 803.7487719557258 }, "started": "2026-08-18T04:23:34.021258077+10:00", "ended": "2026-08-18T04:23:43.775545326+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitSparse|cnn|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13256, "total_correct": 3387, "total_train": 344, "infer_ms": 985.506737, "train_ms": 1458.631134, "blocked_train": 1458631134, "duration": 9674808578, "avg_accuracy": 27.127659574468087, "soft_acc": 24.999859787234044, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1370.156307809897, "availability": 40.32124164079122, "score": 138.11523430703753, "zero_downtime": 10.080253874669632, "weight_bytes": 1680, "weight_mib": 0.0016021728515625, "heap_bytes": 19249728, "heap_mib": 18.35797119140625, "mobile_score": 86204.95233853345, "mobile_throughput": 855186.3217964706, "mobile_availability": 25166.598973056127, "mobile_accuracy": 15603.722009677813, "soft_acc_blocks": [ 24.999859787234044 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.104996362, "time_to_acc50_sec": 0, "acc_per_sec": 2.584015961213165, "mobile_acc_per_sec": 1612.8197146101522 }, "started": "2026-08-18T04:23:55.353950471+10:00", "ended": "2026-08-18T04:24:05.029492329+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitSparse|cnn|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 13328, "total_correct": 3725, "total_train": 344, "infer_ms": 1008.91026, "train_ms": 1443.837885, "blocked_train": 1443837885, "duration": 9460761170, "avg_accuracy": 31.097560975609756, "soft_acc": 25.000097780487806, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1408.7661405366605, "availability": 41.13387108483574, "score": 144.87057865220925, "zero_downtime": 10.283507992108735, "weight_bytes": 848, "weight_mib": 0.0008087158203125, "heap_bytes": 15752800, "heap_mib": 15.023040771484375, "mobile_score": 179136.5706141733, "mobile_throughput": 1741979.2035134071, "mobile_availability": 50863.19576256217, "mobile_accuracy": 30913.328455510356, "soft_acc_blocks": [ 25.000097780487806 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082217823, "time_to_acc50_sec": 0, "acc_per_sec": 2.6425038462827835, "mobile_acc_per_sec": 3267.530793773368 }, "started": "2026-08-18T04:24:16.120569107+10:00", "ended": "2026-08-18T04:24:25.582025379+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitSparse|cnn|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 22896, "total_correct": 6580, "total_train": 457, "infer_ms": 994.012292, "train_ms": 1499.863784, "blocked_train": 1499863784, "duration": 8398766117, "avg_accuracy": 28.938356164383563, "soft_acc": 25.000076383561645, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2726.114726978294, "availability": 39.858126936055505, "score": 271.64539704255924, "zero_downtime": 9.964562179070834, "weight_bytes": 432, "weight_mib": 0.0004119873046875, "heap_bytes": 13446008, "heap_mib": 12.823112487792969, "mobile_score": 659353.8052067097, "mobile_throughput": 6616987.212861092, "mobile_availability": 96746.00766227162, "mobile_accuracy": 60681.66688418874, "soft_acc_blocks": [ 25.000076383561645 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.082782613, "time_to_acc50_sec": 0, "acc_per_sec": 2.9766368101331957, "mobile_acc_per_sec": 7225.069258847745 }, "started": "2026-08-18T04:24:37.058675804+10:00", "ended": "2026-08-18T04:24:45.458631502+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitSparse|cnn|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28000, "total_correct": 9382, "total_train": 472, "infer_ms": 877.585731, "train_ms": 1534.868077, "blocked_train": 1534868077, "duration": 9545522827, "avg_accuracy": 39.44444444444444, "soft_acc": 25.00026486666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2933.312350456129, "availability": 36.37730712562517, "score": 266.76783695619656, "zero_downtime": 9.0944231327671, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13656680, "heap_mib": 13.024024963378906, "mobile_score": 1344838.227904715, "mobile_throughput": 14787504.476884067, "mobile_availability": 183386.39998345933, "mobile_accuracy": 126032.10448475898, "soft_acc_blocks": [ 25.00026486666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.0852412, "time_to_acc50_sec": 0, "acc_per_sec": 2.6190566320738493, "mobile_acc_per_sec": 13203.268879968598 }, "started": "2026-08-18T04:24:56.657400348+10:00", "ended": "2026-08-18T04:25:06.203599267+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitSparse|cnn|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11352, "total_correct": 3549, "total_train": 351, "infer_ms": 926.522466, "train_ms": 1559.239364, "blocked_train": 1559239364, "duration": 9199306415, "avg_accuracy": 40.27777777777778, "soft_acc": 25.000524305555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1234.0060747938462, "availability": 37.27317938581429, "score": 114.99073603313276, "zero_downtime": 9.318490271803823, "weight_bytes": 224, "weight_mib": 0.000213623046875, "heap_bytes": 16613848, "heap_mib": 15.844200134277344, "mobile_score": 538288.0626190992, "mobile_throughput": 5776558.722692108, "mobile_availability": 174481.07744490894, "mobile_accuracy": 117031.02577777777, "soft_acc_blocks": [ 25.000524305555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.089222806, "time_to_acc50_sec": 0, "acc_per_sec": 2.717653177068953, "mobile_acc_per_sec": 12721.722758027923 }, "started": "2026-08-18T04:25:17.677942805+10:00", "ended": "2026-08-18T04:25:26.878000573+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitSparse|cnn|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 16944, "total_correct": 4270, "total_train": 431, "infer_ms": 753.65607, "train_ms": 1650.524195, "blocked_train": 1650524195, "duration": 8894824591, "avg_accuracy": 24.193548387096776, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1904.9279529519165, "availability": 31.347735482721802, "score": 149.28794395694848, "zero_downtime": 7.8369338706804506, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 13695392, "heap_mib": 13.060943603515625, "mobile_score": 752594.9765509673, "mobile_throughput": 9603181.409588985, "mobile_availability": 158031.1686612043, "mobile_accuracy": 126030.76923076923, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8106231600447305, "mobile_acc_per_sec": 14168.999955130112 }, "started": "2026-08-18T04:25:38.095450401+10:00", "ended": "2026-08-18T04:25:46.99124999+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitSparse|cnn|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27864, "total_correct": 7457, "total_train": 479, "infer_ms": 881.754202, "train_ms": 1525.20914, "blocked_train": 1525209140, "duration": 9170850534, "avg_accuracy": 28.698979591836736, "soft_acc": 24.999985336734696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3038.322334084177, "availability": 36.633470340571556, "score": 278.2605645684871, "zero_downtime": 9.158362213479943, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 13694744, "heap_mib": 13.060325622558594, "mobile_score": 2805551.4399323645, "mobile_throughput": 30633768.074852403, "mobile_availability": 369355.55572918424, "mobile_accuracy": 252061.39061973, "soft_acc_blocks": [ 24.999985336734696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.093875659, "time_to_acc50_sec": 0, "acc_per_sec": 2.7260269092871794, "mobile_acc_per_sec": 27485.061465699167 }, "started": "2026-08-18T04:25:58.628030205+10:00", "ended": "2026-08-18T04:26:07.79961329+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitSparse|cnn|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11528, "total_correct": 3188, "total_train": 329, "infer_ms": 983.679903, "train_ms": 1531.745258, "blocked_train": 1531745258, "duration": 9694142912, "avg_accuracy": 33.223684210526315, "soft_acc": 25.00032357894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1189.1716580462146, "availability": 39.105910136040016, "score": 116.26060474959033, "zero_downtime": 9.776604072502382, "weight_bytes": 120, "weight_mib": 0.00011444091796875, "heap_bytes": 10538208, "heap_mib": 10.050018310546875, "mobile_score": 1015900.6657158869, "mobile_throughput": 10391140.504228896, "mobile_availability": 341712.65689006913, "mobile_accuracy": 218456.16080931932, "soft_acc_blocks": [ 25.00032357894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07636867, "time_to_acc50_sec": 0, "acc_per_sec": 2.5789101528512073, "mobile_acc_per_sec": 22534.860770300897 }, "started": "2026-08-18T04:26:19.797466533+10:00", "ended": "2026-08-18T04:26:29.492314183+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitSparse|cnn|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28856, "total_correct": 6792, "total_train": 475, "infer_ms": 920.306067, "train_ms": 1508.638328, "blocked_train": 1508638328, "duration": 9516367138, "avg_accuracy": 20.833333333333332, "soft_acc": 24.99993862222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3032.2495529596076, "availability": 37.88913689808861, "score": 287.2225908880309, "zero_downtime": 9.472260969011904, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 12625728, "heap_mib": 12.04083251953125, "mobile_score": 2895910.725605845, "mobile_throughput": 30572539.49273244, "mobile_availability": 382015.7655004823, "mobile_accuracy": 252060.91962245468, "soft_acc_blocks": [ 24.99993862222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6270464621309593, "mobile_acc_per_sec": 26487.094914186855 }, "started": "2026-08-18T04:26:40.754521277+10:00", "ended": "2026-08-18T04:26:50.271579195+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitSparse|cnn|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28032, "total_correct": 5587, "total_train": 480, "infer_ms": 914.291438, "train_ms": 1521.611065, "blocked_train": 1521611065, "duration": 9708832032, "avg_accuracy": 17.857142857142858, "soft_acc": 24.994474637362636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2887.26799553308, "availability": 37.5339914825811, "score": 270.86685214321824, "zero_downtime": 9.381423981503586, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 13478192, "heap_mib": 12.853805541992188, "mobile_score": 5462009.237556293, "mobile_throughput": 58221537.03238644, "mobile_availability": 756870.0510161339, "mobile_accuracy": 504011.6584105224, "soft_acc_blocks": [ 24.994474637362636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.574405917723331, "mobile_acc_per_sec": 51912.697299666535 }, "started": "2026-08-18T04:27:01.296983156+10:00", "ended": "2026-08-18T04:27:11.006300395+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitSparse|cnn|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10272, "total_correct": 2342, "total_train": 314, "infer_ms": 978.141756, "train_ms": 1573.525899, "blocked_train": 1573525899, "duration": 9388039624, "avg_accuracy": 23.863636363636363, "soft_acc": 24.999869363636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1094.1581428502075, "availability": 38.333430847991835, "score": 104.85654083833789, "zero_downtime": 9.583307634597842, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 13703720, "heap_mib": 13.068885803222656, "mobile_score": 33037.87625183323, "mobile_throughput": 344743.9810088038, "mobile_availability": 12077.979442567274, "mobile_accuracy": 7876.88191641958, "soft_acc_blocks": [ 24.999869363636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6629488545963946, "mobile_acc_per_sec": 839.0337314174486 }, "started": "2026-08-18T04:27:22.63892002+10:00", "ended": "2026-08-18T04:27:32.027650372+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitSparse|cnn|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9648, "total_correct": 2821, "total_train": 319, "infer_ms": 916.958921, "train_ms": 1594.771095, "blocked_train": 1594771095, "duration": 9341440044, "avg_accuracy": 32.083333333333336, "soft_acc": 25.000386600000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1032.8172053298038, "availability": 36.5070654552388, "score": 94.26427097582472, "zero_downtime": 9.126907500124751, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 13688624, "heap_mib": 13.054489135742188, "mobile_score": 29558.388816610757, "mobile_throughput": 323859.84865308146, "mobile_availability": 11447.497807055168, "mobile_accuracy": 7839.355675682297, "soft_acc_blocks": [ 25.000386600000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.084855836, "time_to_acc50_sec": 0, "acc_per_sec": 2.6762882898400373, "mobile_acc_per_sec": 839.2020543682138 }, "started": "2026-08-18T04:27:43.267569116+10:00", "ended": "2026-08-18T04:27:52.641548717+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitSparse|cnn|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10104, "total_correct": 2695, "total_train": 312, "infer_ms": 967.944557, "train_ms": 1570.18496, "blocked_train": 1570184960, "duration": 9684386856, "avg_accuracy": 35.483870967741936, "soft_acc": 25.000515838709678, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1043.3288292009966, "availability": 38.1361372820755, "score": 99.47338109836363, "zero_downtime": 9.534231041477351, "weight_bytes": 3344, "weight_mib": 0.0031890869140625, "heap_bytes": 17687584, "heap_mib": 16.868194580078125, "mobile_score": 31191.80623761894, "mobile_throughput": 327155.97201204073, "mobile_availability": 11958.324846498086, "mobile_accuracy": 7839.3962009841025, "soft_acc_blocks": [ 25.000515838709678 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071048734, "time_to_acc50_sec": 0, "acc_per_sec": 2.5815280007345547, "mobile_acc_per_sec": 809.4881294552142 }, "started": "2026-08-18T04:28:04.005219865+10:00", "ended": "2026-08-18T04:28:13.690410782+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitSparse|cnn|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11336, "total_correct": 3001, "total_train": 329, "infer_ms": 992.117081, "train_ms": 1588.744853, "blocked_train": 1588744853, "duration": 9183382251, "avg_accuracy": 21.96969696969697, "soft_acc": 25.000486454545456, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1234.4035879335847, "availability": 38.44130784099511, "score": 118.63252913786518, "zero_downtime": 9.610513959738103, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 17927616, "heap_mib": 17.09710693359375, "mobile_score": 37378.37225759198, "mobile_throughput": 388932.0843212279, "mobile_availability": 12111.968993593535, "mobile_accuracy": 7877.076347524476, "soft_acc_blocks": [ 25.000486454545456 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7223615190169284, "mobile_acc_per_sec": 857.7532909148722 }, "started": "2026-08-18T04:28:26.125797091+10:00", "ended": "2026-08-18T04:28:35.352729792+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitSparse|cnn|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10328, "total_correct": 2500, "total_train": 325, "infer_ms": 965.152497, "train_ms": 1571.775794, "blocked_train": 1571775794, "duration": 8857186640, "avg_accuracy": 30.46875, "soft_acc": 25.0002130625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1166.0587520373174, "availability": 38.04413788217713, "score": 110.90519503453712, "zero_downtime": 9.511115528335557, "weight_bytes": 6656, "weight_mib": 0.00634765625, "heap_bytes": 13480888, "heap_mib": 12.856376647949219, "mobile_score": 17471.833802364003, "mobile_throughput": 183699.1018594174, "mobile_availability": 5993.41495251529, "mobile_accuracy": 3938.4951039999996, "soft_acc_blocks": [ 25.0002130625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.075588916, "time_to_acc50_sec": 0, "acc_per_sec": 2.8225907479014123, "mobile_acc_per_sec": 444.66660397708404 }, "started": "2026-08-18T04:28:47.537296402+10:00", "ended": "2026-08-18T04:28:56.402686707+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitSparse|cnn|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8880, "total_correct": 2262, "total_train": 297, "infer_ms": 872.804278, "train_ms": 1634.881214, "blocked_train": 1634881214, "duration": 9311968621, "avg_accuracy": 23.5, "soft_acc": 24.99990148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 953.611460843431, "availability": 34.80517316802341, "score": 82.97620308025876, "zero_downtime": 8.701259001949246, "weight_bytes": 208, "weight_mib": 0.0001983642578125, "heap_bytes": 21628568, "heap_mib": 20.626609802246094, "mobile_score": 418302.1880821414, "mobile_throughput": 4807375.438295008, "mobile_availability": 175460.90990304478, "mobile_accuracy": 126030.27256871384, "soft_acc_blocks": [ 24.99990148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6847063706401633, "mobile_acc_per_sec": 13534.224362021057 }, "started": "2026-08-18T04:29:08.232716969+10:00", "ended": "2026-08-18T04:29:17.547246412+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitSparse|cnn|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4008, "total_correct": 839, "total_train": 214, "infer_ms": 759.172737, "train_ms": 1783.222014, "blocked_train": 1783222014, "duration": 9668470853, "avg_accuracy": 25.96153846153846, "soft_acc": 25.00003369230769, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 414.543319304352, "availability": 29.860537459865142, "score": 30.94625749303806, "zero_downtime": 7.465144425670444, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 13479752, "heap_mib": 12.855293273925781, "mobile_score": 104004.81697762781, "mobile_throughput": 1393205.6909707699, "mobile_availability": 100355.9068189601, "mobile_accuracy": 84020.62605431162, "soft_acc_blocks": [ 25.00003369230769 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.090414283, "time_to_acc50_sec": 0, "acc_per_sec": 2.5857277818188287, "mobile_acc_per_sec": 8690.166969706603 }, "started": "2026-08-18T04:29:28.899251107+10:00", "ended": "2026-08-18T04:29:38.598570955+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitSparse|cnn|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3888, "total_correct": 870, "total_train": 222, "infer_ms": 746.844217, "train_ms": 1835.624465, "blocked_train": 1835624465, "duration": 9651591721, "avg_accuracy": 33.333333333333336, "soft_acc": 25.000894083333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 402.83510869408855, "availability": 28.919778280587096, "score": 29.125796665996848, "zero_downtime": 7.230203137064418, "weight_bytes": 312, "weight_mib": 0.00029754638671875, "heap_bytes": 15848968, "heap_mib": 15.114753723144531, "mobile_score": 97886.5748873215, "mobile_throughput": 1353856.4965833738, "mobile_availability": 97194.18407161825, "mobile_accuracy": 84023.51767411966, "soft_acc_blocks": [ 25.000894083333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074174923, "time_to_acc50_sec": 0, "acc_per_sec": 2.5903389623222686, "mobile_acc_per_sec": 8705.664319730882 }, "started": "2026-08-18T04:29:49.853298335+10:00", "ended": "2026-08-18T04:29:59.505495887+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitSparse|cnn|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3824, "total_correct": 710, "total_train": 216, "infer_ms": 752.621362, "train_ms": 1861.222319, "blocked_train": 1861222319, "duration": 9671211540, "avg_accuracy": 26.041666666666668, "soft_acc": 25.000034916666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 395.4003057614848, "availability": 28.793663809002663, "score": 28.462598437889596, "zero_downtime": 7.198426006038279, "weight_bytes": 328, "weight_mib": 0.00031280517578125, "heap_bytes": 13689160, "heap_mib": 13.055000305175781, "mobile_score": 90991.45615734305, "mobile_throughput": 1264046.5579699837, "mobile_availability": 92049.83177496579, "mobile_accuracy": 79922.0628438374, "soft_acc_blocks": [ 25.000034916666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068943645, "time_to_acc50_sec": 0, "acc_per_sec": 2.584995149084152, "mobile_acc_per_sec": 8263.91424831117 }, "started": "2026-08-18T04:30:10.572354435+10:00", "ended": "2026-08-18T04:30:20.244393628+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitSparse|cnn|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4000, "total_correct": 1189, "total_train": 243, "infer_ms": 703.237686, "train_ms": 1823.896928, "blocked_train": 1823896928, "duration": 8920873125, "avg_accuracy": 24.107142857142858, "soft_acc": 24.999851, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 448.386603413329, "availability": 27.82747235165685, "score": 31.193478609103785, "zero_downtime": 6.956826624980408, "weight_bytes": 260, "weight_mib": 0.000247955322265625, "heap_bytes": 13672664, "heap_mib": 13.039268493652344, "mobile_score": 125802.81933084465, "mobile_throughput": 1808336.2733105188, "mobile_availability": 112227.76787927283, "mobile_accuracy": 100824.01446990769, "soft_acc_blocks": [ 24.999851 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.802399568932329, "mobile_acc_per_sec": 11302.034347664561 }, "started": "2026-08-18T04:30:31.614258909+10:00", "ended": "2026-08-18T04:30:40.560214857+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitSparse|cnn|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4240, "total_correct": 854, "total_train": 236, "infer_ms": 744.895271, "train_ms": 1829.33808, "blocked_train": 1829338080, "duration": 9813641545, "avg_accuracy": 25, "soft_acc": 25.0001965, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 432.0516477555937, "availability": 28.936586914726828, "score": 31.255495808592816, "zero_downtime": 7.234203589074995, "weight_bytes": 276, "weight_mib": 0.000263214111328125, "heap_bytes": 13681888, "heap_mib": 13.048065185546875, "mobile_score": 118745.51729344572, "mobile_throughput": 1641445.610858585, "mobile_availability": 109935.54550977028, "mobile_accuracy": 94980.45668544927, "soft_acc_blocks": [ 25.0001965 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066678295, "time_to_acc50_sec": 0, "acc_per_sec": 2.5474943613298646, "mobile_acc_per_sec": 9678.411041397914 }, "started": "2026-08-18T04:30:52.730780545+10:00", "ended": "2026-08-18T04:31:02.565263732+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitSparse|cnn|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5840, "total_correct": 1538, "total_train": 266, "infer_ms": 838.329349, "train_ms": 1746.108932, "blocked_train": 1746108932, "duration": 9004304557, "avg_accuracy": 34.02777777777778, "soft_acc": 25.0002425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 648.5786840095218, "availability": 32.437584412951196, "score": 52.59632470690007, "zero_downtime": 8.10947476438, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 13503560, "heap_mib": 12.877998352050781, "mobile_score": 353533.6139478362, "mobile_throughput": 4359513.0907946685, "mobile_availability": 218033.7981627866, "mobile_accuracy": 168042.65563897436, "soft_acc_blocks": [ 25.0002425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.072174944, "time_to_acc50_sec": 0, "acc_per_sec": 2.7764767774946777, "mobile_acc_per_sec": 18662.480214347815 }, "started": "2026-08-18T04:31:14.15160139+10:00", "ended": "2026-08-18T04:31:23.156660528+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitSparse|cnn|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6312, "total_correct": 1522, "total_train": 270, "infer_ms": 838.898575, "train_ms": 1732.740253, "blocked_train": 1732740253, "duration": 9007677357, "avg_accuracy": 31.547619047619047, "soft_acc": 25.00031028571429, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 700.7355780893785, "availability": 32.62116615545206, "score": 57.14773858599827, "zero_downtime": 8.15539275768143, "weight_bytes": 172, "weight_mib": 0.000164031982421875, "heap_bytes": 16665488, "heap_mib": 15.893447875976562, "mobile_score": 348393.8786950681, "mobile_throughput": 4271944.822852605, "mobile_availability": 198870.76699197266, "mobile_accuracy": 152411.19394275083, "soft_acc_blocks": [ 25.00031028571429 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077243731, "time_to_acc50_sec": 0, "acc_per_sec": 2.775444689555424, "mobile_acc_per_sec": 16920.143551135283 }, "started": "2026-08-18T04:31:34.58367466+10:00", "ended": "2026-08-18T04:31:43.592106181+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15296, "total_correct": 4302, "total_train": 467, "infer_ms": 1268.098964, "train_ms": 1446.415415, "blocked_train": 1446415415, "duration": 9338702163, "avg_accuracy": 17.22222222222222, "soft_acc": 24.9999728, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1637.9149621671042, "availability": 46.71549997341163, "score": 191.28983280535516, "zero_downtime": 11.678862286736914, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 17387176, "heap_mib": 16.581703186035156, "mobile_score": 41238.06079845972, "mobile_throughput": 353099.9834229715, "mobile_availability": 10070.878310057582, "mobile_accuracy": 5389.467820463157, "soft_acc_blocks": [ 24.9999728 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6770286024379333, "mobile_acc_per_sec": 577.111008188725 }, "started": "2026-08-18T04:31:55.524549844+10:00", "ended": "2026-08-18T04:32:04.863905077+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25336, "total_correct": 7164, "total_train": 517, "infer_ms": 1305.858516, "train_ms": 1339.631414, "blocked_train": 1339631414, "duration": 10079155916, "avg_accuracy": 24.43820224719101, "soft_acc": 24.9999886741573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2513.702557153696, "availability": 49.36168915978448, "score": 310.20137013419975, "zero_downtime": 12.340416699318853, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 13709968, "heap_mib": 13.074844360351562, "mobile_score": 133745.7696915455, "mobile_throughput": 1083802.7025370041, "mobile_availability": 21282.681978787077, "mobile_accuracy": 10778.942485194559, "soft_acc_blocks": [ 24.9999886741573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4803653086139343, "mobile_acc_per_sec": 1069.4290846402816 }, "started": "2026-08-18T04:32:17.201470176+10:00", "ended": "2026-08-18T04:32:27.32706296+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12152, "total_correct": 3757, "total_train": 398, "infer_ms": 1274.136712, "train_ms": 1503.018662, "blocked_train": 1503018662, "duration": 9935089243, "avg_accuracy": 33.333333333333336, "soft_acc": 25.00000417948718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1223.1394910279216, "availability": 45.8792015718167, "score": 140.29168160218572, "zero_downtime": 11.469802310469525, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 13516784, "heap_mib": 12.890609741210938, "mobile_score": 120975.73217737951, "mobile_throughput": 1054732.4958421825, "mobile_availability": 39562.35992382341, "mobile_accuracy": 21557.898340879892, "soft_acc_blocks": [ 25.00000417948718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.073229692, "time_to_acc50_sec": 0, "acc_per_sec": 2.5163341332944262, "mobile_acc_per_sec": 2169.874654731362 }, "started": "2026-08-18T04:32:38.675288575+10:00", "ended": "2026-08-18T04:32:48.61114818+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15464, "total_correct": 3526, "total_train": 476, "infer_ms": 1211.412283, "train_ms": 1477.7214, "blocked_train": 1477721400, "duration": 9933373251, "avg_accuracy": 23.579545454545453, "soft_acc": 25.00000125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1556.7722675117666, "availability": 45.048421752262875, "score": 175.32534296400837, "zero_downtime": 11.262106001170991, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 22697824, "heap_mib": 21.646331787109375, "mobile_score": 151185.81153275332, "mobile_throughput": 1342429.3068901466, "mobile_availability": 38845.96536784605, "mobile_accuracy": 21557.895814736843, "soft_acc_blocks": [ 25.00000125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.516768535550925, "mobile_acc_per_sec": 2170.249246656124 }, "started": "2026-08-18T04:33:00.045161046+10:00", "ended": "2026-08-18T04:33:09.979313565+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11776, "total_correct": 3180, "total_train": 366, "infer_ms": 1290.489779, "train_ms": 1437.684854, "blocked_train": 1437684854, "duration": 9787343937, "avg_accuracy": 25.641025641025642, "soft_acc": 24.99999958974359, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1203.186490206204, "availability": 47.3023157458557, "score": 142.28376581729137, "zero_downtime": 11.825578742403144, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13507672, "heap_mib": 12.881919860839844, "mobile_score": 245387.0757000528, "mobile_throughput": 2075053.4163724682, "mobile_availability": 81579.06749264209, "mobile_accuracy": 43115.78876614305, "soft_acc_blocks": [ 24.99999958974359 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086863401, "time_to_acc50_sec": 0, "acc_per_sec": 2.5543191033916552, "mobile_acc_per_sec": 4405.259388417777 }, "started": "2026-08-18T04:33:21.658296097+10:00", "ended": "2026-08-18T04:33:31.446529614+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11696, "total_correct": 2720, "total_train": 385, "infer_ms": 1233.379631, "train_ms": 1503.426775, "blocked_train": 1503426775, "duration": 9735101837, "avg_accuracy": 19.736842105263158, "soft_acc": 24.999998447368423, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1201.4255419031422, "availability": 45.06638205376958, "score": 135.35974779485713, "zero_downtime": 11.266594813727515, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 16667896, "heap_mib": 15.895744323730469, "mobile_score": 233445.69556536202, "mobile_throughput": 2072016.4293201137, "mobile_availability": 77722.90563883798, "mobile_accuracy": 43115.786795966764, "soft_acc_blocks": [ 24.999998447368423 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5680263921175888, "mobile_acc_per_sec": 4428.899411416271 }, "started": "2026-08-18T04:33:43.433065663+10:00", "ended": "2026-08-18T04:33:53.168956612+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9472, "total_correct": 1875, "total_train": 360, "infer_ms": 1250.42811, "train_ms": 1536.249433, "blocked_train": 1536249433, "duration": 9572671025, "avg_accuracy": 17.1875, "soft_acc": 24.9999793125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 989.4834968487805, "availability": 44.87164699557778, "score": 110.9992935943795, "zero_downtime": 11.217902466072472, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 14772392, "heap_mib": 14.088050842285156, "mobile_score": 23929.110871714653, "mobile_throughput": 213311.81068908446, "mobile_availability": 9673.38242599403, "mobile_accuracy": 5389.469224421053, "soft_acc_blocks": [ 24.9999793125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6115991291469247, "mobile_acc_per_sec": 563.0057912097791 }, "started": "2026-08-18T04:34:05.044804206+10:00", "ended": "2026-08-18T04:34:14.61825804+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9536, "total_correct": 2597, "total_train": 356, "infer_ms": 1244.413305, "train_ms": 1529.158552, "blocked_train": 1529158552, "duration": 9120511412, "avg_accuracy": 21.370967741935484, "soft_acc": 24.999996645161293, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1045.5554046512495, "availability": 44.86681323432538, "score": 117.27683192877146, "zero_downtime": 11.216701803372127, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 12872584, "heap_mib": 12.276252746582031, "mobile_score": 50564.83195581557, "mobile_throughput": 450799.4671001598, "mobile_availability": 19344.680737662817, "mobile_accuracy": 10778.945921955858, "soft_acc_blocks": [ 24.999996645161293 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7410739941916415, "mobile_acc_per_sec": 1181.835692653575 }, "started": "2026-08-18T04:34:26.850908564+10:00", "ended": "2026-08-18T04:34:35.97245065+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9528, "total_correct": 2387, "total_train": 354, "infer_ms": 1248.238748, "train_ms": 1525.625025, "blocked_train": 1525625025, "duration": 9582920309, "avg_accuracy": 27.916666666666668, "soft_acc": 25.00000503333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 994.268938149426, "availability": 45.00000180794748, "score": 111.85528255596783, "zero_downtime": 11.25000271698696, "weight_bytes": 1216, "weight_mib": 0.00115966796875, "heap_bytes": 16664016, "heap_mib": 15.892044067382812, "mobile_score": 96454.57628405142, "mobile_throughput": 857373.804349484, "mobile_availability": 38804.21208533744, "mobile_accuracy": 21557.89907716491, "soft_acc_blocks": [ 25.00000503333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.086048622, "time_to_acc50_sec": 0, "acc_per_sec": 2.6088086123239544, "mobile_acc_per_sec": 2249.616858121877 }, "started": "2026-08-18T04:34:47.898872443+10:00", "ended": "2026-08-18T04:34:57.539569176+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21744, "total_correct": 5774, "total_train": 519, "infer_ms": 1274.430952, "train_ms": 1410.211995, "blocked_train": 1410211995, "duration": 9750406433, "avg_accuracy": 32.67857142857143, "soft_acc": 25.000008442857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2230.0608850937733, "availability": 47.47115266945031, "score": 264.658991225232, "zero_downtime": 11.867792175284183, "weight_bytes": 608, "weight_mib": 0.000579833984375, "heap_bytes": 13631296, "heap_mib": 12.99981689453125, "mobile_score": 456439.25391938956, "mobile_throughput": 3846033.42540804, "mobile_availability": 81870.24898276567, "mobile_accuracy": 43115.80403450226, "soft_acc_blocks": [ 25.000008442857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.070046229, "time_to_acc50_sec": 0, "acc_per_sec": 2.563996548722857, "mobile_acc_per_sec": 4421.949416239504 }, "started": "2026-08-18T04:35:09.081209028+10:00", "ended": "2026-08-18T04:35:18.862768693+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9912, "total_correct": 2070, "total_train": 375, "infer_ms": 1229.825916, "train_ms": 1565.817583, "blocked_train": 1565817583, "duration": 8750138895, "avg_accuracy": 14.772727272727273, "soft_acc": 24.99997787878788, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1132.7820185418898, "availability": 43.99079912871252, "score": 124.57985535134065, "zero_downtime": 10.997690050880141, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13713984, "heap_mib": 13.07867431640625, "mobile_score": 26703.07571645286, "mobile_throughput": 242806.22196945638, "mobile_availability": 9429.210177266732, "mobile_accuracy": 5358.621587127531, "soft_acc_blocks": [ 24.99997787878788 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.857094976294989, "mobile_acc_per_sec": 612.4041745428239 }, "started": "2026-08-18T04:35:31.168430597+10:00", "ended": "2026-08-18T04:35:39.923514631+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9288, "total_correct": 2174, "total_train": 357, "infer_ms": 1223.699529, "train_ms": 1551.377351, "blocked_train": 1551377351, "duration": 9987512011, "avg_accuracy": 25, "soft_acc": 24.999989875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 929.9613346918056, "availability": 44.096058664868416, "score": 102.51903240634805, "zero_downtime": 11.024010201491164, "weight_bytes": 2460, "weight_mib": 0.002346038818359375, "heap_bytes": 13510144, "heap_mib": 12.88427734375, "mobile_score": 43698.77923760927, "mobile_throughput": 396396.39694544504, "mobile_availability": 18795.962931127262, "mobile_accuracy": 10656.25584681626, "soft_acc_blocks": [ 24.999989875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080254846, "time_to_acc50_sec": 0, "acc_per_sec": 2.5031248871055802, "mobile_acc_per_sec": 1066.9580006591955 }, "started": "2026-08-18T04:35:51.456857672+10:00", "ended": "2026-08-18T04:36:01.444995358+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 9376, "total_correct": 2962, "total_train": 365, "infer_ms": 1210.277288, "train_ms": 1563.13959, "blocked_train": 1563139590, "duration": 9071254397, "avg_accuracy": 28.40909090909091, "soft_acc": 24.999996757575758, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1033.5946485086763, "availability": 43.63849147960655, "score": 112.76126353098591, "zero_downtime": 10.909621454956612, "weight_bytes": 1244, "weight_mib": 0.001186370849609375, "heap_bytes": 13705888, "heap_mib": 13.070953369140625, "mobile_score": 95047.23044072917, "mobile_throughput": 871223.9084844323, "mobile_availability": 36783.179133215366, "mobile_accuracy": 21072.666077228103, "soft_acc_blocks": [ 24.999996757575758 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.081772291, "time_to_acc50_sec": 0, "acc_per_sec": 2.755958069684787, "mobile_acc_per_sec": 2323.0156663004786 }, "started": "2026-08-18T04:36:13.21704298+10:00", "ended": "2026-08-18T04:36:22.312901829+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17504, "total_correct": 4386, "total_train": 483, "infer_ms": 1266.460332, "train_ms": 1413.454834, "blocked_train": 1413454834, "duration": 10094253089, "avg_accuracy": 14.858490566037736, "soft_acc": 25.000001226415094, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1734.0559866756873, "availability": 47.25747844810697, "score": 204.86779359546057, "zero_downtime": 11.814370191599592, "weight_bytes": 636, "weight_mib": 0.000606536865234375, "heap_bytes": 13518168, "heap_mib": 12.891929626464844, "mobile_score": 337766.43323451834, "mobile_throughput": 2858945.739440952, "mobile_availability": 77913.61276918587, "mobile_accuracy": 41217.61208488905, "soft_acc_blocks": [ 25.000001226415094 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.476656866634176, "mobile_acc_per_sec": 4083.2750795405627 }, "started": "2026-08-18T04:36:34.04127648+10:00", "ended": "2026-08-18T04:36:44.136316234+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19872, "total_correct": 4975, "total_train": 501, "infer_ms": 1197.279467, "train_ms": 1398.419835, "blocked_train": 1398419835, "duration": 10310727221, "avg_accuracy": 22.348484848484848, "soft_acc": 24.999990893939394, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1927.3131345698316, "availability": 46.125507144740915, "score": 222.24565844555758, "zero_downtime": 11.531372585968592, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 19650336, "heap_mib": 18.740020751953125, "mobile_score": 766583.7616783191, "mobile_throughput": 6647810.188798341, "mobile_availability": 159099.0124335653, "mobile_accuracy": 86231.54753816906, "soft_acc_blocks": [ 24.999990893939394 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.424658354167451, "mobile_acc_per_sec": 8363.284731511478 }, "started": "2026-08-18T04:36:55.363282635+10:00", "ended": "2026-08-18T04:37:05.674803551+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8696, "total_correct": 2034, "total_train": 341, "infer_ms": 1242.531667, "train_ms": 1511.655279, "blocked_train": 1511655279, "duration": 9503591580, "avg_accuracy": 28.879310344827587, "soft_acc": 25.000017896551725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 915.0224866881326, "availability": 45.1142820499012, "score": 103.20153024413403, "zero_downtime": 11.278578586376122, "weight_bytes": 332, "weight_mib": 0.000316619873046875, "heap_bytes": 13747536, "heap_mib": 13.110671997070312, "mobile_score": 325947.7342688948, "mobile_throughput": 2889971.7439804077, "mobile_availability": 142487.20908059398, "mobile_accuracy": 78959.09266835729, "soft_acc_blocks": [ 25.000017896551725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07001525, "time_to_acc50_sec": 0, "acc_per_sec": 2.630586308986957, "mobile_acc_per_sec": 8308.342378109359 }, "started": "2026-08-18T04:37:17.205408681+10:00", "ended": "2026-08-18T04:37:26.709779424+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15720, "total_correct": 3968, "total_train": 450, "infer_ms": 1211.308346, "train_ms": 1419.974225, "blocked_train": 1419974225, "duration": 9464521952, "avg_accuracy": 26.470588235294116, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1660.9396734166928, "availability": 46.034901737659105, "score": 191.15298664479266, "zero_downtime": 11.508725434414776, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 23857536, "heap_mib": 22.7523193359375, "mobile_score": 659336.954355428, "mobile_throughput": 5729018.023001915, "mobile_availability": 158786.49054101194, "mobile_accuracy": 86231.57894736843, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.083052294, "time_to_acc50_sec": 0, "acc_per_sec": 2.6414435009807455, "mobile_acc_per_sec": 9111.033751593375 }, "started": "2026-08-18T04:37:38.865387905+10:00", "ended": "2026-08-18T04:37:48.382991568+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19392, "total_correct": 4431, "total_train": 475, "infer_ms": 1241.987982, "train_ms": 1384.999111, "blocked_train": 1384999111, "duration": 9994305458, "avg_accuracy": 22.4609375, "soft_acc": 24.99999271875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1940.3049147830038, "availability": 47.27803898654328, "score": 229.33446172354957, "zero_downtime": 11.819506304203605, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 17897320, "heap_mib": 17.068214416503906, "mobile_score": 1582069.8193173204, "mobile_throughput": 13385244.515286203, "mobile_availability": 326148.7961075895, "mobile_accuracy": 172463.1076648421, "soft_acc_blocks": [ 24.99999271875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5014237181172616, "mobile_acc_per_sec": 17256.13734637188 }, "started": "2026-08-18T04:38:00.129472395+10:00", "ended": "2026-08-18T04:38:10.124419205+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8648, "total_correct": 2291, "total_train": 344, "infer_ms": 1202.030502, "train_ms": 1480.443316, "blocked_train": 1480443316, "duration": 10044599876, "avg_accuracy": 23.660714285714285, "soft_acc": 24.999990285714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 860.9601285027833, "availability": 44.81052131558959, "score": 96.45014299758239, "zero_downtime": 11.202625975875328, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 23924384, "heap_mib": 22.816070556640625, "mobile_score": 561862.8063546275, "mobile_throughput": 5015456.265027414, "mobile_availability": 261040.20666119817, "mobile_accuracy": 145635.49896573968, "soft_acc_blocks": [ 24.999990285714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4888985718035275, "mobile_acc_per_sec": 14498.88504904142 }, "started": "2026-08-18T04:38:22.290111427+10:00", "ended": "2026-08-18T04:38:32.335695207+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19168, "total_correct": 5056, "total_train": 483, "infer_ms": 1237.509827, "train_ms": 1402.563217, "blocked_train": 1402563217, "duration": 9993336524, "avg_accuracy": 34.9264705882353, "soft_acc": 25.000095338235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1918.0781067430407, "availability": 46.874075314410135, "score": 224.77120125430426, "zero_downtime": 11.71856351751875, "weight_bytes": 152, "weight_mib": 0.00014495849609375, "heap_bytes": 23847776, "heap_mib": 22.743011474609375, "mobile_score": 1550590.0468844299, "mobile_throughput": 13231912.295106517, "mobile_availability": 323362.0420847561, "mobile_accuracy": 172463.81558806193, "soft_acc_blocks": [ 25.000095338235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.091824199, "time_to_acc50_sec": 0, "acc_per_sec": 2.5016765199685866, "mobile_acc_per_sec": 17257.881306595926 }, "started": "2026-08-18T04:38:44.428197003+10:00", "ended": "2026-08-18T04:38:54.42190337+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19400, "total_correct": 4839, "total_train": 493, "infer_ms": 1232.820989, "train_ms": 1447.680778, "blocked_train": 1447680778, "duration": 9141070159, "avg_accuracy": 21.2890625, "soft_acc": 25.000098734375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2122.289804427263, "availability": 45.99217221855315, "score": 244.02275919082385, "zero_downtime": 11.498088464722077, "weight_bytes": 76, "weight_mib": 0.000072479248046875, "heap_bytes": 16698552, "heap_mib": 15.924980163574219, "mobile_score": 3366794.851858912, "mobile_throughput": 29281344.131146338, "mobile_availability": 634556.4207400209, "mobile_accuracy": 344927.6780328421, "soft_acc_blocks": [ 25.000098734375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.734920342971082, "mobile_acc_per_sec": 37733.83991514796 }, "started": "2026-08-18T04:39:05.795119026+10:00", "ended": "2026-08-18T04:39:14.936797517+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7888, "total_correct": 1887, "total_train": 344, "infer_ms": 1193.899686, "train_ms": 1558.994047, "blocked_train": 1558994047, "duration": 9866874746, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999993250000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 799.4425999172403, "availability": 43.36889839546887, "score": 86.67733881916286, "zero_downtime": 10.842221671466577, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 13758424, "heap_mib": 13.121055603027344, "mobile_score": 18685.80946333111, "mobile_throughput": 172342.99417163242, "mobile_availability": 9349.421464623183, "mobile_accuracy": 5389.472229052632, "soft_acc_blocks": [ 24.999993250000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5337296655290897, "mobile_acc_per_sec": 546.2187742109027 }, "started": "2026-08-18T04:39:27.029005465+10:00", "ended": "2026-08-18T04:39:36.89669849+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7760, "total_correct": 1989, "total_train": 331, "infer_ms": 1183.554203, "train_ms": 1521.456959, "blocked_train": 1521456959, "duration": 9865820171, "avg_accuracy": 33.5, "soft_acc": 24.999998599999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 786.5539676883698, "availability": 43.754133795326645, "score": 86.03746403060664, "zero_downtime": 10.938532836273787, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 13553344, "heap_mib": 12.92547607421875, "mobile_score": 18441.70480035924, "mobile_throughput": 168593.9520079313, "mobile_availability": 9378.48213380385, "mobile_accuracy": 5358.6260286168435, "soft_acc_blocks": [ 24.999998599999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088178851, "time_to_acc50_sec": 0, "acc_per_sec": 2.5340010426589803, "mobile_acc_per_sec": 543.1505881658182 }, "started": "2026-08-18T04:39:48.717159644+10:00", "ended": "2026-08-18T04:39:58.636886268+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7664, "total_correct": 1957, "total_train": 339, "infer_ms": 1188.558999, "train_ms": 1523.165733, "blocked_train": 1523165733, "duration": 10260067431, "avg_accuracy": 20.192307692307693, "soft_acc": 24.999983846153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 746.973648228063, "availability": 43.830370574648725, "score": 81.85027664042802, "zero_downtime": 10.957585563371548, "weight_bytes": 4892, "weight_mib": 0.004665374755859375, "heap_bytes": 16713272, "heap_mib": 15.939018249511719, "mobile_score": 17544.20189667078, "mobile_throughput": 160110.10632959718, "mobile_availability": 9394.823110319472, "mobile_accuracy": 5358.622866202906, "soft_acc_blocks": [ 24.999983846153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4366295849692303, "mobile_acc_per_sec": 522.2794978922109 }, "started": "2026-08-18T04:40:09.93649359+10:00", "ended": "2026-08-18T04:40:20.197031541+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8256, "total_correct": 2274, "total_train": 361, "infer_ms": 1187.406074, "train_ms": 1553.047524, "blocked_train": 1553047524, "duration": 9520329781, "avg_accuracy": 25.462962962962962, "soft_acc": 24.99999488888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 867.1968503104524, "availability": 43.3288151591611, "score": 93.93651087946903, "zero_downtime": 10.83220157520639, "weight_bytes": 4864, "weight_mib": 0.004638671875, "heap_bytes": 16704328, "heap_mib": 15.930488586425781, "mobile_score": 20250.734134858165, "mobile_throughput": 186949.38415113752, "mobile_availability": 9340.780362732836, "mobile_accuracy": 5389.472582362573, "soft_acc_blocks": [ 24.99999488888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076199409, "time_to_acc50_sec": 0, "acc_per_sec": 2.6259589178078793, "mobile_acc_per_sec": 566.1014593337408 }, "started": "2026-08-18T04:40:32.891637296+10:00", "ended": "2026-08-18T04:40:42.412717128+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7648, "total_correct": 1745, "total_train": 344, "infer_ms": 1182.985617, "train_ms": 1524.529933, "blocked_train": 1524529933, "duration": 10019834802, "avg_accuracy": 29.5, "soft_acc": 25.00000364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 763.286037258162, "availability": 43.69266196827568, "score": 83.37500916696342, "zero_downtime": 10.923167082481816, "weight_bytes": 9728, "weight_mib": 0.00927734375, "heap_bytes": 17749032, "heap_mib": 16.926795959472656, "mobile_score": 8986.948356523215, "mobile_throughput": 82274.20022656399, "mobile_availability": 4709.609037422558, "mobile_accuracy": 2694.737234458947, "soft_acc_blocks": [ 25.00000364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.078225655, "time_to_acc50_sec": 0, "acc_per_sec": 2.495051478793832, "mobile_acc_per_sec": 268.9402857141983 }, "started": "2026-08-18T04:40:54.516258046+10:00", "ended": "2026-08-18T04:41:04.536462482+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7432, "total_correct": 1454, "total_train": 326, "infer_ms": 1173.571527, "train_ms": 1566.496233, "blocked_train": 1566496233, "duration": 9853939804, "avg_accuracy": 13.636363636363637, "soft_acc": 24.99998731818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 754.2160950671869, "availability": 42.830018444507374, "score": 80.75768219098939, "zero_downtime": 10.707499179501779, "weight_bytes": 304, "weight_mib": 0.0002899169921875, "heap_bytes": 13544504, "heap_mib": 12.917045593261719, "mobile_score": 278554.4978983516, "mobile_throughput": 2601489.789806482, "mobile_availability": 147732.00467259134, "mobile_accuracy": 86231.5352044402, "soft_acc_blocks": [ 24.99998731818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.537055006976357, "mobile_acc_per_sec": 8750.970365115922 }, "started": "2026-08-18T04:41:16.692118943+10:00", "ended": "2026-08-18T04:41:26.547817595+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3696, "total_correct": 814, "total_train": 224, "infer_ms": 1079.285182, "train_ms": 1758.429496, "blocked_train": 1758429496, "duration": 9619688481, "avg_accuracy": 19.318181818181817, "soft_acc": 25.000001454545455, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 384.21202591955324, "availability": 38.033604659671845, "score": 36.53242287381236, "zero_downtime": 9.50840171813403, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 21046656, "heap_mib": 20.0716552734375, "mobile_score": 84006.62685818129, "mobile_throughput": 883498.9238829418, "mobile_availability": 87458.60754302646, "mobile_accuracy": 57487.722642985646, "soft_acc_blocks": [ 25.000001454545455 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5988369066132813, "mobile_acc_per_sec": 5976.048263572211 }, "started": "2026-08-18T04:41:38.228425141+10:00", "ended": "2026-08-18T04:41:47.848915754+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3728, "total_correct": 895, "total_train": 225, "infer_ms": 1094.180947, "train_ms": 1762.049868, "blocked_train": 1762049868, "duration": 10032355271, "avg_accuracy": 15.384615384615385, "soft_acc": 24.999972999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 371.59768561788604, "availability": 38.3085618029788, "score": 35.588393827834835, "zero_downtime": 9.577130107433012, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 14039616, "heap_mib": 13.38922119140625, "mobile_score": 81835.82378599943, "mobile_throughput": 854492.1377071502, "mobile_availability": 88090.87390596556, "mobile_accuracy": 57487.65721150876, "soft_acc_blocks": [ 24.999972999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4919345781409974, "mobile_acc_per_sec": 5730.22542151047 }, "started": "2026-08-18T04:42:00.347653881+10:00", "ended": "2026-08-18T04:42:10.40757079+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3576, "total_correct": 1019, "total_train": 217, "infer_ms": 1097.737184, "train_ms": 1756.044088, "blocked_train": 1756044088, "duration": 9119027254, "avg_accuracy": 17.307692307692307, "soft_acc": 24.999981076923078, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 392.14708985888944, "availability": 38.46605886619611, "score": 37.710854062561545, "zero_downtime": 9.616507437587119, "weight_bytes": 484, "weight_mib": 0.000461578369140625, "heap_bytes": 13553480, "heap_mib": 12.925605773925781, "mobile_score": 81699.78617666227, "mobile_throughput": 849578.5679666835, "mobile_availability": 83335.92178033151, "mobile_accuracy": 54161.9424746192, "soft_acc_blocks": [ 24.999981076923078 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.74151840767413, "mobile_acc_per_sec": 5939.442987283695 }, "started": "2026-08-18T04:42:22.330268454+10:00", "ended": "2026-08-18T04:42:31.450321694+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4304, "total_correct": 903, "total_train": 240, "infer_ms": 1109.198463, "train_ms": 1707.077838, "blocked_train": 1707077838, "duration": 9507293634, "avg_accuracy": 15.178571428571429, "soft_acc": 24.99997257142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 452.70506683500633, "availability": 39.385285549082916, "score": 44.574746912114634, "zero_downtime": 9.846310584449549, "weight_bytes": 380, "weight_mib": 0.000362396240234375, "heap_bytes": 13558208, "heap_mib": 12.93011474609375, "mobile_score": 123000.02583715135, "mobile_throughput": 1249199.1267410095, "mobile_availability": 108680.17152609254, "mobile_accuracy": 68985.18747120601, "soft_acc_blocks": [ 24.99997257142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.629557215107318, "mobile_acc_per_sec": 7256.027858916766 }, "started": "2026-08-18T04:42:43.300846786+10:00", "ended": "2026-08-18T04:42:52.809051667+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4080, "total_correct": 1069, "total_train": 236, "infer_ms": 1110.668224, "train_ms": 1739.411731, "blocked_train": 1739411731, "duration": 10169385851, "avg_accuracy": 25.694444444444443, "soft_acc": 24.999997055555557, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 401.20416904023716, "availability": 38.969721605582116, "score": 39.087032332658026, "zero_downtime": 9.742429253953727, "weight_bytes": 408, "weight_mib": 0.00038909912109375, "heap_bytes": 13577232, "heap_mib": 12.948257446289062, "mobile_score": 100455.20591972848, "mobile_throughput": 1031110.4479302346, "mobile_availability": 100153.71275072273, "mobile_accuracy": 64250.972824819175, "soft_acc_blocks": [ 24.999997055555557 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.066275903, "time_to_acc50_sec": 0, "acc_per_sec": 2.4583585893829762, "mobile_acc_per_sec": 6318.077980933441 }, "started": "2026-08-18T04:43:05.182740649+10:00", "ended": "2026-08-18T04:43:15.352663165+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5296, "total_correct": 1198, "total_train": 281, "infer_ms": 1127.769489, "train_ms": 1683.727153, "blocked_train": 1683727153, "duration": 9503300318, "avg_accuracy": 23.61111111111111, "soft_acc": 24.999993833333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 557.280084053427, "availability": 40.11278093498787, "score": 55.885121042666945, "zero_downtime": 10.028192760125476, "weight_bytes": 228, "weight_mib": 0.000217437744140625, "heap_bytes": 13778808, "heap_mib": 13.140495300292969, "mobile_score": 257016.65211594533, "mobile_throughput": 2562940.8834052905, "mobile_availability": 184479.38325300807, "mobile_accuracy": 114975.41023588304, "soft_acc_blocks": [ 24.999993833333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6306644004484814, "mobile_acc_per_sec": 12098.47172966959 }, "started": "2026-08-18T04:43:28.216272187+10:00", "ended": "2026-08-18T04:43:37.720254481+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitSparse|bicameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 5536, "total_correct": 1227, "total_train": 287, "infer_ms": 1145.600807, "train_ms": 1665.931397, "blocked_train": 1665931397, "duration": 9328078725, "avg_accuracy": 17.647058823529413, "soft_acc": 24.999980176470586, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.4769809739144, "availability": 40.74649422013165, "score": 60.455218000117256, "zero_downtime": 10.186615477639647, "weight_bytes": 256, "weight_mib": 0.000244140625, "heap_bytes": 13778544, "heap_mib": 13.140243530273438, "mobile_score": 247624.57292848028, "mobile_throughput": 2430881.714069153, "mobile_availability": 166897.64032565925, "mobile_accuracy": 102399.91880282352, "soft_acc_blocks": [ 24.999980176470586 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.68007817188213, "mobile_acc_per_sec": 10977.600192029204 }, "started": "2026-08-18T04:43:49.554101995+10:00", "ended": "2026-08-18T04:43:58.914097243+10:00" }, { "cell": { "id": "float64|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 0, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12720, "total_correct": 3001, "total_train": 442, "infer_ms": 1287.170392, "train_ms": 1532.062838, "blocked_train": 1532062838, "duration": 9927691802, "avg_accuracy": 21.022727272727273, "soft_acc": 24.999974477272726, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1281.26459339093, "availability": 45.656754407651476, "score": 146.2458078753456, "zero_downtime": 11.414176949063961, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13654752, "heap_mib": 13.022186279296875, "mobile_score": 28524.896621781696, "mobile_throughput": 249907.60831091664, "mobile_availability": 8905.241240654306, "mobile_accuracy": 4876.18549804329, "soft_acc_blocks": [ 24.999974477272726 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5182061425634017, "mobile_acc_per_sec": 491.17011237808066 }, "started": "2026-08-18T04:44:11.407970339+10:00", "ended": "2026-08-18T04:44:21.350145017+10:00" }, { "cell": { "id": "float32|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 1, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21968, "total_correct": 5741, "total_train": 519, "infer_ms": 1320.058398, "train_ms": 1372.25217, "blocked_train": 1372252170, "duration": 10189416622, "avg_accuracy": 31.11111111111111, "soft_acc": 24.99998043703704, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2155.9624868580627, "availability": 49.03068812676443, "score": 264.2706039685495, "zero_downtime": 12.257662439835748, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13606536, "heap_mib": 12.976203918457031, "mobile_score": 103090.70417668369, "mobile_throughput": 841030.6996352976, "mobile_availability": 19126.637958783533, "mobile_accuracy": 9752.373320962259, "soft_acc_blocks": [ 24.99998043703704 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.071091882, "time_to_acc50_sec": 0, "acc_per_sec": 2.453524216789753, "mobile_acc_per_sec": 957.1081135210313 }, "started": "2026-08-18T04:44:32.938613771+10:00", "ended": "2026-08-18T04:44:43.219669457+10:00" }, { "cell": { "id": "float16|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 2, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10208, "total_correct": 2387, "total_train": 352, "infer_ms": 1285.405943, "train_ms": 1494.783595, "blocked_train": 1494783595, "duration": 9105732950, "avg_accuracy": 22.857142857142858, "soft_acc": 24.999984942857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1121.0519851672127, "availability": 46.234471622560285, "score": 129.57803744602307, "zero_downtime": 11.558610944049631, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 12753776, "heap_mib": 12.162948608398438, "mobile_score": 101095.5507388401, "mobile_throughput": 874634.0821418863, "mobile_availability": 36071.694431620366, "mobile_accuracy": 19504.75015732245, "soft_acc_blocks": [ 24.999984942857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7455214292065464, "mobile_acc_per_sec": 2142.029671243812 }, "started": "2026-08-18T04:44:55.261365893+10:00", "ended": "2026-08-18T04:45:04.367694778+10:00" }, { "cell": { "id": "bfloat16|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 3, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14184, "total_correct": 3615, "total_train": 447, "infer_ms": 1275.539473, "train_ms": 1479.800527, "blocked_train": 1479800527, "duration": 10154043567, "avg_accuracy": 24.431818181818183, "soft_acc": 25.00000247727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1396.8819324448343, "availability": 46.29336027495699, "score": 161.66591242023776, "zero_downtime": 11.573341215552036, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 13596528, "heap_mib": 12.966659545898438, "mobile_score": 126130.20519491311, "mobile_throughput": 1089833.9800560079, "mobile_availability": 36117.63879737597, "mobile_accuracy": 19504.763837506496, "soft_acc_blocks": [ 25.00000247727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4620735879567386, "mobile_acc_per_sec": 1920.886365003962 }, "started": "2026-08-18T04:45:16.145510185+10:00", "ended": "2026-08-18T04:45:26.300322604+10:00" }, { "cell": { "id": "fp8e4m3|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 4, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 10376, "total_correct": 2452, "total_train": 336, "infer_ms": 1288.924824, "train_ms": 1426.820737, "blocked_train": 1426820737, "duration": 9655903384, "avg_accuracy": 30.303030303030305, "soft_acc": 25.00001218181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1074.5757892724168, "availability": 47.46117760477488, "score": 127.5016430891664, "zero_downtime": 11.865300182828083, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 24190128, "heap_mib": 23.069503784179688, "mobile_score": 198951.13527360972, "mobile_throughput": 1676747.5934704074, "mobile_availability": 74057.51751206016, "mobile_accuracy": 39009.542817800866, "soft_acc_blocks": [ 25.00001218181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.102316432, "time_to_acc50_sec": 0, "acc_per_sec": 2.5890909620371345, "mobile_acc_per_sec": 4039.96822114442 }, "started": "2026-08-18T04:45:38.625951573+10:00", "ended": "2026-08-18T04:45:48.283104537+10:00" }, { "cell": { "id": "fp8e5m2|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 5, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 11160, "total_correct": 2183, "total_train": 391, "infer_ms": 1247.589539, "train_ms": 1512.398061, "blocked_train": 1512398061, "duration": 9844854548, "avg_accuracy": 12.5, "soft_acc": 24.99998673529412, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1133.5870881167232, "availability": 45.2027226136813, "score": 128.10298878650255, "zero_downtime": 11.300674657412122, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 20805568, "heap_mib": 19.84173583984375, "mobile_score": 199889.46364552932, "mobile_throughput": 1768827.7001623232, "mobile_availability": 70533.46736214805, "mobile_accuracy": 39009.50311152941, "soft_acc_blocks": [ 24.99998673529412 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5393962514532946, "mobile_acc_per_sec": 3962.4255413153123 }, "started": "2026-08-18T04:46:00.796308447+10:00", "ended": "2026-08-18T04:46:10.641983409+10:00" }, { "cell": { "id": "int64|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 6, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7752, "total_correct": 2023, "total_train": 344, "infer_ms": 1215.503953, "train_ms": 1543.662681, "blocked_train": 1543662681, "duration": 9382013518, "avg_accuracy": 31.896551724137932, "soft_acc": 24.99999624137931, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 826.2618664029087, "availability": 44.05329993563556, "score": 90.99889088384883, "zero_downtime": 11.013323328112444, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13795168, "heap_mib": 13.156097412109375, "mobile_score": 17749.1170028688, "mobile_throughput": 161160.40975172925, "mobile_availability": 8592.491263636344, "mobile_accuracy": 4876.18974308046, "soft_acc_blocks": [ 24.99999624137931 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.076508641, "time_to_acc50_sec": 0, "acc_per_sec": 2.6646728011439333, "mobile_acc_per_sec": 519.7380854040739 }, "started": "2026-08-18T04:46:22.740565607+10:00", "ended": "2026-08-18T04:46:32.123211207+10:00" }, { "cell": { "id": "int32|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 7, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8168, "total_correct": 1973, "total_train": 352, "infer_ms": 1254.73861, "train_ms": 1507.742054, "blocked_train": 1507742054, "duration": 9545348912, "avg_accuracy": 21.785714285714285, "soft_acc": 24.999988542857142, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 855.7047076332163, "availability": 45.42072009232351, "score": 97.16676548756868, "zero_downtime": 11.35517481916409, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 13787888, "heap_mib": 13.149154663085938, "mobile_score": 37904.292517817266, "mobile_throughput": 333806.3316633956, "mobile_availability": 17718.406618872104, "mobile_accuracy": 9752.376483004082, "soft_acc_blocks": [ 24.999988542857142 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6190754024117693, "mobile_acc_per_sec": 1021.6888426932006 }, "started": "2026-08-18T04:46:44.003860454+10:00", "ended": "2026-08-18T04:46:53.549674833+10:00" }, { "cell": { "id": "int16|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 8, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8448, "total_correct": 2319, "total_train": 354, "infer_ms": 1227.381233, "train_ms": 1493.964972, "blocked_train": 1493964972, "duration": 9045310990, "avg_accuracy": 24.56896551724138, "soft_acc": 24.999998689655172, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 933.9645711838592, "availability": 45.101987786225095, "score": 105.30914118610161, "zero_downtime": 11.27549635556471, "weight_bytes": 1344, "weight_mib": 0.00128173828125, "heap_bytes": 13658264, "heap_mib": 13.025535583496094, "mobile_score": 82161.1890091947, "mobile_throughput": 728670.263536969, "mobile_availability": 35188.141328072, "mobile_accuracy": 19504.76088244335, "soft_acc_blocks": [ 24.999998689655172 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7638628143679966, "mobile_acc_per_sec": 2156.339445266917 }, "started": "2026-08-18T04:47:05.501356467+10:00", "ended": "2026-08-18T04:47:14.547476256+10:00" }, { "cell": { "id": "int8|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 9, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 19072, "total_correct": 4466, "total_train": 548, "infer_ms": 1253.585097, "train_ms": 1410.943109, "blocked_train": 1410943109, "duration": 9843115300, "avg_accuracy": 20.089285714285715, "soft_acc": 24.999988589285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1937.5979472677718, "availability": 47.04716933291116, "score": 227.8961427921614, "zero_downtime": 11.761786964809717, "weight_bytes": 672, "weight_mib": 0.000640869140625, "heap_bytes": 13589296, "heap_mib": 12.959762573242188, "mobile_score": 355604.8003339783, "mobile_throughput": 3023390.930289064, "mobile_availability": 73411.50689051586, "mobile_accuracy": 39009.506004462586, "soft_acc_blocks": [ 24.999988589285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.539845143263303, "mobile_acc_per_sec": 3963.1259835453293 }, "started": "2026-08-18T04:47:26.843223057+10:00", "ended": "2026-08-18T04:47:36.724314866+10:00" }, { "cell": { "id": "uint64|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 10, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8472, "total_correct": 2187, "total_train": 351, "infer_ms": 1252.976325, "train_ms": 1505.054486, "blocked_train": 1505054486, "duration": 9646613562, "avg_accuracy": 29.952830188679247, "soft_acc": 25.000008283018865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 878.2356570572034, "availability": 45.43010614684536, "score": 99.74588085300263, "zero_downtime": 11.357530299695602, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13600504, "heap_mib": 12.970451354980469, "mobile_score": 19340.077063853198, "mobile_throughput": 170284.17757662982, "mobile_availability": 8808.601882957566, "mobile_accuracy": 4847.338884129954, "soft_acc_blocks": [ 25.000008283018865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.068997831, "time_to_acc50_sec": 0, "acc_per_sec": 2.591583888204981, "mobile_acc_per_sec": 502.49124762544864 }, "started": "2026-08-18T04:47:48.764723757+10:00", "ended": "2026-08-18T04:47:58.41185138+10:00" }, { "cell": { "id": "uint32|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 11, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8800, "total_correct": 2387, "total_train": 362, "infer_ms": 1231.0815, "train_ms": 1516.509062, "blocked_train": 1516509062, "duration": 10022860711, "avg_accuracy": 20.634920634920636, "soft_acc": 25.000004555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 877.9928459289151, "availability": 44.805857067141865, "score": 98.34807282286131, "zero_downtime": 11.201466307941178, "weight_bytes": 2720, "weight_mib": 0.002593994140625, "heap_bytes": 20688192, "heap_mib": 19.72979736328125, "mobile_score": 37913.76059128846, "mobile_throughput": 338471.4067693964, "mobile_availability": 17272.92146324829, "mobile_accuracy": 9637.648815016993, "soft_acc_blocks": [ 25.000004555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4942983122690983, "mobile_acc_per_sec": 961.5666717227507 }, "started": "2026-08-18T04:48:10.646263926+10:00", "ended": "2026-08-18T04:48:20.670068019+10:00" }, { "cell": { "id": "uint16|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 12, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8256, "total_correct": 2037, "total_train": 370, "infer_ms": 1206.457862, "train_ms": 1542.471074, "blocked_train": 1542471074, "duration": 10210371558, "avg_accuracy": 35.3448275862069, "soft_acc": 24.99999396551724, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 808.5895751297398, "availability": 43.888288496665595, "score": 88.71900995678709, "zero_downtime": 10.972069475735195, "weight_bytes": 1376, "weight_mib": 0.001312255859375, "heap_bytes": 13777408, "heap_mib": 13.13916015625, "mobile_score": 67608.01205265115, "mobile_throughput": 616182.8650663097, "mobile_availability": 33444.91715020321, "mobile_accuracy": 19051.158192141138, "soft_acc_blocks": [ 24.99999396551724 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.077126454, "time_to_acc50_sec": 0, "acc_per_sec": 2.448490128248988, "mobile_acc_per_sec": 1865.8633609875078 }, "started": "2026-08-18T04:48:33.193046096+10:00", "ended": "2026-08-18T04:48:43.404082079+10:00" }, { "cell": { "id": "uint8|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 13, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 15528, "total_correct": 4545, "total_train": 476, "infer_ms": 1269.649369, "train_ms": 1471.547717, "blocked_train": 1471547717, "duration": 9673821474, "avg_accuracy": 22.448979591836736, "soft_acc": 25.000014183673468, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1605.1567668200282, "availability": 46.31733250718916, "score": 185.86655468818083, "zero_downtime": 11.57933969629649, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 13613608, "heap_mib": 12.982948303222656, "mobile_score": 276839.7847282868, "mobile_throughput": 2390808.042507213, "mobile_availability": 68987.56143616246, "mobile_accuracy": 37236.38476230056, "soft_acc_blocks": [ 25.000014183673468 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5842955910304064, "mobile_acc_per_sec": 3849.19081485838 }, "started": "2026-08-18T04:48:55.642198618+10:00", "ended": "2026-08-18T04:49:05.316950037+10:00" }, { "cell": { "id": "int4|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 14, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17824, "total_correct": 5304, "total_train": 504, "infer_ms": 1262.222626, "train_ms": 1430.039887, "blocked_train": 1430039887, "duration": 9523019907, "avg_accuracy": 18.028846153846153, "soft_acc": 24.99998496153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1871.6751801493424, "availability": 46.883341423994345, "score": 219.37583430131312, "zero_downtime": 11.720828305465318, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13614000, "heap_mib": 12.983322143554688, "mobile_score": 684619.7465128979, "mobile_throughput": 5841052.600298443, "mobile_availability": 146311.7458839473, "mobile_accuracy": 78019.00068758974, "soft_acc_blocks": [ 24.99998496153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6252160770095574, "mobile_acc_per_sec": 8192.674324899921 }, "started": "2026-08-18T04:49:17.0100497+10:00", "ended": "2026-08-18T04:49:26.533961115+10:00" }, { "cell": { "id": "uint4|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 15, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 8072, "total_correct": 1769, "total_train": 350, "infer_ms": 1213.726008, "train_ms": 1514.520597, "blocked_train": 1514520597, "duration": 9895697114, "avg_accuracy": 11.956521739130435, "soft_acc": 24.99999747826087, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 815.7080705895986, "availability": 44.487401020700624, "score": 90.72182097928206, "zero_downtime": 11.121849133318955, "weight_bytes": 368, "weight_mib": 0.0003509521484375, "heap_bytes": 17174640, "heap_mib": 16.379013061523438, "mobile_score": 258501.96781296647, "mobile_throughput": 2324271.483224345, "mobile_availability": 126762.01362141896, "mobile_accuracy": 71234.7754232741, "soft_acc_blocks": [ 24.99999747826087 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.526350310671086, "mobile_acc_per_sec": 7198.560606962622 }, "started": "2026-08-18T04:49:38.366693633+10:00", "ended": "2026-08-18T04:49:48.26324288+10:00" }, { "cell": { "id": "fp4|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 16, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 14880, "total_correct": 3709, "total_train": 451, "infer_ms": 1249.93418, "train_ms": 1481.894082, "blocked_train": 1481894082, "duration": 9444584436, "avg_accuracy": 23.853211009174313, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1575.5060586129955, "availability": 45.754493332787696, "score": 180.2162036364373, "zero_downtime": 11.438623333196924, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 13635760, "heap_mib": 13.004074096679688, "mobile_score": 562411.8629294074, "mobile_throughput": 4916779.288441013, "mobile_availability": 142788.8797646464, "mobile_accuracy": 78019.04761904762, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6470195877234466, "mobile_acc_per_sec": 8260.717890525895 }, "started": "2026-08-18T04:50:00.525649389+10:00", "ended": "2026-08-18T04:50:10.046724554+10:00" }, { "cell": { "id": "int2|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 17, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17632, "total_correct": 5461, "total_train": 520, "infer_ms": 1216.933943, "train_ms": 1448.415948, "blocked_train": 1448415948, "duration": 9824944435, "avg_accuracy": 29.375, "soft_acc": 25.000046100000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1794.6157473612213, "availability": 45.657568153028656, "score": 204.84485471732413, "zero_downtime": 11.414413086396085, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 16128176, "heap_mib": 15.381027221679688, "mobile_score": 1278544.0379766242, "mobile_throughput": 11201136.91610143, "mobile_availability": 284972.79871208436, "mobile_accuracy": 156038.38297234286, "soft_acc_blocks": [ 25.000046100000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08389847, "time_to_acc50_sec": 0, "acc_per_sec": 2.5445483448171786, "mobile_acc_per_sec": 15881.85907866082 }, "started": "2026-08-18T04:50:22.064874548+10:00", "ended": "2026-08-18T04:50:31.930890798+10:00" }, { "cell": { "id": "uint2|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 18, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7952, "total_correct": 2335, "total_train": 344, "infer_ms": 1223.080276, "train_ms": 1542.925528, "blocked_train": 1542925528, "duration": 10443620404, "avg_accuracy": 29.6875, "soft_acc": 25.000035458333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 761.4217763941624, "availability": 44.21828306474515, "score": 84.17202848446982, "zero_downtime": 11.054586445252491, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 13827696, "heap_mib": 13.187118530273438, "mobile_score": 441303.8447006571, "mobile_throughput": 3992043.003021426, "mobile_availability": 231831.15191449106, "mobile_accuracy": 131072.18590378665, "soft_acc_blocks": [ 25.000035458333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.079165775, "time_to_acc50_sec": 0, "acc_per_sec": 2.393809281765746, "mobile_acc_per_sec": 12550.454807183994 }, "started": "2026-08-18T04:50:44.827335387+10:00", "ended": "2026-08-18T04:50:55.271773341+10:00" }, { "cell": { "id": "ternary|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 19, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17920, "total_correct": 4045, "total_train": 491, "infer_ms": 1254.479408, "train_ms": 1417.712868, "blocked_train": 1417712868, "duration": 10414323553, "avg_accuracy": 22.033898305084747, "soft_acc": 24.999977372881357, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1720.7070539725914, "availability": 46.945701447720225, "score": 201.94931630554768, "zero_downtime": 11.736414739470492, "weight_bytes": 168, "weight_mib": 0.00016021728515625, "heap_bytes": 13620976, "heap_mib": 12.989974975585938, "mobile_score": 1260471.4660381307, "mobile_throughput": 10739834.0465855, "mobile_availability": 293012.71334074216, "mobile_accuracy": 156037.95401039548, "soft_acc_blocks": [ 24.999977372881357 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4005378021580426, "mobile_acc_per_sec": 14983.013847831378 }, "started": "2026-08-18T04:51:08.026045095+10:00", "ended": "2026-08-18T04:51:18.441284791+10:00" }, { "cell": { "id": "binary|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 20, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 17736, "total_correct": 5299, "total_train": 522, "infer_ms": 1246.817051, "train_ms": 1449.73772, "blocked_train": 1449737720, "duration": 9346549772, "avg_accuracy": 26.771653543307085, "soft_acc": 25.000176464566927, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1897.598625444949, "availability": 46.23740872645527, "score": 219.3516564095178, "zero_downtime": 11.559433774256886, "weight_bytes": 84, "weight_mib": 0.000080108642578125, "heap_bytes": 20125536, "heap_mib": 19.193206787109375, "mobile_score": 2738177.1722769826, "mobile_throughput": 23687814.003268607, "mobile_availability": 577183.774913709, "mobile_accuracy": 312078.3932917825, "soft_acc_blocks": [ 25.000176464566927 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.06825044, "time_to_acc50_sec": 0, "acc_per_sec": 2.6748026891657286, "mobile_acc_per_sec": 33389.68934041242 }, "started": "2026-08-18T04:51:30.664926324+10:00", "ended": "2026-08-18T04:51:40.012320729+10:00" }, { "cell": { "id": "int|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 21, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6816, "total_correct": 1518, "total_train": 332, "infer_ms": 1179.434362, "train_ms": 1579.207189, "blocked_train": 1579207189, "duration": 9714914437, "avg_accuracy": 23.91304347826087, "soft_acc": 25.00000269565217, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 701.6016501432827, "availability": 42.754172305294915, "score": 74.99100268574837, "zero_downtime": 10.688544228827503, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13622608, "heap_mib": 12.991531372070312, "mobile_score": 14626.816523848825, "mobile_throughput": 136845.7313803279, "mobile_availability": 8339.099512499428, "mobile_accuracy": 4876.191001971014, "soft_acc_blocks": [ 25.00000269565217 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5733631374495416, "mobile_acc_per_sec": 501.9283529044439 }, "started": "2026-08-18T04:51:52.083681108+10:00", "ended": "2026-08-18T04:52:01.817390807+10:00" }, { "cell": { "id": "uint|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 22, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6936, "total_correct": 1656, "total_train": 323, "infer_ms": 1201.149671, "train_ms": 1527.158321, "blocked_train": 1527158321, "duration": 10307094698, "avg_accuracy": 29.5, "soft_acc": 25.00000868, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 672.9345371538955, "availability": 44.02544267443541, "score": 74.06562793836848, "zero_downtime": 11.006364490017276, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 13820912, "heap_mib": 13.180648803710938, "mobile_score": 14360.843173280819, "mobile_throughput": 130477.62670685707, "mobile_availability": 8536.246778437275, "mobile_accuracy": 4847.338961102012, "soft_acc_blocks": [ 25.00000868 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.091508763, "time_to_acc50_sec": 0, "acc_per_sec": 2.4255146006227175, "mobile_acc_per_sec": 470.29149368760477 }, "started": "2026-08-18T04:52:13.904452129+10:00", "ended": "2026-08-18T04:52:24.212229689+10:00" }, { "cell": { "id": "uintptr|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 23, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6880, "total_correct": 1801, "total_train": 319, "infer_ms": 1196.651248, "train_ms": 1512.88404, "blocked_train": 1512884040, "duration": 10442651818, "avg_accuracy": 33.854166666666664, "soft_acc": 25.000012291666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 658.836483290666, "availability": 44.1644459586754, "score": 72.74290641998067, "zero_downtime": 11.041116918215332, "weight_bytes": 5408, "weight_mib": 0.005157470703125, "heap_bytes": 17748704, "heap_mib": 16.926483154296875, "mobile_score": 14104.376080295424, "mobile_throughput": 127744.10582525766, "mobile_availability": 8563.198610496305, "mobile_accuracy": 4847.339661380671, "soft_acc_blocks": [ 25.000012291666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.100897123, "time_to_acc50_sec": 0, "acc_per_sec": 2.394029095997833, "mobile_acc_per_sec": 464.18665927607685 }, "started": "2026-08-18T04:52:36.056757284+10:00", "ended": "2026-08-18T04:52:46.504989504+10:00" }, { "cell": { "id": "complex64|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 24, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7592, "total_correct": 2013, "total_train": 338, "infer_ms": 1214.264265, "train_ms": 1527.659892, "blocked_train": 1527659892, "duration": 10080877883, "avg_accuracy": 26.041666666666668, "soft_acc": 24.99999875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 753.1090137301289, "availability": 44.28511495841495, "score": 83.37879395420325, "zero_downtime": 11.071278186039802, "weight_bytes": 5376, "weight_mib": 0.005126953125, "heap_bytes": 13623584, "heap_mib": 12.992462158203125, "mobile_score": 16262.835239829357, "mobile_throughput": 146892.1200113623, "mobile_availability": 8637.706231888935, "mobile_accuracy": 4876.190232380953, "soft_acc_blocks": [ 24.99999875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.088787157, "time_to_acc50_sec": 0, "acc_per_sec": 2.4799426240604525, "mobile_acc_per_sec": 483.7069041976959 }, "started": "2026-08-18T04:52:58.798255621+10:00", "ended": "2026-08-18T04:53:08.87997496+10:00" }, { "cell": { "id": "complex128|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 25, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 7328, "total_correct": 1992, "total_train": 318, "infer_ms": 1232.563054, "train_ms": 1525.823602, "blocked_train": 1525823602, "duration": 10099625836, "avg_accuracy": 33.854166666666664, "soft_acc": 25.000007583333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 725.5714339316837, "availability": 44.68420159004714, "score": 81.0539751408223, "zero_downtime": 11.171053786063737, "weight_bytes": 10752, "weight_mib": 0.01025390625, "heap_bytes": 16774848, "heap_mib": 15.99774169921875, "mobile_score": 7904.692432781147, "mobile_throughput": 70760.49031867087, "mobile_availability": 4357.7735645912635, "mobile_accuracy": 2438.0959776507934, "soft_acc_blocks": [ 25.000007583333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.093658237, "time_to_acc50_sec": 0, "acc_per_sec": 2.4753399768752913, "mobile_acc_per_sec": 241.40458441145697 }, "started": "2026-08-18T04:53:21.567374642+10:00", "ended": "2026-08-18T04:53:31.734988993+10:00" }, { "cell": { "id": "nf4|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 26, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6496, "total_correct": 1799, "total_train": 307, "infer_ms": 1170.347009, "train_ms": 1587.911088, "blocked_train": 1587911088, "duration": 9992200897, "avg_accuracy": 22.61904761904762, "soft_acc": 25.000003047619046, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 650.1070251650285, "availability": 42.43065615480001, "score": 68.961177528188, "zero_downtime": 10.607665331824762, "weight_bytes": 336, "weight_mib": 0.0003204345703125, "heap_bytes": 17824960, "heap_mib": 16.99920654296875, "mobile_score": 215211.41573749186, "mobile_throughput": 2028829.23815311, "mobile_availability": 132415.97532195112, "mobile_accuracy": 78019.05712994104, "soft_acc_blocks": [ 25.000003047619046 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5019516025868636, "mobile_acc_per_sec": 7807.99524891108 }, "started": "2026-08-18T04:53:43.483893951+10:00", "ended": "2026-08-18T04:53:53.477445626+10:00" }, { "cell": { "id": "fp6|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 27, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3352, "total_correct": 850, "total_train": 204, "infer_ms": 1136.927777, "train_ms": 1768.711181, "blocked_train": 1768711181, "duration": 10406876796, "avg_accuracy": 30.88235294117647, "soft_acc": 25.00000794117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 322.0947134964045, "availability": 39.12832232200543, "score": 31.50757442803844, "zero_downtime": 9.782083687750484, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 12829952, "heap_mib": 12.235595703125, "mobile_score": 65551.75865764848, "mobile_throughput": 670120.6077365195, "mobile_availability": 81406.78513317295, "mobile_accuracy": 52012.71493437908, "soft_acc_blocks": [ 25.00000794117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.07081356, "time_to_acc50_sec": 0, "acc_per_sec": 2.402258471128005, "mobile_acc_per_sec": 4997.917814725236 }, "started": "2026-08-18T04:54:06.28103732+10:00", "ended": "2026-08-18T04:54:16.68836328+10:00" }, { "cell": { "id": "int6|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 28, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3312, "total_correct": 812, "total_train": 198, "infer_ms": 1134.14263, "train_ms": 1776.636534, "blocked_train": 1776636534, "duration": 10284057471, "avg_accuracy": 22.916666666666668, "soft_acc": 24.999952750000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 322.051875861206, "availability": 38.96354089746398, "score": 31.370644299927942, "zero_downtime": 9.740866814092922, "weight_bytes": 504, "weight_mib": 0.00048065185546875, "heap_bytes": 13831160, "heap_mib": 13.190422058105469, "mobile_score": 65266.874439367544, "mobile_throughput": 670031.4836965078, "mobile_availability": 81063.95607162538, "mobile_accuracy": 52012.60010869842, "soft_acc_blocks": [ 24.999952750000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.430942536104775, "mobile_acc_per_sec": 5057.5952395607155 }, "started": "2026-08-18T04:54:29.952344092+10:00", "ended": "2026-08-18T04:54:40.23705005+10:00" }, { "cell": { "id": "uint6|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 29, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3632, "total_correct": 880, "total_train": 209, "infer_ms": 1155.312777, "train_ms": 1757.350449, "blocked_train": 1757350449, "duration": 9800660358, "avg_accuracy": 26.041666666666668, "soft_acc": 25.000021583333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 370.5872734417637, "availability": 39.665168519554754, "score": 36.74854835689405, "zero_downtime": 9.916300690954229, "weight_bytes": 536, "weight_mib": 0.00051116943359375, "heap_bytes": 13661336, "heap_mib": 13.028465270996094, "mobile_score": 71891.13030201218, "mobile_throughput": 724979.3299187889, "mobile_availability": 77596.9099730609, "mobile_accuracy": 48907.50491000996, "soft_acc_blocks": [ 25.000021583333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.08123697, "time_to_acc50_sec": 0, "acc_per_sec": 2.550850725372452, "mobile_acc_per_sec": 4990.225466806239 }, "started": "2026-08-18T04:54:52.537582235+10:00", "ended": "2026-08-18T04:55:02.355233901+10:00" }, { "cell": { "id": "int5|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 30, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3712, "total_correct": 816, "total_train": 229, "infer_ms": 1123.609177, "train_ms": 1781.226495, "blocked_train": 1781226495, "duration": 10158071512, "avg_accuracy": 24.596774193548388, "soft_acc": 24.99999129032258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 365.42369244151473, "availability": 38.68064509915589, "score": 35.337048084407435, "zero_downtime": 9.67015790582956, "weight_bytes": 420, "weight_mib": 0.000400543212890625, "heap_bytes": 13843496, "heap_mib": 13.202186584472656, "mobile_score": 88222.81079084669, "mobile_throughput": 912320.2707751279, "mobile_availability": 96570.46694164877, "mobile_accuracy": 62415.2163505745, "soft_acc_blocks": [ 24.99999129032258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.461096209136688, "mobile_acc_per_sec": 6144.39623474217 }, "started": "2026-08-18T04:55:15.081530605+10:00", "ended": "2026-08-18T04:55:25.240143834+10:00" }, { "cell": { "id": "uint5|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 31, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 3640, "total_correct": 812, "total_train": 228, "infer_ms": 1123.213576, "train_ms": 1781.85128, "blocked_train": 1781851280, "duration": 10095785298, "avg_accuracy": 20.833333333333332, "soft_acc": 24.999997066666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 360.5464946566458, "availability": 38.66397590677405, "score": 34.850398367577085, "zero_downtime": 9.665992842550219, "weight_bytes": 452, "weight_mib": 0.000431060791015625, "heap_bytes": 17005672, "heap_mib": 16.217872619628906, "mobile_score": 80847.98964309847, "mobile_throughput": 836416.8167723165, "mobile_availability": 89694.94955845465, "mobile_accuracy": 57996.453372073156, "soft_acc_blocks": [ 24.999997066666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4762805793442566, "mobile_acc_per_sec": 5744.62032027983 }, "started": "2026-08-18T04:55:36.865119925+10:00", "ended": "2026-08-18T04:55:46.961335066+10:00" }, { "cell": { "id": "int3|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 32, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4760, "total_correct": 1001, "total_train": 268, "infer_ms": 1143.240381, "train_ms": 1707.078989, "blocked_train": 1707078989, "duration": 10010227428, "avg_accuracy": 19.642857142857142, "soft_acc": 24.999973714285716, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 475.51367181584874, "availability": 40.10920295573755, "score": 47.681135794363435, "zero_downtime": 10.027290195943896, "weight_bytes": 252, "weight_mib": 0.000240325927734375, "heap_bytes": 21052712, "heap_mib": 20.077430725097656, "mobile_score": 198401.96288377157, "mobile_throughput": 1978619.936261807, "mobile_availability": 166895.0301528391, "mobile_accuracy": 104025.28745012246, "soft_acc_blocks": [ 24.999973714285716 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4974431294495174, "mobile_acc_per_sec": 10391.900503593877 }, "started": "2026-08-18T04:55:59.723992104+10:00", "ended": "2026-08-18T04:56:09.735109165+10:00" }, { "cell": { "id": "uint3|none|MeshTweenSplitSparse|tricameral|simd", "dtype": 33, "format": 0, "mode": "MeshTweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 4952, "total_correct": 1505, "total_train": 273, "infer_ms": 1141.29982, "train_ms": 1685.260448, "blocked_train": 1685260448, "duration": 10470603776, "avg_accuracy": 32.03125, "soft_acc": 25.0000069375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 472.9431182708522, "availability": 40.37769273561443, "score": 47.7408930255037, "zero_downtime": 10.094425985106042, "weight_bytes": 284, "weight_mib": 0.000270843505859375, "heap_bytes": 13654704, "heap_mib": 13.022140502929688, "mobile_score": 176267.44593348794, "mobile_throughput": 1746185.9267041448, "mobile_availability": 149081.2659786607, "mobile_accuracy": 92304.25096653521, "soft_acc_blocks": [ 25.0000069375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.080308432, "time_to_acc50_sec": 0, "acc_per_sec": 2.3876375682177278, "mobile_acc_per_sec": 8815.561446237578 }, "started": "2026-08-18T04:56:21.723063928+10:00", "ended": "2026-08-18T04:56:32.194577076+10:00" } ], "best": { "score": { "cell": { "id": "float32|none|tween_chain|cnn|simd", "dtype": 1, "format": 0, "mode": "tween_chain", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37416, "total_correct": 13346, "total_train": 497, "infer_ms": 989.66633, "train_ms": 1471.604987, "blocked_train": 1471604987, "duration": 2042160049, "avg_accuracy": 36.933035731593144, "soft_acc": 25.00017703916966, "adapt_pct": 25.000266784244083, "stability": 99.99983361061399, "consistency": 100, "throughput": 18321.776502444936, "availability": 40.20955849785333, "score": 1841.7894028114356, "zero_downtime": 10.052460811131821, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 8475624, "heap_mib": 8.082984924316406, "mobile_score": 1160610.6759870215, "mobile_throughput": 11545537.93138684, "mobile_availability": 25338.207939570344, "mobile_accuracy": 15753.957715759836, "soft_acc_blocks": [ 24.999972046875, 25.000010795918367, 25.000017715231785, 25.00007938313253, 25.00012720091324, 25.00044607379135, 25.00040391168831, 25.000412311926606, 25.000266778538812, 25.00010824361949, 25.00010296923077 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.06331473, "time_to_acc50_sec": 0, "acc_per_sec": 12.242026305142776, "mobile_acc_per_sec": 7714.3599609022785 }, "started": "2026-08-17T23:12:31.276897554+10:00", "ended": "2026-08-17T23:12:33.319514112+10:00" }, "throughput": { "cell": { "id": "float32|none|sgd|cnn|simd", "dtype": 1, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 37520, "total_correct": 10734, "total_train": 605, "infer_ms": 936.072985, "train_ms": 1602.227476, "blocked_train": 1602227476, "duration": 2001906373, "avg_accuracy": 28.461565237460036, "soft_acc": 25.000090253761435, "adapt_pct": 24.9998173275271, "stability": 99.99957071029576, "consistency": 100, "throughput": 18742.13524969881, "availability": 36.877942520296465, "score": 1727.9347041967799, "zero_downtime": 9.21951891380438, "weight_bytes": 1664, "weight_mib": 0.0015869140625, "heap_bytes": 3231480, "heap_mib": 3.0817794799804688, "mobile_score": 1088864.6997523094, "mobile_throughput": 11810428.612733282, "mobile_availability": 23238.777317405278, "mobile_accuracy": 15753.903027601053, "soft_acc_blocks": [ 25.000606245454545, 25.0005953, 25.000567504504506, 25.000638221238937, 25.000614876106194, 25.000661103773584, 25.000705387755104, 25.00065762184874, 25.00077534862385, 25.000714241071428, 25.000451211009175, 25.00072352212389, 25.000746149532713, 25.000017343137255, 24.999927663461538, 24.999973112903227, 25.00003968627451, 25.00016682051282, 24.99999380909091, 24.999960325581394, 25.000128833333335, 24.99998191525424, 25.000070225225226, 25.000016783783785, 25.000044304, 24.999986281553397, 24.99984473873874, 24.999605708133974, 24.999629, 24.99950136756757, 24.999557094017092, 24.99957283, 24.999530067307692, 24.99973765625, 24.99951722689076, 24.999606224299068, 24.99963789344262, 24.999653025862067, 24.999829524271846, 24.99962395652174 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.061633588, "time_to_acc50_sec": 0, "acc_per_sec": 12.488141598898558, "mobile_acc_per_sec": 7869.450459859769 }, "started": "2026-08-17T22:58:01.476539466+10:00", "ended": "2026-08-17T22:58:03.478888442+10:00" }, "availability": { "cell": { "id": "float32|none|TweenSplitSparse|tricameral|simd", "dtype": 1, "format": 0, "mode": "TweenSplitSparse", "arch": "tricameral", "cams": 3, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 21960, "total_correct": 5556, "total_train": 527, "infer_ms": 1315.149935, "train_ms": 1336.033836, "blocked_train": 1336033836, "duration": 6829936465, "avg_accuracy": 21.428571428571427, "soft_acc": 25.000006985714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3215.256849391497, "availability": 49.60614007168347, "score": 398.74131551307073, "zero_downtime": 12.40153848326408, "weight_bytes": 2688, "weight_mib": 0.0025634765625, "heap_bytes": 12746896, "heap_mib": 12.156387329101562, "mobile_score": 155547.0884134798, "mobile_throughput": 1254256.3862007211, "mobile_availability": 19351.119022249095, "mobile_accuracy": 9752.38367747483, "soft_acc_blocks": [ 25.000006985714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6603571810406708, "mobile_acc_per_sec": 1427.887906051675 }, "started": "2026-08-18T02:38:06.798101021+10:00", "ended": "2026-08-18T02:38:13.628886338+10:00" }, "accuracy": { "cell": { "id": "binary|none|TweenSplitSparse|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25488, "total_correct": 6242, "total_train": 478, "infer_ms": 886.513034, "train_ms": 1557.386786, "blocked_train": 1557386786, "duration": 6158921550, "avg_accuracy": 31.635802469135804, "soft_acc": 25.00465450617284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4138.386857679654, "availability": 36.2745242969902, "score": 375.36490907068384, "zero_downtime": 9.070319474220122, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 15795192, "heap_mib": 15.063468933105469, "mobile_score": 7569204.517186565, "mobile_throughput": 83450252.64765963, "mobile_availability": 731472.9921007846, "mobile_accuracy": 504216.93468201335, "soft_acc_blocks": [ 25.00465450617284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074694098, "time_to_acc50_sec": 0, "acc_per_sec": 4.059907940566777, "mobile_acc_per_sec": 81867.73132091825 }, "started": "2026-08-18T02:25:59.505674294+10:00", "ended": "2026-08-18T02:26:05.66550756+10:00" } }, "best_mobile": { "score": { "cell": { "id": "binary|none|sgd|cnn|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28280, "total_correct": 7035, "total_train": 514, "infer_ms": 858.776837, "train_ms": 1630.125515, "blocked_train": 1630125515, "duration": 2003857661, "avg_accuracy": 24.582544247140394, "soft_acc": 24.997686175577876, "adapt_pct": 24.997979904758935, "stability": 99.9963041580754, "consistency": 100, "throughput": 14112.778841730315, "availability": 34.504239843315474, "score": 1217.264093183233, "zero_downtime": 8.625261593300705, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 3906128, "heap_mib": 3.7251739501953125, "mobile_score": 24546036.803340416, "mobile_throughput": 284583099.74511933, "mobile_availability": 695775.3422681609, "mobile_accuracy": 504076.41883159126, "soft_acc_blocks": [ 24.99774330681818, 24.997217415584416, 24.995155776470586, 24.998091505617978, 24.99763465909091, 24.996881397435896, 24.99658026923077, 24.996840986842106, 24.995461000000002, 24.998140602941177, 24.99694842857143, 24.99568245783132, 24.996250426666666, 24.996060083333333, 24.993761804878048, 24.99333756756757, 24.99565503896104, 24.9933328045977, 24.994358875, 24.992980443181818, 24.993548320512822, 24.993543477777777, 24.993103022222222, 24.994253202531645, 24.994052546666666, 24.992497558441556, 24.99571598765432, 25.003577988235296, 25.00344026744186, 25.0022905, 25.00366634158416, 25.001625014778323, 25.00343778409091, 25.00181563529412, 25.00409611627907, 25.000942072289156, 25.002119399999998, 25.000483792682928, 25.001193246575344, 25.0039298974359 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.056935753, "time_to_acc50_sec": 0, "acc_per_sec": 12.474781349042074, "mobile_acc_per_sec": 251553.0063048681 }, "started": "2026-08-17T22:58:40.991258762+10:00", "ended": "2026-08-17T22:58:42.995594858+10:00" }, "throughput": { "cell": { "id": "binary|none|sgd|cnn|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28280, "total_correct": 7035, "total_train": 514, "infer_ms": 858.776837, "train_ms": 1630.125515, "blocked_train": 1630125515, "duration": 2003857661, "avg_accuracy": 24.582544247140394, "soft_acc": 24.997686175577876, "adapt_pct": 24.997979904758935, "stability": 99.9963041580754, "consistency": 100, "throughput": 14112.778841730315, "availability": 34.504239843315474, "score": 1217.264093183233, "zero_downtime": 8.625261593300705, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 3906128, "heap_mib": 3.7251739501953125, "mobile_score": 24546036.803340416, "mobile_throughput": 284583099.74511933, "mobile_availability": 695775.3422681609, "mobile_accuracy": 504076.41883159126, "soft_acc_blocks": [ 24.99774330681818, 24.997217415584416, 24.995155776470586, 24.998091505617978, 24.99763465909091, 24.996881397435896, 24.99658026923077, 24.996840986842106, 24.995461000000002, 24.998140602941177, 24.99694842857143, 24.99568245783132, 24.996250426666666, 24.996060083333333, 24.993761804878048, 24.99333756756757, 24.99565503896104, 24.9933328045977, 24.994358875, 24.992980443181818, 24.993548320512822, 24.993543477777777, 24.993103022222222, 24.994253202531645, 24.994052546666666, 24.992497558441556, 24.99571598765432, 25.003577988235296, 25.00344026744186, 25.0022905, 25.00366634158416, 25.001625014778323, 25.00343778409091, 25.00181563529412, 25.00409611627907, 25.000942072289156, 25.002119399999998, 25.000483792682928, 25.001193246575344, 25.0039298974359 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.056935753, "time_to_acc50_sec": 0, "acc_per_sec": 12.474781349042074, "mobile_acc_per_sec": 251553.0063048681 }, "started": "2026-08-17T22:58:40.991258762+10:00", "ended": "2026-08-17T22:58:42.995594858+10:00" }, "availability": { "cell": { "id": "binary|none|TweenSplit|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplit", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 27224, "total_correct": 4815, "total_train": 446, "infer_ms": 949.938712, "train_ms": 1498.442365, "blocked_train": 1498442365, "duration": 3538614539, "avg_accuracy": 20.173175766767777, "soft_acc": 24.99865527851028, "adapt_pct": 24.99796251702056, "stability": 99.99930723851028, "consistency": 100, "throughput": 7693.40647305807, "availability": 38.79864621253973, "score": 746.1942506967949, "zero_downtime": 9.699139819401593, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 9049368, "heap_mib": 8.630149841308594, "mobile_score": 15046949.665743124, "mobile_throughput": 155136949.72871807, "mobile_availability": 782371.7163646165, "mobile_accuracy": 504095.96071767685, "soft_acc_blocks": [ 24.99934804, 24.99796251702056 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.064531896026972, "mobile_acc_per_sec": 142455.74225785345 }, "started": "2026-08-18T00:00:31.975919446+10:00", "ended": "2026-08-18T00:00:35.515209559+10:00" }, "accuracy": { "cell": { "id": "binary|none|TweenSplitSparse|cnn|simd", "dtype": 20, "format": 0, "mode": "TweenSplitSparse", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 25488, "total_correct": 6242, "total_train": 478, "infer_ms": 886.513034, "train_ms": 1557.386786, "blocked_train": 1557386786, "duration": 6158921550, "avg_accuracy": 31.635802469135804, "soft_acc": 25.00465450617284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4138.386857679654, "availability": 36.2745242969902, "score": 375.36490907068384, "zero_downtime": 9.070319474220122, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 15795192, "heap_mib": 15.063468933105469, "mobile_score": 7569204.517186565, "mobile_throughput": 83450252.64765963, "mobile_availability": 731472.9921007846, "mobile_accuracy": 504216.93468201335, "soft_acc_blocks": [ 25.00465450617284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.074694098, "time_to_acc50_sec": 0, "acc_per_sec": 4.059907940566777, "mobile_acc_per_sec": 81867.73132091825 }, "started": "2026-08-18T02:25:59.505674294+10:00", "ended": "2026-08-18T02:26:05.66550756+10:00" } }, "best_learn": { "to25": { "cell": { "id": "int32|none|sgd|bicameral|simd", "dtype": 7, "format": 0, "mode": "sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 6184, "total_correct": 1795, "total_train": 243, "infer_ms": 804.776301, "train_ms": 1778.137117, "blocked_train": 1778137117, "duration": 2005133553, "avg_accuracy": 28.99882393874708, "soft_acc": 24.999998789347043, "adapt_pct": 25.000001647187204, "stability": 99.99999326883085, "consistency": 100, "throughput": 3084.083846059904, "availability": 31.157695623539478, "score": 240.23235274900276, "zero_downtime": 7.789423528673305, "weight_bytes": 2432, "weight_mib": 0.0023193359375, "heap_bytes": 4659072, "heap_mib": 4.4432373046875, "mobile_score": 103578.07545893845, "mobile_throughput": 1329727.0982590911, "mobile_availability": 13433.8864498966, "mobile_accuracy": 10778.946846438472, "soft_acc_blocks": [ 24.999993279999998, 24.999996666666664, 24.9999904, 25.00000422222222, 25.000004052631578, 25.000003952380954, 24.999996047619046, 24.999993736842107, 24.99999355, 24.999997692307694, 24.999997761904762, 24.999987826086958, 25.000003882352942, 24.999996047619046, 25.00000155, 25.00000105, 24.999992823529414, 24.99999095, 24.999991333333334, 24.999992904761907, 24.9999926, 24.999998, 24.9999977, 24.999998421052634, 24.99998694736842, 24.999992388888888, 24.9999995, 25.00001223809524, 24.999997611111112, 25.000012357142857, 25.00000633333333, 25.000000526315787, 25.0000136, 24.99999761904762, 24.99999795238095, 24.99999925, 24.9999990952381, 25.000004368421052, 25.000016272727272, 24.9999990625 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.054178533, "time_to_acc50_sec": 0, "acc_per_sec": 12.467996833399479, "mobile_acc_per_sec": 5375.675266274133 }, "started": "2026-08-17T22:59:26.457029924+10:00", "ended": "2026-08-17T22:59:28.462516965+10:00" }, "to50": { "cell": { "id": "fp6|none|step_sgd|bicameral|simd", "dtype": 27, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1664, "total_correct": 523, "total_train": 96, "infer_ms": 500.196753, "train_ms": 1929.955379, "blocked_train": 1929955379, "duration": 2032812137, "avg_accuracy": 30.80563822751323, "soft_acc": 25.000003976851854, "adapt_pct": 25.000001973214285, "stability": 99.99999247603705, "consistency": 100, "throughput": 818.570476687389, "availability": 20.582939907895444, "score": 42.12147403051806, "zero_downtime": 5.145735795526888, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 6988032, "heap_mib": 6.664306640625, "mobile_score": 96858.69901979058, "mobile_throughput": 1882309.991585429, "mobile_availability": 47330.650870310026, "mobile_accuracy": 57487.72844305134, "soft_acc_blocks": [ 25.000007666666665, 25.000011666666666, 25.000009000000002, 25.00000916666667, 25.000004, 25.000004333333333, 25.0000135, 25.00001466666667, 24.999998, 25.0000215, 25.00001425, 25.000017, 24.99999225, 24.999992428571428, 25.000005833333333, 25.0000054, 25.000004333333333, 24.9999986, 25.000003, 25.0000015, 25.000000166666666, 25.0000014, 25.000004571428573, 25.0000076, 24.999996666666664, 25.00000585714286, 25.0000075, 24.99999825, 25.000012142857145, 25.00000042857143, 24.99998825, 25.000002571428574, 24.999995666666667, 25.0000014, 25.000004, 24.999988600000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062598499, "time_to_acc50_sec": 0.216802332, "acc_per_sec": 12.298236281561444, "mobile_acc_per_sec": 28279.90220871617 }, "started": "2026-08-17T23:04:51.065143868+10:00", "ended": "2026-08-17T23:04:53.098887981+10:00" }, "acc_per_sec": { "cell": { "id": "int64|none|sgd|cnn|simd", "dtype": 6, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 12064, "total_correct": 3565, "total_train": 369, "infer_ms": 881.274789, "train_ms": 1702.306321, "blocked_train": 1702306321, "duration": 2001051355, "avg_accuracy": 29.919239190876624, "soft_acc": 24.99990910670759, "adapt_pct": 24.999727798394513, "stability": 99.99959645516736, "consistency": 100, "throughput": 6028.83077930801, "availability": 34.11059113216693, "score": 514.115585101873, "zero_downtime": 8.527616778802393, "weight_bytes": 3328, "weight_mib": 0.003173828125, "heap_bytes": 3435288, "heap_mib": 3.2761459350585938, "mobile_score": 161985.95665979013, "mobile_throughput": 1899545.4516958161, "mobile_availability": 10747.460098258134, "mobile_accuracy": 7876.894438544176, "soft_acc_blocks": [ 25.000142472222223, 25.000382970588234, 25.000016424242425, 25.000435868421054, 25.000340454545455, 24.99977309090909, 25.000114535714285, 25.000138500000002, 25.0005085, 25.000485757575756, 25.000271277777777, 25.000289921052634, 24.99999096875, 24.99945717948718, 24.999727034482756, 24.999278153846156, 24.999494394736843, 24.999111864864865, 24.999222848484848, 24.999625982142856, 24.999325846153845, 24.999418609375, 24.99951287878788, 24.999691114285714, 24.999269342857144, 24.99948115, 24.999569485714286, 25.000016911764707, 25.000224588235294, 25.00005463888889, 24.99991572972973, 25.00032937142857, 24.99988671794872, 24.999902799999997, 24.999871967741935, 24.999695153846154, 25.000506083333335, 25.000391, 25.00032332352941, 25.00016935483871 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.058259231, "time_to_acc50_sec": 0, "acc_per_sec": 12.493387060877101, "mobile_acc_per_sec": 3936.3779539502 }, "started": "2026-08-17T22:58:11.779777218+10:00", "ended": "2026-08-17T22:58:13.781326591+10:00" } }, "best_learn_mobile": { "acc_per_sec": { "cell": { "id": "binary|none|sgd|cnn|simd", "dtype": 20, "format": 0, "mode": "sgd", "arch": "cnn", "cams": 1, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 28280, "total_correct": 7035, "total_train": 514, "infer_ms": 858.776837, "train_ms": 1630.125515, "blocked_train": 1630125515, "duration": 2003857661, "avg_accuracy": 24.582544247140394, "soft_acc": 24.997686175577876, "adapt_pct": 24.997979904758935, "stability": 99.9963041580754, "consistency": 100, "throughput": 14112.778841730315, "availability": 34.504239843315474, "score": 1217.264093183233, "zero_downtime": 8.625261593300705, "weight_bytes": 52, "weight_mib": 0.000049591064453125, "heap_bytes": 3906128, "heap_mib": 3.7251739501953125, "mobile_score": 24546036.803340416, "mobile_throughput": 284583099.74511933, "mobile_availability": 695775.3422681609, "mobile_accuracy": 504076.41883159126, "soft_acc_blocks": [ 24.99774330681818, 24.997217415584416, 24.995155776470586, 24.998091505617978, 24.99763465909091, 24.996881397435896, 24.99658026923077, 24.996840986842106, 24.995461000000002, 24.998140602941177, 24.99694842857143, 24.99568245783132, 24.996250426666666, 24.996060083333333, 24.993761804878048, 24.99333756756757, 24.99565503896104, 24.9933328045977, 24.994358875, 24.992980443181818, 24.993548320512822, 24.993543477777777, 24.993103022222222, 24.994253202531645, 24.994052546666666, 24.992497558441556, 24.99571598765432, 25.003577988235296, 25.00344026744186, 25.0022905, 25.00366634158416, 25.001625014778323, 25.00343778409091, 25.00181563529412, 25.00409611627907, 25.000942072289156, 25.002119399999998, 25.000483792682928, 25.001193246575344, 25.0039298974359 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.056935753, "time_to_acc50_sec": 0, "acc_per_sec": 12.474781349042074, "mobile_acc_per_sec": 251553.0063048681 }, "started": "2026-08-17T22:58:40.991258762+10:00", "ended": "2026-08-17T22:58:42.995594858+10:00" }, "to50": { "cell": { "id": "fp6|none|step_sgd|bicameral|simd", "dtype": 27, "format": 0, "mode": "step_sgd", "arch": "bicameral", "cams": 2, "backend": 1, "use_simd": true }, "epoch": 1, "status": "ok", "snapshot": { "total_outputs": 1664, "total_correct": 523, "total_train": 96, "infer_ms": 500.196753, "train_ms": 1929.955379, "blocked_train": 1929955379, "duration": 2032812137, "avg_accuracy": 30.80563822751323, "soft_acc": 25.000003976851854, "adapt_pct": 25.000001973214285, "stability": 99.99999247603705, "consistency": 100, "throughput": 818.570476687389, "availability": 20.582939907895444, "score": 42.12147403051806, "zero_downtime": 5.145735795526888, "weight_bytes": 456, "weight_mib": 0.00043487548828125, "heap_bytes": 6988032, "heap_mib": 6.664306640625, "mobile_score": 96858.69901979058, "mobile_throughput": 1882309.991585429, "mobile_availability": 47330.650870310026, "mobile_accuracy": 57487.72844305134, "soft_acc_blocks": [ 25.000007666666665, 25.000011666666666, 25.000009000000002, 25.00000916666667, 25.000004, 25.000004333333333, 25.0000135, 25.00001466666667, 24.999998, 25.0000215, 25.00001425, 25.000017, 24.99999225, 24.999992428571428, 25.000005833333333, 25.0000054, 25.000004333333333, 24.9999986, 25.000003, 25.0000015, 25.000000166666666, 25.0000014, 25.000004571428573, 25.0000076, 24.999996666666664, 25.00000585714286, 25.0000075, 24.99999825, 25.000012142857145, 25.00000042857143, 24.99998825, 25.000002571428574, 24.999995666666667, 25.0000014, 25.000004, 24.999988600000002 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.062598499, "time_to_acc50_sec": 0.216802332, "acc_per_sec": 12.298236281561444, "mobile_acc_per_sec": 28279.90220871617 }, "started": "2026-08-17T23:04:51.065143868+10:00", "ended": "2026-08-17T23:04:53.098887981+10:00" } } }