{ "version": 2, "mode": "sprint", "epoch": 1, "updated_at": "2026-08-19T09:43:46.373823028+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": 30160, "total_correct": 10108, "total_train": 826, "infer_ms": 727.802504, "train_ms": 1593.281975, "blocked_train": 1593281975, "duration": 2002276076, "avg_accuracy": 25.5912579228415, "soft_acc": 19.08993862415408, "adapt_pct": 16.062723251044094, "stability": 88.78628755056931, "consistency": 74.35897435897436, "throughput": 15062.85789532652, "availability": 31.356140226036125, "score": 901.6427792021833, "zero_downtime": 5.985867924053984, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 46799920, "heap_mib": 44.63188171386719, "mobile_score": 1231042.9412040475, "mobile_throughput": 20565821.979752477, "mobile_availability": 42811.583455281325, "mobile_accuracy": 26064.129534845037, "soft_acc_blocks": [ 24.723762751552794, 24.93642743975904, 25.152703311764707, 25.318083926380368, 25.56593039869281, 25.555036820689658, 25.77011624489796, 25.68076448427673, 25.749024529801325, 26.07850628275862, 26.147764021276597, 26.224964727272724, 0, 0, 0, 25.756088365384617, 25.69951908208955, 25.665567596273288, 25.605799479041913, 25.457649867924527, 25.794600797101452, 25.909838461038962, 25.825098085526317, 25.816469532467533, 25.834399075, 25.578758480263158, 25.490182812121212, 25.60811818, 25.599761808695654, 26.275528, 0, 0, 0, 0, 0, 0, 0, 25.86231347560976, 25.824828304347825 ], "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", "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, 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": 0.229187323, "time_to_acc50_sec": 0, "acc_per_sec": 9.534119122219428, "mobile_acc_per_sec": 13017.250641536926 }, "started": "2026-08-19T02:03:51.16461495+10:00", "ended": "2026-08-19T02:03:53.167887326+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": 23272, "total_correct": 8237, "total_train": 1134, "infer_ms": 605.653039, "train_ms": 1667.965002, "blocked_train": 1667965002, "duration": 2002701023, "avg_accuracy": 27.369254254950032, "soft_acc": 19.51571977984352, "adapt_pct": 16.337170646298418, "stability": 88.72515149025237, "consistency": 75, "throughput": 11620.30664224612, "availability": 26.638293155591658, "score": 604.0996111805578, "zero_downtime": 5.198654646378503, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 35966872, "heap_mib": 34.300682067871094, "mobile_score": 1649594.671597043, "mobile_throughput": 31731184.004426736, "mobile_availability": 72740.29917686895, "mobile_accuracy": 53290.92547882604, "soft_acc_blocks": [ 25.075042314917127, 25.265910640350878, 25.522562790816327, 25.8165188226601, 25.74407727071823, 25.895807638461537, 25.773841843750002, 25.75588964390244, 0, 25.739971447761196, 25.648694788461537, 0, 27.034533, 0, 25.5104225, 0, 0, 0, 26.135908509803922, 26.13304604651163, 27.081591, 26.14304252173913, 26.32536651219512, 26.166366635294118, 0, 0, 25.864647510791368, 25.767458626262627, 26.520303533333333, 25.925186767441858, 25.838973642857145, 26.284198088235296, 26.48324, 0, 26.153899434210526, 26.282487, 0, 26.876106, 26.40648980612245, 25.457206857142857 ], "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", "B", "A2", "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, 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, false ], "time_to_acc25_sec": 0.099818195, "time_to_acc50_sec": 0.714384366, "acc_per_sec": 9.744699561100447, "mobile_acc_per_sec": 26609.526268178288 }, "started": "2026-08-19T02:03:53.282602211+10:00", "ended": "2026-08-19T02:03:55.285947973+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": 12240, "total_correct": 4290, "total_train": 599, "infer_ms": 448.365752, "train_ms": 1679.201841, "blocked_train": 1679201841, "duration": 2049692757, "avg_accuracy": 24.210625803671277, "soft_acc": 17.36265663935725, "adapt_pct": 15.844903364880953, "stability": 87.98755467075092, "consistency": 67.64705882352942, "throughput": 5971.626702684397, "availability": 21.07410140458931, "score": 218.50324628197816, "zero_downtime": 3.6590238667088055, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 62760912, "heap_mib": 59.85346984863281, "mobile_score": 1193319.06236131, "mobile_throughput": 32613043.96559372, "mobile_availability": 115092.69247093041, "mobile_accuracy": 94823.25545974307, "soft_acc_blocks": [ 25.4465164875, 25.13703866666667, 25.276072838709677, 0, 25.246647, 0, 0, 0, 0, 25.371161, 25.3219213, 24.539247, 25.49694554901961, 25.671572625, 25.42949311711712, 25.526158169014085, 25.96491635114504, 25.73155504494382, 25.949693913793105, 25.682732975609756, 26.1205, 0, 26.019208333333335, 25.507689285714285, 0, 0, 0, 26.08924544680851, 26.18030427, 26.248295867132867, 26.325021614285713, 26.048388882352942, 0, 0 ], "phase_blocks": [ "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, 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": 0.206486117, "time_to_acc50_sec": 0.450748776, "acc_per_sec": 8.470858171333848, "mobile_acc_per_sec": 46262.18009304459 }, "started": "2026-08-19T02:03:55.512033375+10:00", "ended": "2026-08-19T02:03:57.562144152+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": 36192, "total_correct": 12859, "total_train": 750, "infer_ms": 828.871223, "train_ms": 1499.67031, "blocked_train": 1499670310, "duration": 2065077102, "avg_accuracy": 34.21914671910945, "soft_acc": 23.917364215823397, "adapt_pct": 25.272377287228277, "stability": 94.10858325687103, "consistency": 94.28571428571428, "throughput": 17525.737884047296, "availability": 35.59615369763731, "score": 1492.0820385538298, "zero_downtime": 8.513661726688204, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 64321008, "heap_mib": 61.34129333496094, "mobile_score": 8148757.373221982, "mobile_throughput": 95713896.4974103, "mobile_availability": 194402.46072736324, "mobile_accuracy": 130620.69843735018, "soft_acc_blocks": [ 24.6131795704698, 25.022176217105265, 25.36419499342105, 25.565754969512195, 25.634121471910113, 25.65647046153846, 25.732271130681816, 25.67936500628931, 25.41081394375, 25.203647672955977, 25.259813439490447, 25.243928974358976, 25.247185337837838, 25.189722633333336, 25.3047581125, 25.51228317647059, 0, 0, 25.469490130434785, 25.57563696688742, 25.516017428571427, 25.244854313253015, 25.25165262420382, 25.270660512820513, 25.293646816993466, 25.33783303125, 25.378938450617284, 25.33894205882353, 25.334958344086022, 25.331931, 25.353725514563106, 25.412610398876403, 25.439021384146344, 25.423814466666666, 25.494327 ], "phase_blocks": [ "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, 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": 0.38310703, "time_to_acc50_sec": 1.234366864, "acc_per_sec": 11.58182626336796, "mobile_acc_per_sec": 63252.213833006885 }, "started": "2026-08-19T02:03:57.741004175+10:00", "ended": "2026-08-19T02:03:59.806632578+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": 26800, "total_correct": 8188, "total_train": 750, "infer_ms": 745.651224, "train_ms": 1612.21495, "blocked_train": 1612214950, "duration": 2001870556, "avg_accuracy": 26.47088665046887, "soft_acc": 22.78250715542938, "adapt_pct": 22.211243747080466, "stability": 92.18392684991734, "consistency": 89.47368421052632, "throughput": 13387.478985429465, "availability": 31.62398410148277, "score": 964.5325769612742, "zero_downtime": 7.204736440752161, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 33405840, "heap_mib": 31.858291625976562, "mobile_score": 10535267.827289011, "mobile_throughput": 146226970.4648509, "mobile_availability": 345418.23701246246, "mobile_accuracy": 248845.7314897033, "soft_acc_blocks": [ 25.258855012987013, 25.432583, 0, 0, 0, 25.260974428571426, 25.45604648, 25.27396978787879, 25.395920992857143, 25.352815643564355, 25.322432, 0, 25.3707195, 25.503578461538464, 25.584154014184396, 25.62411911764706, 25.59911804411765, 25.720643615384613, 25.5804316015625, 25.63454337410072, 25.62944942857143, 25.749558962121213, 25.787451791366905, 25.787327, 25.291348000000003, 25.267139138686133, 25.27125979326923, 25.40175106896552, 25.358293297101447, 25.464603011111112, 25.180314, 25.2336975, 25.577758588235294, 25.686044634146338, 25.48770369072165, 25.216796, 25.497124329411765, 25.476746598214284 ], "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", "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, false, false ], "time_to_acc25_sec": 0.112778431, "time_to_acc50_sec": 0, "acc_per_sec": 11.380609543981613, "mobile_acc_per_sec": 124306.6045123965 }, "started": "2026-08-19T02:04:00.172837557+10:00", "ended": "2026-08-19T02:04:02.17510431+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": 18560, "total_correct": 6137, "total_train": 638, "infer_ms": 545.745879, "train_ms": 1479.994663, "blocked_train": 1479994663, "duration": 2019448647, "avg_accuracy": 25.086704777346554, "soft_acc": 18.15943917758383, "adapt_pct": 22.032092891053924, "stability": 88.51049180128547, "consistency": 71.42857142857143, "throughput": 9190.627366321933, "availability": 26.94056162104495, "score": 449.6289178233987, "zero_downtime": 4.89225490167315, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 61045968, "heap_mib": 58.21797180175781, "mobile_score": 4911146.793079043, "mobile_throughput": 100386159.17987902, "mobile_availability": 294262.774399467, "mobile_accuracy": 198349.50099035565, "soft_acc_blocks": [ 25.031335101796408, 25.258212584158414, 25.61341864492754, 25.594721429577465, 25.60462643292683, 25.61491354255319, 25.699998658536586, 25.95444257142857, 25.811255666666668, 25.330632842105263, 25.272945009345793, 25.16327997802198, 25.28442327972028, 25.10455493129771, 25.37753566875, 24.683365, 25.31274075925926, 25.328956349397593, 26.200477, 0, 25.297886384615385, 25.375930595238092, 25.331869424, 24.497662, 0, 0, 0, 0, 0, 0, 0, 0, 25.8769145, 25.958272861111112, 0 ], "phase_blocks": [ "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, 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": 0.238490795, "time_to_acc50_sec": 1.202747862, "acc_per_sec": 8.992275790008653, "mobile_acc_per_sec": 98219.63102900119 }, "started": "2026-08-19T02:04:02.285844984+10:00", "ended": "2026-08-19T02:04:04.30592811+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": 8072, "total_correct": 2535, "total_train": 675, "infer_ms": 372.288577, "train_ms": 1454.364525, "blocked_train": 1454364525, "duration": 2002179671, "avg_accuracy": 17.618695689856104, "soft_acc": 14.597881753598951, "adapt_pct": 19.108185876742073, "stability": 87.35433586252195, "consistency": 57.14285714285714, "throughput": 4031.606212427676, "availability": 20.38091286147226, "score": 119.94760459677674, "zero_downtime": 2.975181559821761, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 52781688, "heap_mib": 50.33654022216797, "mobile_score": 163768.46280946585, "mobile_throughput": 5504486.3487012535, "mobile_availability": 27826.739693530126, "mobile_accuracy": 19930.974554247103, "soft_acc_blocks": [ 25.31037065079365, 25.40513872580645, 0, 25.23673903703704, 0, 24.844403, 25.74564195652174, 0, 0, 25.2337693, 25.09726096969697, 25.284782387096776, 26.38928457142857, 0, 0, 25.522399324324322, 25.792923691358023, 0, 0, 0, 0, 0, 25.69544781818182, 25.843247107142854, 25.71097943181818, 25.752538646153845, 25.928114644067794, 24.690301, 0, 0, 25.870593508474578, 25.793025333333333, 0, 0, 25.778900272727274 ], "phase_blocks": [ "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, 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": 0.318281581, "time_to_acc50_sec": 0, "acc_per_sec": 7.290994891736143, "mobile_acc_per_sec": 9954.638358850414 }, "started": "2026-08-19T02:04:04.603566605+10:00", "ended": "2026-08-19T02:04:06.606562159+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": 25472, "total_correct": 8360, "total_train": 674, "infer_ms": 811.361107, "train_ms": 1526.792665, "blocked_train": 1526792665, "duration": 2002482846, "avg_accuracy": 31.627972196059083, "soft_acc": 24.13086380779875, "adapt_pct": 25.610834828213683, "stability": 94.13432970370035, "consistency": 94.44444444444444, "throughput": 12720.208840180996, "availability": 34.70093014053483, "score": 1065.143756767238, "zero_downtime": 8.373634192251847, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 60119408, "heap_mib": 57.33433532714844, "mobile_score": 2908552.5518124048, "mobile_throughput": 34734650.27292091, "mobile_availability": 94756.6732370871, "mobile_accuracy": 65893.34543782912, "soft_acc_blocks": [ 24.019615198630138, 24.884064792452833, 25.160914645454547, 25.44540861607143, 25.520689299145296, 25.472050103448275, 25.559353608695652, 25.4375444122807, 25.569586007999998, 25.416089408333335, 25.438313615384615, 25.502941666666665, 25.620650321100918, 25.41323675925926, 25.513784104761903, 25.599597304347824, 25.60634892783505, 25.630710954545453, 25.67697892857143, 0, 25.656701272727275, 26.647353, 25.457585076923074, 25.318281546391752, 25.48546399090909, 25.671271045045046, 25.68802260683761, 25.572078739495797, 25.955902900826448, 25.613455716666667, 25.710266764044942, 0, 26.4231105, 25.94138931313131, 25.675532894308944, 25.406803038461536 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.339155447, "time_to_acc50_sec": 1.242297161, "acc_per_sec": 12.05047217058595, "mobile_acc_per_sec": 32905.82267381337 }, "started": "2026-08-19T02:04:06.712542165+10:00", "ended": "2026-08-19T02:04:08.715417146+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": 26976, "total_correct": 9291, "total_train": 657, "infer_ms": 906.65914, "train_ms": 1458.354718, "blocked_train": 1458354718, "duration": 2020821562, "avg_accuracy": 33.921335686053936, "soft_acc": 24.813030669156134, "adapt_pct": 22.242678032974755, "stability": 95.7914114055219, "consistency": 97.22222222222221, "throughput": 13349.026211548311, "availability": 38.33631405300628, "score": 1269.8129513474726, "zero_downtime": 9.51240136339646, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 63844824, "heap_mib": 60.887168884277344, "mobile_score": 6934871.7982923305, "mobile_throughput": 72903481.81666918, "mobile_availability": 209367.38981481828, "mobile_accuracy": 135512.2314944847, "soft_acc_blocks": [ 24.750184807017543, 24.797983084033614, 25.115865362204723, 25.25411913888889, 25.589771394957985, 25.6326941779661, 25.57631569090909, 25.452488759689924, 26.781091, 0, 25.47736752777778, 25.333075693877554, 25.28843988659794, 25.42144124590164, 25.30478246875, 25.305622224, 24.812601, 25.637059866666668, 25.67395879047619, 25.693447159292035, 25.695617836206896, 25.79930248739496, 25.577266707964604, 25.360973637931036, 25.43379202631579, 25.470508783333333, 25.573811114285714, 25.673515150442476, 25.53080068181818, 25.652145566666665, 25.69441183168317, 25.578183242990654, 25.902990711711713, 25.911759999999997, 25.765918900000003, 25.74979613186813 ], "phase_blocks": [ "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, 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": 0.347707722, "time_to_acc50_sec": 0.656495831, "acc_per_sec": 12.278684637845394, "mobile_acc_per_sec": 67057.98970215298 }, "started": "2026-08-19T02:04:08.90857808+10:00", "ended": "2026-08-19T02:04:10.929808703+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": 26696, "total_correct": 9315, "total_train": 1051, "infer_ms": 732.181395, "train_ms": 1619.065802, "blocked_train": 1619065802, "duration": 2025579834, "avg_accuracy": 32.84768840830171, "soft_acc": 23.076975288808164, "adapt_pct": 22.321956494965086, "stability": 92.06106596431304, "consistency": 89.47368421052632, "throughput": 13179.436106096226, "availability": 31.140128351208826, "score": 947.1006011484701, "zero_downtime": 7.1861997245116065, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 33453408, "heap_mib": 31.903656005859375, "mobile_score": 10344864.166144356, "mobile_throughput": 143954587.44152036, "mobile_availability": 340133.2419374703, "mobile_accuracy": 252062.10875455532, "soft_acc_blocks": [ 25.06621994444445, 25.270957324022344, 25.56022597252747, 25.74356306547619, 25.65929961627907, 25.629121954545454, 25.836992469387756, 25.925880866666667, 26.034977175, 25.891600458646614, 25.918785435897437, 25.126349461538464, 25.667381, 25.32223262666667, 25.509745326666668, 25.797191937823833, 25.594254713414635, 25.611069222222223, 25.57783399431818, 25.46388209865471, 25.6567404, 25.663170421686747, 25.612751375, 26.640661, 0, 25.486189415384615, 25.591922129464287, 25.871832, 0, 25.926184957446807, 0, 28.993104, 26.033257992125986, 25.75991, 0, 26.5710215, 25.723156119402987, 25.187595 ], "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", "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, false, false ], "time_to_acc25_sec": 0.158400375, "time_to_acc50_sec": 0.76435099, "acc_per_sec": 11.392774997782764, "mobile_acc_per_sec": 124439.4837091152 }, "started": "2026-08-19T02:04:11.203040526+10:00", "ended": "2026-08-19T02:04:13.229048015+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": 9896, "total_correct": 3333, "total_train": 619, "infer_ms": 437.80347, "train_ms": 1494.435383, "blocked_train": 1494435383, "duration": 2042498187, "avg_accuracy": 24.800668138843395, "soft_acc": 18.639621051116194, "adapt_pct": 22.533561313419845, "stability": 88.57997728871263, "consistency": 72.72727272727273, "throughput": 4845.047140303777, "availability": 22.6578339070382, "score": 204.62254153888935, "zero_downtime": 4.223334378663235, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 62761072, "heap_mib": 59.85362243652344, "mobile_score": 276497.79138747737, "mobile_throughput": 6546907.410040172, "mobile_availability": 30616.573256322794, "mobile_accuracy": 25186.93206610208, "soft_acc_blocks": [ 25.77616638888889, 25.310299623376622, 25.357842361702126, 0, 0, 0, 0, 0, 25.45030712121212, 25.63972, 25.67396625, 25.416140694117647, 25.528433732673268, 26.364511, 0, 25.653397535714284, 25.664271082474226, 25.568435720338982, 24.505419, 25.710519536231885, 26.0287225, 25.560840942028985, 26.498793, 0, 24.6204095, 0, 0, 25.803948947368422, 25.82108328125, 25.728310078431374, 25.713958, 25.947318307692306, 25.764680083333335 ], "phase_blocks": [ "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, 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": 0.270767712, "time_to_acc50_sec": 1.016491967, "acc_per_sec": 9.125893560029972, "mobile_acc_per_sec": 12331.434234023181 }, "started": "2026-08-19T02:04:13.421202232+10:00", "ended": "2026-08-19T02:04:15.464147032+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": 25640, "total_correct": 8655, "total_train": 646, "infer_ms": 751.362878, "train_ms": 1326.024548, "blocked_train": 1326024548, "duration": 2004182479, "avg_accuracy": 32.123415672178005, "soft_acc": 23.977888164103504, "adapt_pct": 25.426637523675954, "stability": 93.79363764884519, "consistency": 93.75, "throughput": 12793.246258091853, "availability": 36.1686447408005, "score": 1109.4913631356803, "zero_downtime": 8.672477186421048, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 94954040, "heap_mib": 90.55522918701172, "mobile_score": 2967821.468345304, "mobile_throughput": 34221150.48042072, "mobile_availability": 96748.91027482048, "mobile_accuracy": 64139.38280500764, "soft_acc_blocks": [ 24.947664742857143, 24.957483077519377, 24.96492273333333, 25.015767248, 25.177347424, 25.361683414634147, 25.26392930172414, 25.284194196850393, 25.337201559322036, 25.57406675213675, 25.684072440677966, 25.667733204918033, 25.677061529411766, 25.651455933333335, 0, 0, 25.722913642857144, 25.674977666666667, 25.421043513274338, 25.56177990825688, 25.705039921739132, 25.63808250892857, 25.75371978761062, 25.719879226086956, 25.69285705982906, 25.7033667008547, 25.787871596491225, 25.679748009090908, 25.770994805309734, 25.752075579831935, 25.607879765765766, 27.535608 ], "phase_blocks": [ "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, 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": 0.479168461, "time_to_acc50_sec": 2.000613579, "acc_per_sec": 11.963924650248131, "mobile_acc_per_sec": 32002.765954231083 }, "started": "2026-08-19T02:04:15.712218747+10:00", "ended": "2026-08-19T02:04:17.71725289+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": 27600, "total_correct": 9782, "total_train": 767, "infer_ms": 861.692511, "train_ms": 1552.633179, "blocked_train": 1552633179, "duration": 2002894877, "avg_accuracy": 32.52956763365675, "soft_acc": 22.952372011945418, "adapt_pct": 25.428786627346376, "stability": 92.23869201856454, "consistency": 89.74358974358975, "throughput": 13780.054218991343, "availability": 35.690814812975795, "score": 1128.8466892570557, "zero_downtime": 8.191888589968725, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 36084216, "heap_mib": 34.41259002685547, "mobile_score": 5918407.7301720325, "mobile_throughput": 72247170.66366534, "mobile_availability": 187122.65916665454, "mobile_accuracy": 120336.5321739884, "soft_acc_blocks": [ 25.308260746478872, 0, 0, 0, 25.529289028169014, 25.741447075757574, 25.87408883006536, 25.718429, 0, 25.952450015151516, 25.883321120879124, 25.460871034188035, 25.12182804, 25.385283675213678, 25.47917573170732, 25.57148605982906, 25.497119008333335, 25.465215504065043, 25.33831408, 25.403896598360657, 25.64816649593496, 25.73773760769231, 25.686104008333334, 25.64657484375, 25.49957323015873, 25.29655853896104, 25.55741707246377, 25.62958569607843, 25.47406970909091, 25.563284606557378, 25.823237, 25.50114472222222, 25.347126671641792, 25.456264326530615, 25.642162074999998, 25.691952926829266, 25.802631441860466, 25.761041853658536, 25.64740009090909 ], "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", "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, false, false, false ], "time_to_acc25_sec": 0.34826944, "time_to_acc50_sec": 0.512083659, "acc_per_sec": 11.459598941270555, "mobile_acc_per_sec": 60081.302097208565 }, "started": "2026-08-19T02:04:18.371509559+10:00", "ended": "2026-08-19T02:04:20.374795789+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": 26968, "total_correct": 9506, "total_train": 775, "infer_ms": 756.712126, "train_ms": 1559.196331, "blocked_train": 1559196331, "duration": 2002104879, "avg_accuracy": 32.22087785970677, "soft_acc": 23.260021449860332, "adapt_pct": 19.068802202278608, "stability": 92.75714952063987, "consistency": 91.17647058823529, "throughput": 13469.823825348163, "availability": 32.67452665120606, "score": 1023.7203375155776, "zero_downtime": 7.60010190771086, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 47503280, "heap_mib": 45.30265808105469, "mobile_score": 10321620.929141676, "mobile_throughput": 135808980.64892572, "mobile_availability": 329439.65824822156, "mobile_accuracy": 234518.27165200718, "soft_acc_blocks": [ 25.29210115425532, 25.209690157575757, 25.337064595588235, 25.428599315315317, 24.97578, 25.56437229787234, 25.606661805555557, 25.4925147398374, 25.625286520000003, 25.85094542675159, 25.950008686746987, 25.298986789156626, 25.10540207784431, 25.16693598757764, 25.574019888888888, 25.651710455128207, 25.652500940476187, 25.546443806122447, 24.282865, 25.751900891891893, 25.630578728070176, 25.730023613793104, 25.53865525, 0, 0, 25.642358323741007, 25.762714551020405, 25.687763220338983, 0, 25.359595, 25.474450952380955, 25.664762495726496, 25.891061623595505, 26.094975 ], "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" ], "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 ], "time_to_acc25_sec": 0.152343981, "time_to_acc50_sec": 2.000630663, "acc_per_sec": 11.617783710450832, "mobile_acc_per_sec": 117135.8574227855 }, "started": "2026-08-19T02:04:20.636033416+10:00", "ended": "2026-08-19T02:04:22.638691523+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": 14304, "total_correct": 4446, "total_train": 691, "infer_ms": 559.065284, "train_ms": 1640.56297, "blocked_train": 1640562970, "duration": 2042815062, "avg_accuracy": 18.419342710474815, "soft_acc": 14.06741728752386, "adapt_pct": 12.630148003760816, "stability": 87.41708475048674, "consistency": 55.55555555555556, "throughput": 7002.102278409773, "availability": 25.416353103454906, "score": 250.3548768996237, "zero_downtime": 3.5754244503335224, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 34119192, "heap_mib": 32.538597106933594, "mobile_score": 5469085.737497913, "mobile_throughput": 152963258.3059543, "mobile_availability": 555228.7056626736, "mobile_accuracy": 307307.4197850546, "soft_acc_blocks": [ 25.48899723076923, 25.261353330769232, 25.22332890909091, 0, 0, 25.149870379310343, 25.138698666666667, 25.271341845238094, 0, 25.606443, 25.141388424657535, 25.17625302631579, 0, 0, 0, 0, 0, 25.301475670731705, 25.291126245614034, 25.1897826875, 25.38088755017301, 25.813314, 0, 25.386728970588234, 25.11294064102564, 0, 25.36526139215686, 25.2908741595092, 25.425532601694915, 25.41142361904762, 0, 0, 0, 0, 0, 0 ], "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": 0.114913166, "time_to_acc50_sec": 0.626899377, "acc_per_sec": 6.886290173399877, "mobile_acc_per_sec": 150433.30426797812 }, "started": "2026-08-19T02:04:23.232243568+10:00", "ended": "2026-08-19T02:04:25.275583836+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": 25536, "total_correct": 7632, "total_train": 699, "infer_ms": 816.026602, "train_ms": 1523.649748, "blocked_train": 1523649748, "duration": 2001807900, "avg_accuracy": 25.89633228909772, "soft_acc": 21.84848382236042, "adapt_pct": 25.160654734534127, "stability": 91.36273042922143, "consistency": 86.48648648648648, "throughput": 12756.468790037245, "availability": 34.8777557203585, "score": 972.0761927335146, "zero_downtime": 7.620260816164913, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 61488528, "heap_mib": 58.64002990722656, "mobile_score": 18201710.10485246, "mobile_throughput": 238859411.03539452, "mobile_availability": 653071.0282541185, "mobile_accuracy": 409103.495937775, "soft_acc_blocks": [ 25.314266713043477, 25.362312180851067, 25.249471773913044, 25.445838236842103, 25.497397104761905, 25.504898, 0, 25.127947666666667, 25.233486803738316, 25.22678008264463, 25.2381735046729, 25.089294846153848, 25.105025035971224, 25.10404337383178, 25.18239927433628, 25.081289256637167, 25.281985060869562, 25.12310294957983, 25.241137184, 25.220917649122807, 25.122177216216215, 25.23461438655462, 25.05555636521739, 25.190939549549547, 25.139578714285715, 25.239889777777776, 0, 0, 0, 0, 25.40895494736842, 25.41113225, 25.42068200840336, 25.387383774774776, 25.439875838983053, 25.487506181818183, 25.22584371875 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.237174704, "time_to_acc50_sec": 0, "acc_per_sec": 10.91437586112055, "mobile_acc_per_sec": 204367.01040982755 }, "started": "2026-08-19T02:04:25.461568377+10:00", "ended": "2026-08-19T02:04:27.463868724+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": 36760, "total_correct": 9237, "total_train": 859, "infer_ms": 831.851193, "train_ms": 1492.426006, "blocked_train": 1492426006, "duration": 2002521544, "avg_accuracy": 24.367566365222142, "soft_acc": 23.68421052631579, "adapt_pct": 25, "stability": 94.4175780432641, "consistency": 94.73684210526315, "throughput": 18356.85618970799, "availability": 35.78967230577732, "score": 1556.0191600908847, "zero_downtime": 8.47650133557884, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39489064, "heap_mib": 37.659706115722656, "mobile_score": 33991757.22523874, "mobile_throughput": 401011642.41623425, "mobile_availability": 781837.3214104743, "mobile_accuracy": 517389.47368421056, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 0, 0, 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", "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.222579054, "time_to_acc50_sec": 1.299154917, "acc_per_sec": 11.827193868290184, "mobile_acc_per_sec": 258368.99245075518 }, "started": "2026-08-19T02:04:27.813070714+10:00", "ended": "2026-08-19T02:04:29.816171789+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": 20984, "total_correct": 5248, "total_train": 695, "infer_ms": 496.884035, "train_ms": 1456.997842, "blocked_train": 1456997842, "duration": 2031864457, "avg_accuracy": 18.193831082171002, "soft_acc": 18.590439821339466, "adapt_pct": 18.24714161223995, "stability": 89.25638452989523, "consistency": 75, "throughput": 10327.46053886999, "availability": 25.430607696864367, "score": 488.24740888065526, "zero_downtime": 4.727661820086492, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 57735472, "heap_mib": 55.06083679199219, "mobile_score": 21331854.792268414, "mobile_throughput": 451213635.9169224, "mobile_availability": 1111080.2040144687, "mobile_accuracy": 812228.7094208688, "soft_acc_blocks": [ 25.113486716867467, 25.194586616666665, 25.321785916030535, 25.07661079775281, 25.155300747126436, 25.226138555555558, 24.562136293785308, 24.336519261363637, 24.376947188172043, 24.402343081871347, 24.406752068571432, 24.433462941860466, 24.20395775, 24.287904047619048, 0, 0, 0, 24.324912768115944, 24.537217315789473, 23.48363, 0, 0, 24.815557072727273, 25.140397659999998, 25.170974766666667, 26.325215, 0, 24.95133271875, 25.091275892307692, 24.95562910526316, 0, 0 ], "phase_blocks": [ "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, 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": 0.417849307, "time_to_acc50_sec": 0, "acc_per_sec": 9.149448801711808, "mobile_acc_per_sec": 399745.51777932333 }, "started": "2026-08-19T02:04:29.988743804+10:00", "ended": "2026-08-19T02:04:32.021149041+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": 8016, "total_correct": 1570, "total_train": 446, "infer_ms": 343.831608, "train_ms": 1192.602479, "blocked_train": 1192602479, "duration": 2003727584, "avg_accuracy": 11.29171077332121, "soft_acc": 13.807461736709488, "adapt_pct": 15.344182772897474, "stability": 87.75959031967149, "consistency": 56.00000000000001, "throughput": 4000.5438184355503, "availability": 22.378545940187806, "score": 123.61317021263237, "zero_downtime": 3.089909167923386, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 103108328, "heap_mib": 98.3317642211914, "mobile_score": 4050556.3615275375, "mobile_throughput": 131089819.84249611, "mobile_availability": 733300.193368074, "mobile_accuracy": 452442.9061884965, "soft_acc_blocks": [ 24.718601680555555, 24.632569658227847, 24.655107448, 24.499495396396394, 24.640590886597938, 0, 24.220319536585365, 24.678734590163934, 24.967696363636364, 24.92482187096774, 24.325353156626505, 24.247688, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.99153857142857, 24.918843638297872, 24.765182620253164 ], "phase_blocks": [ "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": [ true, 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": 1.334016778, "time_to_acc50_sec": 0, "acc_per_sec": 6.890887687010795, "mobile_acc_per_sec": 225800.60772796973 }, "started": "2026-08-19T02:04:32.574372777+10:00", "ended": "2026-08-19T02:04:34.579040984+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": 31320, "total_correct": 8186, "total_train": 549, "infer_ms": 662.678511, "train_ms": 1027.476526, "blocked_train": 1027476526, "duration": 2002986960, "avg_accuracy": 25.99874818882652, "soft_acc": 24.860271077187555, "adapt_pct": 24.80235801615411, "stability": 99.885652286796, "consistency": 100, "throughput": 15636.646980467613, "availability": 39.20814934091754, "score": 1524.1434184518087, "zero_downtime": 9.747252210500625, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 95157088, "heap_mib": 90.74887084960938, "mobile_score": 66590842.04777182, "mobile_throughput": 683175531.0079503, "mobile_availability": 1713030.1834709144, "mobile_accuracy": 1086161.8168763758, "soft_acc_blocks": [ 24.948852403846153, 24.766536356687897, 24.9759352320442, 24.866071766871165, 25.106503651685394, 24.953255479381443, 24.982743809248554, 24.820386127388538, 24.949779279999998, 24.981658975903613, 25.026921654320986, 24.852419753731343, 24.958760129411765, 24.703405282608696, 24.70959440963855, 24.673726760869563, 24.774741916666667, 24.72739483908046, 24.9344217388535, 24.802135013157894, 24.779187341935483, 24.98852532876712, 24.817601060606062, 24.868109066666666, 24.758710734104042, 24.7241651, 24.775775870588234 ], "phase_blocks": [ "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": [ 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": 0.720356959, "time_to_acc50_sec": 0, "acc_per_sec": 12.411599063624237, "mobile_acc_per_sec": 542271.0374891186 }, "started": "2026-08-19T02:04:34.745308167+10:00", "ended": "2026-08-19T02:04:36.748928407+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": 26320, "total_correct": 6087, "total_train": 956, "infer_ms": 593.052375, "train_ms": 1675.158781, "blocked_train": 1675158781, "duration": 2003625344, "avg_accuracy": 17.36706929958935, "soft_acc": 18.466998098845917, "adapt_pct": 25.100000774971775, "stability": 88.95479072343332, "consistency": 73.68421052631578, "throughput": 13136.188399102222, "availability": 26.146259506361403, "score": 634.2715624665357, "zero_downtime": 4.8284292459590805, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 33353848, "heap_mib": 31.80870819091797, "mobile_score": 55423494.82374251, "mobile_throughput": 1147857657.2314177, "mobile_availability": 2284695.017345201, "mobile_accuracy": 1613670.916541288, "soft_acc_blocks": [ 25.110686325358852, 24.248312, 0, 0, 0, 26.782642, 0, 24.174129, 0, 0, 25.03205092647059, 25.29694322297297, 25.43931888757396, 25.446757696629213, 25.468938093023258, 25.424475258241756, 25.368094638743454, 25.128839, 0, 0, 0, 0, 25.398626399999998, 24.114902, 25.289114050000002, 24.916629020408163, 23.967259166666665, 24.9750460625, 24.92597796511628, 25.07477559748428, 25.157592880503145, 25.070864360465112, 25.008726832298137, 25.08224419018405, 24.866355352941177, 25.170427644578314, 25.030272550264552, 24.77592663372093 ], "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", "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, false, false ], "time_to_acc25_sec": 0.154055487, "time_to_acc50_sec": 0.406194329, "acc_per_sec": 9.216792028582923, "mobile_acc_per_sec": 805375.5765136139 }, "started": "2026-08-19T02:04:36.89938661+10:00", "ended": "2026-08-19T02:04:38.903420756+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": 18680, "total_correct": 6421, "total_train": 591, "infer_ms": 762.854201, "train_ms": 1559.786396, "blocked_train": 1559786396, "duration": 2070645008, "avg_accuracy": 27.486926116211478, "soft_acc": 20.073409787199985, "adapt_pct": 25.477255486279976, "stability": 89.45501957226743, "consistency": 78.37837837837837, "throughput": 9021.343556152431, "availability": 32.844263636196146, "score": 594.7738997101286, "zero_downtime": 6.592963631281963, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 59128528, "heap_mib": 56.38935852050781, "mobile_score": 812064.6310708956, "mobile_throughput": 12317141.068666786, "mobile_availability": 44843.36795128647, "mobile_accuracy": 27406.895496123714, "soft_acc_blocks": [ 25.57925016312057, 25.174535409090907, 25.308420428571427, 25.69115451, 25.846003999999997, 25.89545571962617, 25.763958092783508, 25.836416571428572, 25.698781141509432, 25.38685439175258, 25.30873521782178, 25.39722511764706, 25.563608076086958, 25.388086, 0, 0, 0, 0, 0, 0, 25.521632074074073, 25.789414708333336, 25.381494147058824, 25.50491705952381, 25.58752381553398, 25.687686064814812, 25.6328938019802, 25.62941316326531, 25.29018075, 0, 0, 25.947695060606062, 25.799042914285717, 25.94755788495575, 26.10029427586207, 25.445260833333332, 25.612670733333335 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.258210236, "time_to_acc50_sec": 0, "acc_per_sec": 9.69427869559763, "mobile_acc_per_sec": 13235.92184572263 }, "started": "2026-08-19T02:04:39.049943862+10:00", "ended": "2026-08-19T02:04:41.120987515+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": 10008, "total_correct": 3595, "total_train": 462, "infer_ms": 410.153385, "train_ms": 1412.978759, "blocked_train": 1412978759, "duration": 2007858722, "avg_accuracy": 18.734557982865812, "soft_acc": 13.467696085815794, "adapt_pct": 19.180407154340127, "stability": 87.29910708287717, "consistency": 52.94117647058824, "throughput": 4984.414436306141, "availability": 22.497183561259174, "score": 151.02039593333575, "zero_downtime": 3.0298523098984957, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 94004336, "heap_mib": 89.64952087402344, "mobile_score": 204067.47768839364, "mobile_throughput": 6735228.546345552, "mobile_availability": 30399.493234447036, "mobile_accuracy": 18198.32846762936, "soft_acc_blocks": [ 25.03412343243243, 0, 25.23796802857143, 0, 24.111618, 0, 0, 0, 0, 25.22070332653061, 25.25736097849462, 25.115078858490566, 25.382853146788992, 25.576435231481483, 25.727412271428573, 0, 0, 25.565958787234045, 25.620445122222222, 25.769759298076924, 25.513765493670885, 25.77266118556701, 25.909006952380953, 0, 0, 0, 0, 0, 0, 0, 0, 25.69727033870968, 25.761225854545454, 25.62802061111111 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.504129403, "time_to_acc50_sec": 0, "acc_per_sec": 6.707491885883689, "mobile_acc_per_sec": 9063.550272850998 }, "started": "2026-08-19T02:04:41.707578688+10:00", "ended": "2026-08-19T02:04:43.715872513+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": 24656, "total_correct": 8367, "total_train": 571, "infer_ms": 863.645679, "train_ms": 1328.213996, "blocked_train": 1328213996, "duration": 2033070757, "avg_accuracy": 33.34441744439172, "soft_acc": 25.508364708108292, "adapt_pct": 25.47022922239654, "stability": 99.72634825392834, "consistency": 100, "throughput": 12127.467730824284, "availability": 39.40241653471726, "score": 1218.9211232162381, "zero_downtime": 10.050912113483644, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 95567232, "heap_mib": 91.1400146484375, "mobile_score": 1647076.5923938018, "mobile_throughput": 16387334.540356707, "mobile_availability": 53242.8200003965, "mobile_accuracy": 34468.375041455365, "soft_acc_blocks": [ 25.20705112, 25.150953943396228, 25.245400362068963, 25.345930555555555, 25.627791876190475, 25.265298028037382, 25.277570708737862, 25.298863446601942, 25.224023700000004, 25.491859504854368, 25.584955657894735, 25.49868453846154, 25.615039120000002, 24.540712, 25.43540140909091, 25.564638597560975, 25.40751312037037, 25.66986514851485, 25.83960684761905, 25.472550773195877, 25.785912371134017, 25.598007903846153, 25.59861342857143, 25.64615952525253, 25.83972326, 25.590978576923078, 25.65876175925926, 25.69237218556701, 25.66841943, 25.73791080392157, 25.58578208411215, 26.10131887272727 ], "phase_blocks": [ "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, 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": 0.449737111, "time_to_acc50_sec": 0, "acc_per_sec": 12.54671762912396, "mobile_acc_per_sec": 16953.84920705707 }, "started": "2026-08-19T02:04:44.119625128+10:00", "ended": "2026-08-19T02:04:46.153431196+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": 22376, "total_correct": 7961, "total_train": 704, "infer_ms": 783.28841, "train_ms": 1624.738005, "blocked_train": 1624738005, "duration": 2002124566, "avg_accuracy": 28.751101016855475, "soft_acc": 20.417127905775956, "adapt_pct": 18.996026516035577, "stability": 89.62095646901949, "consistency": 79.48717948717949, "throughput": 11176.127789443446, "availability": 32.5282316307149, "score": 742.2436012050523, "zero_downtime": 6.6413306575301325, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 34643056, "heap_mib": 33.03819274902344, "mobile_score": 1013409.9301786314, "mobile_throughput": 15259139.808520118, "mobile_availability": 44411.878919802744, "mobile_accuracy": 27876.185300686106, "soft_acc_blocks": [ 24.92838679245283, 25.08093236190476, 25.370312062500002, 25.720134516129033, 26.917239, 0, 0, 0, 0, 0, 0, 25.83201581818182, 25.088185722891566, 25.133017655172416, 25.090555242718445, 25.109519590476193, 25.422932999999997, 25.58285096261682, 25.687516339622643, 25.626709599999998, 25.716610644859813, 25.69460634579439, 25.536243119266054, 25.69130578095238, 25.78903490825688, 25.465533689320388, 25.358904, 0, 0, 25.6654668, 25.855011234939756, 26.188909970588238, 25.978518318181816, 26.117167051724138, 25.96452314159292, 26.03551289423077, 26.16071072222222, 26.249658411214956, 26.20996262745098 ], "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", "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, 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": 0.124112263, "time_to_acc50_sec": 0.328184738, "acc_per_sec": 10.197731076526813, "mobile_acc_per_sec": 13923.302163151275 }, "started": "2026-08-19T02:04:46.752256616+10:00", "ended": "2026-08-19T02:04:48.754767015+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": 10352, "total_correct": 3603, "total_train": 617, "infer_ms": 523.010766, "train_ms": 1722.924535, "blocked_train": 1722924535, "duration": 2013780169, "avg_accuracy": 22.954967678393164, "soft_acc": 15.81728333863659, "adapt_pct": 18.860098698348054, "stability": 87.55010438664439, "consistency": 61.76470588235294, "throughput": 5140.580962787304, "availability": 23.286991649631673, "score": 189.34658874954286, "zero_downtime": 3.6833694502668846, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 33384608, "heap_mib": 31.838043212890625, "mobile_score": 129260.60458635459, "mobile_throughput": 3509303.270596133, "mobile_availability": 15897.252966148555, "mobile_accuracy": 10797.932092509245, "soft_acc_blocks": [ 25.349376673469386, 25.340825297297297, 26.045652, 0, 0, 26.228255400000002, 25.449267222222222, 25.584710495652175, 25.135315113207547, 25.24242637962963, 25.30635752293578, 25.331944313868615, 25.361395314285712, 26.178757, 0, 25.657984414634146, 25.84631956043956, 25.760970311926606, 0, 0, 0, 25.45861725714286, 24.406129, 0, 0, 0, 0, 25.838362614457832, 25.714278111111113, 0, 0, 0, 26.352266500000002, 26.198423011363637 ], "phase_blocks": [ "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, 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": 0.114520927, "time_to_acc50_sec": 0.968628829, "acc_per_sec": 7.854523339799853, "mobile_acc_per_sec": 5362.0212666367 }, "started": "2026-08-19T02:04:48.912363537+10:00", "ended": "2026-08-19T02:04:50.92656058+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": 13024, "total_correct": 4245, "total_train": 537, "infer_ms": 573.88556, "train_ms": 1485.646707, "blocked_train": 1485646707, "duration": 2022854162, "avg_accuracy": 25.349113458288635, "soft_acc": 19.51792028930149, "adapt_pct": 25.227552424150012, "stability": 89.22592346760597, "consistency": 76.66666666666667, "throughput": 6438.427566682883, "availability": 27.86484917936952, "score": 350.16283594823994, "zero_downtime": 5.438639051563423, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 79900528, "heap_mib": 76.19908142089844, "mobile_score": 7649423.872234617, "mobile_throughput": 140649596.3367098, "mobile_availability": 608716.918606387, "mobile_accuracy": 426375.4746932208, "soft_acc_blocks": [ 24.607492885714287, 24.71310912987013, 25.50739949032258, 25.211032977272726, 24.89512739506173, 25.00288020408163, 25.370412395604394, 25.961458, 0, 0, 0, 0, 0, 0, 0, 25.136309333333333, 25.382970482758623, 25.31037150980392, 25.48023726851852, 24.829326, 25.721031642857145, 25.6213787375, 25.719465393939394, 25.742580048076924, 25.639627914893616, 26.091811597938147, 25.87635282222222, 25.830932666666666, 26.132423, 25.753877782608697 ], "phase_blocks": [ "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, 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": 0.651848027, "time_to_acc50_sec": 0, "acc_per_sec": 9.648703626762734, "mobile_acc_per_sec": 210779.14696117418 }, "started": "2026-08-19T02:04:51.363122716+10:00", "ended": "2026-08-19T02:04:53.386535835+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": 12416, "total_correct": 4088, "total_train": 458, "infer_ms": 708.973767, "train_ms": 1545.969026, "blocked_train": 1545969026, "duration": 2013718760, "avg_accuracy": 29.77357921969798, "soft_acc": 23.069293923650818, "adapt_pct": 18.82136606978664, "stability": 92.81946847606626, "consistency": 91.17647058823529, "throughput": 6165.707072222935, "availability": 31.440875981459982, "score": 447.2103311706407, "zero_downtime": 7.253188092333537, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 65024824, "heap_mib": 62.01250457763672, "mobile_score": 6512972.503022024, "mobile_throughput": 89794617.4856005, "mobile_availability": 457890.9440713248, "mobile_accuracy": 335970.9436845289, "soft_acc_blocks": [ 24.90373111904762, 24.910185926829268, 0, 25.1701855, 25.218144, 25.28361275, 25.1735461147541, 25.09463627118644, 24.95323087272727, 25.090097916666664, 25.073589903225805, 24.988281155172412, 25.034638852459015, 25.09046324137931, 25.27414266101695, 25.446729644067798, 25.44837943859649, 25.42325914516129, 25.353255627118642, 25.378318771929827, 25.35946960869565, 0, 0, 25.033625884615386, 25.350694846153846, 25.5438925, 25.734434103448276, 25.477574431034483, 25.532388649122808, 25.629430016949154, 25.501581214285714, 25.309199169491524, 25.655801766666666, 25.919472302325584 ], "phase_blocks": [ "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, 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": 0.406994379, "time_to_acc50_sec": 0, "acc_per_sec": 11.456065455560843, "mobile_acc_per_sec": 166841.0457101412 }, "started": "2026-08-19T02:04:53.941910817+10:00", "ended": "2026-08-19T02:04:55.957470199+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": 12648, "total_correct": 4501, "total_train": 499, "infer_ms": 781.856379, "train_ms": 1599.0388, "blocked_train": 1599038800, "duration": 2001714391, "avg_accuracy": 31.006595402797398, "soft_acc": 21.962810588811905, "adapt_pct": 19.09059021894222, "stability": 91.17687354783943, "consistency": 86.11111111111111, "throughput": 6318.583738453024, "availability": 32.83875686322266, "score": 455.7160976486935, "zero_downtime": 7.212313969590063, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 64151736, "heap_mib": 61.17986297607422, "mobile_score": 6636846.705667729, "mobile_throughput": 92021045.30739053, "mobile_availability": 478249.05995292455, "mobile_accuracy": 319856.612166306, "soft_acc_blocks": [ 25.13068642647059, 25.010922302325582, 25.177307384615382, 25.28342392063492, 25.255555590163937, 25.610580564516127, 25.534648457627117, 25.552673050847456, 25.574855633333335, 25.307869116279072, 0, 0, 25.348055625, 25.554670216216216, 25.37028127118644, 25.35958501694915, 25.552014862068965, 25.546449431034482, 25.296416177777775, 25.45807346875, 25.593717964285712, 25.420355206896552, 25.395811833333333, 25.45771445762712, 25.7529420877193, 25.46232863157895, 25.589831910714285, 25.624544500000003, 25.78937905172414, 25.74401322413793, 26.041975, 0, 0, 0, 25.917053349999996, 25.947445463414635 ], "phase_blocks": [ "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, 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": 0.248618656, "time_to_acc50_sec": 1.9523961459999999, "acc_per_sec": 10.97200014525544, "mobile_acc_per_sec": 159791.3336709912 }, "started": "2026-08-19T02:04:56.519077486+10:00", "ended": "2026-08-19T02:04:58.52122927+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": 8752, "total_correct": 2892, "total_train": 386, "infer_ms": 738.508092, "train_ms": 1646.241143, "blocked_train": 1646241143, "duration": 2008969120, "avg_accuracy": 28.53399437127178, "soft_acc": 21.137985185723995, "adapt_pct": 18.83994405120478, "stability": 90.37683929384686, "consistency": 82.85714285714286, "throughput": 4356.463179483813, "availability": 30.96795592430497, "score": 285.17416405276055, "zero_downtime": 6.5460019356011205, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 34338904, "heap_mib": 32.748130798339844, "mobile_score": 3737834.803072343, "mobile_throughput": 57101034.18613024, "mobile_availability": 405903.1918910501, "mobile_accuracy": 277059.7994263215, "soft_acc_blocks": [ 25.490800215384617, 25.242799229508197, 25.340622612903225, 25.47057935897436, 25.7826197, 25.781950666666663, 0, 25.86328336, 25.549313210526318, 25.688565971428574, 25.61659964, 23.946906, 25.11158971111111, 24.92263644186047, 25.233849105263157, 25.202709329113922, 24.805571, 0, 25.369337147058822, 0, 25.7534999, 25.7245703, 25.443820866666666, 0, 0, 25.67799975, 25.581664844444443, 26.332055, 0, 25.752317666666666, 26.101046, 25.519300368421053, 25.957232901960786, 25.796847805555554, 25.769393396825397 ], "phase_blocks": [ "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, 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": 0.101964543, "time_to_acc50_sec": 1.813588419, "acc_per_sec": 10.521806918427892, "mobile_acc_per_sec": 137911.42764121806 }, "started": "2026-08-19T02:04:58.958809187+10:00", "ended": "2026-08-19T02:05:00.968183981+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": 8816, "total_correct": 2852, "total_train": 448, "infer_ms": 594.988774, "train_ms": 1442.725132, "blocked_train": 1442725132, "duration": 2003067311, "avg_accuracy": 29.800245965699688, "soft_acc": 21.755064561795347, "adapt_pct": 22.351025437221516, "stability": 90.95953445880548, "consistency": 85.29411764705883, "throughput": 4401.249998732568, "availability": 29.198837591875375, "score": 279.5773453979828, "zero_downtime": 6.352225969406257, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 93503616, "heap_mib": 89.1719970703125, "mobile_score": 4885968.24213392, "mobile_throughput": 76917418.64451669, "mobile_availability": 510286.67211230524, "mobile_accuracy": 380197.3096324853, "soft_acc_blocks": [ 25.553126759493672, 25.482888377358492, 25.30218553125, 25.442776057142858, 25.632227402985073, 25.66977543939394, 25.42595901818182, 26.891989, 25.03300506976744, 25.362454, 25.10920485964912, 24.990123463414637, 25.57635, 0, 25.126482464285715, 25.264484375, 25.471007, 0, 0, 0, 25.943081, 25.057238518518517, 25.09447689130435, 25.383934466666666, 25.609701777777776, 25.369912785714288, 25.885271, 0, 25.422698970588236, 25.635636348484848, 25.352995205882355, 25.53103843939394, 25.734065545454545, 26.318105333333335 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.396562776, "time_to_acc50_sec": 0.74747192, "acc_per_sec": 10.860875439545, "mobile_acc_per_sec": 189807.55541493895 }, "started": "2026-08-19T02:05:01.245191277+10:00", "ended": "2026-08-19T02:05:03.2486977+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": 14056, "total_correct": 4499, "total_train": 529, "infer_ms": 789.941949, "train_ms": 1687.266105, "blocked_train": 1687266105, "duration": 2006619355, "avg_accuracy": 28.393518614258575, "soft_acc": 21.525191975104804, "adapt_pct": 22.106104534995517, "stability": 90.8143122967686, "consistency": 84.61538461538461, "throughput": 7004.8163170438465, "availability": 31.888397412743117, "score": 480.8133071301481, "zero_downtime": 6.8640387608773095, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 33929384, "heap_mib": 32.357582092285156, "mobile_score": 7414254.328489738, "mobile_throughput": 108015915.80089071, "mobile_availability": 491726.5912568313, "mobile_accuracy": 331923.52500716905, "soft_acc_blocks": [ 24.973219903225804, 25.07644485074627, 24.960755746268656, 25.262927793650793, 25.389474492537314, 25.564700971014492, 25.671629197183098, 25.449690397058824, 25.493925357142857, 25.553267559139787, 25.410799384615384, 27.400002, 0, 25.155728125, 25.349580107142856, 25.36436760714286, 25.78062477586207, 25.576069640625, 25.452546933333334, 25.331392763636362, 0, 25.20567184210526, 0, 25.433500586956523, 25.71286201666667, 25.28128465714286, 25.014766957746478, 25.314423721311478, 25.368685104477613, 25.477699519230768, 25.343338666666668, 0, 0, 25.216932526315787, 0, 25.53197240909091, 25.43429272222222, 25.58777538235294, 25.34213331147541 ], "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", "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, false ], "time_to_acc25_sec": 0.209735046, "time_to_acc50_sec": 0.659737198, "acc_per_sec": 10.727092769971215, "mobile_acc_per_sec": 165414.29453478436 }, "started": "2026-08-19T02:05:03.726028383+10:00", "ended": "2026-08-19T02:05:05.733089766+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": 17352, "total_correct": 4601, "total_train": 564, "infer_ms": 861.558621, "train_ms": 1595.562992, "blocked_train": 1595562992, "duration": 2021546015, "avg_accuracy": 24.89594730231784, "soft_acc": 23.15301351473694, "adapt_pct": 22.287435441887194, "stability": 93.1116148702055, "consistency": 91.8918918918919, "throughput": 8583.529571549228, "availability": 35.06373540657143, "score": 696.8376595110087, "zero_downtime": 8.118311397455084, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 40315968, "heap_mib": 38.44830322265625, "mobile_score": 20296867.934983764, "mobile_throughput": 250013419.55602232, "mobile_availability": 1021305.3171578068, "mobile_accuracy": 674380.3972008, "soft_acc_blocks": [ 25.006095678571427, 25.145797202531647, 25.106076762500003, 24.831185425531913, 25.134858444444447, 24.994467090909094, 25.190424726027395, 25.04550815, 24.98721982142857, 25.233019512820512, 25.13733981081081, 25.3818841875, 25.18367964, 25.25629376712329, 25.138333375, 25.325101826666664, 25.263606734177216, 25.228441333333333, 25.466214325581394, 25.32456011842105, 25.273049662337662, 25.21757519117647, 25.24700225925926, 26.941903, 0, 25.42740733333333, 24.99425005063291, 25.287246029850746, 25.072819191780823, 25.241634371794873, 25.256354202531647, 25.219525115384616, 24.87440654054054, 0, 0, 25.372081163265303, 23.856138 ], "phase_blocks": [ "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, 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": 0.483696123, "time_to_acc50_sec": 1.395813391, "acc_per_sec": 11.453122186158566, "mobile_acc_per_sec": 333596.36248537234 }, "started": "2026-08-19T02:05:06.047164088+10:00", "ended": "2026-08-19T02:05:08.069183069+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": 9376, "total_correct": 2729, "total_train": 530, "infer_ms": 546.062007, "train_ms": 1421.3218, "blocked_train": 1421321800, "duration": 2009866115, "avg_accuracy": 21.10082715464785, "soft_acc": 18.80563313452448, "adapt_pct": 12.296310813928372, "stability": 89.13877313706385, "consistency": 75, "throughput": 4664.987349169774, "availability": 27.755743696633974, "score": 243.49570117246247, "zero_downtime": 5.219643333347888, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 57964800, "heap_mib": 55.279541015625, "mobile_score": 5802812.462559455, "mobile_throughput": 111172585.78734192, "mobile_availability": 661454.6977827651, "mobile_accuracy": 448162.1720378896, "soft_acc_blocks": [ 25.084880588888886, 25.244160523809526, 25.073677444444446, 25.222472569767444, 25.18751229113924, 25.12756108139535, 25.013030024096384, 25.193435826086958, 25.121674, 25.28634530434783, 25.00173979347826, 0, 24.71417458333333, 24.807223134615388, 24.679376531914894, 24.678044923076925, 0, 0, 23.847349, 0, 0, 0, 0, 25.317065633333335, 25.268475888888887, 25.359595321428575, 25.39705165625, 0, 25.358667066666666, 25.319989171875, 25.241634945945943, 25.235123 ], "phase_blocks": [ "A", "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", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, 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, false, false, false, false ], "time_to_acc25_sec": 0.233372152, "time_to_acc50_sec": 0, "acc_per_sec": 9.356659627312778, "mobile_acc_per_sec": 222981.10739475282 }, "started": "2026-08-19T02:05:08.288386816+10:00", "ended": "2026-08-19T02:05:10.298686626+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": 7688, "total_correct": 2075, "total_train": 375, "infer_ms": 547.183419, "train_ms": 1525.433135, "blocked_train": 1525433135, "duration": 2006639660, "avg_accuracy": 22.52179346506573, "soft_acc": 19.89157831042033, "adapt_pct": 18.81140612297107, "stability": 89.87144490646862, "consistency": 79.41176470588235, "throughput": 3831.2807990648407, "availability": 26.40061027902028, "score": 201.1996371456177, "zero_downtime": 5.251498068080198, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 64726312, "heap_mib": 61.727821350097656, "mobile_score": 91568.19041649444, "mobile_throughput": 1743658.4614410652, "mobile_availability": 12015.211078096341, "mobile_accuracy": 9052.878306609075, "soft_acc_blocks": [ 24.935752807692307, 25.031472, 0, 24.983952516129033, 24.98597541304348, 24.983846083333333, 0, 25.06892, 25.014923777777778, 25.00009017857143, 24.99034003921569, 24.99690738888889, 25.01106640384615, 25.015279420000002, 24.99526761111111, 25.005822509433962, 24.981497591836735, 25.036551755102042, 25.04029558695652, 25.04828835, 25.044558677419353, 25.314468, 0, 0, 0, 0, 25.09144495, 0, 25.0440228, 25.201108139534885, 25.112396320754716, 25.14460968, 25.19717771153846, 25.03762684210526 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.40667368, "time_to_acc50_sec": 1.439737968, "acc_per_sec": 9.912880078539029, "mobile_acc_per_sec": 4511.461866855096 }, "started": "2026-08-19T02:05:11.037313696+10:00", "ended": "2026-08-19T02:05:13.04486309+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": 16216, "total_correct": 4239, "total_train": 481, "infer_ms": 739.199463, "train_ms": 1645.590531, "blocked_train": 1645590531, "duration": 2003501582, "avg_accuracy": 22.644786541437345, "soft_acc": 21.81384985013988, "adapt_pct": 21.857534155237555, "stability": 91.63465634516952, "consistency": 87.17948717948718, "throughput": 8093.829396337356, "availability": 30.996417498387075, "score": 547.2652436282764, "zero_downtime": 6.7615119720206405, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 33646560, "heap_mib": 32.087860107421875, "mobile_score": 498132.9862003156, "mobile_throughput": 7367183.379421736, "mobile_availability": 28213.628016309656, "mobile_accuracy": 19855.45088581621, "soft_acc_blocks": [ 24.979330807017543, 0, 24.978376222222224, 24.993914750000002, 24.976793824999998, 24.984680672131148, 24.988455352941177, 25.018968966666666, 25.02213670886076, 25.036276507042253, 25.00123771794872, 24.9974275375, 24.997870830985917, 24.965406726027396, 24.960076169014087, 25.005924871428572, 25.02164328985507, 25.084210985714286, 25.019555059701492, 25.0359568, 25.064692892307693, 25.10039828125, 0, 0, 0, 0, 24.9812454, 24.938342777777777, 25.011406466666664, 24.942481818181818, 25.026175, 25.02602044642857, 25.099263592592592, 25.05902791780822, 25.080379887323943, 25.05010164864865, 25.084817088607597, 25.114383594594596, 25.093163543209876 ], "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", "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, false ], "time_to_acc25_sec": 0.359217352, "time_to_acc50_sec": 0, "acc_per_sec": 10.887862553302382, "mobile_acc_per_sec": 9910.374448517012 }, "started": "2026-08-19T02:05:13.242837282+10:00", "ended": "2026-08-19T02:05:15.24678131+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": 8520, "total_correct": 2115, "total_train": 352, "infer_ms": 606.043525, "train_ms": 1742.438579, "blocked_train": 1742438579, "duration": 2003377504, "avg_accuracy": 18.08786159440412, "soft_acc": 18.598783663227717, "adapt_pct": 15.630161377899183, "stability": 89.07762763294778, "consistency": 74.35897435897436, "throughput": 4252.818045020836, "availability": 25.8057544474267, "score": 204.1164024608235, "zero_downtime": 4.799556442340657, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 34061096, "heap_mib": 32.483192443847656, "mobile_score": 371582.5708797925, "mobile_throughput": 7742018.983291264, "mobile_availability": 46977.94231851545, "mobile_accuracy": 33858.052393146994, "soft_acc_blocks": [ 24.997963222222225, 24.99174686666667, 24.990955021276598, 24.99875919047619, 24.996954304347824, 24.997127531914895, 24.991638785714287, 24.991726562500002, 25.001726199999997, 24.979908, 0, 0, 0, 0, 24.9907148, 25.00342496969697, 25.003435636363637, 24.9984888125, 25.0103178, 24.9914603902439, 25.0118543, 25.584668704545457, 24.446754326086953, 24.99688435, 24.99814242222222, 25.037341022727272, 25.00200223076923, 25.007807999999997, 0, 0, 0, 0, 0, 0, 25.001203666666665, 25.082335, 25.08898776470588, 25.079768416666667, 25.07846456756757 ], "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", "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, false ], "time_to_acc25_sec": 0.0997804, "time_to_acc50_sec": 0, "acc_per_sec": 9.283713941128351, "mobile_acc_per_sec": 16900.485467938546 }, "started": "2026-08-19T02:05:15.892736087+10:00", "ended": "2026-08-19T02:05:17.896590931+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": 4272, "total_correct": 1135, "total_train": 263, "infer_ms": 373.436096, "train_ms": 1388.822404, "blocked_train": 1388822404, "duration": 2034583760, "avg_accuracy": 15.470553693678927, "soft_acc": 13.411527796308247, "adapt_pct": 12.5015419921875, "stability": 87.51448620812184, "consistency": 53.57142857142857, "throughput": 2099.69237147553, "availability": 21.190767188809136, "score": 59.67337544734981, "zero_downtime": 2.8420056317781053, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 94966144, "heap_mib": 90.5667724609375, "mobile_score": 108632.06481437548, "mobile_throughput": 3822373.312695009, "mobile_availability": 38576.61440238321, "mobile_accuracy": 24414.94126830159, "soft_acc_blocks": [ 24.97861345, 25.001711603773586, 24.999823411764705, 24.99735525, 24.990560125000002, 0, 0, 24.99854392682927, 25.008672263157894, 0, 0, 0, 0, 0, 0, 0, 0, 25.012040625, 0, 25.0123799375, 25.031080818181817, 25.022515096774193, 0, 0, 25.111789066666667, 25.08349203448276, 25.162877, 25.1113236875 ], "phase_blocks": [ "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, 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": 0.602589733, "time_to_acc50_sec": 1.855472417, "acc_per_sec": 6.591779635707034, "mobile_acc_per_sec": 11999.968616824895 }, "started": "2026-08-19T02:05:18.436714625+10:00", "ended": "2026-08-19T02:05:20.471865412+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": 9640, "total_correct": 2361, "total_train": 369, "infer_ms": 694.514459, "train_ms": 1568.532108, "blocked_train": 1568532108, "duration": 2007621609, "avg_accuracy": 20.614249998835255, "soft_acc": 21.052201032493407, "adapt_pct": 12.502021230714654, "stability": 90.88412275074519, "consistency": 84.21052631578947, "throughput": 4801.701653730307, "availability": 30.689357838565407, "score": 310.22763496648764, "zero_downtime": 6.460785307756063, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 55162736, "heap_mib": 52.60728454589844, "mobile_score": 1129504.349175763, "mobile_throughput": 17482462.19882608, "mobile_availability": 111736.54196156791, "mobile_accuracy": 76648.72482586044, "soft_acc_blocks": [ 25.00071393617021, 24.991564108695655, 24.99314093181818, 25.007172, 24.962432555555555, 24.985554120000003, 24.975212673913045, 25.00794911111111, 24.984561348837207, 24.98214614893617, 24.994598368421055, 25.006389784313725, 25.003822026315788, 25.011359666666667, 25.01344758695652, 25.0015558, 24.994092166666665, 24.9993605, 25.00768852173913, 25.00482494871795, 25.00907921951219, 25.00445812195122, 0, 0, 0, 0, 0, 25.01968413043478, 25.004461711111112, 25.00786794871795, 25.000302075, 24.999517025, 25.01360640425532, 25.000147780000002, 24.992980631578945, 0, 25.015490882352942, 24.988457 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.245383507, "time_to_acc50_sec": 0, "acc_per_sec": 10.48613988717702, "mobile_acc_per_sec": 38178.870202557395 }, "started": "2026-08-19T02:05:21.137564783+10:00", "ended": "2026-08-19T02:05:23.145923263+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": 10176, "total_correct": 2692, "total_train": 349, "infer_ms": 793.125819, "train_ms": 1558.103542, "blocked_train": 1558103542, "duration": 2006022377, "avg_accuracy": 25.770733596676337, "soft_acc": 24.215002602553298, "adapt_pct": 21.86926766906819, "stability": 95.65082105527726, "consistency": 96.875, "throughput": 5072.725068609741, "availability": 33.7323883477993, "score": 414.35533666184375, "zero_downtime": 8.168298716322987, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 63881304, "heap_mib": 60.921958923339844, "mobile_score": 1508621.7413039217, "mobile_throughput": 18469228.338689335, "mobile_availability": 122815.8779311875, "mobile_accuracy": 88164.13392005183, "soft_acc_blocks": [ 25.012314337349398, 25.004147085714283, 25.023314926829265, 25.00874090909091, 25.021013146341463, 25.019540636363637, 25.000357428571427, 25.039805, 25.02502461111111, 0, 24.9753985, 24.977943644444444, 24.98263468627451, 24.954751, 24.971594729166668, 24.98226951219512, 24.983359397260273, 24.993058350000002, 24.981756673913043, 24.99263239534884, 24.987722604651164, 25.013662923076925, 24.994476589743588, 24.994307545454546, 25.00317509302326, 24.985583116279066, 25.00693227906977, 24.979322590909092, 24.99145521428571, 24.99097702857143, 24.988592166666667, 24.994219159999997 ], "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", "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, false, false, false, false, false ], "time_to_acc25_sec": 0.274144176, "time_to_acc50_sec": 0, "acc_per_sec": 12.071152784829229, "mobile_acc_per_sec": 43949.72605036491 }, "started": "2026-08-19T02:05:23.375942905+10:00", "ended": "2026-08-19T02:05:25.38247356+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": 5184, "total_correct": 1261, "total_train": 271, "infer_ms": 746.484703, "train_ms": 1788.733634, "blocked_train": 1788733634, "duration": 2031036897, "avg_accuracy": 16.151209224945738, "soft_acc": 18.90684406729263, "adapt_pct": 21.860358589436405, "stability": 89.28070948656888, "consistency": 75.67567567567568, "throughput": 2552.3908539806307, "availability": 29.444592290356255, "score": 142.09270021275623, "zero_downtime": 5.567043150587725, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 34122176, "heap_mib": 32.54144287109375, "mobile_score": 64667.9666746055, "mobile_throughput": 1161621.4375449626, "mobile_availability": 13400.561113477692, "mobile_accuracy": 8604.71481107007, "soft_acc_blocks": [ 25.008898350000003, 25.009778757575756, 25.016672186046513, 25.015938083333335, 25.019929249999997, 0, 0, 0, 0, 24.9992098, 25.007727487804882, 25.01120886842105, 25.00814776595745, 24.968133, 0, 24.989304769230767, 25.002494000000002, 24.995627527777778, 24.988675444444443, 24.993993891891893, 24.994418777777778, 24.9869134, 0, 24.898917, 0, 24.99532415, 24.99149636363636, 24.976428, 24.95403466666667, 24.98253808108108, 25.009055818181817, 24.824854, 0, 0, 24.785903, 25.04087105, 25.076737 ], "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": 0.117009316, "time_to_acc50_sec": 0, "acc_per_sec": 9.308961395639596, "mobile_acc_per_sec": 4236.611764059976 }, "started": "2026-08-19T02:05:25.749293291+10:00", "ended": "2026-08-19T02:05:27.781114403+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": 7656, "total_correct": 1851, "total_train": 301, "infer_ms": 729.901106, "train_ms": 1529.315052, "blocked_train": 1529315052, "duration": 2009390963, "avg_accuracy": 21.79288412407517, "soft_acc": 23.553966184537778, "adapt_pct": 21.856553826791103, "stability": 94.20139375831106, "consistency": 94.28571428571428, "throughput": 3810.1097003888535, "availability": 32.307714488292, "score": 289.9397522694972, "zero_downtime": 7.60974814556931, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 64494880, "heap_mib": 61.507110595703125, "mobile_score": 263909.6056213023, "mobile_throughput": 3468046.5183983874, "mobile_availability": 29407.199676454227, "mobile_accuracy": 21439.34344263705, "soft_acc_blocks": [ 24.97710948, 24.985004513513513, 24.965750605263157, 24.998497, 24.981954384615385, 24.96834863414634, 24.977005860465116, 24.963921214285715, 24.976175, 24.98313076923077, 24.999132411764705, 24.983129333333334, 0, 0, 24.99341368292683, 24.9895838, 24.932096, 24.9949795, 24.97560775, 24.969996466666665, 24.995504153846152, 24.960146, 24.9853505, 24.945494, 24.9960476, 24.99345633333333, 24.989890414634147, 24.973262078947368, 24.98764555263158, 24.969019, 24.98800427272727, 25.00399140625, 25.001122258064516, 25.00049809756098, 24.984548384615383 ], "phase_blocks": [ "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, 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": 0.31771268, "time_to_acc50_sec": 0, "acc_per_sec": 11.72194292611526, "mobile_acc_per_sec": 10669.57293897069 }, "started": "2026-08-19T02:05:28.410168445+10:00", "ended": "2026-08-19T02:05:30.420043+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": 7072, "total_correct": 1760, "total_train": 301, "infer_ms": 654.389533, "train_ms": 1594.657893, "blocked_train": 1594657893, "duration": 2016144862, "avg_accuracy": 18.989677692802303, "soft_acc": 19.074839458903515, "adapt_pct": 18.75574240258467, "stability": 89.37366307695038, "consistency": 76.31578947368422, "throughput": 3507.684459233069, "availability": 29.096297634054427, "score": 194.67901520134606, "zero_downtime": 5.550072062180623, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 34248896, "heap_mib": 32.66229248046875, "mobile_score": 354402.331673206, "mobile_throughput": 6385544.686674956, "mobile_availability": 52968.19338181641, "mobile_accuracy": 34724.68552163058, "soft_acc_blocks": [ 24.989242975, 24.983610125, 24.985015527777776, 24.99793634090909, 24.992065615384615, 24.999683513513514, 24.99364, 25.008566257142856, 24.987347641025643, 25.00379825, 0, 0, 0, 0, 24.9766416, 24.99568096296296, 24.988956944444443, 24.96586775, 0, 24.971533652173914, 24.960899138888887, 24.989653135135136, 24.974619772727273, 24.989920435897435, 25.013121738095236, 25.03147528, 25.02916102631579, 25.019935692307694, 24.99304465909091, 25.012194209302326, 24.99204442857143, 24.993331166666668, 24.983874, 0, 0, 0, 0, 25.0210376 ], "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": 0.10380773, "time_to_acc50_sec": 0, "acc_per_sec": 9.461046087720812, "mobile_acc_per_sec": 17223.3087890242 }, "started": "2026-08-19T02:05:30.908534953+10:00", "ended": "2026-08-19T02:05:32.925201166+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": 12200, "total_correct": 2962, "total_train": 415, "infer_ms": 629.857004, "train_ms": 1709.210626, "blocked_train": 1709210626, "duration": 2008548582, "avg_accuracy": 18.008772313763387, "soft_acc": 18.60174538266089, "adapt_pct": 15.640489071636235, "stability": 89.07666269441518, "consistency": 74.35897435897436, "throughput": 6074.037794919515, "availability": 26.927695288571027, "score": 304.24984782859894, "zero_downtime": 5.009021314998755, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 33913720, "heap_mib": 32.34264373779297, "mobile_score": 1107739.8904052812, "mobile_throughput": 22114896.718213633, "mobile_availability": 98040.74657954393, "mobile_accuracy": 67726.88807767023, "soft_acc_blocks": [ 24.988228652777778, 25.017236420289855, 25.01359768115942, 25.001072833333335, 25.003341691176473, 24.99565565625, 24.99550341509434, 24.999752357142857, 0, 24.999534, 25.011203, 24.998510222222222, 25.00452162745098, 25.028197724637682, 25.00950973015873, 25.035856952380954, 25.030568352941174, 25.02658005882353, 25.038120147058823, 25.02917846969697, 25.039659454545454, 25.030207420289855, 25.06814889090909, 25.059021333333334, 25.020831344827585, 25.04582653846154, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.96745175, 24.990727697674416, 25.007630179104478, 25.0123963220339 ], "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", "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, false ], "time_to_acc25_sec": 0.611854685, "time_to_acc50_sec": 0, "acc_per_sec": 9.261287254569822, "mobile_acc_per_sec": 33719.31786197155 }, "started": "2026-08-19T02:05:33.189944059+10:00", "ended": "2026-08-19T02:05:35.199081908+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": 3904, "total_correct": 1102, "total_train": 223, "infer_ms": 481.880454, "train_ms": 1493.307008, "blocked_train": 1493307008, "duration": 2103202599, "avg_accuracy": 20.590817212965046, "soft_acc": 17.862982246926375, "adapt_pct": 21.88137475342237, "stability": 88.70245245865722, "consistency": 71.42857142857143, "throughput": 1856.2168009188545, "availability": 24.3966946566209, "score": 80.89350562276765, "zero_downtime": 4.357977235349027, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 34869584, "heap_mib": 33.25422668457031, "mobile_score": 36498.70419617005, "mobile_throughput": 837514.7970052877, "mobile_availability": 11007.65425828783, "mobile_accuracy": 8059.679205057259, "soft_acc_blocks": [ 25.02155323404255, 25.01776205263158, 25.017301555555555, 25.01159176923077, 25.025200103448277, 25.01772282608696, 25.0075625, 25.00778920689655, 25.003730519999998, 0, 25.017916434782606, 0, 0, 0, 0, 24.99371294736842, 24.996198027027027, 25.024282, 0, 25.003556699999997, 24.97771203030303, 24.996440386363634, 24.992450780487804, 24.98973696296296, 0, 0, 25.027129352941177, 25.014153523809526 ], "phase_blocks": [ "A", "A", "A", "A", "A", "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, true, 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": 0.441162972, "time_to_acc50_sec": 0, "acc_per_sec": 8.49322944704405, "mobile_acc_per_sec": 3832.0983479619886 }, "started": "2026-08-19T02:05:35.706481475+10:00", "ended": "2026-08-19T02:05:37.810461048+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": 6760, "total_correct": 1822, "total_train": 277, "infer_ms": 584.255759, "train_ms": 1315.159772, "blocked_train": 1315159772, "duration": 2007170583, "avg_accuracy": 24.87169429269653, "soft_acc": 23.089224890512334, "adapt_pct": 18.762257085287647, "stability": 93.334661323799, "consistency": 92.3076923076923, "throughput": 3367.925007099409, "availability": 30.759765278553996, "score": 239.19647957137903, "zero_downtime": 7.102191380959059, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 95961784, "heap_mib": 91.51628875732422, "mobile_score": 214006.55952477673, "mobile_throughput": 3013246.8705155887, "mobile_availability": 27520.436550106686, "mobile_accuracy": 20657.685220813873, "soft_acc_blocks": [ 24.99644193939394, 24.982438722222224, 0, 0, 24.99287091304348, 24.991200794117646, 24.98500377272727, 25.000478861111112, 24.992007170731707, 24.98614908333333, 24.99746372972973, 24.99627585, 24.98003807894737, 24.987083520833334, 25.02031367857143, 25.008351375, 25.047927833333333, 25.037392088235293, 25.051124522727275, 25.041096242424242, 25.023600255813953, 25.03215353846154, 25.079859285714285, 24.993014657894737, 25.043366425, 25.054194813953487 ], "phase_blocks": [ "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, 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": 0.555053938, "time_to_acc50_sec": 0, "acc_per_sec": 11.503369512322278, "mobile_acc_per_sec": 10291.942994669664 }, "started": "2026-08-19T02:05:38.419327174+10:00", "ended": "2026-08-19T02:05:40.427698427+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": 7616, "total_correct": 2133, "total_train": 291, "infer_ms": 605.158273, "train_ms": 1453.553114, "blocked_train": 1453553114, "duration": 2044056233, "avg_accuracy": 22.81972102555382, "soft_acc": 20.45745996670527, "adapt_pct": 18.74471650934918, "stability": 90.3562548945348, "consistency": 81.81818181818183, "throughput": 3725.9248923999635, "availability": 29.395002952883555, "score": 224.057411444245, "zero_downtime": 6.013470961297985, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 54072648, "heap_mib": 51.56769561767578, "mobile_score": 394196.68500429636, "mobile_throughput": 6555227.214720108, "mobile_availability": 51716.266134769845, "mobile_accuracy": 35991.9488960536, "soft_acc_blocks": [ 25.018167607142857, 25.007897, 25.019568285714286, 25.011564833333335, 25.019355805555556, 25.01192368888889, 25.01598977272727, 24.99224166666667, 0, 0, 25.003245500000002, 0, 0, 0, 0, 25.01001736363636, 24.9950540625, 24.994586318181817, 25.020286886363635, 25.007018846153844, 25.00127123809524, 24.991223902439028, 24.977535763157892, 24.97946973170732, 24.98454397368421, 24.994568707317075, 25.000760135135135, 24.997113829268294, 25.00167595, 25.011150384615384, 25.016582944444444, 25.003811454545453, 25.009553250000003 ], "phase_blocks": [ "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, 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": 0.390779004, "time_to_acc50_sec": 0, "acc_per_sec": 10.008266718122753, "mobile_acc_per_sec": 17608.10114466826 }, "started": "2026-08-19T02:05:40.749300068+10:00", "ended": "2026-08-19T02:05:42.794117078+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": 7840, "total_correct": 2106, "total_train": 347, "infer_ms": 550.397773, "train_ms": 1692.858487, "blocked_train": 1692858487, "duration": 2010055573, "avg_accuracy": 18.857493783948964, "soft_acc": 16.90293998426033, "adapt_pct": 15.6301291308185, "stability": 88.28929121249466, "consistency": 67.56756756756756, "throughput": 3900.3896734550635, "availability": 24.535661966680525, "score": 161.75884118720802, "zero_downtime": 4.147248216968997, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 34221536, "heap_mib": 32.636199951171875, "mobile_score": 550702.7229114216, "mobile_throughput": 13278750.007249406, "mobile_availability": 83530.86455316233, "mobile_accuracy": 57545.51037966155, "soft_acc_blocks": [ 25.014503116666667, 25.015004586206896, 25.019499, 25.010142072727273, 0, 25.0720332, 25.022405, 0, 25.01546647368421, 25.046359166666665, 25.021494074074074, 25.0040088372093, 25.01259205882353, 25.007254719298246, 25.013753568965516, 25.01812859322034, 25.006815727272727, 25.00832826785714, 25.00343276363636, 25.013644211538463, 25.024854179487182, 24.997747275862068, 0, 0, 0, 0, 24.99568335714286, 24.981027, 0, 0, 0, 0, 0, 0, 25.02014266666667, 25.033059382978724, 25.03140011764706 ], "phase_blocks": [ "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, 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": 0.110024578, "time_to_acc50_sec": 0.672099586, "acc_per_sec": 8.409190378270367, "mobile_acc_per_sec": 28628.81561715983 }, "started": "2026-08-19T02:05:43.189311166+10:00", "ended": "2026-08-19T02:05:45.199969653+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": 6584, "total_correct": 1635, "total_train": 296, "infer_ms": 412.085655, "train_ms": 1398.423946, "blocked_train": 1398423946, "duration": 2020393881, "avg_accuracy": 16.9578896802122, "soft_acc": 16.667208106539253, "adapt_pct": 21.881180035627427, "stability": 88.21449787143355, "consistency": 66.66666666666666, "throughput": 3258.770510996217, "availability": 22.76075502567854, "score": 123.62414478149111, "zero_downtime": 3.7935824067494344, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 42818072, "heap_mib": 40.834495544433594, "mobile_score": 900203.5502666446, "mobile_throughput": 23729642.689849786, "mobile_availability": 165738.7601514299, "mobile_accuracy": 121366.90560779517, "soft_acc_blocks": [ 24.988964, 24.99308938888889, 24.976929, 0, 0, 24.999784916666666, 24.99382918181818, 24.985337512195123, 0, 24.995675825, 0, 0, 0, 0, 25.0073415, 24.995765471698114, 24.99561265909091, 24.983571487179486, 25.001943246753246, 25.001836827586207, 25.015309600000002, 25.051399, 25.00334028, 25.007618700000002, 25.005881653846153, 25.010274945454544, 25.002738, 0, 0, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.702420414, "time_to_acc50_sec": 0, "acc_per_sec": 8.249484550156016, "mobile_acc_per_sec": 60070.91327544718 }, "started": "2026-08-19T02:05:45.844929402+10:00", "ended": "2026-08-19T02:05:47.865956977+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": 7848, "total_correct": 1802, "total_train": 320, "infer_ms": 808.233529, "train_ms": 1682.429067, "blocked_train": 1682429067, "duration": 2009365120, "avg_accuracy": 19.483926516279165, "soft_acc": 22.368999492483717, "adapt_pct": 21.872028533383283, "stability": 92.32748418883392, "consistency": 89.47368421052632, "throughput": 3905.7112726232654, "availability": 32.45054269084948, "score": 283.5101808458851, "zero_downtime": 7.258861729824332, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 35014904, "heap_mib": 33.39281463623047, "mobile_score": 1812694.9475039926, "mobile_throughput": 24972165.26464764, "mobile_availability": 207480.85519878162, "mobile_accuracy": 143021.92690140614, "soft_acc_blocks": [ 25.005320146341464, 25.020688875, 25.022185342105264, 25.015549894736843, 25.011777950000003, 25.013805609756098, 25.024499888888887, 25.024380342857143, 25.020225333333332, 0, 25.017737636363634, 24.994415, 24.99512976923077, 25.009290833333335, 24.995429545454545, 24.98663575757576, 24.99467140625, 24.99152377142857, 24.999258875, 24.9853052, 25.00636702702703, 25.00218765, 24.997314574999997, 24.9973055, 24.99441390625, 25.002610333333333, 0, 24.990916785714287, 24.988435999999997, 25.003359, 24.957791, 0, 0, 24.97120575, 24.990974095238098, 24.998583863636362, 25.000522210526317, 24.992161839999998 ], "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", "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, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.471059919, "time_to_acc50_sec": 0, "acc_per_sec": 11.132371747591456, "mobile_acc_per_sec": 71177.66974147841 }, "started": "2026-08-19T02:05:48.282648455+10:00", "ended": "2026-08-19T02:05:50.292526541+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": 10736, "total_correct": 2625, "total_train": 304, "infer_ms": 576.529857, "train_ms": 1290.329964, "blocked_train": 1290329964, "duration": 2003028360, "avg_accuracy": 21.886333940634948, "soft_acc": 22.413793103448278, "adapt_pct": 15.625, "stability": 92.3864130462691, "consistency": 89.65517241379311, "throughput": 5359.884170586581, "availability": 30.882332487673157, "score": 371.00593546019377, "zero_downtime": 6.921902109306053, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 64635416, "heap_mib": 61.641136169433594, "mobile_score": 2701582.7762576956, "mobile_throughput": 39029485.44484024, "mobile_availability": 224878.28243468312, "mobile_accuracy": 163212.26053639848, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 0, 0, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "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, 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": 0.686152088, "time_to_acc50_sec": 0, "acc_per_sec": 11.189952948768173, "mobile_acc_per_sec": 81482.750716719 }, "started": "2026-08-19T02:05:50.587659497+10:00", "ended": "2026-08-19T02:05:52.591420198+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": 7688, "total_correct": 1956, "total_train": 335, "infer_ms": 596.341939, "train_ms": 1668.365967, "blocked_train": 1668365967, "duration": 2032102705, "avg_accuracy": 16.85090926163059, "soft_acc": 16.43828108943381, "adapt_pct": 18.758175158459657, "stability": 88.12636892971598, "consistency": 65.71428571428571, "throughput": 3783.2733459207716, "availability": 26.331958192934398, "score": 163.75979277077295, "zero_downtime": 4.3285213041067525, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 34975008, "heap_mib": 33.354766845703125, "mobile_score": 2384924.839783417, "mobile_throughput": 55097911.55516971, "mobile_availability": 383486.9360293664, "mobile_accuracy": 239399.81988380762, "soft_acc_blocks": [ 25.02408240909091, 25.028106327272727, 25.033939644067797, 25.020570857142857, 25.03099073770492, 25.027907425925925, 25.033397442622952, 25.03627930357143, 25.032592074626866, 25.02267261111111, 0, 25.046255, 0, 24.976759675675677, 24.979305, 0, 0, 0, 0, 0, 0, 24.998540000000002, 0, 24.993502000000003, 25.011319703703702, 25.025128638297872, 25.01243625, 0, 24.962695466666666, 25.003717695652174, 25.029138844827585, 0, 0, 25.008722022222223, 25.001779 ], "phase_blocks": [ "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, 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": 0.200530894, "time_to_acc50_sec": 0, "acc_per_sec": 8.089296396775287, "mobile_acc_per_sec": 117808.91747979228 }, "started": "2026-08-19T02:05:52.995929361+10:00", "ended": "2026-08-19T02:05:55.028811748+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": 4384, "total_correct": 865, "total_train": 252, "infer_ms": 464.390407, "train_ms": 1614.35947, "blocked_train": 1614359470, "duration": 2009828798, "avg_accuracy": 13.181408626310242, "soft_acc": 16.425211227331257, "adapt_pct": 15.626031497886029, "stability": 88.13581503299613, "consistency": 65.71428571428571, "throughput": 2181.280318185589, "availability": 22.339888609888774, "score": 80.03933050955762, "zero_downtime": 3.6693738921247476, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 34406304, "heap_mib": 32.812408447265625, "mobile_score": 912253.4894390205, "mobile_throughput": 24861284.683932304, "mobile_availability": 254620.33738046448, "mobile_accuracy": 187207.41617293586, "soft_acc_blocks": [ 24.99058241666667, 0, 0, 0, 0, 0, 0, 0, 25.03204225, 24.988808866666666, 0, 0, 24.98677760869565, 24.990267421052632, 25.000223918367347, 24.994028375, 24.9913964375, 25.009499764705883, 24.994815828571426, 25.013177600000002, 25.000664395833336, 24.991361470588235, 24.995375, 0, 0, 25.0093374, 24.987946, 24.9447745, 25.00954403703704, 24.980948666666666, 0, 24.994817125, 24.996348424242424, 24.9839426, 24.99571285 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.723362159, "time_to_acc50_sec": 0, "acc_per_sec": 8.172442968115565, "mobile_acc_per_sec": 93145.95171450812 }, "started": "2026-08-19T02:05:55.402482708+10:00", "ended": "2026-08-19T02:05:57.412928898+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": 12984, "total_correct": 3202, "total_train": 388, "infer_ms": 717.414736, "train_ms": 1674.831657, "blocked_train": 1674831657, "duration": 2007296131, "avg_accuracy": 22.171153892058303, "soft_acc": 22.36472485895586, "adapt_pct": 25.00543220088478, "stability": 92.32894577049818, "consistency": 89.47368421052632, "throughput": 6468.402842749265, "availability": 29.989165752292138, "score": 433.83541694987053, "zero_downtime": 6.706994407996357, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 33941512, "heap_mib": 32.36914825439453, "mobile_score": 6318186.196717048, "mobile_throughput": 94202944.1560924, "mobile_availability": 436748.88149827055, "mobile_accuracy": 325709.91296811803, "soft_acc_blocks": [ 24.98674534920635, 24.985887640625, 24.995776295081967, 24.990252791666666, 25.04442, 0, 25.010963133333334, 24.988930000000003, 24.9850067, 24.971300999999997, 24.98833965079365, 24.99323847457627, 25.01150319672131, 25.00871101470588, 25.000728727272726, 25.0040222, 25.004126964285714, 24.996783142857144, 25.010435719298247, 24.99967222727273, 24.9850845, 0, 0, 0, 24.988116, 24.982040108695653, 25.00489608510638, 25.054224, 24.967745125, 24.99685833962264, 24.98972193442623, 24.995132015151516, 24.993268135593222, 24.978815016666665, 24.98313072881356, 24.991824634920636, 24.991369852459016, 24.980473936170213 ], "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", "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, false, false ], "time_to_acc25_sec": 0.206904613, "time_to_acc50_sec": 0, "acc_per_sec": 11.141716717111462, "mobile_acc_per_sec": 162263.01039391485 }, "started": "2026-08-19T02:05:57.679499372+10:00", "ended": "2026-08-19T02:05:59.687283782+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": 12912, "total_correct": 3326, "total_train": 374, "infer_ms": 729.420328, "train_ms": 1736.024574, "blocked_train": 1736024574, "duration": 2034838613, "avg_accuracy": 22.669077118044083, "soft_acc": 21.804829612959978, "adapt_pct": 18.7853528631993, "stability": 91.63773812707942, "consistency": 87.17948717948718, "throughput": 6345.466376305688, "availability": 29.585748495465666, "score": 409.3537805235831, "zero_downtime": 6.451122049155158, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 34294424, "heap_mib": 32.705711364746094, "mobile_score": 11923293.049063796, "mobile_throughput": 184825104.19447535, "mobile_availability": 861747.3837328168, "mobile_accuracy": 635111.6948955312, "soft_acc_blocks": [ 24.96987514516129, 25.03377037878788, 25.018081459016393, 24.979418066666664, 25.021692, 25.006151694915253, 25.04382562121212, 25.019499266666667, 25.066934484848485, 25.094204966666666, 0, 0, 0, 24.897479386363635, 25.030068, 24.994471477272725, 24.990998956521736, 24.893514350877194, 24.971882896551726, 24.949080234375, 24.910327031746032, 24.998732266666664, 25.027632213114753, 24.921344116666667, 24.928625450000002, 24.947006, 25.2451988, 25.13418295, 25.02888776923077, 25.009852, 0, 0, 25.134510578947367, 25.095787584415582, 24.66179, 25.134185631578948, 25.060636583333334, 25.0949749, 25.07373264383562 ], "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", "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, 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": 0.452215736, "time_to_acc50_sec": 0, "acc_per_sec": 10.715753806545237, "mobile_acc_per_sec": 312118.95176255493 }, "started": "2026-08-19T02:06:00.436015192+10:00", "ended": "2026-08-19T02:06:02.471398073+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": 2072, "total_correct": 580, "total_train": 250, "infer_ms": 275.812712, "train_ms": 1830.63385, "blocked_train": 1830633850, "duration": 2005121310, "avg_accuracy": 13.35335521309108, "soft_acc": 12.117779221885142, "adapt_pct": 12.485748968979781, "stability": 87.50923265488973, "consistency": 48.484848484848484, "throughput": 1033.3539370742612, "availability": 13.093743604780798, "score": 16.395926646609684, "zero_downtime": 1.586670941907042, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 34017296, "heap_mib": 32.44142150878906, "mobile_score": 7461.968393834807, "mobile_throughput": 470290.8584729082, "mobile_availability": 5959.108200575794, "mobile_accuracy": 5514.935965871282, "soft_acc_blocks": [ 24.99745742857143, 24.969729, 0, 0, 0, 0, 0, 24.9684114, 25.01354495, 24.993653424242424, 25.010607970588236, 25.031374125, 0, 0, 25.025535333333334, 24.990152, 25.046841136363636, 25.011199444444443, 0, 25.029552, 0, 0, 0, 0, 0, 25.01706715625, 24.8269425, 0, 0, 0, 24.959677714285714, 24.994968739130435, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.298730512, "time_to_acc50_sec": 0, "acc_per_sec": 6.043414511356993, "mobile_acc_per_sec": 2750.4250931686934 }, "started": "2026-08-19T02:06:02.865520079+10:00", "ended": "2026-08-19T02:06:04.871216698+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": 6712, "total_correct": 2007, "total_train": 236, "infer_ms": 685.76064, "train_ms": 1481.197191, "blocked_train": 1481197191, "duration": 2013020622, "avg_accuracy": 28.460847905505187, "soft_acc": 23.55351618427489, "adapt_pct": 18.759803895865385, "stability": 94.11153279743795, "consistency": 94.11764705882352, "throughput": 3334.2927174444017, "availability": 31.646238343435492, "score": 248.53157292198682, "zero_downtime": 7.453801869935285, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 65357976, "heap_mib": 62.330223083496094, "mobile_score": 112136.07685380605, "mobile_throughput": 1504414.5096759815, "mobile_availability": 14278.608441138647, "mobile_accuracy": 10627.21677557755, "soft_acc_blocks": [ 25.020886861111112, 24.98676433333333, 25.012421153846155, 25.026628, 24.99196904, 25.006754351851853, 25.058014, 0, 25.00686804, 24.97783625, 25.001223052631577, 25.014387117647058, 25.000149793103446, 25.01276488235294, 25.016066575757577, 25.025818945945947, 25.00834258064516, 25.01948096969697, 25.01632835714286, 25.026318, 0, 25.0116768, 24.997718076923075, 25.005278945945946, 25.00772521875, 25.03929265625, 24.997984121212124, 25.048898783783784, 25.09305121875, 25.037047870967744, 25.09186984615385, 25.042603514285716, 25.10610603225806, 25.111274875 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.308961344, "time_to_acc50_sec": 0, "acc_per_sec": 11.700583653670535, "mobile_acc_per_sec": 5279.238900701908 }, "started": "2026-08-19T02:06:05.701271635+10:00", "ended": "2026-08-19T02:06:07.715245429+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": 6664, "total_correct": 1477, "total_train": 242, "infer_ms": 707.435223, "train_ms": 1372.697984, "blocked_train": 1372697984, "duration": 2014025231, "avg_accuracy": 19.833518808445778, "soft_acc": 22.71583911284742, "adapt_pct": 21.86953595080979, "stability": 92.81659762318937, "consistency": 90.9090909090909, "throughput": 3308.7966811077154, "availability": 34.00913079120899, "score": 255.61974535942656, "zero_downtime": 7.7254594342088865, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 95387360, "heap_mib": 90.96847534179688, "mobile_score": 115334.22121773066, "mobile_throughput": 1492910.8385065421, "mobile_availability": 15344.732499364352, "mobile_accuracy": 10249.261494661401, "soft_acc_blocks": [ 25.012843529411764, 25.045185, 0, 25.013949333333333, 25.00368351851852, 24.998635242424243, 24.996484268292683, 24.9824143, 0, 0, 24.978611, 24.982526272727274, 24.991104489361703, 24.977127948717946, 24.990710060606062, 25.001372, 24.95784686111111, 24.971154387096774, 25.013409171428574, 24.99702681818182, 24.986341702702703, 24.981976103448275, 24.959694638888887, 24.965875216216215, 25.005445666666667, 24.972168151515152, 24.96605, 24.955766625000003, 24.98109996153846, 24.9773239, 24.99354546153846, 24.98421942857143, 24.979099666666666 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.441896389, "time_to_acc50_sec": 0, "acc_per_sec": 11.278825489970943, "mobile_acc_per_sec": 5088.943940177182 }, "started": "2026-08-19T02:06:08.252904094+10:00", "ended": "2026-08-19T02:06:10.267547082+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": 4448, "total_correct": 1068, "total_train": 277, "infer_ms": 556.829045, "train_ms": 1635.928761, "blocked_train": 1635928761, "duration": 2014615985, "avg_accuracy": 17.461957877402533, "soft_acc": 18.379907648294505, "adapt_pct": 18.756782013972433, "stability": 88.97203632789298, "consistency": 73.52941176470588, "throughput": 2207.864939580533, "availability": 25.39400582573961, "score": 103.04977379991345, "zero_downtime": 4.667394818973467, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 50605128, "heap_mib": 48.26081085205078, "mobile_score": 46899.09705382728, "mobile_throughput": 1004823.8658357625, "mobile_availability": 11557.094206914384, "mobile_accuracy": 8364.900191934921, "soft_acc_blocks": [ 24.992850807692307, 0, 24.97790105882353, 24.970018805555554, 24.982619868421054, 24.984619575757574, 24.971543294117648, 24.998253, 0, 24.98128246153846, 0, 25.007781666666666, 24.99545273333333, 25.013072289473683, 25.012153147058825, 25.00963705882353, 25.010575166666666, 0, 0, 0, 24.97006616666667, 24.997914771428572, 25.0127595, 25.008958184210528, 25.042803, 0, 24.98618823809524, 24.953267444444446, 24.98140607692308, 25.00560752631579, 25.068987, 0, 0, 24.9811412 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.193005644, "time_to_acc50_sec": 0, "acc_per_sec": 9.123280955350161, "mobile_acc_per_sec": 4152.106532568251 }, "started": "2026-08-19T02:06:10.628069085+10:00", "ended": "2026-08-19T02:06:12.643214181+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": 3952, "total_correct": 899, "total_train": 210, "infer_ms": 483.240389, "train_ms": 1341.647816, "blocked_train": 1341647816, "duration": 2109614863, "avg_accuracy": 14.101731702914568, "soft_acc": 15.848521163345959, "adapt_pct": 6.248660020256917, "stability": 87.9410476850141, "consistency": 63.33333333333333, "throughput": 1873.3277193449503, "availability": 26.48054755770642, "score": 78.61935283770812, "zero_downtime": 4.196775183852993, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 95373344, "heap_mib": 90.95510864257812, "mobile_score": 17890.270512402916, "mobile_throughput": 426286.12991316203, "mobile_availability": 6025.795710909194, "mobile_accuracy": 3606.4190380591695, "soft_acc_blocks": [ 24.995738864864865, 24.998179761904762, 24.992359727272728, 0, 0, 24.99692043478261, 25.00965626470588, 25.014408567567568, 25.003274555555553, 0, 25.002904608695655, 24.992057, 0, 0, 0, 0, 0, 0, 0, 25.015573769230766, 25.02715464285714, 0, 25.009358, 25.0676706, 24.98584338888889, 25.063569588235296, 25.05447576470588, 25.012881, 25.123633611111114, 25.08997475 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 1.520539169, "time_to_acc50_sec": 0, "acc_per_sec": 7.512518726194601, "mobile_acc_per_sec": 1709.515372360727 }, "started": "2026-08-19T02:06:13.105137917+10:00", "ended": "2026-08-19T02:06:15.215466578+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": 5984, "total_correct": 1660, "total_train": 272, "infer_ms": 598.689815, "train_ms": 1719.226742, "blocked_train": 1719226742, "duration": 2011167730, "avg_accuracy": 21.716949961507204, "soft_acc": 20.142732934462263, "adapt_pct": 18.75186684132784, "stability": 90.10379021225745, "consistency": 80.55555555555556, "throughput": 2975.3858471068447, "availability": 25.828790652190847, "score": 154.79814773327027, "zero_downtime": 5.202624321272156, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 34326488, "heap_mib": 32.736289978027344, "mobile_score": 1127205.712205289, "mobile_throughput": 21666098.54177713, "mobile_availability": 188079.5137979977, "mobile_accuracy": 146674.90506587987, "soft_acc_blocks": [ 24.997881575757575, 25.00530141935484, 25.00210891304348, 24.988026176470587, 24.980879714285713, 25.0032364137931, 24.994330086956523, 0, 0, 0, 24.997504359999997, 25.01593292, 25.000492615384612, 25.019595678571427, 25.016320599999997, 25.02203253125, 25.007728433333334, 25.022358066666666, 25.022222066666664, 25.0170533, 25.03728074074074, 25.013206034482756, 25.01780185185185, 25.025485166666666, 25.01398393548387, 24.992413916666667, 24.970179, 0, 0, 0, 0, 24.994050571428573, 24.9650774375, 24.998120828571427, 25.007589035714286, 24.990192250000003 ], "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", "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, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.128898088, "time_to_acc50_sec": 0, "acc_per_sec": 10.015441593457878, "mobile_acc_per_sec": 72930.22002987283 }, "started": "2026-08-19T02:06:15.765062909+10:00", "ended": "2026-08-19T02:06:17.777010896+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": 3032, "total_correct": 684, "total_train": 204, "infer_ms": 642.119906, "train_ms": 1831.000839, "blocked_train": 1831000839, "duration": 2024563990, "avg_accuracy": 15.984727446890439, "soft_acc": 18.744257256388558, "adapt_pct": 18.73937523660714, "stability": 89.17798681741021, "consistency": 75, "throughput": 1497.6064056142775, "availability": 25.96395292458719, "score": 72.88476169380213, "zero_downtime": 4.866750130112243, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 35522120, "heap_mib": 33.87653350830078, "mobile_score": 353820.4253603716, "mobile_throughput": 7270158.029506466, "mobile_availability": 126042.49028635156, "mobile_accuracy": 90994.34396701337, "soft_acc_blocks": [ 25.0138246875, 25.007156266666666, 25.00254107142857, 25.00187642857143, 24.994346470588233, 24.966355, 25.005443, 24.9880339375, 24.97747607692308, 25.0223386, 24.995224, 25.040453615384614, 24.990907625, 24.964216, 0, 0, 0, 24.990558, 24.980528, 24.972269307692308, 24.969337266666667, 24.97459342857143, 24.985677866666666, 24.98377394117647, 24.993694428571427, 24.972548, 24.983483214285712, 25.010152625, 25.013670833333332, 0, 0, 0, 0, 24.99278153846154, 0, 0 ], "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": 0.105831915, "time_to_acc50_sec": 0, "acc_per_sec": 9.258416799356665, "mobile_acc_per_sec": 44945.15580463988 }, "started": "2026-08-19T02:06:18.445462413+10:00", "ended": "2026-08-19T02:06:20.470662128+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": 992, "total_correct": 262, "total_train": 147, "infer_ms": 419.146392, "train_ms": 1805.741628, "blocked_train": 1805741628, "duration": 2014634437, "avg_accuracy": 11.671326528863295, "soft_acc": 10.295169465977079, "adapt_pct": 12.502769152884616, "stability": 87.69491085254397, "consistency": 41.17647058823529, "throughput": 492.3970233910978, "availability": 18.838988220180177, "score": 9.550068645230175, "zero_downtime": 1.9395057629430081, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 53785568, "heap_mib": 51.293914794921875, "mobile_score": 46360.98509139294, "mobile_throughput": 2390350.4685154804, "mobile_availability": 91454.2171850169, "mobile_accuracy": 49978.09082387214, "soft_acc_blocks": [ 25.005187722222225, 24.9663405, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.9833365, 24.993648923076925, 24.981590846153843, 24.976476666666667, 0, 0, 0, 24.99561588888889, 24.994970625, 25.018400666666665, 0, 25.0288938, 25.016274, 0, 0, 25.052075, 0, 0, 0, 25.00917475, 25.013775954545455, 0, 0 ], "phase_blocks": [ "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, 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": 0.195377309, "time_to_acc50_sec": 1.64177857, "acc_per_sec": 5.110192339066564, "mobile_acc_per_sec": 24807.5233431901 }, "started": "2026-08-19T02:06:20.865112247+10:00", "ended": "2026-08-19T02:06:22.880315119+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": 3072, "total_correct": 612, "total_train": 188, "infer_ms": 524.895668, "train_ms": 1665.004883, "blocked_train": 1665004883, "duration": 2014272493, "avg_accuracy": 16.642424097042664, "soft_acc": 21.082214434226188, "adapt_pct": 21.85451350196224, "stability": 90.9276343374444, "consistency": 84.375, "throughput": 1525.1163934749716, "availability": 23.96892716248282, "score": 77.06688605768876, "zero_downtime": 5.053180621978115, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 64645384, "heap_mib": 61.65064239501953, "mobile_score": 342417.31828316546, "mobile_throughput": 6776273.082222084, "mobile_availability": 106496.78715393045, "mobile_accuracy": 93670.78001094559, "soft_acc_blocks": [ 25.015876222222225, 25.02036430769231, 24.993215666666668, 0, 0, 24.985305333333333, 0, 24.984902285714288, 24.988095277777777, 24.982126500000003, 24.9904401875, 24.9891625, 24.985068647058824, 24.958124375, 25.017518, 24.9932964375, 24.97741870588235, 24.9655920625, 24.973896529411764, 24.988015235294117, 25.0094896875, 24.9095825, 0, 0, 24.96029085714286, 25.005315416666665, 24.983406933333335, 25.014042785714285, 24.989775466666668, 24.99548788235294, 25.004420692307693, 24.9506314 ], "phase_blocks": [ "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, 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": 1.4335998939999999, "time_to_acc50_sec": 0, "acc_per_sec": 10.466416290492523, "mobile_acc_per_sec": 46503.52935686224 }, "started": "2026-08-19T02:06:23.691350091+10:00", "ended": "2026-08-19T02:06:25.70618581+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": 3304, "total_correct": 596, "total_train": 177, "infer_ms": 505.596711, "train_ms": 1319.046901, "blocked_train": 1319046901, "duration": 2017249275, "avg_accuracy": 18.13697650675205, "soft_acc": 24.029270986491955, "adapt_pct": 24.99085586884775, "stability": 95.19413801407401, "consistency": 96.15384615384616, "throughput": 1637.8739310737885, "availability": 27.709340480238396, "score": 109.05542004231832, "zero_downtime": 6.6583525125661955, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 86778728, "heap_mib": 82.7586441040039, "mobile_score": 635293.8673682999, "mobile_throughput": 9541307.195275716, "mobile_availability": 161418.60779670253, "mobile_accuracy": 139980.64918850994, "soft_acc_blocks": [ 24.99149011111111, 24.991594000000003, 24.99407311764706, 24.97966975, 25.000868, 24.989313933333335, 24.988753185185185, 25.012032, 0, 25.0055342, 24.986411333333333, 24.989767562500003, 24.9957395, 24.979695142857143, 24.997719944444444, 24.9944095, 24.967539, 24.98438088888889, 24.983999315789475, 24.99785525, 24.98208638095238, 24.995234210526316, 24.9860775, 24.989440722222223, 24.9897475, 24.9876136 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.577447723, "time_to_acc50_sec": 0, "acc_per_sec": 11.911899676598944, "mobile_acc_per_sec": 69391.84508494119 }, "started": "2026-08-19T02:06:26.137957455+10:00", "ended": "2026-08-19T02:06:28.155803758+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": 2248, "total_correct": 589, "total_train": 172, "infer_ms": 438.232969, "train_ms": 1719.795553, "blocked_train": 1719795553, "duration": 2025837435, "avg_accuracy": 15.925896972268307, "soft_acc": 15.442879538126352, "adapt_pct": 6.248176757638889, "stability": 87.84958267456359, "consistency": 61.76470588235294, "throughput": 1109.6645570674825, "availability": 20.307098100531963, "score": 34.7990882479297, "zero_downtime": 3.1360006973542953, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 35398400, "heap_mib": 33.758544921875, "mobile_score": 182447.4437933057, "mobile_throughput": 5817838.112957963, "mobile_availability": 106467.67848931701, "mobile_accuracy": 80965.1642728519, "soft_acc_blocks": [ 24.997011699999998, 25.0125874, 25.019812411764708, 25.01865542105263, 25.01426194117647, 24.997378833333332, 25.027306857142857, 24.999210277777777, 25.043786, 0, 0, 0, 0, 0, 0, 24.997914599999998, 25.02334311764706, 25.01535325, 25.018929, 25.0084263125, 0, 24.878399, 24.981040125, 24.98707495, 24.99833911111111, 0, 0, 25.00140538461538, 25.002438047619048, 25.015230555555558, 0, 0, 0, 0 ], "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" ], "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 ], "time_to_acc25_sec": 0.152969268, "time_to_acc50_sec": 0, "acc_per_sec": 7.622960890801364, "mobile_acc_per_sec": 39966.269195164656 }, "started": "2026-08-19T02:06:28.66237422+10:00", "ended": "2026-08-19T02:06:30.688783787+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": 3016, "total_correct": 763, "total_train": 193, "infer_ms": 605.336139, "train_ms": 1730.559083, "blocked_train": 1730559083, "duration": 2011705150, "avg_accuracy": 20.096310463724414, "soft_acc": 18.76270657481226, "adapt_pct": 15.642452276109307, "stability": 89.16724674144126, "consistency": 75, "throughput": 1499.2256693283307, "availability": 25.91452447433449, "score": 72.89634279223226, "zero_downtime": 4.86226618737729, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 35039888, "heap_mib": 33.41664123535156, "mobile_score": 707753.2920343309, "mobile_throughput": 14556037.550385404, "mobile_availability": 251605.0779185163, "mobile_accuracy": 182167.81304991056, "soft_acc_blocks": [ 25.002372633333334, 24.982392, 24.964163999999997, 24.9830445, 24.9671409375, 0, 0, 24.99803688888889, 25.007400722222222, 24.957796357142858, 24.96921, 0, 0, 0, 0, 0, 24.990531357142856, 24.990740214285715, 24.982204250000002, 24.98565539130435, 25.067466, 0, 25.120573, 24.99267980952381, 25.050001535714284, 25.00715386363636, 25.02441325, 25.01139503846154, 25.06112536363636, 25.0170718, 25.220244, 0, 25.05654725, 25.0164288125, 25.019766384615384, 25.011881333333335 ], "phase_blocks": [ "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, 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": 0.114755052, "time_to_acc50_sec": 1.762609785, "acc_per_sec": 9.326767680051054, "mobile_acc_per_sec": 90553.93284145568 }, "started": "2026-08-19T02:06:31.634155303+10:00", "ended": "2026-08-19T02:06:33.646398835+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": 4752, "total_correct": 1050, "total_train": 209, "infer_ms": 821.062344, "train_ms": 1707.96605, "blocked_train": 1707966050, "duration": 2014398704, "avg_accuracy": 18.609409160955614, "soft_acc": 21.42353219831352, "adapt_pct": 21.873091028093434, "stability": 91.25386330597124, "consistency": 85.71428571428571, "throughput": 2359.0166090575485, "availability": 32.46552494024707, "score": 164.07579024024832, "zero_downtime": 6.955262188925337, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 34182728, "heap_mib": 32.59918975830078, "mobile_score": 1344108.8736481143, "mobile_throughput": 19325064.061399437, "mobile_availability": 265957.580310504, "mobile_accuracy": 175501.57576858436, "soft_acc_blocks": [ 24.983094124999997, 24.98241169230769, 24.985145928571427, 24.97696955263158, 25.028956166666667, 0, 24.981426642857144, 24.970485541666665, 24.977795166666667, 24.99958367857143, 24.999125666666668, 25.004090904761906, 25.017487696969695, 25.0082234, 0, 25.016525833333333, 24.98906091666667, 24.985664083333333, 25.02249769565217, 25.000460272727274, 25.01242995, 25.0085972, 24.999137862068967, 25.021852, 0, 24.9659225, 24.976665777777775, 25.017728, 0, 0, 24.985308125, 24.970949034482757, 24.97279069230769, 24.99616712, 24.967073714285714 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.463398838, "time_to_acc50_sec": 0, "acc_per_sec": 10.635199553977433, "mobile_acc_per_sec": 87123.55474618313 }, "started": "2026-08-19T02:06:34.021965909+10:00", "ended": "2026-08-19T02:06:36.036907057+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": 9440, "total_correct": 2178, "total_train": 360, "infer_ms": 743.566032, "train_ms": 1656.73635, "blocked_train": 1656736350, "duration": 2014346962, "avg_accuracy": 23.552025110620846, "soft_acc": 22.940275991970452, "adapt_pct": 25.036564021448278, "stability": 93.08285434479323, "consistency": 91.66666666666666, "throughput": 4686.382325429794, "availability": 30.978015002444806, "score": 333.03504834063136, "zero_downtime": 7.1064421383948515, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 34991112, "heap_mib": 33.37012481689453, "mobile_score": 124010.14163665692, "mobile_throughput": 1745038.3640873125, "mobile_availability": 11535.08631363763, "mobile_accuracy": 8542.124587555543, "soft_acc_blocks": [ 24.980827390243903, 24.978928897959182, 24.981488044444443, 24.9825764, 24.986610947368423, 24.983745486486487, 24.98519117142857, 24.972600368421052, 24.97576323255814, 24.975210234042553, 24.969729976744183, 24.98060377272727, 25.01889351282051, 25.05077011764706, 25.05221475, 25.120323, 0, 25.01224547826087, 25.0507645, 25.075447542857145, 25.39627, 25.082897902439022, 24.953884304347827, 25.031455612903226, 24.982072971428572, 25.006364955555554, 24.987302847826086, 25.005220476190477, 25.035009972222223, 25.032864749999998, 25.016444982142854, 25.050388285714288, 0, 0, 25.04163694736842, 25.094186878787877 ], "phase_blocks": [ "A", "A", "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", "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, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.704549152, "time_to_acc50_sec": 0.895790253, "acc_per_sec": 11.388443214963111, "mobile_acc_per_sec": 4240.642128044446 }, "started": "2026-08-19T02:06:36.565819191+10:00", "ended": "2026-08-19T02:06:38.580674901+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": 6072, "total_correct": 1496, "total_train": 304, "infer_ms": 474.254012, "train_ms": 1726.515906, "blocked_train": 1726515906, "duration": 2012661175, "avg_accuracy": 14.94617187714663, "soft_acc": 16.886192500670607, "adapt_pct": 15.616226528370348, "stability": 88.30082659813345, "consistency": 67.56756756756756, "throughput": 3016.9012427042026, "availability": 21.549459037998357, "score": 109.78151055082616, "zero_downtime": 3.6388831360095626, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 35470600, "heap_mib": 33.82740020751953, "mobile_score": 81757.28494839708, "mobile_throughput": 2246768.6345666205, "mobile_availability": 16048.469858116594, "mobile_accuracy": 12575.608087772147, "soft_acc_blocks": [ 24.968734580645158, 24.982723966101695, 0, 24.96735109090909, 24.918189, 0, 0, 0, 0, 25.010066545454546, 24.962827, 0, 0, 0, 25.000287333333333, 24.97769134545455, 24.989134095238096, 24.975248564102564, 24.935924, 24.981013264705883, 24.96786538095238, 0, 24.96589433333333, 25.03839275, 24.99216820338983, 24.953093966101694, 24.97747172413793, 25.006791, 0, 0, 0, 25.109402875, 25.118026, 24.914147, 25.06049833333333, 24.945372380952378, 25.070807791666667 ], "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", "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, false ], "time_to_acc25_sec": 0.623365438, "time_to_acc50_sec": 0, "acc_per_sec": 8.389982730536156, "mobile_acc_per_sec": 6248.248957141108 }, "started": "2026-08-19T02:06:39.916016643+10:00", "ended": "2026-08-19T02:06:41.92933745+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": 7528, "total_correct": 2056, "total_train": 252, "infer_ms": 746.344775, "train_ms": 1499.543533, "blocked_train": 1499543533, "duration": 2014066403, "avg_accuracy": 21.090663508798894, "soft_acc": 19.3225588001974, "adapt_pct": 12.508320146527778, "stability": 89.48200397191937, "consistency": 77.14285714285715, "throughput": 3737.7119189252467, "availability": 33.23160694774854, "score": 240.00583785948484, "zero_downtime": 6.421196792729196, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 64735608, "heap_mib": 61.73668670654297, "mobile_score": 357477.7861354363, "mobile_throughput": 5567152.00724284, "mobile_availability": 49496.96802108292, "mobile_accuracy": 28780.073034766745, "soft_acc_blocks": [ 25.00840806060606, 24.996487527777777, 24.998564068181818, 25.002862138888887, 25.012206512820512, 25.00134827777778, 25.000968894736843, 25.004872029411764, 25.00190795, 25.02547852777778, 25.020548444444444, 25.018626249999997, 25.01357823076923, 25.017266925, 25.040195399999998, 25.01602727777778, 24.98405027586207, 0, 0, 0, 0, 0, 0, 0, 0, 25.065329379310345, 25.090354666666666, 25.1218879375, 25.091522184210525, 25.056407571428572, 25.090767342857145, 25.069156457142856, 25.207798789473685, 25.18218148648649, 25.1507554 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.288452926, "time_to_acc50_sec": 0, "acc_per_sec": 9.59380424171516, "mobile_acc_per_sec": 14289.535336023744 }, "started": "2026-08-19T02:06:42.31998868+10:00", "ended": "2026-08-19T02:06:44.334679662+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": 8192, "total_correct": 2151, "total_train": 343, "infer_ms": 545.146393, "train_ms": 1700.790241, "blocked_train": 1700790241, "duration": 2017636468, "avg_accuracy": 18.30541034076727, "soft_acc": 17.56803912965847, "adapt_pct": 12.5015708700837, "stability": 88.5729798330976, "consistency": 70.27027027027027, "throughput": 4060.1962394743946, "availability": 24.272563381679095, "score": 173.1354334362075, "zero_downtime": 4.264213432664537, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 34213320, "heap_mib": 32.62836456298828, "mobile_score": 257877.35831080217, "mobile_throughput": 6047477.74432259, "mobile_availability": 36152.87985867548, "mobile_accuracy": 26166.795736393124, "soft_acc_blocks": [ 25.01639807692308, 25.003928350000002, 24.99852765957447, 24.998925852941177, 0, 24.984333684210526, 0, 0, 0, 24.9884175, 25.004675703703704, 24.9981917, 25.001460102040816, 25.002952769230767, 25.00433197619048, 25.003822113207544, 25.001684349999998, 25.004238948717948, 25.001335680851067, 25.000991673913042, 25.0029985, 25.001608256410258, 25.000994612903227, 25.001997214285716, 0, 0, 0, 0, 0, 0, 0, 24.99875986956522, 25.002331315789473, 24.998328458333333, 24.999853615384616, 24.998874761904762, 24.99748505128205 ], "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", "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, false ], "time_to_acc25_sec": 0.114749853, "time_to_acc50_sec": 0, "acc_per_sec": 8.707237110495402, "mobile_acc_per_sec": 12969.03389257788 }, "started": "2026-08-19T02:06:45.234937638+10:00", "ended": "2026-08-19T02:06:47.253071968+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": 3496, "total_correct": 885, "total_train": 261, "infer_ms": 421.022593, "train_ms": 1613.709748, "blocked_train": 1613709748, "duration": 2053414534, "avg_accuracy": 15.500474522174638, "soft_acc": 16.384399836318323, "adapt_pct": 12.508622220567474, "stability": 88.11347553253044, "consistency": 65.51724137931035, "throughput": 1702.5300747189513, "availability": 20.69179245428822, "score": 57.71961740436866, "zero_downtime": 3.390226009011726, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 64998976, "heap_mib": 61.98785400390625, "mobile_score": 171941.4930096684, "mobile_throughput": 5071682.3171264175, "mobile_availability": 61638.968649283306, "mobile_accuracy": 48807.63762149808, "soft_acc_blocks": [ 24.99488809803922, 24.98308092857143, 24.98710235135135, 25.003257236842106, 25.043192, 0, 24.9022445, 24.988277642857145, 24.99957061904762, 25.041555608695653, 25.021027, 0, 0, 0, 0, 0, 25.049612571428572, 24.988326, 25.030718384615383, 25.022010344827585, 25.042166722222223, 25.049502955555553, 25.016462727272728, 0, 0, 24.98993242857143, 24.994667133333333, 0, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.476595573, "time_to_acc50_sec": 0, "acc_per_sec": 7.979099964974887, "mobile_acc_per_sec": 23769.0134229361 }, "started": "2026-08-19T02:06:47.828335292+10:00", "ended": "2026-08-19T02:06:49.882298678+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": 7248, "total_correct": 1791, "total_train": 267, "infer_ms": 605.054762, "train_ms": 1384.803969, "blocked_train": 1384803969, "duration": 2123095705, "avg_accuracy": 21.172144683227586, "soft_acc": 21.555237245598118, "adapt_pct": 25.002708098659724, "stability": 91.37789880583752, "consistency": 86.20689655172413, "throughput": 3413.8828423657897, "availability": 30.40692048002477, "score": 223.7555717455904, "zero_downtime": 6.554283848549701, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 35192216, "heap_mib": 33.561912536621094, "mobile_score": 666547.5068145005, "mobile_throughput": 10169646.634422017, "mobile_availability": 90579.4518444956, "mobile_accuracy": 64211.092187614464, "soft_acc_blocks": [ 25.01341825714286, 25.022160837837838, 25.016406184210524, 25.019463542857142, 25.004656823529412, 25.011478475, 25.010582642857145, 25.01970802631579, 24.990307272727275, 25.00802809090909, 0, 0, 0, 0, 24.9983155, 24.99964264, 25.014870268292682, 25.013597829268292, 25.013384027777775, 24.985905585365856, 24.99141346511628, 24.998885294117645, 24.99683615151515, 25.0107945625, 24.993365314285715, 24.9877702, 25.000514323529412, 24.995552529411764, 24.98482227777778 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.496019695, "time_to_acc50_sec": 0, "acc_per_sec": 10.15273932062244, "mobile_acc_per_sec": 30244.08745983237 }, "started": "2026-08-19T02:06:50.635153406+10:00", "ended": "2026-08-19T02:06:52.758868274+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": 6336, "total_correct": 1585, "total_train": 282, "infer_ms": 638.092549, "train_ms": 1694.870773, "blocked_train": 1694870773, "duration": 2017511298, "avg_accuracy": 19.869439154277075, "soft_acc": 20.960810653947885, "adapt_pct": 25.013021774761693, "stability": 90.77830342050812, "consistency": 83.78378378378379, "throughput": 3140.502859280642, "availability": 27.351160774056954, "score": 180.04581472370023, "zero_downtime": 5.733025021506945, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 34509480, "heap_mib": 32.910804748535156, "mobile_score": 67042.51428257056, "mobile_throughput": 1169409.0646921373, "mobile_availability": 10184.577684594298, "mobile_accuracy": 7805.043676233685, "soft_acc_blocks": [ 24.94951364, 24.964798644444443, 24.934411, 0, 24.975050363636363, 24.978091, 0, 0, 24.9711455, 24.993879000000003, 24.999568612903225, 25.01291982142857, 25.016844290322577, 24.99228609677419, 25.005388314285714, 24.977165666666668, 24.987344939393942, 24.978097862068964, 24.98915858974359, 24.958033, 0, 0, 0, 25.068521, 25.007029120000002, 24.976378296296296, 25.02903405714286, 24.957641357142855, 25.041985393939395, 24.97714406896552, 25.13285921875, 25.153146741935487, 25.118686851851855, 25.129391896551727, 25.144535647058824, 25.07460416129032, 25.05534004347826 ], "phase_blocks": [ "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, 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": 0.917755271, "time_to_acc50_sec": 0, "acc_per_sec": 10.38943904538565, "mobile_acc_per_sec": 3868.6493027181477 }, "started": "2026-08-19T02:06:53.4180807+10:00", "ended": "2026-08-19T02:06:55.436127255+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": 2624, "total_correct": 720, "total_train": 209, "infer_ms": 321.577579, "train_ms": 1883.20063, "blocked_train": 1883200630, "duration": 2175955591, "avg_accuracy": 16.638669127830116, "soft_acc": 15.32695381001424, "adapt_pct": 9.386904115927418, "stability": 87.81935027911179, "consistency": 61.29032258064516, "throughput": 1205.9069637510813, "availability": 14.58548427625538, "score": 26.95817604708625, "zero_downtime": 2.235510437988552, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 35676112, "heap_mib": 34.02339172363281, "mobile_score": 20076.488925248235, "mobile_throughput": 898071.8042771689, "mobile_availability": 10862.207926462188, "mobile_accuracy": 11414.400510148787, "soft_acc_blocks": [ 24.999890322580644, 25.00462206451613, 25.011262, 25.03115169230769, 24.980403, 25.01198425641026, 24.995138863636363, 25.040653, 0, 0, 0, 0, 0, 0, 24.986373571428572, 25.006391821428572, 24.9864179, 24.98372475, 25.076816, 0, 25.03381725, 25.021396677419354, 25.040019, 0, 0, 0, 0, 0, 24.993392666666665, 24.998511379310344, 24.933601894736842 ], "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": 0.108336925, "time_to_acc50_sec": 0, "acc_per_sec": 7.043780614553103, "mobile_acc_per_sec": 5245.695526765365 }, "started": "2026-08-19T02:06:56.023300333+10:00", "ended": "2026-08-19T02:06:58.199793577+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": 3832, "total_correct": 950, "total_train": 196, "infer_ms": 479.918403, "train_ms": 1483.997987, "blocked_train": 1483997987, "duration": 2009593173, "avg_accuracy": 17.182122290808756, "soft_acc": 18.098174147020675, "adapt_pct": 15.624608060713003, "stability": 88.82954332890328, "consistency": 72.41379310344827, "throughput": 1906.8536117086023, "availability": 24.436804206313493, "score": 84.3328011288708, "zero_downtime": 4.422615381225089, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 65649560, "heap_mib": 62.608299255371094, "mobile_score": 125609.87397231083, "mobile_throughput": 2840171.7794757946, "mobile_availability": 36397.50910147639, "mobile_accuracy": 26956.407747707886, "soft_acc_blocks": [ 24.992515085714285, 0, 0, 0, 0, 0, 25.0087165, 24.946351, 0, 0, 24.97670616666667, 25.0052075, 25.0060094137931, 25.001971464285713, 25.010002103448276, 25.02346375862069, 24.99947063333333, 25.00421946875, 24.960994125, 24.933381, 0, 24.98759904761905, 25.024939333333336, 25.012290243243243, 24.945643842105266, 25.003313222222225, 24.98445106451613, 25.019639103448274, 25.0001661875 ], "phase_blocks": [ "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, 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": 0.416188891, "time_to_acc50_sec": 0, "acc_per_sec": 9.005889545296876, "mobile_acc_per_sec": 13413.863119104002 }, "started": "2026-08-19T02:06:59.133348111+10:00", "ended": "2026-08-19T02:07:01.143668675+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": 8712, "total_correct": 2532, "total_train": 326, "infer_ms": 545.827044, "train_ms": 1441.750358, "blocked_train": 1441750358, "duration": 2036809982, "avg_accuracy": 23.93174561910194, "soft_acc": 20.321576928674904, "adapt_pct": 21.88400193540646, "stability": 90.23782621959522, "consistency": 81.25, "throughput": 4277.276759732613, "availability": 27.461926436211314, "score": 238.70183471788326, "zero_downtime": 5.580696506830793, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42147472, "heap_mib": 40.19496154785156, "mobile_score": 711071.0654577817, "mobile_throughput": 12741618.62390166, "mobile_availability": 81806.58231470658, "mobile_accuracy": 60536.13025443812, "soft_acc_blocks": [ 25.003759327868853, 24.996445326923077, 0, 0, 0, 0, 0, 25.012589, 25.021472156862746, 25.009037499999998, 25.018041142857143, 25.015548089285716, 25.034981, 0, 25.027561517241377, 25.0135271, 25.016350980769232, 25.014846032786885, 25.017677984126983, 25.015158854166668, 24.99356025925926, 25.011039796296295, 25.009157916666666, 25.002313, 25.01083570833333, 25.0062495, 25.01817935, 25.000160571428573, 25.019807263157894, 25.00782120754717, 24.992772648148147, 25.00156848387097 ], "phase_blocks": [ "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, 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": 0.390961945, "time_to_acc50_sec": 0, "acc_per_sec": 9.977158943771764, "mobile_acc_per_sec": 29721.04947904665 }, "started": "2026-08-19T02:07:01.580314911+10:00", "ended": "2026-08-19T02:07:03.61909582+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": 6384, "total_correct": 1753, "total_train": 271, "infer_ms": 656.524614, "train_ms": 1684.234634, "blocked_train": 1684234634, "duration": 2016702147, "avg_accuracy": 20.503965074326636, "soft_acc": 19.87480852624271, "adapt_pct": 18.747157152776296, "stability": 89.90353831659905, "consistency": 79.48717948717949, "throughput": 3165.5641411879747, "availability": 28.047507002736406, "score": 176.46083753254788, "zero_downtime": 5.5743883131783765, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 34513568, "heap_mib": 32.914703369140625, "mobile_score": 65152.32365370737, "mobile_throughput": 1168779.7834191273, "mobile_availability": 10355.613627782159, "mobile_accuracy": 7338.11522014559, "soft_acc_blocks": [ 25.008450242424242, 25.009747027027025, 25.009682172413793, 25.020858225806453, 25.025308370370368, 25.03124835135135, 25.028611870967744, 25.020086055555556, 0, 0, 0, 0, 24.991780666666667, 25.008508925925927, 24.99650413043478, 24.993269575757576, 25.014540583333332, 24.99516424137931, 25.03766340625, 24.86744, 0, 24.985644428571426, 25.02841827272727, 25.03097417647059, 24.99756872972973, 24.977345375, 25.03949523529412, 24.96362288888889, 0, 24.96052515625, 24.98855, 25.07844925, 0, 0, 24.984230107142857, 25.00245620833333, 24.98274183870968, 25.046201472222222, 24.99244553846154 ], "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", "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, 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": 0.107334799, "time_to_acc50_sec": 0, "acc_per_sec": 9.855103568867628, "mobile_acc_per_sec": 3638.6708027566697 }, "started": "2026-08-19T02:07:04.145650128+10:00", "ended": "2026-08-19T02:07:06.162947949+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": 2376, "total_correct": 564, "total_train": 173, "infer_ms": 396.714594, "train_ms": 1584.732418, "blocked_train": 1584732418, "duration": 2054649428, "avg_accuracy": 13.518682879681688, "soft_acc": 14.061831129261876, "adapt_pct": 15.619998986892735, "stability": 87.59862020898977, "consistency": 56.25, "throughput": 1156.4016554944867, "availability": 20.02145864095406, "score": 32.55714375817783, "zero_downtime": 2.8153837037059697, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 65759968, "heap_mib": 62.713592529296875, "mobile_score": 23839.832104312205, "mobile_throughput": 846770.2669775048, "mobile_availability": 14660.629201045422, "mobile_accuracy": 10296.716926115154, "soft_acc_blocks": [ 24.99205253846154, 24.995004219512193, 0, 24.989428, 0, 0, 0, 0, 0, 25.014822285714285, 24.9862045, 0, 25.002004333333332, 25.014056, 24.993512333333335, 24.99729682142857, 25.004517, 0, 24.9652085, 24.987891185185184, 25.009562499999998, 25.003532424242426, 24.944183499999998, 25.023178777777776, 25.009150217391305, 25.046991, 0, 0, 0, 0, 0, 0 ], "phase_blocks": [ "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, 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": 0.548991337, "time_to_acc50_sec": 0, "acc_per_sec": 6.843907742913443, "mobile_acc_per_sec": 5011.422769157267 }, "started": "2026-08-19T02:07:07.158046678+10:00", "ended": "2026-08-19T02:07:09.224285681+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": 6856, "total_correct": 1865, "total_train": 266, "infer_ms": 767.637579, "train_ms": 1633.756393, "blocked_train": 1633756393, "duration": 2016181845, "avg_accuracy": 23.05788838909881, "soft_acc": 21.71570881309332, "adapt_pct": 24.982748595599944, "stability": 91.54713332440268, "consistency": 86.8421052631579, "throughput": 3400.4869238369715, "availability": 31.966332386546025, "score": 236.05213328402775, "zero_downtime": 6.941715659287879, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 34963032, "heap_mib": 33.343345642089844, "mobile_score": 339998.07927257236, "mobile_throughput": 4897896.945946808, "mobile_availability": 46042.75954471825, "mobile_accuracy": 31278.256984063377, "soft_acc_blocks": [ 25.0153924, 25.01149065625, 25.007711583333332, 25.008565, 25.01440328125, 25.02555234375, 25.0110901, 25.0270308, 25.01451190625, 25.008631424242424, 25.013340454545457, 25.022116484848482, 25.02134882926829, 25.011015, 24.9641615, 25.02206386956522, 24.989586333333335, 25.081523, 25.019759, 25.003824, 25.007163956521737, 25.01076453125, 25.01323681818182, 25.007858166666665, 25.00656721875, 24.980160114285713, 24.948671617647058, 24.907948, 0, 0, 24.98233685, 25.010794191489364, 24.99982509615385, 24.999431846153847, 0, 0, 0, 25.029058523809525 ], "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", "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, false, false ], "time_to_acc25_sec": 0.149836402, "time_to_acc50_sec": 0, "acc_per_sec": 10.770709431268248, "mobile_acc_per_sec": 15513.609083243866 }, "started": "2026-08-19T02:07:09.838846836+10:00", "ended": "2026-08-19T02:07:11.855900968+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": 9296, "total_correct": 2159, "total_train": 341, "infer_ms": 647.400333, "train_ms": 1719.140716, "blocked_train": 1719140716, "duration": 2014754795, "avg_accuracy": 19.0447047340158, "soft_acc": 19.588908580366173, "adapt_pct": 21.869941906608858, "stability": 89.71125447115904, "consistency": 78.37837837837837, "throughput": 4613.960975831801, "availability": 27.356395667574155, "score": 247.25383303007683, "zero_downtime": 5.358819338204354, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 34245872, "heap_mib": 32.65940856933594, "mobile_score": 689533.0724025156, "mobile_throughput": 12867257.298387785, "mobile_availability": 76290.58495617616, "mobile_accuracy": 54628.88139246287, "soft_acc_blocks": [ 24.99668439583333, 24.992013911764705, 0, 0, 0, 0, 0, 0, 25.0060324, 25.014437159090907, 24.983969214285715, 24.983806055555554, 24.98220290740741, 24.98156098076923, 24.9798293125, 24.97229637735849, 24.940695407407407, 24.94177080952381, 24.949117843137255, 24.960999847826088, 24.911104476190477, 24.93329545652174, 24.94818925, 24.9760684, 0, 25.00832138235294, 25.0436063125, 24.807588, 25.173048, 0, 25.047568000000002, 25.054615045454547, 25.048466545454545, 25.067712767441858, 25.0131165, 25.029895655172414, 25.041605060000002 ], "phase_blocks": [ "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, 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": 0.100475309, "time_to_acc50_sec": 1.607465513, "acc_per_sec": 9.722725876607814, "mobile_acc_per_sec": 27114.40693827105 }, "started": "2026-08-19T02:07:12.27613023+10:00", "ended": "2026-08-19T02:07:14.291550074+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": 6544, "total_correct": 1545, "total_train": 242, "infer_ms": 741.653218, "train_ms": 1671.926134, "blocked_train": 1671926134, "duration": 2102706608, "avg_accuracy": 17.129833554341413, "soft_acc": 17.36225146372321, "adapt_pct": 21.87991110807485, "stability": 88.48317658757287, "consistency": 69.44444444444444, "throughput": 3112.1793098012654, "availability": 30.728354441109754, "score": 166.0389417493414, "zero_downtime": 5.335134168729635, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 35329416, "heap_mib": 33.69275665283203, "mobile_score": 989229.8260440762, "mobile_throughput": 18541798.47701234, "mobile_availability": 183073.94878659718, "mobile_accuracy": 103441.13744786949, "soft_acc_blocks": [ 24.982046500000003, 24.980508874999998, 24.982989083333333, 0, 24.969699176470588, 24.982429291666666, 24.975120333333333, 0, 0, 25.053145, 24.988254673913044, 24.99701609090909, 25.00560712121212, 25.0081186, 25.004533749999997, 25.0153812, 25.00548435135135, 0, 25.013371, 0, 25.011199214285714, 25.009898086206896, 25.004106571428572, 0, 0, 25.017313555555553, 25.00290651162791, 25.00379323529412, 25.008575144578316, 24.997461, 0, 0, 0, 0, 25.013578, 25.00851632786885 ], "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": 0.609473336, "time_to_acc50_sec": 0.609473336, "acc_per_sec": 8.257096542934919, "mobile_acc_per_sec": 49194.279912525715 }, "started": "2026-08-19T02:07:15.227092281+10:00", "ended": "2026-08-19T02:07:17.330582791+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": 5792, "total_correct": 1561, "total_train": 238, "infer_ms": 576.160763, "train_ms": 1379.802742, "blocked_train": 1379802742, "duration": 2023534972, "avg_accuracy": 23.864817498962186, "soft_acc": 21.778301418448457, "adapt_pct": 25.003259652551193, "stability": 91.61751664116638, "consistency": 87.09677419354838, "throughput": 2862.317716345354, "availability": 29.45662132893425, "score": 183.62202594960024, "zero_downtime": 6.415151780706278, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 97123416, "heap_mib": 92.62410736083984, "mobile_score": 962708.2474106401, "mobile_throughput": 15006788.308672728, "mobile_availability": 154437.5308330428, "mobile_accuracy": 114181.02094075504, "soft_acc_blocks": [ 25.008787480000002, 25.001559714285715, 24.98684996969697, 25.00346406451613, 25.00164041935484, 25.003575666666666, 24.997427344827585, 25.005929535714284, 25.002291344827587, 25.004594851851852, 24.997187357142856, 24.986859782608693, 25.070682, 0, 0, 0, 0, 24.994777, 25.018791200000003, 25.006865653846152, 24.9970704, 25.01113034615385, 24.997614393939394, 24.99780486666667, 24.9986641, 25.012992035714287, 25.00876096551724, 25.000827333333334, 25.009361966666667, 25.002760178571428, 24.999074 ], "phase_blocks": [ "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, 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": 0.497241272, "time_to_acc50_sec": 0, "acc_per_sec": 10.762503104615705, "mobile_acc_per_sec": 56426.512277127586 }, "started": "2026-08-19T02:07:18.631679989+10:00", "ended": "2026-08-19T02:07:20.656685735+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": 9144, "total_correct": 2297, "total_train": 333, "infer_ms": 621.699903, "train_ms": 1695.485746, "blocked_train": 1695485746, "duration": 2017730083, "avg_accuracy": 20.60249318761053, "soft_acc": 20.394736842105264, "adapt_pct": 15.625, "stability": 90.30860535351563, "consistency": 81.57894736842105, "throughput": 4531.825181693542, "availability": 26.829956558219646, "score": 247.97689838044676, "zero_downtime": 5.471899034900059, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 36885536, "heap_mib": 35.176788330078125, "mobile_score": 1477401.2738419054, "mobile_throughput": 26999790.46431527, "mobile_availability": 159848.00299995297, "mobile_accuracy": 121508.13397129187, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 0, 0, 0, 25, 25, 25, 0, 0, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 25, 0, 25, 25, 25, 25, 25, 25, 25, 25, 25 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.108871259, "time_to_acc50_sec": 0, "acc_per_sec": 10.107762685374635, "mobile_acc_per_sec": 60220.212304428365 }, "started": "2026-08-19T02:07:21.416937422+10:00", "ended": "2026-08-19T02:07:23.435531927+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": 5112, "total_correct": 1225, "total_train": 268, "infer_ms": 360.292604, "train_ms": 1697.985982, "blocked_train": 1697985982, "duration": 2133121756, "avg_accuracy": 13.317988116187504, "soft_acc": 12.932095763477083, "adapt_pct": 12.502375465029761, "stability": 87.5063793277953, "consistency": 51.724137931034484, "throughput": 2396.4876761586975, "availability": 17.504559705893964, "score": 54.24944547895731, "zero_downtime": 2.2637064241412297, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 66250728, "heap_mib": 63.181617736816406, "mobile_score": 646416.6652561721, "mobile_throughput": 28555675.69904298, "mobile_availability": 208577.96816099397, "mobile_accuracy": 154094.1505373153, "soft_acc_blocks": [ 25.015696352941177, 25.02958932142857, 24.983567586206895, 25.03790646153846, 25.026745804347826, 25.00675108695652, 25.009876150943395, 24.982358227272726, 0, 25.102429, 0, 0, 0, 0, 0, 0, 0, 0, 0, 24.9796685, 24.998657166666664, 24.97861055357143, 24.939307, 0, 0, 0, 24.983315262295083, 0, 24.956298666666665 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.27525009, "time_to_acc50_sec": 0, "acc_per_sec": 6.062521151032263, "mobile_acc_per_sec": 72238.79748255463 }, "started": "2026-08-19T02:07:24.137472155+10:00", "ended": "2026-08-19T02:07:26.271367032+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": 5328, "total_correct": 1373, "total_train": 217, "infer_ms": 700.163005, "train_ms": 1742.092291, "blocked_train": 1742092291, "duration": 2015773383, "avg_accuracy": 23.452807979375887, "soft_acc": 22.06019690129516, "adapt_pct": 15.62323449528425, "stability": 91.94473793009409, "consistency": 88.23529411764706, "throughput": 2643.1542577819623, "availability": 28.668706590451386, "score": 167.16293747616504, "zero_downtime": 6.324373122908159, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 36195912, "heap_mib": 34.51911163330078, "mobile_score": 1565027.181491136, "mobile_throughput": 24745965.348285526, "mobile_availability": 268404.62215883174, "mobile_accuracy": 206533.86630332566, "soft_acc_blocks": [ 25.013320633333333, 24.998427111111113, 24.993454000000003, 25.057154, 25.014788523809525, 25.01023477777778, 25.036369, 0, 0, 0, 0, 25.01309425, 24.9939552, 25.01367696153846, 25.00207451851852, 25.008844, 25.008189032258066, 25.013048, 25.0127893, 25.00715212903226, 25.000559928571427, 25.01392496153846, 24.983086857142855, 24.988734130434786, 24.987035763157895, 24.990205800000002, 24.99587485, 24.990987842105266, 24.99001243478261, 24.984727952380954, 24.98969242857143, 24.9684238, 24.969019066666664, 24.997837391304348 ], "phase_blocks": [ "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, 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": 0.108510223, "time_to_acc50_sec": 0.638001925, "acc_per_sec": 10.94378816951328, "mobile_acc_per_sec": 102458.87163960318 }, "started": "2026-08-19T02:07:27.278698822+10:00", "ended": "2026-08-19T02:07:29.294991733+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": 9016, "total_correct": 1803, "total_train": 319, "infer_ms": 580.996556, "train_ms": 1720.815484, "blocked_train": 1720815484, "duration": 2019915521, "avg_accuracy": 17.323435958323262, "soft_acc": 20.438285018005455, "adapt_pct": 18.7234437758654, "stability": 90.36526470108615, "consistency": 81.81818181818183, "throughput": 4463.553008165632, "availability": 25.240833999634482, "score": 230.2654866396393, "zero_downtime": 5.158793593766921, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 35047944, "heap_mib": 33.42432403564453, "mobile_score": 2743759.8058937094, "mobile_throughput": 53186074.53511688, "mobile_availability": 300760.59945455374, "mobile_accuracy": 243535.17217091008, "soft_acc_blocks": [ 25.0081464375, 25.02110469230769, 0, 0, 0, 0, 25.00629461538462, 25.01383353846154, 25.000960325, 24.956291099999998, 24.943012946428574, 24.96783994117647, 24.956002781818185, 24.9467831, 24.9401865, 24.956066104166666, 24.95124248780488, 24.911548555555555, 24.934821684210526, 24.966267, 0, 0, 24.9981364375, 24.99840127083333, 24.99944191666667, 24.99835998039216, 24.99902116666667, 25.00879107142857, 25.001636285714284, 25.003720528301887, 24.988793274509803, 24.996728803571425, 24.98997304878049 ], "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", "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, false, false, false, false ], "time_to_acc25_sec": 0.119207408, "time_to_acc50_sec": 0, "acc_per_sec": 10.11838604412875, "mobile_acc_per_sec": 120567.00868873122 }, "started": "2026-08-19T02:07:29.749791064+10:00", "ended": "2026-08-19T02:07:31.770222364+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": 4240, "total_correct": 1035, "total_train": 205, "infer_ms": 350.730643, "train_ms": 1721.105001, "blocked_train": 1721105001, "duration": 2024501620, "avg_accuracy": 16.033840721625868, "soft_acc": 14.085780898679241, "adapt_pct": 18.857717796797566, "stability": 87.57694074590391, "consistency": 56.25, "throughput": 2094.3426066510137, "availability": 16.928497393879184, "score": 49.93983092946844, "zero_downtime": 2.3845110523404474, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 36422608, "heap_mib": 34.73530578613281, "mobile_score": 1190129.7308340522, "mobile_throughput": 49910849.84344757, "mobile_availability": 403427.6382564604, "mobile_accuracy": 335682.08617303375, "soft_acc_blocks": [ 24.94309528301887, 24.96256975471698, 24.937800829787232, 24.946918046875, 24.932354405405405, 24.748264, 0, 0, 24.99973442857143, 25.025677, 25.15158469230769, 25.142931039215686, 25.143159142857144, 25.073822, 0, 0, 25.1976483, 25.160773250000002, 25.079965954545454, 0, 0, 0, 0, 0, 0, 0, 0, 24.9053705, 25.49302, 0, 0, 24.900300130434783 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "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, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.456455006, "time_to_acc50_sec": 1.034569495, "acc_per_sec": 6.957653557560127, "mobile_acc_per_sec": 165809.73947209472 }, "started": "2026-08-19T02:07:32.59830484+10:00", "ended": "2026-08-19T02:07:34.623336718+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": 2168, "total_correct": 666, "total_train": 214, "infer_ms": 340.882786, "train_ms": 1804.265749, "blocked_train": 1804265749, "duration": 2023419624, "avg_accuracy": 15.57499958678427, "soft_acc": 12.51411163349246, "adapt_pct": 3.126059383333333, "stability": 87.48586313649955, "consistency": 50, "throughput": 1071.4534811687681, "availability": 15.890870978778167, "score": 21.306938217767474, "zero_downtime": 1.9886013338185557, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 37578832, "heap_mib": 35.83796691894531, "mobile_score": 7933.928994543234, "mobile_throughput": 398970.31444247946, "mobile_availability": 5917.182502643216, "mobile_accuracy": 4659.800113707738, "soft_acc_blocks": [ 25.020865290322583, 25.000386181818183, 0, 0, 0, 25.00721257142857, 25.00831, 0, 0, 0, 0, 0, 0, 0, 0, 25.00316405263158, 25.01320655, 0, 0, 25.023507, 0, 24.991652444444444, 25.008475066666666, 0, 0, 0, 25.111847, 25.058583615384617, 25.059439095238094, 24.973675874999998, 25.061887190476188, 25.00333737037037, 25.05044839285714, 25.083797842105263 ], "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" ], "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 ], "time_to_acc25_sec": 0.122874321, "time_to_acc50_sec": 1.6658573319999999, "acc_per_sec": 6.184634904723282, "mobile_acc_per_sec": 2302.933142704233 }, "started": "2026-08-19T02:07:35.493931593+10:00", "ended": "2026-08-19T02:07:37.517884079+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": 5320, "total_correct": 1475, "total_train": 200, "infer_ms": 636.36645, "train_ms": 1625.51517, "blocked_train": 1625515170, "duration": 2057925360, "avg_accuracy": 23.522985589817505, "soft_acc": 22.414579101451416, "adapt_pct": 24.97411058109606, "stability": 92.38607550492034, "consistency": 89.65517241379311, "throughput": 2585.12777159226, "availability": 28.134383531530705, "score": 163.0234219250069, "zero_downtime": 6.306203651380671, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 35078520, "heap_mib": 33.45348358154297, "mobile_score": 60191.00270015353, "mobile_throughput": 954472.8655722274, "mobile_availability": 10387.689910548712, "mobile_accuracy": 8275.841442212508, "soft_acc_blocks": [ 25.0023655, 25.009499038461538, 25.00400196551724, 25.0109124, 25.016224142857144, 25.026862821428573, 25.033047392857146, 25.058863, 25.018530034482758, 25.0592059, 24.994906714285715, 24.98206603448276, 24.951244, 24.89673, 0, 24.944563428571428, 24.972417555555555, 24.958188500000002, 25.005667, 25.0114859, 24.992596499999998, 24.990693999999998, 25.021338555555555, 25.004074642857145, 25.02806157142857, 25.03180128125, 24.9974460625, 0, 0 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "A", "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, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.19773092, "time_to_acc50_sec": 0, "acc_per_sec": 10.891832880397283, "mobile_acc_per_sec": 4021.4487867589655 }, "started": "2026-08-19T02:07:38.118040447+10:00", "ended": "2026-08-19T02:07:40.176705387+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": 4928, "total_correct": 1289, "total_train": 230, "infer_ms": 534.201078, "train_ms": 1755.712237, "blocked_train": 1755712237, "duration": 2022879680, "avg_accuracy": 19.126366768911208, "soft_acc": 18.57566425763064, "adapt_pct": 12.504422890555556, "stability": 89.07101088239347, "consistency": 74.28571428571429, "throughput": 2436.131050562533, "availability": 23.32844105935076, "score": 105.56761690692895, "zero_downtime": 4.333412887724249, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 35493624, "heap_mib": 33.84935760498047, "mobile_score": 38977.34840345068, "mobile_throughput": 899460.7579136122, "mobile_availability": 8613.254722623162, "mobile_accuracy": 6858.449198806093, "soft_acc_blocks": [ 24.997123903225805, 24.998209214285712, 24.993362576923076, 24.955139, 0, 0, 0, 0, 25.0041684, 24.997076285714286, 25.02228520689655, 25.031303296296297, 25.008628079999998, 25.002419481481482, 24.993032266666667, 25.0054036, 24.991236148148147, 24.99569382758621, 25.00287814814815, 24.99465053571429, 24.995928555555558, 25.005419086956522, 24.963878052631582, 24.955313, 0, 0, 0, 0, 0, 25.06986989473684, 25.039472392857142, 24.996384033333335, 25.008987307692305, 25.048757333333334, 25.07162938888889 ], "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" ], "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 ], "time_to_acc25_sec": 0.121885475, "time_to_acc50_sec": 0, "acc_per_sec": 9.182782565511083, "mobile_acc_per_sec": 3390.4385251455456 }, "started": "2026-08-19T02:07:40.750141431+10:00", "ended": "2026-08-19T02:07:42.773562723+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": 1944, "total_correct": 449, "total_train": 217, "infer_ms": 314.89247, "train_ms": 1719.823808, "blocked_train": 1719823808, "duration": 2005072663, "avg_accuracy": 11.362000677401644, "soft_acc": 14.0512059831274, "adapt_pct": 18.70468312493872, "stability": 87.60789046120742, "consistency": 56.25, "throughput": 969.5409228169204, "availability": 15.475989129527177, "score": 21.08327924893576, "zero_downtime": 2.1745631105162686, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40468944, "heap_mib": 38.59419250488281, "mobile_score": 7850.646527603716, "mobile_throughput": 361021.7836234642, "mobile_availability": 5762.695588594847, "mobile_accuracy": 5232.158155171803, "soft_acc_blocks": [ 25.006154166666665, 0, 24.997035545454548, 0, 25.042467, 24.967881466666665, 24.9984134, 24.970231, 0, 24.834586666666667, 24.984232941176472, 25.02412814814815, 25.02409978125, 24.967381666666668, 24.886486, 0, 0, 0, 25.083565999999998, 25.061870266666666, 24.807195625, 24.979348499999997, 0, 0, 0, 0, 0, 0, 0, 24.994493000000002, 25.009020285714286, 0 ], "phase_blocks": [ "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, 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": 0.573948707, "time_to_acc50_sec": 0, "acc_per_sec": 7.007828814594636, "mobile_acc_per_sec": 2609.46062041633 }, "started": "2026-08-19T02:07:43.71208734+10:00", "ended": "2026-08-19T02:07:45.717706616+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": 5264, "total_correct": 1546, "total_train": 250, "infer_ms": 615.418754, "train_ms": 1709.495449, "blocked_train": 1709495449, "duration": 2024418429, "avg_accuracy": 21.195589473333488, "soft_acc": 19.750730458474386, "adapt_pct": 25.01933013394183, "stability": 89.80065711052895, "consistency": 78.94736842105263, "throughput": 2600.252953931196, "availability": 26.470600644354185, "score": 135.9447863621744, "zero_downtime": 5.2281369840055785, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 36359104, "heap_mib": 34.67474365234375, "mobile_score": 25310.44749724847, "mobile_throughput": 484119.82269555354, "mobile_availability": 4928.3445563306705, "mobile_accuracy": 3677.226907177777, "soft_acc_blocks": [ 24.9991482, 25.014608866666666, 25.00161231818182, 25.010751, 0, 0, 25.041629571428572, 24.9451465, 25.038024916666668, 25.010099884615386, 25.03517816129032, 25.03079948275862, 25.034175214285714, 25.023636678571428, 25.05232564516129, 25.04745072413793, 25.05095073076923, 25.01121419230769, 25.056903499999997, 25.03252656, 25.081846615384617, 24.8164995, 0, 0, 25.05695890909091, 24.927952875, 24.966010266666668, 25.062782, 0, 0, 0, 0, 24.944800333333333, 25.06884763888889, 25.02203757894737, 25.074546586206896, 25.06217468, 25.007118291666668 ], "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", "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, false, false ], "time_to_acc25_sec": 0.484463959, "time_to_acc50_sec": 0, "acc_per_sec": 9.756249091365286, "mobile_acc_per_sec": 1816.4361944651005 }, "started": "2026-08-19T02:07:46.815335287+10:00", "ended": "2026-08-19T02:07:48.840258141+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": 5320, "total_correct": 1300, "total_train": 231, "infer_ms": 732.0721, "train_ms": 1690.36603, "blocked_train": 1690366030, "duration": 2019066661, "avg_accuracy": 21.775775143008204, "soft_acc": 22.364336456859803, "adapt_pct": 21.86639836311559, "stability": 92.32906060682545, "consistency": 89.47368421052632, "throughput": 2634.8808104062887, "availability": 30.22046635304572, "score": 178.08123293966364, "zero_downtime": 6.758606774027254, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 36121552, "heap_mib": 34.44819641113281, "mobile_score": 1060975.607448527, "mobile_throughput": 15698140.799162412, "mobile_availability": 180048.04390120038, "mobile_accuracy": 133242.65036697855, "soft_acc_blocks": [ 24.98521824, 25.018295518518517, 24.997444038461538, 24.98442260869565, 24.99968795652174, 25.002269679999998, 24.992412525, 25.106182, 24.93814, 24.993811935483873, 24.998735, 0, 24.99962042857143, 25.003474200000003, 24.992582458333334, 24.99509479166667, 24.99769217391304, 24.993614769230767, 24.986756370370372, 25.002992434782605, 25.002310782608696, 24.97456752173913, 24.99896104347826, 24.989948434782608, 24.999396961538462, 24.99375714814815, 24.978916166666664, 24.957287, 0, 24.992379416666665, 24.97492775, 24.985762076923077, 24.987912499999997, 25.025329, 0, 0, 25.00723, 24.98765242857143 ], "phase_blocks": [ "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, 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": 0.159720914, "time_to_acc50_sec": 0.486648226, "acc_per_sec": 11.076571610460464, "mobile_acc_per_sec": 65992.19973301246 }, "started": "2026-08-19T02:07:49.592727057+10:00", "ended": "2026-08-19T02:07:51.61259236+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": 792, "total_correct": 205, "total_train": 119, "infer_ms": 209.085308, "train_ms": 1700.077347, "blocked_train": 1700077347, "duration": 2085031826, "avg_accuracy": 10.809562461348177, "soft_acc": 9.82217652370645, "adapt_pct": 6.260103090909091, "stability": 87.78942258952884, "consistency": 39.285714285714285, "throughput": 379.8503169706533, "availability": 10.951675984883542, "score": 4.086023070860241, "zero_downtime": 1.0756929475396284, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 66716936, "heap_mib": 63.62622833251953, "mobile_score": 16229.188361933137, "mobile_throughput": 1508719.4165447718, "mobile_availability": 43498.72953608047, "mobile_accuracy": 39012.49458531066, "soft_acc_blocks": [ 24.9946935, 24.990638214285717, 24.999577555555554, 0, 0, 0, 24.98206477777778, 24.965864888888888, 0, 0, 0, 0, 0, 24.985483666666667, 25.01689233333333, 25.009503, 24.9954, 0, 0, 25.065474, 25.01535072727273, 0, 0, 0, 0, 0, 0, 0 ], "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", "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, false, false, false ], "time_to_acc25_sec": 0.305697266, "time_to_acc50_sec": 1.455057433, "acc_per_sec": 4.710804123575258, "mobile_acc_per_sec": 18710.74297228049 }, "started": "2026-08-19T02:07:52.418889297+10:00", "ended": "2026-08-19T02:07:54.504610703+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": 2168, "total_correct": 447, "total_train": 141, "infer_ms": 552.052024, "train_ms": 1696.540581, "blocked_train": 1696540581, "duration": 2025945693, "avg_accuracy": 15.91965128479166, "soft_acc": 18.940728875757348, "adapt_pct": 15.627729364845571, "stability": 89.28549361349121, "consistency": 75.75757575757575, "throughput": 1070.1175295521605, "availability": 24.551002381331767, "score": 49.761950418721284, "zero_downtime": 4.65013879732878, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 52511192, "heap_mib": 50.078575134277344, "mobile_score": 197648.43531159504, "mobile_throughput": 4250377.116165478, "mobile_availability": 97513.60557957325, "mobile_accuracy": 75230.27924858384, "soft_acc_blocks": [ 25.014147833333336, 24.97315076923077, 24.98767425, 25.020092, 0, 24.979366, 24.972787, 24.987310705882354, 24.972696476190478, 24.997636800000002, 0, 0, 0, 0, 0, 0, 24.9752552, 25.009794, 25.004694733333334, 24.996619363636363, 25.0178978, 25.02013653846154, 24.989544416666664, 24.995588571428573, 25.004686, 25.021079166666667, 25.04536, 0, 25.012007, 25.0074374375, 25.00268692857143, 25.010907545454543, 25.025496363636364 ], "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", "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, false, false, false, false ], "time_to_acc25_sec": 1.2125078870000001, "time_to_acc50_sec": 1.721433049, "acc_per_sec": 9.349080254816755, "mobile_acc_per_sec": 37133.41355028308 }, "started": "2026-08-19T02:07:55.435593224+10:00", "ended": "2026-08-19T02:07:57.462625683+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": 2184, "total_correct": 572, "total_train": 121, "infer_ms": 523.267034, "train_ms": 1526.930454, "blocked_train": 1526930454, "duration": 2020129706, "avg_accuracy": 18.355178186772115, "soft_acc": 18.54740909189381, "adapt_pct": 15.621931871867716, "stability": 89.06132094351663, "consistency": 74.19354838709677, "throughput": 1081.1186992168314, "availability": 25.522762419851333, "score": 51.17811761001512, "zero_downtime": 4.733811157561963, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 85813824, "heap_mib": 81.83843994140625, "mobile_score": 186333.83976055283, "mobile_throughput": 3936233.05954857, "mobile_availability": 92925.54210818761, "mobile_accuracy": 67529.05568035293, "soft_acc_blocks": [ 25.029957041666666, 25.001307, 0, 0, 24.988791, 24.993565333333333, 25.003154545454546, 25.031916846153845, 24.99230425, 25.025816785714284, 25.00406976923077, 25.00171953846154, 25.010881333333334, 25.000637588235293, 24.964395, 0, 0, 0, 0, 0, 0, 24.954514, 25.0085465625, 25.013379214285717, 25.0211745625, 24.97869407142857, 25.003699230769232, 24.9613079, 25.00698869230769, 24.994144416666668, 24.978717166666666 ], "phase_blocks": [ "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, 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": 0.414835167, "time_to_acc50_sec": 0, "acc_per_sec": 9.181296149849207, "mobile_acc_per_sec": 33428.07913758431 }, "started": "2026-08-19T02:07:57.984919218+10:00", "ended": "2026-08-19T02:08:00.00566267+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": 1976, "total_correct": 502, "total_train": 154, "infer_ms": 352.268243, "train_ms": 1852.666448, "blocked_train": 1852666448, "duration": 2054383727, "avg_accuracy": 16.474063143002898, "soft_acc": 16.128767002156103, "adapt_pct": 12.494508466641866, "stability": 88.03857598338645, "consistency": 64.51612903225806, "throughput": 961.8456250554209, "availability": 15.976357233521345, "score": 24.784736434229448, "zero_downtime": 2.5767894336267703, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 35527584, "heap_mib": 33.881744384765625, "mobile_score": 118130.36268753899, "mobile_throughput": 4584401.082445968, "mobile_availability": 76147.38528407672, "mobile_accuracy": 76873.80903660381, "soft_acc_blocks": [ 25.028920499999998, 24.9862182, 25.002324384615385, 25.043936933333335, 25.026797083333335, 25.01454014285714, 24.990869466666666, 25.000280857142858, 25.018381583333333, 0, 0, 0, 0, 0, 0, 24.98333611111111, 24.977757076923076, 24.99060854545455, 24.99381505882353, 24.97042546153846, 25.01045092857143, 24.974474642857142, 24.9787083125, 24.989031, 25.01385377777778, 24.997047, 0, 0, 0, 0, 0 ], "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": 0.112117566, "time_to_acc50_sec": 0, "acc_per_sec": 7.8509028231589495, "mobile_acc_per_sec": 37419.40126680327 }, "started": "2026-08-19T02:08:00.559274545+10:00", "ended": "2026-08-19T02:08:02.614280508+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": 992, "total_correct": 256, "total_train": 120, "infer_ms": 258.440702, "train_ms": 1694.399136, "blocked_train": 1694399136, "duration": 2033994743, "avg_accuracy": 14.758184523809524, "soft_acc": 16.24322734264881, "adapt_pct": 15.63000635736607, "stability": 88.0806935791283, "consistency": 65, "throughput": 487.71020840342453, "availability": 13.234096159400451, "score": 10.484034821858145, "zero_downtime": 2.1496443259161704, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 66211672, "heap_mib": 63.144371032714844, "mobile_score": 45054.5381039538, "mobile_throughput": 2095906.6372411037, "mobile_availability": 56872.76891163724, "mobile_accuracy": 69804.33751657918, "soft_acc_blocks": [ 24.996448904761905, 24.9626855, 25.012876714285714, 24.94527875, 0, 25.0404005, 25.0223598, 0, 0, 24.992273, 24.994594375, 25.02514575, 24.895193, 0, 24.9954706875, 24.99681157142857, 24.9850083, 0, 0, 0 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.264744673, "time_to_acc50_sec": 0, "acc_per_sec": 7.985874790753484, "mobile_acc_per_sec": 34318.83870733248 }, "started": "2026-08-19T02:08:03.740990634+10:00", "ended": "2026-08-19T02:08:05.775594854+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": 3448, "total_correct": 679, "total_train": 211, "infer_ms": 655.365134, "train_ms": 1760.901225, "blocked_train": 1760901225, "duration": 2023388417, "avg_accuracy": 17.193022219642714, "soft_acc": 20.816829407644672, "adapt_pct": 12.475941522064861, "stability": 90.69032107903152, "consistency": 83.33333333333334, "throughput": 1704.0722241121734, "availability": 27.123050054433172, "score": 96.21462827033652, "zero_downtime": 5.6461590599814295, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 38878016, "heap_mib": 37.07696533203125, "mobile_score": 764305.6822211847, "mobile_throughput": 13536736.63992914, "mobile_availability": 215458.93434755545, "mobile_accuracy": 165363.84631023044, "soft_acc_blocks": [ 25.048787266666668, 24.946101777777777, 24.949276555555556, 24.983055769230766, 24.992220285714286, 24.977171333333335, 24.989818705882353, 25.035134875, 25.0189752, 24.986685360000003, 24.98698872413793, 0, 0, 24.8922465, 24.947988714285714, 24.935771875, 24.923486631578946, 24.957745764705884, 24.945770166666666, 24.99337994736842, 24.986497176470586, 24.96380871428571, 24.979838952380955, 24.948458, 0, 0, 24.9946225, 25.144963, 0, 24.904922, 0, 25.056834, 24.918125, 24.994417066666664, 25.0227995625, 24.97996725 ], "phase_blocks": [ "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, 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": 0.108908522, "time_to_acc50_sec": 0, "acc_per_sec": 10.288103476696275, "mobile_acc_per_sec": 81726.19993318389 }, "started": "2026-08-19T02:08:06.594918916+10:00", "ended": "2026-08-19T02:08:08.618876289+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": 4032, "total_correct": 1149, "total_train": 172, "infer_ms": 810.031676, "train_ms": 1544.014403, "blocked_train": 1544014403, "duration": 2073467624, "avg_accuracy": 27.913093069654483, "soft_acc": 24.229236626097975, "adapt_pct": 25.023575343253306, "stability": 95.64826261098408, "consistency": 96.875, "throughput": 1944.568583242079, "availability": 34.41018777101007, "score": 162.12501854952214, "zero_downtime": 8.33732581852266, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 73807624, "heap_mib": 70.38843536376953, "mobile_score": 1089746.1759652803, "mobile_throughput": 13070691.966292605, "mobile_availability": 231292.92982163242, "mobile_accuracy": 162860.2309259443, "soft_acc_blocks": [ 25.00453531578947, 25.01266825, 25.02836661111111, 24.977902625, 24.998345277777776, 24.99213017647059, 24.9881944375, 25.001357266666666, 25.003162411764706, 25.0110573125, 25.003264545454545, 25.061006, 24.99937027777778, 24.988085, 24.98965725, 24.9871981875, 24.99668815, 25.018922733333333, 25.004349764705882, 25.002084055555557, 25.00874094117647, 25.022170375, 25.023973705882355, 25.02771611764706, 25.036252277777777, 25.012751933333334, 25.0383830625, 25.03342176470588, 25.03727746153846, 25.004505666666663, 25.02203308, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.309289409, "time_to_acc50_sec": 0.865397026, "acc_per_sec": 11.685370123771932, "mobile_acc_per_sec": 78544.86322374537 }, "started": "2026-08-19T02:08:09.351168969+10:00", "ended": "2026-08-19T02:08:11.425585598+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": 9128, "total_correct": 2856, "total_train": 359, "infer_ms": 299.530151, "train_ms": 1103.844525, "blocked_train": 1103844525, "duration": 2025571114, "avg_accuracy": 24.542005413302086, "soft_acc": 20.525672407299716, "adapt_pct": 15.73774326307928, "stability": 90.03635050109442, "consistency": 80.95238095238095, "throughput": 4506.3833784509625, "availability": 21.343562494211632, "score": 197.42058733928252, "zero_downtime": 4.380909717609168, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 120594440, "heap_mib": 115.00782012939453, "mobile_score": 269544.90858056705, "mobile_throughput": 6152715.439378381, "mobile_availability": 29141.07732543028, "mobile_accuracy": 28024.384726766544, "soft_acc_blocks": [ 25.158162504950493, 24.932433613793105, 25.06184523280423, 25.318874, 25.53173111764706, 24.71642, 25.570173825242716, 25.50957906818182, 25.459976631578947, 25.35091, 0, 0, 0, 25.430630753086422, 25.701486741935483, 25.448665558333335, 24.246723, 0, 26.0518375625, 25.750230294117646, 25.799440649122808 ], "phase_blocks": [ "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ 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": 0.830533822, "time_to_acc50_sec": 0, "acc_per_sec": 10.1332766178555, "mobile_acc_per_sec": 13835.300342245377 }, "started": "2026-08-19T02:08:12.069166902+10:00", "ended": "2026-08-19T02:08:14.095166608+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": 37224, "total_correct": 12738, "total_train": 538, "infer_ms": 740.900267, "train_ms": 1133.609229, "blocked_train": 1133609229, "duration": 2048036399, "avg_accuracy": 36.06866073129917, "soft_acc": 25.604890698399853, "adapt_pct": 25.51316876179439, "stability": 99.73417592005246, "consistency": 100, "throughput": 18175.458218504056, "availability": 39.525020736411356, "score": 1839.4178698437072, "zero_downtime": 10.120338358078005, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 98470088, "heap_mib": 93.90839385986328, "mobile_score": 5022837.063253216, "mobile_throughput": 49631117.908661745, "mobile_availability": 107929.65662422728, "mobile_accuracy": 69918.42153376386, "soft_acc_blocks": [ 25.10671398630137, 25.099273382978723, 25.264686777251182, 25.60338796517413, 25.28536689502762, 25.3871050880829, 25.356465522727273, 25.37829948453608, 25.372046129629627, 26.401158, 25.538956444444445, 25.771400843137254, 25.614729677595626, 25.71621516161616, 25.583393672316387, 25.632268730337078, 25.69129758918919, 25.598119267759564, 25.554449810256408, 25.632647365979384, 25.687808179347826, 25.885344709497208, 25.647439292929292, 25.717741362244897, 25.863823384615383, 25.829719844559587, 25.909472670588237, 25.807608317073168 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.527723708, "time_to_acc50_sec": 0.993918814, "acc_per_sec": 12.502165835969526, "mobile_acc_per_sec": 34139.247509420784 }, "started": "2026-08-19T02:08:15.330526469+10:00", "ended": "2026-08-19T02:08:17.37952578+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": 23304, "total_correct": 8532, "total_train": 556, "infer_ms": 729.067278, "train_ms": 1575.965038, "blocked_train": 1575965038, "duration": 2026035439, "avg_accuracy": 30.225035799433073, "soft_acc": 20.900675687732846, "adapt_pct": 15.959730540038299, "stability": 90.06547138602477, "consistency": 81.57894736842105, "throughput": 11502.266718247665, "availability": 31.62937339052907, "score": 760.386413896896, "zero_downtime": 6.610752754416552, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 36845832, "heap_mib": 35.13892364501953, "mobile_score": 4152723.6684289146, "mobile_throughput": 62817712.637256585, "mobile_availability": 172738.55121014276, "mobile_accuracy": 114145.55682260498, "soft_acc_blocks": [ 24.75966604054054, 0, 0, 0, 0, 25.74182885, 25.361305708333333, 25.68286887096774, 25.696673368421052, 25.74858311627907, 25.62440435135135, 25.88406444827586, 0, 0, 25.456978083333336, 25.37254354237288, 25.53384319685039, 25.414595395161292, 25.684064109375, 25.784937702479336, 25.759658192982453, 25.85811661764706, 26.327051, 0, 25.16051685074627, 25.558263523809522, 25.618021414141413, 25.443263017699117, 25.475276081481482, 25.715280876033056, 25.622642518248174, 25.65051586111111, 25.736971664429532, 25.80367902419355, 25.705649376923077, 25.809322819672133, 25.517528153846154, 25.717562357142857 ], "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", "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, false, false ], "time_to_acc25_sec": 0.396051653, "time_to_acc50_sec": 1.141160397, "acc_per_sec": 10.31604644489777, "mobile_acc_per_sec": 56339.368317735025 }, "started": "2026-08-19T02:08:18.064411691+10:00", "ended": "2026-08-19T02:08:20.090824888+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": 15984, "total_correct": 5528, "total_train": 564, "infer_ms": 517.853801, "train_ms": 1598.90599, "blocked_train": 1598905990, "duration": 2050804302, "avg_accuracy": 27.46761578369844, "soft_acc": 18.503959280601876, "adapt_pct": 22.154685392194754, "stability": 88.76733438586234, "consistency": 73.07692307692307, "throughput": 7794.0152477796, "availability": 24.464457573400683, "score": 352.8267515276224, "zero_downtime": 4.526893267602184, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 35695144, "heap_mib": 34.041542053222656, "mobile_score": 1926904.4990095217, "mobile_throughput": 42565715.27320699, "mobile_availability": 133608.55762753225, "mobile_accuracy": 101056.28961779371, "soft_acc_blocks": [ 24.865288589041096, 25.03184389795918, 25.00505479878049, 25.29245660740741, 25.383423912751677, 25.4358005505618, 25.31121844897959, 25.19141503960396, 25.330055975, 25.33942273125, 25.36656131851852, 25.571533, 0, 25.398483000000002, 25.458933643564354, 25.5279105, 25.528168339506173, 25.597572, 25.249472236842106, 25.21832670588235, 0, 0, 0, 0, 0, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.259157482, "time_to_acc50_sec": 0.968765941, "acc_per_sec": 9.022781580161654, "mobile_acc_per_sec": 49276.417803122844 }, "started": "2026-08-19T02:08:20.880844565+10:00", "ended": "2026-08-19T02:08:22.932139541+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": 14048, "total_correct": 4600, "total_train": 365, "infer_ms": 524.332966, "train_ms": 1200.249065, "blocked_train": 1200249065, "duration": 2045606857, "avg_accuracy": 28.336601311265508, "soft_acc": 20.925258017016905, "adapt_pct": 18.85438768279629, "stability": 90.39645152564938, "consistency": 82.6086956521739, "throughput": 6867.399741024626, "availability": 30.40348076084066, "score": 436.9044381885219, "zero_downtime": 6.362006795360003, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 129302120, "heap_mib": 123.3121109008789, "mobile_score": 4772161.543520495, "mobile_throughput": 75010318.23796497, "mobile_availability": 332087.0858570756, "mobile_accuracy": 228559.61823387, "soft_acc_blocks": [ 25.48820062037037, 25.3878831484375, 25.048718427419352, 25.299661, 25.31652574226804, 24.898656, 25.362695787564768, 25.369957745098038, 25.35703209375, 25.478325756097558, 25.668318292682926, 24.603222, 0, 0, 25.406584523076923, 25.41142705263158, 25.353294384, 25.377551992307694, 25.5255331496063, 25.462833213114752, 25.464513462962962, 0, 0 ], "phase_blocks": [ "A", "A", "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.593423201, "time_to_acc50_sec": 0, "acc_per_sec": 10.229364428170229, "mobile_acc_per_sec": 111731.93786076068 }, "started": "2026-08-19T02:08:24.061028565+10:00", "ended": "2026-08-19T02:08:26.107017503+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": 28400, "total_correct": 9292, "total_train": 557, "infer_ms": 920.338525, "train_ms": 1475.706413, "blocked_train": 1475706413, "duration": 2056129435, "avg_accuracy": 33.34480874371109, "soft_acc": 24.645372700652366, "adapt_pct": 25.285515653832586, "stability": 95.63080338421824, "consistency": 96.96969696969697, "throughput": 13812.360018084173, "availability": 38.41073722800102, "score": 1307.5428271966634, "zero_downtime": 9.46646934690908, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 36869056, "heap_mib": 35.16107177734375, "mobile_score": 14281854.45386009, "mobile_throughput": 150867804.3575274, "mobile_availability": 419547.6791623791, "mobile_accuracy": 269193.19088499225, "soft_acc_blocks": [ 25.04772088148148, 25.157609751937986, 25.16888425362319, 25.22582919852941, 25.430448904411765, 25.499536142857142, 25.451439742424242, 25.473376559701492, 25.5002235, 25.417219036231884, 25.563666170731704, 25.257074984375, 25.1004836875, 25.244676279411767, 25.327849401709404, 25.32118166442953, 25.330033702290077, 25.49540982638889, 25.582054832335327, 25.330017229166668, 27.057922, 0, 25.253187115789473, 25.195961658119657, 25.426058813432835, 25.47883329032258, 25.368938783216784, 25.428200010752686, 25.45826104494382, 24.99725, 25.631449606741576, 25.536256605633803, 25.540244443037977 ], "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": 0.104335326, "time_to_acc50_sec": 1.259419971, "acc_per_sec": 11.986294384551899, "mobile_acc_per_sec": 130922.29813099887 }, "started": "2026-08-19T02:08:26.677834726+10:00", "ended": "2026-08-19T02:08:28.734380512+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": 21704, "total_correct": 6996, "total_train": 535, "infer_ms": 710.338671, "train_ms": 1544.827352, "blocked_train": 1544827352, "duration": 2028938810, "avg_accuracy": 33.07030638652252, "soft_acc": 24.77871763020182, "adapt_pct": 25.4026313959523, "stability": 95.61261945281474, "consistency": 96.96969696969697, "throughput": 10697.217625799172, "availability": 31.498287210582017, "score": 834.9041054147366, "zero_downtime": 7.804871646260092, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 36703192, "heap_mib": 35.002891540527344, "mobile_score": 1139922.405259587, "mobile_throughput": 14605267.79842447, "mobile_availability": 43005.66147151465, "mobile_accuracy": 33831.209137768885, "soft_acc_blocks": [ 25.079586724770643, 25.124168773584906, 25.257862120689655, 25.441736165048546, 25.703052669642858, 25.713665972222223, 25.71790855963303, 25.609676554455444, 25.876024495412842, 25.821959245098043, 25.800912, 25.43932517699115, 25.362129438016527, 25.229593735294117, 25.323850625, 25.400881046875, 25.608003, 25.838001, 25.533782028571427, 0, 25.555461029411763, 26.255884, 25.58296521153846, 25.25446165048544, 25.504305761061946, 25.52441956923077, 25.34793847107438, 25.293638892561983, 25.498684316239316, 25.779981123711337, 25.570459727272727, 25.745576712765956, 25.901786 ], "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": 0.250287952, "time_to_acc50_sec": 1.020007501, "acc_per_sec": 12.212649049875399, "mobile_acc_per_sec": 16674.336836096543 }, "started": "2026-08-19T02:08:29.512009707+10:00", "ended": "2026-08-19T02:08:31.541781586+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": 8680, "total_correct": 3177, "total_train": 368, "infer_ms": 495.998143, "train_ms": 1329.613507, "blocked_train": 1329613507, "duration": 2139737520, "avg_accuracy": 26.388824389739156, "soft_acc": 18.856231882274788, "adapt_pct": 15.939162062561262, "stability": 88.79537408151656, "consistency": 73.91304347826086, "throughput": 4056.5723220107852, "availability": 27.168874771367726, "score": 207.81925584827573, "zero_downtime": 5.123026026693952, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 97543984, "heap_mib": 93.02519226074219, "mobile_score": 567485.1146363582, "mobile_throughput": 11077146.820637451, "mobile_availability": 74189.1407090148, "mobile_accuracy": 51490.08385986502, "soft_acc_blocks": [ 25.059387510204083, 25.243393699115042, 25.13573858, 0, 0, 25.33161636619718, 25.41922594495413, 25.4666825625, 25.576332020833334, 25.256812, 0, 0, 25.502658736111112, 26.102994, 0, 25.44028881818182, 25.604178375, 25.51008798275862, 25.594913425531917, 0, 25.7455495, 25.968631736842106, 25.73484203409091 ], "phase_blocks": [ "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, 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": 0.65791864, "time_to_acc50_sec": 1.474979117, "acc_per_sec": 8.81240418790936, "mobile_acc_per_sec": 24063.738369117826 }, "started": "2026-08-19T02:08:32.286515637+10:00", "ended": "2026-08-19T02:08:34.426761435+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": 19264, "total_correct": 6600, "total_train": 429, "infer_ms": 649.594007, "train_ms": 1329.470829, "blocked_train": 1329470829, "duration": 2022304628, "avg_accuracy": 30.91773902396955, "soft_acc": 23.029378163058517, "adapt_pct": 19.342837044281733, "stability": 92.31988927269377, "consistency": 90, "throughput": 9525.765670155999, "availability": 32.823280732577274, "score": 720.052383664506, "zero_downtime": 7.558997445427544, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 66581232, "heap_mib": 63.49681091308594, "mobile_score": 3932446.084653089, "mobile_throughput": 52023381.579945296, "mobile_availability": 179258.877174182, "mobile_accuracy": 125771.11060785025, "soft_acc_blocks": [ 25.195761195652175, 25.103263540229886, 25.338648386792453, 25.557648260416666, 25.59345045283019, 25.91554874489796, 25.809984530612244, 0, 0, 26.314426, 25.608329160714284, 25.457303954545452, 25.480102373831777, 25.57167269607843, 25.588119924050634, 25.559043564102563, 25.60422501754386, 25.392934431818183, 25.460621621359223, 25.915533595959598, 25.595030956140352, 25.448476705263158, 25.756022135922333, 25.81875602631579, 25.778120292035396, 25.846682651785716, 25.38834014285714, 25.51984053, 25.263458, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.36533105, "time_to_acc50_sec": 0, "acc_per_sec": 11.387689987058922, "mobile_acc_per_sec": 62191.97091599112 }, "started": "2026-08-19T02:08:35.654082959+10:00", "ended": "2026-08-19T02:08:37.676823782+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": 32224, "total_correct": 11351, "total_train": 630, "infer_ms": 706.908931, "train_ms": 1527.223185, "blocked_train": 1527223185, "duration": 2007640919, "avg_accuracy": 30.80941301737351, "soft_acc": 22.540991168775875, "adapt_pct": 18.91774835888916, "stability": 91.76169742093983, "consistency": 88.23529411764706, "throughput": 16050.67903081527, "availability": 31.64132174357051, "score": 1144.777370448725, "zero_downtime": 7.13226753990219, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 55271696, "heap_mib": 52.71119689941406, "mobile_score": 12504021.624954605, "mobile_throughput": 175316216.82725158, "mobile_availability": 345607.61029777286, "mobile_accuracy": 246207.73287281595, "soft_acc_blocks": [ 24.59062803809524, 0, 25.607209904761902, 25.611495525547447, 25.57629603409091, 25.72381196590909, 25.685801936363635, 25.507776736842104, 25.139234314285716, 24.7569488, 24.93155815151515, 25.15945732743363, 25.17498962303665, 25.09771213559322, 25.381865293413174, 25.440821056962026, 25.569798730769232, 25.639400690140846, 26.277142, 0, 0, 0, 25.495583489999998, 25.859204787878788, 25.577853161490683, 25.66223647777778, 25.938272938271606, 25.911750146892654, 25.81668631707317, 25.802365469945357, 25.974645891891893, 25.81605240350877, 25.724131655555553, 25.942968733333334 ], "phase_blocks": [ "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, 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": 0.282114215, "time_to_acc50_sec": 1.215316185, "acc_per_sec": 11.227600989525296, "mobile_acc_per_sec": 122635.34307492163 }, "started": "2026-08-19T02:08:38.252146897+10:00", "ended": "2026-08-19T02:08:40.260185835+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": 9920, "total_correct": 3218, "total_train": 509, "infer_ms": 458.356035, "train_ms": 1744.337835, "blocked_train": 1744337835, "duration": 2023617587, "avg_accuracy": 24.445069832088326, "soft_acc": 17.261925281519726, "adapt_pct": 19.068666658810898, "stability": 88.15555972848956, "consistency": 68, "throughput": 4902.111972008672, "availability": 20.808885031309412, "score": 176.084557449233, "zero_downtime": 3.5920141860219736, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 37290104, "heap_mib": 35.56261444091797, "mobile_score": 237935.61973181306, "mobile_throughput": 6624016.705104336, "mobile_availability": 28118.166791997806, "mobile_accuracy": 23325.310005147974, "soft_acc_blocks": [ 24.850397310344828, 24.942525523809525, 25.004396769911505, 24.895211785714288, 0, 0, 0, 0, 25.61515284, 25.556568694444444, 25.02365, 0, 25.364926192307692, 25.315758576923077, 25.402745999999997, 25.44658131034483, 25.7043, 0, 0, 25.846572180555555, 25.73434635238095, 25.670485467741937, 0, 25.54901647101449, 25.6254965625 ], "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" ], "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 ], "time_to_acc25_sec": 0.643066393, "time_to_acc50_sec": 0.717064632, "acc_per_sec": 8.530230905489619, "mobile_acc_per_sec": 11526.540466436447 }, "started": "2026-08-19T02:08:41.162767698+10:00", "ended": "2026-08-19T02:08:43.186820126+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": 18160, "total_correct": 5979, "total_train": 439, "infer_ms": 595.043898, "train_ms": 1279.496179, "blocked_train": 1279496179, "duration": 2056300375, "avg_accuracy": 27.247651512029535, "soft_acc": 22.15300272152893, "adapt_pct": 25.41190819063264, "stability": 91.47124301928963, "consistency": 87.09677419354838, "throughput": 8831.394586503442, "availability": 31.743460985496977, "score": 621.0351283557349, "zero_downtime": 7.032129776024621, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 99430712, "heap_mib": 94.82451629638672, "mobile_score": 1661230.9457927118, "mobile_throughput": 23623439.82126896, "mobile_availability": 84911.81465900122, "mobile_accuracy": 59257.92597380082, "soft_acc_blocks": [ 24.778991, 24.95352546153846, 25.444187, 0, 25.31748288888889, 25.367370750000003, 25.438536023809526, 25.381767, 25.49187166666667, 25.282022, 0, 25.256871266666668, 25.505705945652174, 25.477192098039215, 0, 0, 25.581886975, 25.615822063492065, 25.519342663865547, 25.296546560747665, 25.358397574257427, 25.51178208490566, 25.452738605042015, 25.427185504, 25.51920000840336, 25.660552245454543, 25.641652358974362, 25.635270347457627, 25.511227922413795, 25.619196358490566, 25.69675999363057 ], "phase_blocks": [ "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, 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": 0.550023201, "time_to_acc50_sec": 0, "acc_per_sec": 10.77323283643759, "mobile_acc_per_sec": 28817.73825178669 }, "started": "2026-08-19T02:08:44.283128834+10:00", "ended": "2026-08-19T02:08:46.340605766+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": 17488, "total_correct": 6341, "total_train": 523, "infer_ms": 536.789074, "train_ms": 1480.395494, "blocked_train": 1480395494, "duration": 2030742397, "avg_accuracy": 28.317740009277244, "soft_acc": 21.46459376062688, "adapt_pct": 22.11050595392326, "stability": 90.7543548719323, "consistency": 84.375, "throughput": 8611.628942122294, "availability": 26.610806096549517, "score": 491.8877562653155, "zero_downtime": 5.711901425052485, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 35748040, "heap_mib": 34.09198760986328, "mobile_score": 2578908.479568297, "mobile_throughput": 45149737.14807413, "mobile_availability": 139517.26306747753, "mobile_accuracy": 112536.28933571545, "soft_acc_blocks": [ 25.054467872881357, 25.03061087719298, 0, 0, 25.944711074074075, 23.850162, 25.70072059322034, 24.858187312499997, 25.03183507207207, 25.30850733944954, 25.138748933333332, 0, 0, 25.941056578947368, 25.40525037735849, 25.495619043859648, 25.845601084745763, 25.729751798387095, 25.578864516666666, 25.729315594594595, 25.589186953488372, 25.24182636065574, 25.153784, 0, 25.232431285714284, 25.615070657894737, 25.664902160714288, 25.619147844036696, 25.677237560747663, 25.92147275892857, 25.699929771929828, 25.808600916666666 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.322730491, "time_to_acc50_sec": 0, "acc_per_sec": 10.569825986957458, "mobile_acc_per_sec": 55416.32927049952 }, "started": "2026-08-19T02:08:47.114090665+10:00", "ended": "2026-08-19T02:08:49.149842517+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": 17600, "total_correct": 5735, "total_train": 658, "infer_ms": 410.405707, "train_ms": 1686.587356, "blocked_train": 1686587356, "duration": 2032206688, "avg_accuracy": 23.916415709068033, "soft_acc": 17.550670007790576, "adapt_pct": 12.585323492237656, "stability": 88.22058877577768, "consistency": 68.96551724137932, "throughput": 8660.536403076732, "availability": 19.57115234386448, "score": 297.47802511339734, "zero_downtime": 3.4348683645936258, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 43370232, "heap_mib": 41.36107635498047, "mobile_score": 2999310.746743324, "mobile_throughput": 87319525.18646719, "mobile_availability": 197325.390770385, "mobile_accuracy": 176953.95532777894, "soft_acc_blocks": [ 25.269285252873562, 25.313978902439025, 25.177333206451614, 26.468605, 0, 0, 0, 0, 25.89763043939394, 25.85691863076923, 25.878651295302014, 25.458676331360948, 25.007603179775284, 25.100152657534245, 25.11615576923077, 25.16470170718232, 25.025271486111112, 24.294565, 0, 25.480059333333333, 25.542283009433962, 25.494822032786885, 0, 0, 0, 0, 25.773814, 25.87881152898551, 25.770111462962966 ], "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" ], "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 ], "time_to_acc25_sec": 0.139277098, "time_to_acc50_sec": 0.303624441, "acc_per_sec": 8.636262301185072, "mobile_acc_per_sec": 87074.78248776382 }, "started": "2026-08-19T02:08:50.233376002+10:00", "ended": "2026-08-19T02:08:52.266228155+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": 19136, "total_correct": 5854, "total_train": 559, "infer_ms": 469.711378, "train_ms": 1291.548018, "blocked_train": 1291548018, "duration": 2020998069, "avg_accuracy": 22.704152056599355, "soft_acc": 19.008326943013113, "adapt_pct": 12.663969910591018, "stability": 89.02530708712875, "consistency": 75, "throughput": 9468.588957865055, "availability": 26.669063004958986, "score": 479.99522205108485, "zero_downtime": 5.069342688620761, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 99219672, "heap_mib": 94.62325286865234, "mobile_score": 10485655.624113299, "mobile_throughput": 206844481.98088142, "mobile_availability": 582594.5710309973, "mobile_accuracy": 415243.2381791025, "soft_acc_blocks": [ 25.290140416267946, 25.364191548387097, 25.123356, 0, 0, 25.23088889361702, 25.3117693, 25.35894814666667, 25.364542777027026, 25.3455591, 0, 25.198362074074073, 25.334544492307693, 25.37514231386861, 25.295773943820222, 25.459027686635945, 0, 0, 25.410152944444445, 0, 0, 25.35914252631579, 25.36662557391304, 25.493336212643676, 25.38417366470588, 25.422775079268295, 25.385685683229813, 25.359016027173915 ], "phase_blocks": [ "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, 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": 0.441925298, "time_to_acc50_sec": 0, "acc_per_sec": 9.405415687714402, "mobile_acc_per_sec": 205464.4408366837 }, "started": "2026-08-19T02:08:53.305348011+10:00", "ended": "2026-08-19T02:08:55.326801443+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": 15424, "total_correct": 4653, "total_train": 439, "infer_ms": 485.456442, "train_ms": 1679.574857, "blocked_train": 1679574857, "duration": 2042029453, "avg_accuracy": 20.324536837534655, "soft_acc": 17.131327882942692, "adapt_pct": 3.167191977040816, "stability": 88.20904586169945, "consistency": 67.85714285714286, "throughput": 7553.270094777619, "availability": 22.422606186997204, "score": 290.14302285731804, "zero_downtime": 3.841290185795485, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 35912088, "heap_mib": 34.248435974121094, "mobile_score": 5432803.7559934845, "mobile_throughput": 141431745.40895602, "mobile_availability": 419853.69116315676, "mobile_accuracy": 320776.77261043777, "soft_acc_blocks": [ 25.081153388888886, 25.12449623931624, 25.02139990990991, 25.177201681818183, 25.232162897637796, 25.2830574, 0, 0, 0, 0, 0, 25.03709145, 25.16721907142857, 25.263625927083336, 25.291058740740738, 25.410362, 25.320442690265487, 25.31603776923077, 25.298678713043476, 25.33263588135593, 25.232161794117648, 25.33753581632653, 0, 0, 0, 0, 25.356017094594595, 25.394842256637165 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.110588747, "time_to_acc50_sec": 0, "acc_per_sec": 8.389363756617026, "mobile_acc_per_sec": 157087.24090104384 }, "started": "2026-08-19T02:08:56.186317111+10:00", "ended": "2026-08-19T02:08:58.228751354+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": 26368, "total_correct": 6528, "total_train": 479, "infer_ms": 582.516772, "train_ms": 1605.480819, "blocked_train": 1605480819, "duration": 2054206713, "avg_accuracy": 22.278922804011835, "soft_acc": 21.428571428571427, "adapt_pct": 18.75, "stability": 91.25182234720293, "consistency": 85.71428571428571, "throughput": 12836.098642425184, "availability": 26.623282146017676, "score": 732.2980195958573, "zero_downtime": 5.704989031289501, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 37341208, "heap_mib": 35.611351013183594, "mobile_score": 15997294.337411368, "mobile_throughput": 280408853.5433256, "mobile_availability": 581594.4729071382, "mobile_accuracy": 468114.2857142857, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 0, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 25, 0, 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" ], "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": 0.106817256, "time_to_acc50_sec": 0.834500591, "acc_per_sec": 10.431555545486832, "mobile_acc_per_sec": 227880.80807634167 }, "started": "2026-08-19T02:08:59.076788128+10:00", "ended": "2026-08-19T02:09:01.131491192+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": 11568, "total_correct": 2791, "total_train": 705, "infer_ms": 275.804105, "train_ms": 1756.310059, "blocked_train": 1756310059, "duration": 2057896099, "avg_accuracy": 11.296478866221163, "soft_acc": 11.191004528998153, "adapt_pct": 6.27204020137032, "stability": 87.58256578100752, "consistency": 44.827586206896555, "throughput": 5621.275051554485, "availability": 13.572274131346491, "score": 85.38007469941896, "zero_downtime": 1.5188738127270307, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 37549728, "heap_mib": 35.810211181640625, "mobile_score": 3730312.3836674136, "mobile_throughput": 245597254.5191165, "mobile_availability": 592981.7049812825, "mobile_accuracy": 488942.44854161533, "soft_acc_blocks": [ 24.539058417721517, 0, 0, 0, 0, 0, 0, 0, 0, 25.16077527272727, 25.015546338235293, 24.887654278688526, 24.757496518796994, 24.65820605294118, 24.90827833333333, 0, 0, 0, 0, 0, 0, 25.9789655, 0, 0, 24.657943378378377, 25.142264364864864, 24.912715508571427, 25.02409727272727, 24.896130103960395 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 1.649300519, "time_to_acc50_sec": 0, "acc_per_sec": 5.438080442659974, "mobile_acc_per_sec": 237593.35992677603 }, "started": "2026-08-19T02:09:02.371482694+10:00", "ended": "2026-08-19T02:09:04.429810874+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": 18544, "total_correct": 5106, "total_train": 536, "infer_ms": 567.124192, "train_ms": 1646.146501, "blocked_train": 1646146501, "duration": 2031497342, "avg_accuracy": 20.10268687421794, "soft_acc": 18.07412142554455, "adapt_pct": 12.432204298032161, "stability": 88.931027467378, "consistency": 72.72727272727273, "throughput": 9128.242314973208, "availability": 25.623806152300595, "score": 422.75426331521925, "zero_downtime": 4.631277837812965, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 35766848, "heap_mib": 34.10992431640625, "mobile_score": 13852811.700313104, "mobile_throughput": 299114244.17704207, "mobile_availability": 839640.8799985859, "mobile_accuracy": 592252.8108722438, "soft_acc_blocks": [ 24.861883494505495, 24.526639974025972, 0, 0, 0, 0, 25.33796740909091, 24.793670000000002, 25.046161544444445, 24.95755480373832, 24.82120204587156, 24.882075933962266, 24.842784295652173, 24.795287360000003, 24.937486794642858, 24.425412418181818, 24.82326392857143, 24.85036061111111, 24.785319690265485, 24.915443103773587, 24.897586727272728, 0, 0, 0, 0, 0, 24.918342836734695, 24.92077038235294, 24.876322345132746, 24.92120210091743, 24.70204338888889, 24.796487367346938, 24.810738486486485 ], "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": 0.103768992, "time_to_acc50_sec": 0, "acc_per_sec": 8.89694564293678, "mobile_acc_per_sec": 291535.1148277524 }, "started": "2026-08-19T02:09:05.411412564+10:00", "ended": "2026-08-19T02:09:07.443308081+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": 29560, "total_correct": 6857, "total_train": 643, "infer_ms": 605.241483, "train_ms": 1543.087819, "blocked_train": 1543087819, "duration": 2031001380, "avg_accuracy": 17.891045423689476, "soft_acc": 19.01252344300835, "adapt_pct": 15.25141234155074, "stability": 89.6241481148945, "consistency": 77.14285714285715, "throughput": 14554.396806958348, "availability": 28.172658746335898, "score": 779.5820098682684, "zero_downtime": 5.3563333486658555, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 35971632, "heap_mib": 34.30522155761719, "mobile_score": 34060457.73248456, "mobile_throughput": 635891299.4272149, "mobile_availability": 1230882.242399913, "mobile_accuracy": 830669.8242406636, "soft_acc_blocks": [ 25.3787669408284, 25.487556409090907, 25.236528405714285, 25.346221053254435, 25.47393365876777, 25.3050201369863, 25.186960695652175, 21.531682, 25.317805647540983, 25.582019674418603, 24.476894175572518, 23.860996692307694, 24.517716713333332, 24.24115766470588, 24.00355671604938, 24.157612414285712, 24.47161504166667, 24.097696828402366, 24.132715050955415, 24.104169987261145, 24.28183029142857, 24.171887124223602, 24.155559333333333, 24.914533486486487, 0, 0, 0, 25.849771600000004, 0, 0, 0, 0, 0, 24.972693457831326, 25.181419305194805 ], "phase_blocks": [ "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, 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": 0.106321586, "time_to_acc50_sec": 0, "acc_per_sec": 9.361157323786925, "mobile_acc_per_sec": 408995.20424779993 }, "started": "2026-08-19T02:09:08.283683986+10:00", "ended": "2026-08-19T02:09:10.315095885+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": 16008, "total_correct": 4700, "total_train": 595, "infer_ms": 394.159036, "train_ms": 1695.507291, "blocked_train": 1695507291, "duration": 2030391200, "avg_accuracy": 24.60082415481005, "soft_acc": 19.460571155353474, "adapt_pct": 16.20093525177203, "stability": 89.02600707084225, "consistency": 76, "throughput": 7884.194927558788, "availability": 18.862295425215994, "score": 289.4059649563903, "zero_downtime": 3.6707104227571414, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 36380992, "heap_mib": 34.69561767578125, "mobile_score": 25288679.092509326, "mobile_throughput": 688931465.0299903, "mobile_availability": 1648212.523982607, "mobile_accuracy": 1700490.6549829936, "soft_acc_blocks": [ 24.50992364071856, 24.336096040697676, 24.489843467065867, 24.44664993650794, 24.310689283783784, 24.586731, 0, 0, 0, 26.018367666666666, 26.43519418888889, 26.32531415862069, 26.299344430656934, 26.492582137254903, 26.408259480392157, 26.39280235135135, 26.146017037974683, 23.881659, 0, 0, 26.946947, 25.407935035087718, 25.541223028169014, 27.5387, 0 ], "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": 0.795268786, "time_to_acc50_sec": 1.682109074, "acc_per_sec": 9.58464120380027, "mobile_acc_per_sec": 837518.7279096727 }, "started": "2026-08-19T02:09:11.290098879+10:00", "ended": "2026-08-19T02:09:13.321066326+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": 21136, "total_correct": 7048, "total_train": 386, "infer_ms": 783.976575, "train_ms": 1286.209291, "blocked_train": 1286209291, "duration": 2178776007, "avg_accuracy": 33.90504970149819, "soft_acc": 24.738565005310605, "adapt_pct": 25.390669967591577, "stability": 95.46548714312566, "consistency": 96.7741935483871, "throughput": 9700.85953402001, "availability": 37.86986414484583, "score": 908.8212381219562, "zero_downtime": 9.368460958895499, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 81710368, "heap_mib": 77.92507934570312, "mobile_score": 1240843.9304491775, "mobile_throughput": 13244906.883781986, "mobile_availability": 51704.98784576284, "mobile_accuracy": 33776.38742058408, "soft_acc_blocks": [ 25.0942780106383, 25.295430363636363, 25.36511486868687, 25.182565424242423, 25.49388896039604, 25.60495412745098, 25.594962810526315, 25.19697040860215, 25.127605433333333, 25.364127239130436, 25.313269323232326, 25.344390725, 25.082607929411765, 0, 25.666907784313725, 27.392005, 25.644313014492752, 25.790372190476187, 25.705123806122447, 25.584917987341772, 25.453095701149426, 25.412644827956992, 25.43729236842105, 25.538660951612904, 25.592616018691587, 25.839021039473685, 25.56046261, 25.727815329896906, 25.692302516129033, 25.89559191150442, 25.902206482758622 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.435308338, "time_to_acc50_sec": 1.091178305, "acc_per_sec": 11.354340659999108, "mobile_acc_per_sec": 15502.459781118783 }, "started": "2026-08-19T02:09:14.721362143+10:00", "ended": "2026-08-19T02:09:16.901056999+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": 19632, "total_correct": 6938, "total_train": 392, "infer_ms": 644.566384, "train_ms": 1147.780351, "blocked_train": 1147780351, "duration": 2048824188, "avg_accuracy": 32.75799214764265, "soft_acc": 23.68010304304477, "adapt_pct": 25.4558744272878, "stability": 93.42979174181987, "consistency": 92.85714285714286, "throughput": 9582.081329859817, "availability": 35.96214791553711, "score": 815.9979422427789, "zero_downtime": 8.515873682891364, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 87755328, "heap_mib": 83.69000244140625, "mobile_score": 1102623.528717995, "mobile_throughput": 12947861.485230783, "mobile_availability": 48594.13042871423, "mobile_accuracy": 31997.922330494475, "soft_acc_blocks": [ 25.07338778217822, 25.091716595744682, 25.19950851546392, 25.46482019626168, 25.491053073684213, 25.361417863157893, 25.795986131313132, 25.663876801980194, 25.54474126470588, 25.502951505494504, 25.589725636363635, 25.333086453608246, 25.28728442857143, 0, 0, 25.6685385, 25.55674306122449, 25.45353275490196, 25.451381453608246, 25.661953556962025, 25.443927279069765, 25.48444614893617, 25.624191329545454, 25.590518382022474, 25.643217694117645, 25.60992892079208, 25.882253053763442, 25.57269682178218 ], "phase_blocks": [ "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, 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": 0.583374322, "time_to_acc50_sec": 0, "acc_per_sec": 11.557899004580069, "mobile_acc_per_sec": 15617.700395137306 }, "started": "2026-08-19T02:09:17.630186111+10:00", "ended": "2026-08-19T02:09:19.679509566+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": 5984, "total_correct": 1970, "total_train": 415, "infer_ms": 339.357319, "train_ms": 1430.345727, "blocked_train": 1430345727, "duration": 2025134168, "avg_accuracy": 23.61982881273846, "soft_acc": 18.81928758804072, "adapt_pct": 18.977745512536814, "stability": 88.81686755550719, "consistency": 73.91304347826086, "throughput": 2954.865951380264, "availability": 19.175947047559074, "score": 106.63451168288965, "zero_downtime": 3.608776622610546, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 74633104, "heap_mib": 71.17567443847656, "mobile_score": 144090.70840515167, "mobile_throughput": 3992785.4637042675, "mobile_availability": 25911.64671564601, "mobile_accuracy": 25429.7078632956, "soft_acc_blocks": [ 25.44442337142857, 25.473312412371136, 25.587361148148148, 0, 25.58924233333333, 25.44163770769231, 25.53298424324324, 0, 25.582935000000003, 25.4255354, 25.518743266666668, 0, 25.235145411764705, 25.436171153846153, 25.519224307692305, 25.26415550833333, 24.47472, 0, 0, 25.81318828125, 25.636431166666668, 25.8684038125, 0 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.454901227, "time_to_acc50_sec": 0, "acc_per_sec": 9.292859646245779, "mobile_acc_per_sec": 12557.048448997182 }, "started": "2026-08-19T02:09:21.023224692+10:00", "ended": "2026-08-19T02:09:23.048870993+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": 20584, "total_correct": 7108, "total_train": 478, "infer_ms": 820.073328, "train_ms": 1483.367627, "blocked_train": 1483367627, "duration": 2063478965, "avg_accuracy": 33.592932368070585, "soft_acc": 24.776357011614486, "adapt_pct": 25.61233674709509, "stability": 95.47017557903571, "consistency": 96.7741935483871, "throughput": 9975.38639799025, "availability": 35.60209894765893, "score": 879.9191718977476, "zero_downtime": 8.82090313890022, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 67920240, "heap_mib": 64.77378845214844, "mobile_score": 1201382.976031058, "mobile_throughput": 13619727.562056022, "mobile_availability": 48608.732429870324, "mobile_accuracy": 33827.98610652431, "soft_acc_blocks": [ 25.133314119565217, 25.118533216494846, 25.158200383838384, 25.391631403846155, 25.650624968749998, 25.79330375, 25.77619295098039, 25.787973291666663, 25.63890226262626, 25.60527544230769, 25.130800588235296, 25.954688823529413, 25.788098976744184, 25.6224666, 25.623578313253013, 25.488234339622643, 25.490815098360656, 25.77256220952381, 25.699553252631578, 25.392272854166666, 25.525069442307693, 25.613351010101013, 25.881878653846154, 25.430477476744187, 25.518431943925233, 25.58904207142857, 25.940003078651685, 25.80169519, 26.04021211881188, 25.70988352808989, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.249864054, "time_to_acc50_sec": 0, "acc_per_sec": 12.007080000262803, "mobile_acc_per_sec": 16393.666560358815 }, "started": "2026-08-19T02:09:24.122646083+10:00", "ended": "2026-08-19T02:09:26.186813013+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": 15160, "total_correct": 4840, "total_train": 470, "infer_ms": 587.594561, "train_ms": 1311.778497, "blocked_train": 1311778497, "duration": 2051785188, "avg_accuracy": 26.40516011333917, "soft_acc": 21.23755987201508, "adapt_pct": 25.283679483009184, "stability": 90.49478497837654, "consistency": 83.33333333333334, "throughput": 7388.687708959131, "availability": 30.936237540334744, "score": 485.44431670702426, "zero_downtime": 6.570101969777396, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 96983888, "heap_mib": 92.49104309082031, "mobile_score": 331396.6535386619, "mobile_throughput": 5044010.8093161, "mobile_availability": 21119.13816086852, "mobile_accuracy": 14498.174205962294, "soft_acc_blocks": [ 24.88120844761905, 24.348486, 0, 0, 25.64657938709677, 25.77827244680851, 25.002476314606742, 25.022149765957447, 25.07534016535433, 25.115791925925926, 0, 26.571725199999996, 25.610934487804876, 25.46366495652174, 25.473803911764705, 25.7461507752809, 25.68538539393939, 25.537870131868132, 25.39576795145631, 25.63454167961165, 25.48549792929293, 25.60095273404255, 25.553941945652173, 25.920945792079205, 25.708950644859815, 25.80406785185185, 25.68410313186813, 25.37818718918919, 0, 0 ], "phase_blocks": [ "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, 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": 0.629722828, "time_to_acc50_sec": 0, "acc_per_sec": 10.350771609145214, "mobile_acc_per_sec": 7066.126751843133 }, "started": "2026-08-19T02:09:27.032486562+10:00", "ended": "2026-08-19T02:09:29.086036274+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": 11224, "total_correct": 2963, "total_train": 421, "infer_ms": 506.078731, "train_ms": 1573.517242, "blocked_train": 1573517242, "duration": 2034964351, "avg_accuracy": 18.94753870410815, "soft_acc": 18.17110989068788, "adapt_pct": 18.77292458354385, "stability": 88.78152499455989, "consistency": 72.41379310344827, "throughput": 5515.575736982529, "availability": 24.33543522735029, "score": 243.89978926317622, "zero_downtime": 4.422018677538991, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 65987184, "heap_mib": 62.93028259277344, "mobile_score": 5328072.196383839, "mobile_throughput": 120489590.499629, "mobile_availability": 531615.6943532095, "mobile_accuracy": 396953.952598707, "soft_acc_blocks": [ 24.90988192727273, 24.81202296078431, 24.895618135135134, 24.905513532258063, 24.333818, 0, 0, 25.27438545833333, 25.058409172839507, 24.944583150537635, 24.963239411764704, 24.938005858208957, 25.00697525490196, 0, 25.450498, 0, 25.16375874468085, 25.070212, 0, 25.203446666666668, 25.075712408333334, 0, 0, 0, 25.3391278, 25.11813923529412, 25.197373095238092, 25.290880017699116, 26.010586 ], "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", "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, false, false ], "time_to_acc25_sec": 0.267443198, "time_to_acc50_sec": 1.939299894, "acc_per_sec": 8.929448755089213, "mobile_acc_per_sec": 195066.78453784224 }, "started": "2026-08-19T02:09:29.800646478+10:00", "ended": "2026-08-19T02:09:31.836272232+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": 7864, "total_correct": 2623, "total_train": 227, "infer_ms": 507.711219, "train_ms": 1098.892674, "blocked_train": 1098892674, "duration": 2039767895, "avg_accuracy": 28.108792888631587, "soft_acc": 21.32907758570257, "adapt_pct": 18.80169210755744, "stability": 90.68598996888858, "consistency": 84, "throughput": 3855.3406097216766, "availability": 31.601518035161394, "score": 259.8619973231696, "zero_downtime": 6.740312299979364, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 95216496, "heap_mib": 90.80552673339844, "mobile_score": 3784514.6347936094, "mobile_throughput": 56147467.15527107, "mobile_availability": 460230.4635449638, "mobile_accuracy": 310627.2063681341, "soft_acc_blocks": [ 24.25897205172414, 24.97942592982456, 25.258949823529413, 0, 0, 25.366270681818182, 25.313784551020404, 25.280737714285713, 25.149605, 0, 0, 25.414508206896553, 25.21630533333333, 25.285375515151514, 25.70244, 25.39232989583333, 25.491306295081966, 25.4210085, 25.42516611764706, 25.53741792, 25.670739297872338, 25.54205573214286, 25.75269557142857, 25.84901961818182, 25.91882588679245 ], "phase_blocks": [ "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.88193825, "time_to_acc50_sec": 1.197264774, "acc_per_sec": 10.456619911503497, "mobile_acc_per_sec": 152285.56500450958 }, "started": "2026-08-19T02:09:32.794010183+10:00", "ended": "2026-08-19T02:09:34.834335731+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": 8488, "total_correct": 2493, "total_train": 317, "infer_ms": 537.246722, "train_ms": 1640.931523, "blocked_train": 1640931523, "duration": 2028854478, "avg_accuracy": 24.605340157624315, "soft_acc": 21.052241692770046, "adapt_pct": 15.678452426470587, "stability": 90.58064976672802, "consistency": 83.33333333333334, "throughput": 4183.641602707397, "availability": 24.664956746916733, "score": 217.23669084373108, "zero_downtime": 5.1925263077781025, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 60046528, "heap_mib": 57.26483154296875, "mobile_score": 3163738.6158077247, "mobile_throughput": 60928696.90556267, "mobile_availability": 359209.46785909665, "mobile_accuracy": 306595.4914616395, "soft_acc_blocks": [ 25.006656222222222, 24.8577425, 25.14240792307692, 25.124826523076923, 25.224910855072466, 0, 0, 25.410891, 25.1139904, 24.756904600000002, 24.91915207843137, 25.00869446153846, 25.164128107142858, 25.00857549122807, 24.962376403846154, 25.058053290909093, 25.026607226415095, 25.25965051923077, 25.572861133333333, 25.22668133333333, 0, 0, 0, 26.009227105263157, 25.47132576923077, 25.828995033333335, 25.44600811666667, 25.5516528125, 25.744311723404255, 25.67062015384615 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.209916488, "time_to_acc50_sec": 0, "acc_per_sec": 10.376417787008007, "mobile_acc_per_sec": 151117.53690874594 }, "started": "2026-08-19T02:09:35.563280104+10:00", "ended": "2026-08-19T02:09:37.592549059+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": 7784, "total_correct": 2371, "total_train": 297, "infer_ms": 440.360924, "train_ms": 1748.396457, "blocked_train": 1748396457, "duration": 2021586669, "avg_accuracy": 22.18450955834862, "soft_acc": 18.728939705474023, "adapt_pct": 12.646658397527471, "stability": 88.91895619359457, "consistency": 74.07407407407408, "throughput": 3850.4409033575794, "availability": 20.11922051400726, "score": 145.089105905228, "zero_downtime": 3.768116679279781, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 37855512, "heap_mib": 36.101829528808594, "mobile_score": 1901711.9289210043, "mobile_throughput": 50468499.00848846, "mobile_availability": 263706.647121196, "mobile_accuracy": 245483.95850758912, "soft_acc_blocks": [ 25.446458, 25.245637355932203, 25.219218132075472, 25.311522, 25.305223018867924, 25.50579389090909, 25.36019821212121, 0, 0, 0, 0, 24.9643485, 25.133345217391305, 25.205904384615383, 25.31693706896552, 25.011545854545453, 25.103644826923077, 25.294122760869566, 25.23744801818182, 25.2952370877193, 25.51586903846154, 25.30335642307692, 25.265440799999997, 25.640121457142858, 0, 0, 0 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.112886464, "time_to_acc50_sec": 0, "acc_per_sec": 9.264475272157636, "mobile_acc_per_sec": 121431.33028722457 }, "started": "2026-08-19T02:09:38.369612595+10:00", "ended": "2026-08-19T02:09:40.391706084+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": 4552, "total_correct": 1263, "total_train": 251, "infer_ms": 306.064547, "train_ms": 1466.444328, "blocked_train": 1466444328, "duration": 2030858840, "avg_accuracy": 21.671296004147493, "soft_acc": 19.596359918356928, "adapt_pct": 15.707634643337787, "stability": 89.52411741581119, "consistency": 77.77777777777779, "throughput": 2241.4162473251954, "availability": 17.267306884429566, "score": 75.84422721982365, "zero_downtime": 3.3837636052800417, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 100080384, "heap_mib": 95.444091796875, "mobile_score": 1325473.9400208967, "mobile_throughput": 39171588.0492544, "mobile_availability": 301768.05972746026, "mobile_accuracy": 342471.2116291839, "soft_acc_blocks": [ 24.836789333333332, 25.01999735714286, 25.072835799999996, 25.25394486792453, 0, 0, 0, 25.359217904761906, 25.300947967741937, 0, 25.108958324324327, 24.96825147368421, 25.165034057692306, 25.164888423076924, 25.439777457142856, 25.389666692307692, 25.18743858181818, 25.466730289473684 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.570603446, "time_to_acc50_sec": 0, "acc_per_sec": 9.649296904533713, "mobile_acc_per_sec": 168633.6858494724 }, "started": "2026-08-19T02:09:41.831823433+10:00", "ended": "2026-08-19T02:09:43.86310722+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": 10104, "total_correct": 3115, "total_train": 391, "infer_ms": 629.553344, "train_ms": 1771.572132, "blocked_train": 1771572132, "duration": 2039824709, "avg_accuracy": 27.692823144628886, "soft_acc": 23.021818803403082, "adapt_pct": 22.05943315649669, "stability": 92.83611274808034, "consistency": 91.17647058823529, "throughput": 4953.366804225726, "availability": 26.219093932931976, "score": 298.9907827920052, "zero_downtime": 6.03611229713365, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 35873280, "heap_mib": 34.21142578125, "mobile_score": 4610508.221425141, "mobile_throughput": 76382081.61923228, "mobile_availability": 404304.59764438355, "mobile_accuracy": 355001.86284701753, "soft_acc_blocks": [ 24.9699311, 25.215465446153846, 25.176455275862068, 24.786468, 25.365909958333333, 25.542636166666668, 0, 25.3110178, 25.42829175, 25.54838910526316, 25.117119195652172, 25.15612657142857, 25.20550062962963, 25.07763478787879, 25.248060245283018, 25.268819479166666, 25.313387735294118, 25.026374625, 0, 25.43018034375, 25.40305575, 0, 25.067455, 24.977819, 25.01727094871795, 25.25488444, 25.489601666666665, 25.44447350909091, 25.35727054237288, 25.267897890909094, 25.265021120689656, 25.48318201724138, 25.37124537254902, 25.154893842105263 ], "phase_blocks": [ "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", "A2" ], "switch_blocks": [ 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, false ], "time_to_acc25_sec": 0.113344746, "time_to_acc50_sec": 0, "acc_per_sec": 11.286175082509544, "mobile_acc_per_sec": 174035.47534290483 }, "started": "2026-08-19T02:09:44.767535822+10:00", "ended": "2026-08-19T02:09:46.807779852+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": 11528, "total_correct": 3222, "total_train": 363, "infer_ms": 549.191208, "train_ms": 1745.375493, "blocked_train": 1745375493, "duration": 2036982714, "avg_accuracy": 25.029869951178835, "soft_acc": 22.501292452294514, "adapt_pct": 18.965198127263797, "stability": 92.48896969367587, "consistency": 90, "throughput": 5659.350921718229, "availability": 23.93441898030926, "score": 304.7873779530095, "zero_downtime": 5.3855536115168725, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 35462584, "heap_mib": 33.81975555419922, "mobile_score": 8877575.822901525, "mobile_throughput": 164840543.11365592, "mobile_availability": 697140.4810193545, "mobile_accuracy": 655397.6454015882, "soft_acc_blocks": [ 24.13958633898305, 24.548307714285716, 24.42664368115942, 24.09713568181818, 0, 24.287134533333337, 24.699147083333333, 24.69595266, 25.36802035483871, 25.106971571428573, 25.481876205479452, 25.402462636363634, 25.407582609375, 25.436775606060607, 25.23944895081967, 25.23981138235294, 25.313953666666666, 25.346301661764706, 25.564435045454545, 0, 0, 24.77086325, 25.591391, 24.81410781818182, 25.03369891304348, 25.049198722222222, 24.990040723076923, 24.973191575757575, 25.04562946875, 24.969104714285717 ], "phase_blocks": [ "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, 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": 0.625743939, "time_to_acc50_sec": 0, "acc_per_sec": 11.046383603378244, "mobile_acc_per_sec": 321749.24259155407 }, "started": "2026-08-19T02:09:47.740567294+10:00", "ended": "2026-08-19T02:09:49.777978808+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": 5816, "total_correct": 1289, "total_train": 318, "infer_ms": 465.70008, "train_ms": 1620.881605, "blocked_train": 1620881605, "duration": 2066776045, "avg_accuracy": 20.798508313433082, "soft_acc": 21.218764258625605, "adapt_pct": 22.017626456781823, "stability": 91.07544204584201, "consistency": 85, "throughput": 2814.044615075844, "availability": 22.318804164141792, "score": 133.26680563722906, "zero_downtime": 4.735774440933562, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 78471336, "heap_mib": 74.83609771728516, "mobile_score": 3175917.590633252, "mobile_throughput": 67062264.68858564, "mobile_availability": 531885.5089822533, "mobile_accuracy": 505670.15798301366, "soft_acc_blocks": [ 24.426771289473685, 24.248534, 24.569433577777776, 24.501582575342468, 24.764203223404255, 24.724619068493148, 26.111125, 0, 26.002608, 25.19140307017544, 24.958542, 0, 24.7477734, 25.09987284090909, 25.083590303797468, 25.0519334, 24.73007738028169, 25.1228575, 25.040358542857142, 0 ], "phase_blocks": [ "A", "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, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.301788847, "time_to_acc50_sec": 0.648863166, "acc_per_sec": 10.26660063627049, "mobile_acc_per_sec": 244666.15974495374 }, "started": "2026-08-19T02:09:51.314107235+10:00", "ended": "2026-08-19T02:09:53.382514002+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": 8608, "total_correct": 1968, "total_train": 272, "infer_ms": 543.954279, "train_ms": 1637.556697, "blocked_train": 1637556697, "duration": 2100117897, "avg_accuracy": 18.50114344630293, "soft_acc": 19.986588277233388, "adapt_pct": 18.735702670290127, "stability": 90.00669019131708, "consistency": 80, "throughput": 4098.817505577402, "availability": 24.93474866660492, "score": 204.26889685452812, "zero_downtime": 4.9836055539572675, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 36127056, "heap_mib": 34.45344543457031, "mobile_score": 92965.04461290524, "mobile_throughput": 1865417.389205004, "mobile_availability": 11348.081170934862, "mobile_accuracy": 9096.118398171995, "soft_acc_blocks": [ 24.99677878, 24.994519708333332, 24.987779653846154, 24.978921346153847, 24.993954859649122, 24.97366097674419, 25.00165364, 25.00009824074074, 25.005690836734694, 24.979862285714287, 24.980497128205126, 24.97767265909091, 25.012576384615386, 0, 0, 0, 0, 0, 24.985013705882352, 25.007564600000002, 24.998624476190475, 24.979605145454546, 24.96198676190476, 24.955155935064933, 24.981578250000002, 24.956983145454544, 24.94620504166667, 24.936465755555556, 25.004799000000002, 0 ], "phase_blocks": [ "A", "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", "A2" ], "switch_blocks": [ false, 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, false ], "time_to_acc25_sec": 0.560468102, "time_to_acc50_sec": 0, "acc_per_sec": 9.516888697431726, "mobile_acc_per_sec": 4331.241789408928 }, "started": "2026-08-19T02:09:54.310411698+10:00", "ended": "2026-08-19T02:09:56.412473597+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": 10568, "total_correct": 3077, "total_train": 380, "infer_ms": 569.334194, "train_ms": 1742.89328, "blocked_train": 1742893280, "duration": 2093634203, "avg_accuracy": 24.913262996394277, "soft_acc": 21.989212805127465, "adapt_pct": 15.628292099017298, "stability": 91.83333798631881, "consistency": 87.87878787878788, "throughput": 5047.682152334421, "availability": 24.62275880733696, "score": 273.2992206438682, "zero_downtime": 5.414350832638589, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 38071024, "heap_mib": 36.30735778808594, "mobile_score": 248763.02394606313, "mobile_throughput": 4594512.465769286, "mobile_availability": 22412.182238856043, "mobile_accuracy": 20015.070144400466, "soft_acc_blocks": [ 25.012769816666665, 25.01470353623188, 25.011175758064514, 25.010561383333332, 25.011596901639347, 25.01146359375, 25.008813663157895, 25.007633333333334, 25.013791076923077, 24.9781135, 0, 24.9760240754717, 24.9922709, 24.962787650000003, 25.025536043478258, 25.022212053571426, 25.01654698275862, 25.04430910769231, 25.089330704918034, 25.106551666666665, 25.004477, 0, 0, 24.984244166666667, 25.11101, 0, 25.012759, 25.003316676470586, 24.99159617073171, 25.020116844827584, 25.044995649999997, 25.085231931034482, 25.07008338181818 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.106088273, "time_to_acc50_sec": 0, "acc_per_sec": 10.502891466722692, "mobile_acc_per_sec": 9559.965210599144 }, "started": "2026-08-19T02:09:57.695567626+10:00", "ended": "2026-08-19T02:09:59.789689171+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": 2640, "total_correct": 654, "total_train": 181, "infer_ms": 400.383739, "train_ms": 1678.982185, "blocked_train": 1678982185, "duration": 2075877386, "avg_accuracy": 20.54612564812467, "soft_acc": 18.42224744838434, "adapt_pct": 15.628527310725678, "stability": 88.99059793972614, "consistency": 73.68421052631578, "throughput": 1271.7514135490467, "availability": 19.255088023650806, "score": 45.111820009969925, "zero_downtime": 3.5472199621211695, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 68247176, "heap_mib": 65.08557891845703, "mobile_score": 82123.56211592747, "mobile_throughput": 2315152.7955097314, "mobile_availability": 35052.818019943865, "mobile_accuracy": 33536.67802159212, "soft_acc_blocks": [ 24.985220963636365, 24.994152785714284, 24.987644633333332, 0, 25.006748666666667, 25.0057263, 0, 25.008557545454547, 24.99925, 0, 25.002417833333332, 24.99638225, 25.00808963414634, 25.027631, 0, 0, 25.00623097368421, 25.000955, 24.993693933333336 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.835235587, "time_to_acc50_sec": 1.726972851, "acc_per_sec": 8.874439103497387, "mobile_acc_per_sec": 16155.423363522355 }, "started": "2026-08-19T02:10:01.672593552+10:00", "ended": "2026-08-19T02:10:03.749892808+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": 10072, "total_correct": 2382, "total_train": 254, "infer_ms": 752.620434, "train_ms": 1641.943658, "blocked_train": 1641943658, "duration": 2042384746, "avg_accuracy": 21.869821831754503, "soft_acc": 21.773955243023124, "adapt_pct": 18.74570303238424, "stability": 91.61918522129261, "consistency": 87.09677419354838, "throughput": 4931.490023966327, "availability": 31.430373340785906, "score": 337.493198208118, "zero_downtime": 6.843635423937795, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 36652896, "heap_mib": 34.954925537109375, "mobile_score": 614387.6177157561, "mobile_throughput": 8977503.6169627, "mobile_availability": 57217.24853504848, "mobile_accuracy": 39638.27585574343, "soft_acc_blocks": [ 25.002145608695653, 24.984230112903226, 24.986071186046512, 24.992405777777776, 24.988544452830187, 24.99775362264151, 24.996387085106385, 24.987899900000002, 25.016709555555554, 0, 0, 24.991041925925927, 24.990213515151517, 24.996016342857143, 24.99377322727273, 24.98952638461538, 24.99012895238095, 24.986933038461537, 24.996025637931034, 24.992315883333333, 24.995375018867925, 24.993168253731344, 24.998906807692308, 24.996918737704917, 25.069439, 0, 0, 25.016144575757576, 25.008209857142855, 25.032363433333334, 25.00396464 ], "phase_blocks": [ "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, 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": 0.109933363, "time_to_acc50_sec": 1.6662825159999999, "acc_per_sec": 10.661044783881833, "mobile_acc_per_sec": 19407.839748791106 }, "started": "2026-08-19T02:10:04.647058594+10:00", "ended": "2026-08-19T02:10:06.689947297+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": 7248, "total_correct": 1744, "total_train": 290, "infer_ms": 567.941722, "train_ms": 1716.10519, "blocked_train": 1716105190, "duration": 2016102230, "avg_accuracy": 20.91529125085873, "soft_acc": 21.978773631480855, "adapt_pct": 25.009479262995104, "stability": 91.83727806811673, "consistency": 87.87878787878788, "throughput": 3595.0557923840993, "availability": 24.865589188038538, "score": 196.47524771218806, "zero_downtime": 5.465151559772969, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 36606208, "heap_mib": 34.910400390625, "mobile_score": 715344.5463369976, "mobile_throughput": 13089198.689426906, "mobile_availability": 90532.8473904052, "mobile_accuracy": 80022.27270626274, "soft_acc_blocks": [ 25.010263055555555, 24.992088075, 24.99558661111111, 25.000312975609752, 25.0037393030303, 25.00682482857143, 24.988325424242422, 25.000499327868855, 0, 25.027224833333335, 25.0094605, 25.014977615384616, 25.023252285714285, 25.018822, 25.03448023076923, 25.026164625, 0, 25.016393166666663, 25.03014257692308, 25.03986740625, 25.022931517241382, 25.019941551724138, 25.008123545454545, 25.00716138888889, 24.98408375, 25.001550185185188, 0, 0, 25.011111545454547, 24.99911575, 24.990354458333332, 25.00455844444444, 25.01217286111111 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.12568793, "time_to_acc50_sec": 0, "acc_per_sec": 10.901616646434073, "mobile_acc_per_sec": 39691.57491892797 }, "started": "2026-08-19T02:10:07.68474771+10:00", "ended": "2026-08-19T02:10:09.701368532+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": 4488, "total_correct": 1193, "total_train": 228, "infer_ms": 463.124187, "train_ms": 1672.901744, "blocked_train": 1672901744, "duration": 2031853022, "avg_accuracy": 22.36886720462358, "soft_acc": 21.153956195369695, "adapt_pct": 21.873476509664247, "stability": 90.97990392248764, "consistency": 84.61538461538461, "throughput": 2208.821185098496, "availability": 21.681580746689914, "score": 101.30785078094985, "zero_downtime": 4.586512093618494, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 38483816, "heap_mib": 36.701026916503906, "mobile_score": 368850.6282655739, "mobile_throughput": 8042072.5103675015, "mobile_availability": 78940.22643417056, "mobile_accuracy": 77019.2040677638, "soft_acc_blocks": [ 25.005513795454544, 25.006865714285713, 25.007126584905663, 24.975436333333334, 24.99184965, 25.006785055555557, 0, 24.984998100000002, 25.02548359259259, 25.02224009090909, 24.962541666666667, 0, 0, 25.007835923076925, 25.025824999999998, 24.997867838709677, 25.048068, 25.010986199999998, 24.993580136363633, 24.991400719298248, 24.98837097959184, 25.004194891891892, 24.982714906976742, 25.001784400000002, 0, 24.9613915 ], "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" ], "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 ], "time_to_acc25_sec": 0.109471858, "time_to_acc50_sec": 0, "acc_per_sec": 10.411164570627932, "mobile_acc_per_sec": 37905.8934055929 }, "started": "2026-08-19T02:10:11.467610948+10:00", "ended": "2026-08-19T02:10:13.499980269+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": 5688, "total_correct": 1728, "total_train": 235, "infer_ms": 494.497867, "train_ms": 1722.985397, "blocked_train": 1722985397, "duration": 2080016426, "avg_accuracy": 24.986095315527905, "soft_acc": 20.47880256900085, "adapt_pct": 15.626515278141028, "stability": 90.34591670309499, "consistency": 81.81818181818183, "throughput": 2734.5937892127013, "availability": 22.29995937412405, "score": 124.88246257421125, "zero_downtime": 4.566764653194262, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 36540208, "heap_mib": 34.84745788574219, "mobile_score": 56835.39630044103, "mobile_throughput": 1244544.0178461361, "mobile_availability": 10148.959288490234, "mobile_accuracy": 9320.130591403054, "soft_acc_blocks": [ 24.983641967741935, 24.982487647058825, 24.970646428571428, 24.995649909090908, 24.97125706451613, 24.980336333333334, 24.99363890625, 24.982016314285715, 25.0092754, 24.987056212121214, 25.01452853846154, 0, 0, 0, 0, 0, 25.005531222222224, 25.122047, 25.085342222222224, 25.076756531914896, 25.00888237037037, 24.947779999999998, 24.986016, 24.995537366666667, 25.06826032, 24.974346500000003, 25.07147248648649, 25.017015285714283, 25.357286, 0, 24.968074166666668, 25.123186, 25.122416583333333 ], "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", "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, false ], "time_to_acc25_sec": 0.116860264, "time_to_acc50_sec": 1.7292086009999998, "acc_per_sec": 9.845500407120753, "mobile_acc_per_sec": 4480.7966297296225 }, "started": "2026-08-19T02:10:14.625276745+10:00", "ended": "2026-08-19T02:10:16.706134521+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": 5312, "total_correct": 1348, "total_train": 264, "infer_ms": 472.462757, "train_ms": 1764.235131, "blocked_train": 1764235131, "duration": 2009138428, "avg_accuracy": 20.2316668879968, "soft_acc": 20.317056571494124, "adapt_pct": 18.74874482661262, "stability": 90.23998638289777, "consistency": 81.25, "throughput": 2643.919366615191, "availability": 21.12322632103277, "score": 113.46691524906687, "zero_downtime": 4.291617841368965, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 36460200, "heap_mib": 34.771156311035156, "mobile_score": 103280.1077467062, "mobile_throughput": 2406554.1612568493, "mobile_availability": 19226.830002433384, "mobile_accuracy": 18493.036381519985, "soft_acc_blocks": [ 25.01054471875, 25.01836851724138, 25.022800066666665, 25.0255305, 25.010795766666668, 25.017044384615385, 25.026043777777776, 25.02450525806452, 25.02306912, 25.010699000000002, 25.00929625, 0, 0, 24.978321166666667, 24.99707, 0, 24.996057, 24.986286904761908, 25.01327733333333, 24.994459545454546, 25.005755566666668, 25.004865795454545, 25.00569505263158, 25.01549645, 24.98851014814815, 25.001395, 24.9637015, 0, 0, 0, 25.041019833333333, 24.955201631578944 ], "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": 0.158794142, "time_to_acc50_sec": 0, "acc_per_sec": 10.112322918296263, "mobile_acc_per_sec": 9204.461038520332 }, "started": "2026-08-19T02:10:17.686030453+10:00", "ended": "2026-08-19T02:10:19.695666432+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": 1896, "total_correct": 367, "total_train": 126, "infer_ms": 238.698892, "train_ms": 1586.707819, "blocked_train": 1586707819, "duration": 2093193396, "avg_accuracy": 14.263242321874905, "soft_acc": 18.313480011851375, "adapt_pct": 15.611293822053776, "stability": 88.95653402459364, "consistency": 73.33333333333333, "throughput": 905.7930354754473, "availability": 13.076477179665634, "score": 21.691551493464093, "zero_downtime": 2.3947580345523725, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 98093384, "heap_mib": 93.54914093017578, "mobile_score": 39488.2644076573, "mobile_throughput": 1648945.8992477476, "mobile_availability": 23805.00023462686, "mobile_accuracy": 33338.672946019215, "soft_acc_blocks": [ 24.971134490566037, 24.98098359259259, 24.963067071428572, 24.974918636363636, 24.98524877419355, 24.99115315, 24.958560000000002, 0, 0, 0, 24.975962944444447, 25.00507695, 24.99360881818182, 24.90248575, 0 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.871738611, "time_to_acc50_sec": 0, "acc_per_sec": 8.749062579142292, "mobile_acc_per_sec": 15927.182366296367 }, "started": "2026-08-19T02:10:21.165112354+10:00", "ended": "2026-08-19T02:10:23.259004289+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": 11592, "total_correct": 2957, "total_train": 269, "infer_ms": 655.600974, "train_ms": 1428.232694, "blocked_train": 1428232694, "duration": 2021695504, "avg_accuracy": 22.684668923102752, "soft_acc": 22.223901199106056, "adapt_pct": 18.753399638793283, "stability": 92.1426610424703, "consistency": 88.88888888888889, "throughput": 5733.801147138525, "availability": 31.461290988221037, "score": 400.90314610676563, "zero_downtime": 6.9919262251855, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41735288, "heap_mib": 39.80187225341797, "mobile_score": 1459643.8101807218, "mobile_throughput": 20876132.887715023, "mobile_availability": 114547.06478911411, "mobile_accuracy": 80914.7549435897, "soft_acc_blocks": [ 24.99776171875, 24.996302056603774, 24.999996120000002, 25.003247985915493, 25.00514546153846, 25.001658459016394, 25.00358188709677, 24.999933826923076, 25.004732020408163, 25.006796642857143, 25.01892631372549, 25.003527393442624, 25.003886482142857, 25.020463444444445, 0, 0, 24.989056717391303, 0, 25.007751589041096, 24.999636103448275, 25.007959142857146, 24.987366395833334, 25.0028896, 25.00172651388889, 24.995684, 24.988995672413793, 24.998306828125 ], "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", "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, false, false, false, false ], "time_to_acc25_sec": 0.342031155, "time_to_acc50_sec": 0, "acc_per_sec": 10.99270446767836, "mobile_acc_per_sec": 40023.21555520939 }, "started": "2026-08-19T02:10:24.311657269+10:00", "ended": "2026-08-19T02:10:26.334206988+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": 6312, "total_correct": 1660, "total_train": 228, "infer_ms": 756.825115, "train_ms": 1702.029577, "blocked_train": 1702029577, "duration": 2046995207, "avg_accuracy": 22.58713136280932, "soft_acc": 21.667957471652375, "adapt_pct": 21.871029494369033, "stability": 91.50112029535711, "consistency": 86.66666666666667, "throughput": 3083.5441032862173, "availability": 30.779578698260057, "score": 205.65099258052106, "zero_downtime": 6.669306022292762, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 35637944, "heap_mib": 33.98699188232422, "mobile_score": 92788.59517905011, "mobile_throughput": 1391278.1160273014, "mobile_availability": 13887.57638257605, "mobile_accuracy": 9776.463069619347, "soft_acc_blocks": [ 24.99587237254902, 25.011532, 24.995878736842105, 0, 25.001223950617284, 24.994371208333334, 25.0082695, 24.995778580645162, 25.000170967741937, 24.991363371428573, 24.99564515625, 24.984892382352943, 24.998570076923077, 24.990036966666665, 24.99417364516129, 25.001065864864866, 24.9732, 0, 0, 25.001729272727275, 24.999766216216216, 0, 24.994668588235292, 25.01005596, 24.9967555, 25.0134328, 25.0203776875, 25.01787306451613, 25.021816, 25.03020428 ], "phase_blocks": [ "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, 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": 0.115008194, "time_to_acc50_sec": 0, "acc_per_sec": 10.585250711655611, "mobile_acc_per_sec": 4776.006820234507 }, "started": "2026-08-19T02:10:27.239512604+10:00", "ended": "2026-08-19T02:10:29.287033538+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": 2888, "total_correct": 638, "total_train": 142, "infer_ms": 320.187628, "train_ms": 1592.973529, "blocked_train": 1592973529, "duration": 2047415337, "avg_accuracy": 16.767412499858775, "soft_acc": 19.43624489092556, "adapt_pct": 15.625140583949097, "stability": 89.61086438347644, "consistency": 77.77777777777779, "throughput": 1410.5589363375957, "availability": 16.73605105500268, "score": 45.883505556315185, "zero_downtime": 3.2528598681206518, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 34717264, "heap_mib": 33.10896301269531, "mobile_score": 41051.48696435047, "mobile_throughput": 1262012.1563388489, "mobile_availability": 14973.567808063557, "mobile_accuracy": 17389.402664460034, "soft_acc_blocks": [ 24.944391545454547, 24.921303, 24.971206160714285, 25.0032225, 25.0091783, 24.994280862068965, 24.986940809523812, 24.991689166666664, 0, 24.994696066666666, 25.00857384090909, 24.992371, 0, 0, 0, 25.007502199999998, 25.021019714285714, 25.006032870370372 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.728258435, "time_to_acc50_sec": 0, "acc_per_sec": 9.493064030381229, "mobile_acc_per_sec": 8493.343949420672 }, "started": "2026-08-19T02:10:31.114485551+10:00", "ended": "2026-08-19T02:10:33.162493125+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": 5992, "total_correct": 1452, "total_train": 253, "infer_ms": 610.746467, "train_ms": 1738.893628, "blocked_train": 1738893628, "duration": 2049904880, "avg_accuracy": 21.70656901365107, "soft_acc": 22.582525153386847, "adapt_pct": 24.990429847481053, "stability": 92.60804053012224, "consistency": 90.32258064516128, "throughput": 2923.062459366407, "availability": 25.99319224674705, "score": 171.5814038665091, "zero_downtime": 5.869919177289852, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 35623160, "heap_mib": 33.97289276123047, "mobile_score": 301872.721712632, "mobile_throughput": 5142706.613074815, "mobile_availability": 45731.2710626259, "mobile_accuracy": 39730.69445509692, "soft_acc_blocks": [ 24.98709702777778, 24.993071, 24.969991868852457, 24.957775, 0, 0, 25.029857375, 24.993820035714286, 24.97063864, 24.998813304347827, 24.979953958333336, 24.968406269230773, 24.987030285714283, 24.9510822, 0, 24.964985625, 24.979099115384617, 24.995900727272726, 24.931729083333334, 24.9830456, 25.014678055555557, 25.00763914285714, 25.00026380952381, 25.083191266666667, 25.0356772, 25.080194057142858, 25.02164832, 25.04139715151515, 25.05935138888889, 24.989814393939394, 25.082127852941174 ], "phase_blocks": [ "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, 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": 0.104204859, "time_to_acc50_sec": 0, "acc_per_sec": 11.016377088378288, "mobile_acc_per_sec": 19381.725875542536 }, "started": "2026-08-19T02:10:34.170357795+10:00", "ended": "2026-08-19T02:10:36.220769807+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": 7720, "total_correct": 1819, "total_train": 248, "infer_ms": 554.330814, "train_ms": 1726.344231, "blocked_train": 1726344231, "duration": 2101610462, "avg_accuracy": 18.85808953328765, "soft_acc": 19.784814522554598, "adapt_pct": 9.373220801260965, "stability": 89.85059414020908, "consistency": 79.16666666666666, "throughput": 3673.3734150967507, "availability": 24.30555879564158, "score": 176.6455380717288, "zero_downtime": 4.808809726388142, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 37731736, "heap_mib": 35.983787536621094, "mobile_score": 601383.9991204581, "mobile_throughput": 12505880.526326267, "mobile_availability": 82747.48577824242, "mobile_accuracy": 67356.75867792925, "soft_acc_blocks": [ 24.983835843137253, 24.97536612962963, 24.967058903846155, 24.979183615384613, 24.979256847826086, 24.978812775510203, 24.98719431034483, 24.9747696779661, 24.992598811320754, 24.980224375000002, 25.004065, 0, 0, 0, 24.99616877777778, 25.006765770833336, 25.027865125, 25.007460232558138, 25.02525936842105, 24.991655368421053, 0, 0, 24.99004604166667, 24.98796156666667 ], "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" ], "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 ], "time_to_acc25_sec": 0.771202172, "time_to_acc50_sec": 0, "acc_per_sec": 9.414120685203649, "mobile_acc_per_sec": 32050.068219506822 }, "started": "2026-08-19T02:10:37.666167744+10:00", "ended": "2026-08-19T02:10:39.768728097+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": 4528, "total_correct": 1219, "total_train": 217, "infer_ms": 324.713796, "train_ms": 1386.17233, "blocked_train": 1386172330, "duration": 2034735829, "avg_accuracy": 21.900468911670643, "soft_acc": 20.313190604476343, "adapt_pct": 18.751969526879897, "stability": 90.24184981476223, "consistency": 81.25, "throughput": 2225.350306150234, "availability": 18.979275772091917, "score": 85.79385164090603, "zero_downtime": 3.85529646293423, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 91079536, "heap_mib": 86.86021423339844, "mobile_score": 624731.762348713, "mobile_throughput": 16204506.407095747, "mobile_availability": 138202.8685555351, "mobile_accuracy": 147916.13993944018, "soft_acc_blocks": [ 24.969469163934427, 0, 0, 25.001447625, 25.02145394230769, 25.01186676, 25.01936591304348, 25.015855, 24.999811, 0, 24.99229248148148, 24.98888440625, 25.01320936065574, 24.999394276595744, 24.99516288235294, 24.982836860000003 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.495050773, "time_to_acc50_sec": 0, "acc_per_sec": 9.983207802685397, "mobile_acc_per_sec": 72695.50072853225 }, "started": "2026-08-19T02:10:41.218437126+10:00", "ended": "2026-08-19T02:10:43.253868889+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": 4592, "total_correct": 981, "total_train": 215, "infer_ms": 426.971763, "train_ms": 1811.725567, "blocked_train": 1811725567, "duration": 2030129984, "avg_accuracy": 17.815110771432078, "soft_acc": 20.534202234106658, "adapt_pct": 12.48746925202726, "stability": 90.42584169552781, "consistency": 82.14285714285714, "throughput": 2261.9241310609596, "availability": 19.072330916658572, "score": 88.58488835284466, "zero_downtime": 3.9163510011847196, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 35681256, "heap_mib": 34.028297424316406, "mobile_score": 566390.1700577588, "mobile_throughput": 14462191.205191322, "mobile_availability": 121943.83209308646, "mobile_accuracy": 131290.68074286965, "soft_acc_blocks": [ 24.987123965517238, 24.993807225806453, 24.98598555555556, 24.984205000000003, 25.00211846428571, 24.991777129032258, 25.095236, 0, 0, 25.00186988888889, 24.988833913043482, 24.99797046666667, 24.99773163636364, 24.9954565, 24.99566259090909, 24.989660208333333, 24.99387832142857, 24.998616571428574, 25.011334416666667, 24.981653333333334, 24.998744214285715, 24.910306, 0, 0, 0, 25.004740684210528, 25.0206502, 25.03030026923077 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.57880276, "time_to_acc50_sec": 0.57880276, "acc_per_sec": 10.114722897519973, "mobile_acc_per_sec": 64671.07120115795 }, "started": "2026-08-19T02:10:44.105442447+10:00", "ended": "2026-08-19T02:10:46.13613149+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": 7576, "total_correct": 1935, "total_train": 252, "infer_ms": 566.438758, "train_ms": 1745.2415, "blocked_train": 1745241500, "duration": 2048985652, "avg_accuracy": 21.280465655240157, "soft_acc": 20.833333333333332, "adapt_pct": 21.875, "stability": 90.68305009375088, "consistency": 83.33333333333334, "throughput": 3697.4392634741594, "availability": 24.503335010961536, "score": 188.7491519908129, "zero_downtime": 5.104861460616986, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 35664448, "heap_mib": 34.01226806640625, "mobile_score": 1374429.3805411016, "mobile_throughput": 26923931.063449167, "mobile_availability": 178427.84036426392, "mobile_accuracy": 151703.7037037037, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 0, 25, 0, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 0 ], "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" ], "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 ], "time_to_acc25_sec": 0.201030644, "time_to_acc50_sec": 0, "acc_per_sec": 10.167632610310408, "mobile_acc_per_sec": 74038.44119436698 }, "started": "2026-08-19T02:10:47.0693221+10:00", "ended": "2026-08-19T02:10:49.119268842+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": 7368, "total_correct": 1671, "total_train": 213, "infer_ms": 581.971276, "train_ms": 1337.483163, "blocked_train": 1337483163, "duration": 2120323391, "avg_accuracy": 20.917227456996415, "soft_acc": 22.493346754541726, "adapt_pct": 18.746962019741634, "stability": 92.50221080858822, "consistency": 90, "throughput": 3474.9416203558735, "availability": 30.31961916757952, "score": 236.98744189055893, "zero_downtime": 6.819897074020159, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 110995328, "heap_mib": 105.8533935546875, "mobile_score": 3451379.7759421486, "mobile_throughput": 50607505.34036501, "mobile_availability": 441561.45817033143, "mobile_accuracy": 327583.1050901437, "soft_acc_blocks": [ 24.980916660714286, 24.993803685714287, 24.9885676, 24.978837803571427, 24.993471457142856, 0, 25.018241333333332, 24.985683, 24.99385246153846, 25.006845485074628, 25.007286181818184, 25.002941, 24.980296586206894, 24.99506278125, 0, 24.989388830508474, 24.983926971428573, 24.985489303030306, 25.001332346938774, 24.980991602564103 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.494755217, "time_to_acc50_sec": 0, "acc_per_sec": 10.608450979703278, "mobile_acc_per_sec": 154496.76520129645 }, "started": "2026-08-19T02:10:50.578013347+10:00", "ended": "2026-08-19T02:10:52.699976992+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": 4984, "total_correct": 1120, "total_train": 191, "infer_ms": 505.812743, "train_ms": 1535.219358, "blocked_train": 1535219358, "duration": 2091866764, "avg_accuracy": 20.611823737474353, "soft_acc": 22.91396387055254, "adapt_pct": 21.87003138852783, "stability": 93.09115536284175, "consistency": 91.66666666666666, "throughput": 2382.560919161867, "availability": 24.782204197189156, "score": 135.29575450195958, "zero_downtime": 5.678585316070478, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 52970312, "heap_mib": 50.51642608642578, "mobile_score": 1542042.1855722475, "mobile_throughput": 27155393.460555147, "mobile_availability": 282456.7885681719, "mobile_accuracy": 261163.39760357066, "soft_acc_blocks": [ 24.981063300000002, 24.980717612903227, 24.981131655172412, 24.9911051, 0, 25.0041195, 24.982124953488373, 24.970510045454546, 24.970108347826088, 24.992400275, 24.973871, 24.98110634, 24.978785666666667, 24.98604543859649, 0, 25.025118142857142, 25.02222468, 25.025195681818182, 25.00674946875, 25.01069277777778, 25.01214828, 25.021624964285714, 25.024959606060605, 25.01333005660377 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.674035286, "time_to_acc50_sec": 0, "acc_per_sec": 10.9538352369714, "mobile_acc_per_sec": 124847.05149394047 }, "started": "2026-08-19T02:10:53.59636877+10:00", "ended": "2026-08-19T02:10:55.767711756+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": 10728, "total_correct": 2767, "total_train": 261, "infer_ms": 668.259912, "train_ms": 1538.174826, "blocked_train": 1538174826, "duration": 2088956120, "avg_accuracy": 24.13171423527435, "soft_acc": 23.075367038976232, "adapt_pct": 24.98755623900597, "stability": 93.33866089849121, "consistency": 92.3076923076923, "throughput": 5135.579391682004, "availability": 30.286865072009217, "score": 358.91564368269815, "zero_downtime": 6.988805279965621, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 67302728, "heap_mib": 64.18488311767578, "mobile_score": 5227087.9165309565, "mobile_throughput": 74792295.78072707, "mobile_availability": 441084.44207982137, "mobile_accuracy": 336059.3898369658, "soft_acc_blocks": [ 24.98684013761468, 25.005726720930234, 24.96176622222222, 24.989531358490567, 25.00206863768116, 25.02626, 0, 24.97386957142857, 24.993251949152544, 24.985434704918035, 24.98826362745098, 24.99905860714286, 24.992861108695653, 24.999416377358493, 24.999802590163934, 25.10224, 0, 25.00462733333333, 24.999255159999997, 24.973420377358494, 24.982327188405797, 24.996393545454545, 25.00475056779661, 25.02122337288136, 25.023784254901962, 24.947369600000002 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.264586212, "time_to_acc50_sec": 0, "acc_per_sec": 11.046362734979914, "mobile_acc_per_sec": 160874.31737769858 }, "started": "2026-08-19T02:10:56.551023976+10:00", "ended": "2026-08-19T02:10:58.640515927+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": 6352, "total_correct": 1291, "total_train": 247, "infer_ms": 535.586218, "train_ms": 1730.375386, "blocked_train": 1730375386, "duration": 2128483058, "avg_accuracy": 17.603266562560297, "soft_acc": 22.439534101372118, "adapt_pct": 18.699023802950755, "stability": 92.51998208721815, "consistency": 90, "throughput": 2984.28497052195, "availability": 23.636155928439113, "score": 158.2817975611464, "zero_downtime": 5.303843269815583, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 36706888, "heap_mib": 35.00641632080078, "mobile_score": 4610291.504429907, "mobile_throughput": 86923599.92361179, "mobile_availability": 688452.9399671936, "mobile_accuracy": 653598.8030522325, "soft_acc_blocks": [ 24.92778512903226, 24.866756866666666, 24.8703716, 24.907372014705885, 24.89929642622951, 24.98220175, 25.018499076923078, 0, 24.904248714285718, 24.92130391397849, 0, 24.990948720930234, 24.993387555555554, 25.01998203448276, 24.920774857142856, 24.9397626875, 24.886118216216218, 24.8815119137931, 24.854781550000002, 25.005579 ], "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": 1.067611695, "time_to_acc50_sec": 0, "acc_per_sec": 10.542500687065425, "mobile_acc_per_sec": 307072.5889011199 }, "started": "2026-08-19T02:10:59.932680356+10:00", "ended": "2026-08-19T02:11:02.061674767+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": 3432, "total_correct": 826, "total_train": 186, "infer_ms": 481.300407, "train_ms": 1775.240415, "blocked_train": 1775240415, "duration": 2039467574, "avg_accuracy": 18.351429962396065, "soft_acc": 18.754101249929153, "adapt_pct": 12.503782988249268, "stability": 89.17230627963309, "consistency": 75, "throughput": 1682.792138376013, "availability": 21.329124751814483, "score": 67.31312687476093, "zero_downtime": 4.000085651678988, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38110456, "heap_mib": 36.34496307373047, "mobile_score": 30634.95196433564, "mobile_throughput": 765857.39986535, "mobile_availability": 9707.12166482579, "mobile_accuracy": 8535.199857745534, "soft_acc_blocks": [ 25.00864109090909, 24.98427216, 24.99509968, 25.010791807692307, 25.002508782608693, 24.995308192307693, 24.998232291666667, 25.007648151515152, 24.9916153, 0, 0, 25.001164842105265, 25.026783782608696, 25.006279217391302, 25.029815541666665, 25.02501768181818, 25.011043045454542, 25.01471088888889, 25.022772875, 0, 0, 0, 0, 24.966724666666668 ], "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" ], "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 ], "time_to_acc25_sec": 0.106525432, "time_to_acc50_sec": 0, "acc_per_sec": 9.19558687228687, "mobile_acc_per_sec": 4185.013758765224 }, "started": "2026-08-19T02:11:03.156137136+10:00", "ended": "2026-08-19T02:11:05.19611101+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": 4288, "total_correct": 1050, "total_train": 193, "infer_ms": 397.045446, "train_ms": 1810.674858, "blocked_train": 1810674858, "duration": 2024548230, "avg_accuracy": 20.253212206224582, "soft_acc": 20.19205006672724, "adapt_pct": 18.766787643655682, "stability": 90.14726605398118, "consistency": 80.76923076923077, "throughput": 2118.0033829078006, "availability": 17.98440886196606, "score": 76.91361627298475, "zero_downtime": 3.6314208416131173, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 36527344, "heap_mib": 34.83518981933594, "mobile_score": 34703.00004176474, "mobile_throughput": 955631.4609448924, "mobile_availability": 8114.4662249763005, "mobile_accuracy": 9110.54177743915, "soft_acc_blocks": [ 24.973115, 24.968258538461537, 24.97934084375, 24.982160333333333, 24.97086555555556, 24.97518217857143, 24.98604685714286, 24.977131162162163, 0, 0, 0, 25.001271391304346, 25.001103576923075, 25.012712166666663, 25.01347705263158, 25.0133689, 24.999549454545456, 25.02885810344828, 24.990529272727272, 25.00942868965517, 25.031258655172415, 25.045832476190476, 25.04540636, 24.988405166666666, 0, 0 ], "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" ], "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 ], "time_to_acc25_sec": 1.042842343, "time_to_acc50_sec": 0, "acc_per_sec": 9.973607823967345, "mobile_acc_per_sec": 4500.036918082781 }, "started": "2026-08-19T02:11:06.117097097+10:00", "ended": "2026-08-19T02:11:08.142388293+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": 2416, "total_correct": 742, "total_train": 122, "infer_ms": 412.819338, "train_ms": 1304.479275, "blocked_train": 1304479275, "duration": 2026765954, "avg_accuracy": 26.933930554192116, "soft_acc": 22.912040974594717, "adapt_pct": 21.87889757416368, "stability": 93.09171826331422, "consistency": 91.66666666666666, "throughput": 1192.046864233047, "availability": 24.03887913697395, "score": 65.65553141255994, "zero_downtime": 5.5077978376967724, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 73786096, "heap_mib": 70.36790466308594, "mobile_score": 29623.414159404667, "mobile_throughput": 537844.9796514766, "mobile_availability": 10846.20986657986, "mobile_accuracy": 10337.786694051907, "soft_acc_blocks": [ 24.99078197619048, 24.994322157894736, 25.020509666666666, 25.01534606451613, 25.006383488372094, 25.00550991836735, 25.007182, 0, 24.995110296296296, 24.98113915909091, 24.92348, 25.004726967741934 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.7557593, "time_to_acc50_sec": 0, "acc_per_sec": 11.304729551715528, "mobile_acc_per_sec": 5100.631710163366 }, "started": "2026-08-19T02:11:09.980826803+10:00", "ended": "2026-08-19T02:11:12.008388796+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": 4120, "total_correct": 1047, "total_train": 199, "infer_ms": 417.173344, "train_ms": 1630.604729, "blocked_train": 1630604729, "duration": 2085391717, "avg_accuracy": 22.124810617940444, "soft_acc": 21.996331134656852, "adapt_pct": 21.879836873058068, "stability": 91.87729650787504, "consistency": 88, "throughput": 1975.648012032456, "availability": 20.371999754291735, "score": 88.53061538167901, "zero_downtime": 4.481092524705491, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43422712, "heap_mib": 41.41112518310547, "mobile_score": 40291.26673370636, "mobile_throughput": 899139.361920549, "mobile_availability": 9271.523443730994, "mobile_accuracy": 10010.774703061608, "soft_acc_blocks": [ 25.00232175, 25.003343137931033, 24.996666423076924, 24.98732433333333, 25.016748333333332, 25.006120739130434, 25.008284925925928, 24.992472, 0, 25.0274615, 24.986863833333334, 25.008206166666668, 24.99421882142857, 24.988199258064515, 24.98988085185185, 24.984038541666667, 24.982559, 24.990383884615387, 25.000474307692308, 25.0136004, 25.02743905882353, 24.942400923076924, 0, 0, 24.95927017647059 ], "phase_blocks": [ "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" ], "switch_blocks": [ 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 ], "time_to_acc25_sec": 0.203142527, "time_to_acc50_sec": 0, "acc_per_sec": 10.547817446163211, "mobile_acc_per_sec": 4800.428917720502 }, "started": "2026-08-19T02:11:13.009661752+10:00", "ended": "2026-08-19T02:11:15.096154246+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": 4416, "total_correct": 1137, "total_train": 214, "infer_ms": 452.818199, "train_ms": 1603.599385, "blocked_train": 1603599385, "duration": 2173754647, "avg_accuracy": 22.319761943256868, "soft_acc": 21.876438593659667, "adapt_pct": 18.748737633821985, "stability": 91.73143795484155, "consistency": 87.5, "throughput": 2031.5080205093634, "availability": 22.019759144405374, "score": 97.86056692566834, "zero_downtime": 4.817139087697601, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 41804976, "heap_mib": 39.86833190917969, "mobile_score": 22268.715673752085, "mobile_throughput": 462280.93622257514, "mobile_availability": 5010.718525304689, "mobile_accuracy": 4978.105137757222, "soft_acc_blocks": [ 25.002138119999998, 24.997339884615386, 24.99934783333333, 25.00158948148148, 25.000745615384616, 24.995956896551725, 24.992659125, 0, 0, 24.988946657894736, 0, 24.93330075, 25.003422399999998, 25.00405570967742, 24.99617624, 25.002232304347825, 24.997223875, 25.017824233333332, 24.991014875, 25.039021791666666, 24.956894272727276, 24.982057115384617, 25.05050868181818, 25.082070384615385 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.298892647, "time_to_acc50_sec": 0, "acc_per_sec": 10.06389503242758, "mobile_acc_per_sec": 2290.0952251568538 }, "started": "2026-08-19T02:11:15.965061779+10:00", "ended": "2026-08-19T02:11:18.139462152+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": 1592, "total_correct": 469, "total_train": 157, "infer_ms": 196.884586, "train_ms": 1810.844955, "blocked_train": 1810844955, "duration": 2129244599, "avg_accuracy": 15.248872541349657, "soft_acc": 13.893272603082895, "adapt_pct": 9.386264511096014, "stability": 87.57345457803903, "consistency": 55.55555555555556, "throughput": 747.6830049246962, "availability": 9.806330084775098, "score": 10.18658407450166, "zero_downtime": 1.3624201710359345, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 37947448, "heap_mib": 36.18950653076172, "mobile_score": 74176.4415451712, "mobile_throughput": 5444461.490082766, "mobile_availability": 71407.51649286898, "mobile_accuracy": 101167.72370173785, "soft_acc_blocks": [ 25.018369000000003, 24.953846, 0, 0, 0, 25.0222755, 25.037942130434782, 25.029898458333335, 25.042207346153848, 25.05011289473684, 0, 0, 0, 0, 0, 24.98426188, 24.96849383333333, 24.9714998125 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.144844235, "time_to_acc50_sec": 0, "acc_per_sec": 6.5249772664013665, "mobile_acc_per_sec": 47513.43445898666 }, "started": "2026-08-19T02:11:19.71098997+10:00", "ended": "2026-08-19T02:11:21.841151961+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": 2352, "total_correct": 601, "total_train": 150, "infer_ms": 418.683455, "train_ms": 1790.211094, "blocked_train": 1790211094, "duration": 2015507752, "avg_accuracy": 20.951042968706016, "soft_acc": 20.539673225377616, "adapt_pct": 15.628411217708333, "stability": 90.42331407893494, "consistency": 82.14285714285714, "throughput": 1166.9516019802438, "availability": 18.95443379990884, "score": 45.43151195704097, "zero_downtime": 3.893178764221801, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 35703296, "heap_mib": 34.04931640625, "mobile_score": 220548.1161197509, "mobile_throughput": 5664988.162027945, "mobile_availability": 92014.6498896908, "mobile_accuracy": 99710.22403691463, "soft_acc_blocks": [ 25.007020222222224, 0, 0, 24.99816227777778, 24.980314916666668, 25.009402636363635, 24.995037, 25.006475000000002, 25.0259182, 24.99107591666667, 25.01361672727273, 24.99989227272727, 25.00313260869565, 25.065075, 24.966866, 24.993265458333337, 25.00237814814815, 0, 0, 0, 24.996786625, 25.002908727272725, 25.002457000000003, 25.01476316666667, 25.021038833333336, 25.01590484615385, 25.007576, 24.991782727272724 ], "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", "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, false, false, false ], "time_to_acc25_sec": 0.125554942, "time_to_acc50_sec": 0, "acc_per_sec": 10.19081827147327, "mobile_acc_per_sec": 49471.51601772387 }, "started": "2026-08-19T02:11:22.851261369+10:00", "ended": "2026-08-19T02:11:24.867346463+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": 2368, "total_correct": 637, "total_train": 143, "infer_ms": 379.466231, "train_ms": 1747.500301, "blocked_train": 1747500301, "duration": 2026399446, "avg_accuracy": 24.71145110033999, "soft_acc": 23.149610536187684, "adapt_pct": 21.88220110391414, "stability": 93.45229109304215, "consistency": 92.5925925925926, "throughput": 1168.575131953525, "availability": 17.840724115352465, "score": 48.26283247074216, "zero_downtime": 4.130058149539812, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 63149888, "heap_mib": 60.22442626953125, "mobile_score": 234292.8139853747, "mobile_throughput": 5672869.618348609, "mobile_availability": 86608.12560175845, "mobile_accuracy": 112380.21304441452, "soft_acc_blocks": [ 25.00232619230769, 24.998283, 24.991399583333333, 24.97911927272727, 24.989711909090907, 24.99215392857143, 25.014036400000002, 25.014837416666666, 25.00309369230769, 25.010368800000002, 24.9831762, 25.0168922, 25.015288, 24.99639325, 25.008863285714284, 0, 0, 25.0295055, 25.00404522222222, 24.998332909090905, 24.987439090909092, 24.996452416666667, 24.997719181818184, 25.007159416666667, 25.01454976923077, 24.984583923076926, 25.003753916666668 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "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, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.236493959, "time_to_acc50_sec": 0, "acc_per_sec": 11.424011480995876, "mobile_acc_per_sec": 55458.07529026265 }, "started": "2026-08-19T02:11:25.971823351+10:00", "ended": "2026-08-19T02:11:27.998839357+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": 792, "total_correct": 153, "total_train": 89, "infer_ms": 186.534116, "train_ms": 1664.979829, "blocked_train": 1664979829, "duration": 2072781099, "avg_accuracy": 11.062351252389867, "soft_acc": 14.056391611170156, "adapt_pct": 12.493043823929513, "stability": 87.60342499766524, "consistency": 56.25, "throughput": 382.0953405943808, "availability": 10.074680587944476, "score": 5.410991800811882, "zero_downtime": 1.4161365570160154, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 75535344, "heap_mib": 72.03611755371094, "mobile_score": 24041.678553085254, "mobile_throughput": 1697694.931606328, "mobile_availability": 44763.00115332401, "mobile_accuracy": 62454.215635908295, "soft_acc_blocks": [ 25.015296421052632, 24.998969857142857, 0, 0, 0, 0, 24.986451600000002, 24.9738305, 24.9828065, 24.987011909090906, 24.98383852173913, 24.98988783333333, 24.984172636363635, 0, 0, 0 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 1.182931213, "time_to_acc50_sec": 0, "acc_per_sec": 6.781416338633911, "mobile_acc_per_sec": 30130.637367370306 }, "started": "2026-08-19T02:11:29.532215716+10:00", "ended": "2026-08-19T02:11:31.618706393+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": 2704, "total_correct": 568, "total_train": 158, "infer_ms": 456.316387, "train_ms": 1811.660541, "blocked_train": 1811660541, "duration": 2138589492, "avg_accuracy": 19.60910390444704, "soft_acc": 24.070928181119896, "adapt_pct": 21.868878400297618, "stability": 95.2792878402474, "consistency": 96.29629629629629, "throughput": 1264.3847779646717, "availability": 20.119974827186603, "score": 61.23497273633787, "zero_downtime": 4.843064690711489, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 36421208, "heap_mib": 34.733970642089844, "mobile_score": 356719.5709554346, "mobile_throughput": 7365575.182994909, "mobile_availability": 117207.34846884455, "mobile_accuracy": 140223.31993581099, "soft_acc_blocks": [ 24.987713266666667, 25.01240142857143, 24.997759538461537, 24.996940852941176, 25.002292727272728, 25.011431333333334, 24.99970707142857, 25.004827, 25.013505249999998, 25.013198285714285, 24.972377666666667, 24.998846083333333, 24.989204833333332, 24.978877272727274, 25.00583272727273, 24.985264785714286, 25.021395, 24.986097, 24.976418, 0, 24.984603999999997, 25.001215285714288, 24.99705592307692, 24.99085464285714, 24.99641473333333, 24.99136, 24.999466181818182 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.507907157, "time_to_acc50_sec": 0, "acc_per_sec": 11.255515970299127, "mobile_acc_per_sec": 65568.13285595765 }, "started": "2026-08-19T02:11:32.807933004+10:00", "ended": "2026-08-19T02:11:34.947098587+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": 2872, "total_correct": 828, "total_train": 160, "infer_ms": 535.055067, "train_ms": 1795.45868, "blocked_train": 1795458680, "duration": 2051051021, "avg_accuracy": 28.08695487821304, "soft_acc": 24.075795493057413, "adapt_pct": 25.002810218645937, "stability": 95.27832787769107, "consistency": 96.29629629629629, "throughput": 1400.2577071923556, "availability": 22.958674570736182, "score": 77.39901424857086, "zero_downtime": 5.52748353756702, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 35691368, "heap_mib": 34.037940979003906, "mobile_score": 405793.7438235472, "mobile_throughput": 7341383.127884657, "mobile_availability": 120369.57573342131, "mobile_accuracy": 126226.50667464086, "soft_acc_blocks": [ 24.997372199999997, 25.000955333333334, 25.003011365079367, 25.037215, 24.9852124, 25.006577823529412, 25.01588975, 25.00939223076923, 25.010083, 25.015794363636363, 24.99343, 25.015640533333332, 25.018721588235294, 0, 25.00656016666667, 24.99788625, 24.98879607142857, 25.012831, 24.994268833333333, 25.00259725, 24.96889730769231, 25.004897125, 24.9980044, 24.993986153846155, 24.977300166666666, 24.984042214285715, 25.007115785714287 ], "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", "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, false, false, false, false ], "time_to_acc25_sec": 0.108961579, "time_to_acc50_sec": 0.43711079, "acc_per_sec": 11.738272352347012, "mobile_acc_per_sec": 61542.353350673104 }, "started": "2026-08-19T02:11:35.881466685+10:00", "ended": "2026-08-19T02:11:37.933148589+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": 1288, "total_correct": 281, "total_train": 121, "infer_ms": 264.278278, "train_ms": 1960.864646, "blocked_train": 1960864646, "duration": 2138185268, "avg_accuracy": 14.496556684056685, "soft_acc": 16.676719690027564, "adapt_pct": 15.636581895698052, "stability": 88.20775070814015, "consistency": 66.66666666666666, "throughput": 602.3799804797832, "availability": 11.876912496250961, "score": 11.9312162121798, "zero_downtime": 1.9806794048296283, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 37156784, "heap_mib": 35.43547058105469, "mobile_score": 115840.62010095043, "mobile_throughput": 5848529.540847862, "mobile_availability": 115313.38331174859, "mobile_accuracy": 161914.88912676243, "soft_acc_blocks": [ 25.028083428571428, 25.025927071428573, 0, 24.990897125, 0, 0, 25.096950666666668, 25.013364035714286, 24.99551827272727, 25.025881615384613, 24.99646419047619, 24.990358, 0, 0, 24.987350944444444 ], "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": 0.251345678, "time_to_acc50_sec": 0, "acc_per_sec": 7.79947366564101, "mobile_acc_per_sec": 75725.37868910359 }, "started": "2026-08-19T02:11:39.596933675+10:00", "ended": "2026-08-19T02:11:41.735922117+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": 3488, "total_correct": 814, "total_train": 152, "infer_ms": 507.258008, "train_ms": 1854.426197, "blocked_train": 1854426197, "duration": 2110641339, "avg_accuracy": 22.476836781209844, "soft_acc": 23.956426002546284, "adapt_pct": 24.989176826024327, "stability": 95.00469515009954, "consistency": 95.83333333333334, "throughput": 1652.5782640325706, "availability": 21.47865522943615, "score": 85.03371445895905, "zero_downtime": 5.145518146381908, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 35704248, "heap_mib": 34.05022430419922, "mobile_score": 696596.1888477926, "mobile_throughput": 13537921.138954818, "mobile_availability": 175953.14363954094, "mobile_accuracy": 196251.04181285916, "soft_acc_blocks": [ 25.024365315789474, 25.016442238095237, 25.013155428571427, 25.001245523809523, 25.012032916666666, 24.9664254, 0, 25.0118025, 24.98609928125, 24.982796, 24.980995142857143, 24.964519705882353, 24.985116136363636, 25.00022957142857, 24.995104857142856, 24.969372238095236, 24.991770272727273, 24.977848545454545, 24.9892916, 24.976791499999997, 25.030498128205128, 25.00242325, 25.033327842105262, 25.042570666666666 ], "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" ], "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 ], "time_to_acc25_sec": 0.163985832, "time_to_acc50_sec": 0, "acc_per_sec": 11.350306449458907, "mobile_acc_per_sec": 92981.71043396737 }, "started": "2026-08-19T02:11:42.774017306+10:00", "ended": "2026-08-19T02:11:44.885216352+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": 5288, "total_correct": 1310, "total_train": 278, "infer_ms": 395.947202, "train_ms": 1797.46893, "blocked_train": 1797468930, "duration": 2052583317, "avg_accuracy": 19.42867320715326, "soft_acc": 19.795235321620297, "adapt_pct": 18.75275577268509, "stability": 89.84520152254647, "consistency": 79.16666666666666, "throughput": 2576.2657019588355, "availability": 18.051622591056976, "score": 92.05927826255639, "zero_downtime": 3.5733611712704993, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 36082584, "heap_mib": 34.411033630371094, "mobile_score": 34279.52761485736, "mobile_throughput": 959307.6650203082, "mobile_availability": 6721.767830269943, "mobile_accuracy": 7371.025807032431, "soft_acc_blocks": [ 24.987075684210527, 24.982192255813956, 24.992466727272724, 24.988322627906978, 24.983944451612906, 0, 0, 24.938018333333332, 24.973931605263157, 24.990695470588236, 0, 0, 24.99473065384615, 24.984807324324322, 25.00695984848485, 24.987441361111113, 25.020501294117647, 24.961632352941177, 0, 25.087672, 25.07009641935484, 25.01804030232558, 25.042817848484848, 25.074301157894737 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "B", "B", "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, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 1.070438871, "time_to_acc50_sec": 0, "acc_per_sec": 9.644059345933142, "mobile_acc_per_sec": 3591.097007358377 }, "started": "2026-08-19T02:11:45.812304977+10:00", "ended": "2026-08-19T02:11:47.865408761+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": 3064, "total_correct": 863, "total_train": 241, "infer_ms": 267.518171, "train_ms": 1775.324633, "blocked_train": 1775324633, "duration": 2012472464, "avg_accuracy": 18.478382734101206, "soft_acc": 16.680922884033347, "adapt_pct": 12.49917784163033, "stability": 88.20476946204292, "consistency": 66.66666666666666, "throughput": 1522.505303704866, "availability": 13.09538700071217, "score": 33.258084026677466, "zero_downtime": 2.1844314069545248, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 60184672, "heap_mib": 57.396575927734375, "mobile_score": 24768.202213321983, "mobile_throughput": 1133851.222540933, "mobile_availability": 9752.491846348554, "mobile_accuracy": 12422.738206000107, "soft_acc_blocks": [ 25.0325685, 25.034696447761196, 25.035399357142857, 25.042057142857143, 25.042267666666664, 0, 0, 0, 25.0325793125, 24.919407916666668, 24.999167837209303, 0, 0, 25.03019490322581, 25.04550417647059 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.288091264, "time_to_acc50_sec": 0, "acc_per_sec": 8.288770744658173, "mobile_acc_per_sec": 6172.873630930887 }, "started": "2026-08-19T02:11:49.640204952+10:00", "ended": "2026-08-19T02:11:51.65315158+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": 4176, "total_correct": 1111, "total_train": 211, "infer_ms": 336.344768, "train_ms": 1819.056209, "blocked_train": 1819056209, "duration": 2043700635, "avg_accuracy": 24.246521048379886, "soft_acc": 22.509273912135026, "adapt_pct": 21.88518125860668, "stability": 92.49689945477178, "consistency": 90, "throughput": 2043.3521076828358, "availability": 15.604742300346462, "score": 71.77303268636832, "zero_downtime": 3.5125141876677857, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 36466064, "heap_mib": 34.77674865722656, "mobile_score": 106902.66977576897, "mobile_throughput": 3043480.0847523254, "mobile_availability": 23242.55434989786, "mobile_accuracy": 33526.54034331093, "soft_acc_blocks": [ 25.0033728125, 24.998324285714286, 25.00996918181818, 25.00519934375, 25.003603636363636, 25.002951848484848, 25.007111, 0, 25.0079492, 25.021530896551727, 24.999644310344827, 25.0321936969697, 25.01321140625, 24.99248454054054, 25.00481623529412, 25.007109575757575, 25.00631328125, 25.02661988, 25.04307311111111, 0 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.104521133, "time_to_acc50_sec": 0, "acc_per_sec": 11.01397803897782, "mobile_acc_per_sec": 16404.819653692055 }, "started": "2026-08-19T02:11:52.683080793+10:00", "ended": "2026-08-19T02:11:54.727295958+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": 5304, "total_correct": 1308, "total_train": 169, "infer_ms": 696.131476, "train_ms": 1647.698419, "blocked_train": 1647698419, "duration": 2225291788, "avg_accuracy": 21.435503857742408, "soft_acc": 21.23767885880265, "adapt_pct": 18.746829622113403, "stability": 91.0783818867726, "consistency": 85, "throughput": 2383.507649919032, "availability": 29.70059719286924, "score": 150.34492797910298, "zero_downtime": 6.3077174509681235, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 36307384, "heap_mib": 34.62541961669922, "mobile_score": 223931.9363645112, "mobile_throughput": 3550126.3032975835, "mobile_availability": 44237.6894916336, "mobile_accuracy": 31632.55731114751, "soft_acc_blocks": [ 24.962769282051283, 24.956260555555556, 24.9768948, 24.977104048780486, 24.975870040816325, 24.971559972972972, 24.985334976190476, 24.989138195121953, 24.99318634042553, 24.99244775862069, 24.988416, 24.991336454545454, 24.990929536585366, 24.996596258064518, 24.99422572916667, 25.003018119047617, 25.008489108108108, 0, 0, 0 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.231537542, "time_to_acc50_sec": 0, "acc_per_sec": 9.543772629426812, "mobile_acc_per_sec": 14215.015523684444 }, "started": "2026-08-19T02:11:55.732489552+10:00", "ended": "2026-08-19T02:11:57.95829691+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": 3112, "total_correct": 806, "total_train": 170, "infer_ms": 400.319304, "train_ms": 1634.673333, "blocked_train": 1634673333, "duration": 2060774308, "avg_accuracy": 20.695689933707666, "soft_acc": 20.829676746167074, "adapt_pct": 15.622639404737903, "stability": 90.68467636668615, "consistency": 83.33333333333334, "throughput": 1510.1119942727858, "availability": 19.67178144635223, "score": 61.87787317289058, "zero_downtime": 4.097568485487639, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 66640544, "heap_mib": 63.553375244140625, "mobile_score": 184328.5589208435, "mobile_throughput": 4498486.348030059, "mobile_availability": 58600.448584915444, "mobile_accuracy": 62049.71341985479, "soft_acc_blocks": [ 24.965643764705884, 24.976514612244898, 24.98686112, 0, 25.003398125, 24.986735, 24.996901833333336, 24.997950874999997, 25.022039, 0, 25.006597666666668, 0, 24.987482612903225, 25.00505834375, 25.0156410625, 24.984500757575756, 24.997857344827587, 25.0009993125 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.352046012, "time_to_acc50_sec": 0, "acc_per_sec": 10.10769430951537, "mobile_acc_per_sec": 30109.90246674542 }, "started": "2026-08-19T02:11:59.930025997+10:00", "ended": "2026-08-19T02:12:01.99320092+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": 4800, "total_correct": 1441, "total_train": 182, "infer_ms": 542.189101, "train_ms": 1751.082762, "blocked_train": 1751082762, "duration": 2032567203, "avg_accuracy": 30.547687625087168, "soft_acc": 25.00554903502309, "adapt_pct": 25.009795051283703, "stability": 99.98395270526167, "consistency": 100, "throughput": 2361.5455336066443, "availability": 23.642600327844345, "score": 139.61367498775638, "zero_downtime": 5.911962018133647, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 35680336, "heap_mib": 34.02742004394531, "mobile_score": 415896.4456362547, "mobile_throughput": 7034829.458656593, "mobile_availability": 70429.15704934577, "mobile_accuracy": 74489.25734360333, "soft_acc_blocks": [ 24.97704855882353, 24.999585777777778, 24.992012527272724, 25.028786, 25.021376533333335, 25.0058854375, 25.032005829268297, 25.0121012, 25.014680102564103, 25.022156875, 24.99733771875, 25.006449634146342, 25.01182744117647, 24.982512730769233, 25.008784653846153, 25.0261944, 24.988446666666665, 24.983565689655173, 24.99467388888889 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.118169676, "time_to_acc50_sec": 0, "acc_per_sec": 12.302446383133482, "mobile_acc_per_sec": 36647.869371138 }, "started": "2026-08-19T02:12:03.023571777+10:00", "ended": "2026-08-19T02:12:05.056670592+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": 2688, "total_correct": 699, "total_train": 175, "infer_ms": 361.849474, "train_ms": 1866.496906, "blocked_train": 1866496906, "duration": 2114258139, "avg_accuracy": 19.141361742956843, "soft_acc": 18.4209677817861, "adapt_pct": 12.515313338839869, "stability": 88.99129991201607, "consistency": 73.68421052631578, "throughput": 1271.367932995811, "availability": 16.238475187147518, "score": 38.03022915216626, "zero_downtime": 2.9912842824777743, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 36118376, "heap_mib": 34.445167541503906, "mobile_score": 14161.074418842998, "mobile_throughput": 473411.1866864402, "mobile_availability": 6046.617669686931, "mobile_accuracy": 6859.298548563261, "soft_acc_blocks": [ 24.976249120000002, 24.986495307692305, 24.98248896296296, 24.985911642857143, 25.00410552173913, 24.97900527272727, 0, 0, 25.003244852941176, 25.00691011111111, 25.02327572, 25.066767962962963, 24.987897703703702, 25.03433588, 25.078015866666664, 0, 0, 0, 24.88368392857143 ], "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": 0.234110456, "time_to_acc50_sec": 0, "acc_per_sec": 8.71273353144041, "mobile_acc_per_sec": 3244.3051404345383 }, "started": "2026-08-19T02:12:05.976748052+10:00", "ended": "2026-08-19T02:12:08.091655875+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": 2168, "total_correct": 497, "total_train": 154, "infer_ms": 236.009248, "train_ms": 1466.431049, "blocked_train": 1466431049, "duration": 2112536969, "avg_accuracy": 18.730623280013763, "soft_acc": 20.302527288796398, "adapt_pct": 15.620144561228068, "stability": 90.24692230983851, "consistency": 81.25, "throughput": 1026.254229778641, "availability": 13.862997041123258, "score": 28.88432304574633, "zero_downtime": 2.8145387573190868, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 106138304, "heap_mib": 101.22137451171875, "mobile_score": 21510.943126432176, "mobile_throughput": 764279.5136678752, "mobile_availability": 10324.151978261974, "mobile_accuracy": 15119.845777256372, "soft_acc_blocks": [ 24.98062022222222, 24.964398999999997, 25.026871, 25.004090866666665, 25.019545263157895, 0, 0, 0, 24.8923202, 25.018329159999997, 24.967288, 24.959363423076923, 24.960636185185187, 25.015869480000003, 24.997009294117646, 25.03409452631579 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.625340124, "time_to_acc50_sec": 0, "acc_per_sec": 9.61049562053671, "mobile_acc_per_sec": 7157.198193039702 }, "started": "2026-08-19T02:12:09.389283012+10:00", "ended": "2026-08-19T02:12:11.502759977+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": 3864, "total_correct": 997, "total_train": 185, "infer_ms": 411.027046, "train_ms": 1660.387563, "blocked_train": 1660387563, "duration": 2094198156, "avg_accuracy": 23.422225809481205, "soft_acc": 22.625502970255372, "adapt_pct": 21.87948537096996, "stability": 92.65930381706794, "consistency": 90.47619047619048, "throughput": 1845.0976040301698, "availability": 19.842818729487874, "score": 82.83634960144427, "zero_downtime": 4.489537541022668, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 68662560, "heap_mib": 65.48171997070312, "mobile_score": 123380.977442733, "mobile_throughput": 2748189.0131300273, "mobile_availability": 29554.976551266303, "mobile_accuracy": 33699.658242242185, "soft_acc_blocks": [ 25.004747444444448, 25.015980428571428, 24.99577156521739, 25.00557167857143, 25.033957045454546, 25.00034587096774, 25.017809892857144, 25.010882961538464, 24.979920741935484, 0, 24.98387166666667, 25.010444916666668, 25.019536619047617, 24.97886724, 25.0350276, 25.01184096, 25.001533571428574, 25.007703080000002, 25.01271896296296, 25.009030129032258, 0 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.396720688, "time_to_acc50_sec": 0, "acc_per_sec": 10.803897857245259, "mobile_acc_per_sec": 16091.914772100574 }, "started": "2026-08-19T02:12:12.549177099+10:00", "ended": "2026-08-19T02:12:14.644146502+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": 5296, "total_correct": 1463, "total_train": 227, "infer_ms": 535.382977, "train_ms": 1744.24292, "blocked_train": 1744242920, "duration": 2108781658, "avg_accuracy": 26.851286842956817, "soft_acc": 22.231458626730756, "adapt_pct": 21.888558062953713, "stability": 92.13997596207872, "consistency": 88.88888888888889, "throughput": 2511.402723894519, "availability": 23.485563034907038, "score": 131.12493784167413, "zero_downtime": 5.22118322936013, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 36602968, "heap_mib": 34.907310485839844, "mobile_score": 390609.2693814525, "mobile_throughput": 7481240.405143237, "mobile_availability": 69961.35722980308, "mobile_accuracy": 66225.49420733759, "soft_acc_blocks": [ 25.008283652173915, 25.003418846153846, 25.007738559999996, 0, 25.012955166666664, 25.01615280952381, 25.011152916666664, 25.002416285714286, 25.009498883333332, 25.008956862068967, 25.003501749999998, 25.00328765625, 25.0060611, 25.003587184210527, 25.009387153846152, 0, 24.987714454545458, 25.072142 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.132831183, "time_to_acc50_sec": 1.9138512460000001, "acc_per_sec": 10.542323593527177, "mobile_acc_per_sec": 31404.623592063504 }, "started": "2026-08-19T02:12:15.771061435+10:00", "ended": "2026-08-19T02:12:17.880434861+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": 3872, "total_correct": 1111, "total_train": 181, "infer_ms": 378.179892, "train_ms": 1608.791295, "blocked_train": 1608791295, "duration": 2031158346, "avg_accuracy": 24.06135349973492, "soft_acc": 21.06358043392429, "adapt_pct": 21.888368742500347, "stability": 90.87916896526451, "consistency": 84.21052631578947, "throughput": 1906.3014006885312, "availability": 19.03298318940344, "score": 76.42415163897563, "zero_downtime": 4.009027723075282, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 74912440, "heap_mib": 71.44207000732422, "mobile_score": 28217.088460912153, "mobile_throughput": 703838.6963128089, "mobile_availability": 7027.299077750669, "mobile_accuracy": 7777.029900381196, "soft_acc_blocks": [ 24.989032535714284, 24.978196592592592, 24.981346548387098, 24.98838494117647, 24.994166875, 0, 24.995412791666666, 25.0037898, 25.003403289473685, 0, 0, 25.0481625, 25.028248910714286, 25.002001833333335, 25.025930814814817, 25.02130815151515, 25.080125818181816, 25.037610357142857, 25.030906484848483 ], "phase_blocks": [ "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, true, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.626016649, "time_to_acc50_sec": 0, "acc_per_sec": 10.370230600388796, "mobile_acc_per_sec": 3828.864409166649 }, "started": "2026-08-19T02:12:19.342516269+10:00", "ended": "2026-08-19T02:12:21.374236748+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": 3832, "total_correct": 980, "total_train": 196, "infer_ms": 385.211587, "train_ms": 1475.868195, "blocked_train": 1475868195, "duration": 2073066165, "avg_accuracy": 22.417398710272163, "soft_acc": 22.36867743939988, "adapt_pct": 21.866245638355473, "stability": 92.32759592154538, "consistency": 89.47368421052632, "throughput": 1848.4697038118895, "availability": 20.698284443562883, "score": 85.58289924910184, "zero_downtime": 4.629932482670066, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 96723880, "heap_mib": 92.24308013916016, "mobile_score": 62667.719387588135, "mobile_throughput": 1353534.1956314635, "mobile_availability": 15156.23205914343, "mobile_accuracy": 16379.370331491738, "soft_acc_blocks": [ 25.004044760000003, 25.011270481481482, 25.01349275, 25.020997387096777, 24.987319612903224, 25.009868592592593, 24.992900466666665, 24.988815606060605, 24.99438457894737, 25.02008216, 25.018076205882352, 0, 0, 24.96793275, 24.993105319999998, 24.99002275862069, 25.000944862068966, 24.991366571428575, 25.000246484848486 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.463093245, "time_to_acc50_sec": 0, "acc_per_sec": 10.79014158691837, "mobile_acc_per_sec": 7901.035966930529 }, "started": "2026-08-19T02:12:22.482289278+10:00", "ended": "2026-08-19T02:12:24.556241845+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": 3464, "total_correct": 787, "total_train": 149, "infer_ms": 430.376409, "train_ms": 1326.815376, "blocked_train": 1326815376, "duration": 2110864729, "avg_accuracy": 22.081045457864086, "soft_acc": 24.99279832990533, "adapt_pct": 24.991202974196753, "stability": 99.97344842098961, "consistency": 100, "throughput": 1641.033625892756, "availability": 24.49228437520837, "score": 100.45271015724767, "zero_downtime": 6.121307240282741, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 76210672, "heap_mib": 72.68016052246094, "mobile_score": 144687.22665638203, "mobile_throughput": 2363665.4880551132, "mobile_availability": 35277.5021717287, "mobile_accuracy": 35998.41827139947, "soft_acc_blocks": [ 24.97445995652174, 24.98057182352941, 25.019274461538462, 25.013428125, 25.02309821875, 25.02212532142857, 25.01116105263158, 25.000457285714283, 24.997287838709678, 25.0017635, 25.010102774193548, 24.979831137931036, 24.97824725263158, 24.92507, 24.9550962 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.749182782, "time_to_acc50_sec": 0, "acc_per_sec": 11.840075769206397, "mobile_acc_per_sec": 17053.872650784844 }, "started": "2026-08-19T02:12:25.512586087+10:00", "ended": "2026-08-19T02:12:27.624131386+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": 6248, "total_correct": 1493, "total_train": 200, "infer_ms": 457.556436, "train_ms": 1257.876118, "blocked_train": 1257876118, "duration": 2200255438, "avg_accuracy": 25.21957284860386, "soft_acc": 24.994207523755485, "adapt_pct": 24.990851897557004, "stability": 99.9846780584299, "consistency": 100, "throughput": 2839.6702910455433, "availability": 26.672948168850013, "score": 189.31207263139206, "zero_downtime": 6.666692018026111, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 112803008, "heap_mib": 107.57733154296875, "mobile_score": 527947.0634881238, "mobile_throughput": 7919175.838040882, "mobile_availability": 74384.6098380321, "mobile_accuracy": 69702.99507561019, "soft_acc_blocks": [ 24.991672, 24.980273983050846, 24.972047393442622, 25.017697, 24.974170095238097, 24.978516795454542, 24.983726708333332, 24.98304666, 25.005850489795918, 24.9862731875, 24.989954466666667, 25.003044386363637, 24.996977416666667, 25.007459727272725, 24.996770862745098, 25.00398950909091, 25.030057222222222 ], "phase_blocks": [ "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, false, false, false, false, true, false, false, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.68339524, "time_to_acc50_sec": 0, "acc_per_sec": 11.359684467579298, "mobile_acc_per_sec": 31679.50133052242 }, "started": "2026-08-19T02:12:29.579950445+10:00", "ended": "2026-08-19T02:12:31.781045099+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": 7688, "total_correct": 1875, "total_train": 263, "infer_ms": 463.696354, "train_ms": 1735.148257, "blocked_train": 1735148257, "duration": 2025959434, "avg_accuracy": 21.272493296602327, "soft_acc": 21.25482440450375, "adapt_pct": 15.626132095853878, "stability": 91.07118463316712, "consistency": 85, "throughput": 3794.7452801762274, "availability": 21.08818202433678, "score": 170.09020025854227, "zero_downtime": 4.482256059374907, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 36601880, "heap_mib": 34.906272888183594, "mobile_score": 1013366.4876494388, "mobile_throughput": 22608402.42560266, "mobile_availability": 125639.55428608503, "mobile_accuracy": 126632.37928850525, "soft_acc_blocks": [ 24.997073279069767, 25.007750639344263, 24.99751472631579, 25.032054, 0, 24.99632505, 25.000022396825397, 25.001460854838708, 25.00333397959184, 25.004547851851854, 25.0069554, 25.00951248333333, 25.001569415094338, 25.00814065384615, 25.003107811320756, 0, 0, 25.01553102040816, 25.00397854385965, 25.007609984375 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.179964231, "time_to_acc50_sec": 0, "acc_per_sec": 10.49123889047413, "mobile_acc_per_sec": 62504.893811464775 }, "started": "2026-08-19T02:12:33.082383297+10:00", "ended": "2026-08-19T02:12:35.108873563+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": 1744, "total_correct": 495, "total_train": 140, "infer_ms": 187.995129, "train_ms": 1885.092831, "blocked_train": 1885092831, "duration": 2087571604, "avg_accuracy": 26.947802727750645, "soft_acc": 22.935769514998473, "adapt_pct": 21.897266149100275, "stability": 93.08458338531786, "consistency": 91.66666666666666, "throughput": 835.4204457745633, "availability": 9.068362395968958, "score": 17.375898973857968, "zero_downtime": 2.079898697924233, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 37549544, "heap_mib": 35.810035705566406, "mobile_score": 91099.75321206046, "mobile_throughput": 4380009.146742542, "mobile_availability": 47544.33583857773, "mobile_accuracy": 120249.48727479519, "soft_acc_blocks": [ 25.023673333333335, 25.0157845, 25.013258153846152, 25.067493, 25.0336625, 25.030857375, 0, 24.998389, 25.01978976923077, 25.016827, 25.01044612, 24.999053428571425 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.120762749, "time_to_acc50_sec": 0, "acc_per_sec": 10.986818114909784, "mobile_acc_per_sec": 57602.56895829821 }, "started": "2026-08-19T02:12:36.249857984+10:00", "ended": "2026-08-19T02:12:38.337968961+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": 7952, "total_correct": 2020, "total_train": 250, "infer_ms": 521.783355, "train_ms": 1658.193493, "blocked_train": 1658193493, "duration": 2084739397, "avg_accuracy": 22.750215826722, "soft_acc": 22.727272727272727, "adapt_pct": 25, "stability": 92.81300531779914, "consistency": 90.9090909090909, "throughput": 3814.385630857822, "availability": 23.935270481367972, "score": 207.49625407914857, "zero_downtime": 5.439834200310903, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 66320792, "heap_mib": 63.248435974121094, "mobile_score": 1236224.9552119165, "mobile_throughput": 22725416.063990746, "mobile_availability": 142601.98966063012, "mobile_accuracy": 135404.95867768594, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 25, 0, 0 ], "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": 0.195328341, "time_to_acc50_sec": 0, "acc_per_sec": 10.901733214222329, "mobile_acc_per_sec": 64950.544357024955 }, "started": "2026-08-19T02:12:39.987570958+10:00", "ended": "2026-08-19T02:12:42.073129414+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": 8184, "total_correct": 1869, "total_train": 297, "infer_ms": 494.875765, "train_ms": 1715.547756, "blocked_train": 1715547756, "duration": 2030386401, "avg_accuracy": 19.535102674569384, "soft_acc": 21.435099687637457, "adapt_pct": 21.88744530473423, "stability": 91.24913375419794, "consistency": 85.71428571428571, "throughput": 4030.7598573203804, "availability": 22.388278096865225, "score": 193.43413922567777, "zero_downtime": 4.798949728408563, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 36583312, "heap_mib": 34.88856506347656, "mobile_score": 2304890.863326185, "mobile_throughput": 48029068.72897244, "mobile_availability": 266770.5806102108, "mobile_accuracy": 255412.85329618334, "soft_acc_blocks": [ 24.978534000000003, 25.005854657894737, 0, 24.994872489361704, 24.996850379310345, 24.991555057971013, 24.9996879, 24.990661403225804, 24.994665758064517, 25.00614975409836, 24.99054785185185, 24.98789427586207, 24.986585, 0, 0, 25.048332352112677, 25.032670306122448, 25.041989660377357, 25.01009536, 25.038094045454546, 25.042053188679244 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.614961161, "time_to_acc50_sec": 0, "acc_per_sec": 10.557152903053481, "mobile_acc_per_sec": 125795.19502809327 }, "started": "2026-08-19T02:12:43.403665972+10:00", "ended": "2026-08-19T02:12:45.434572632+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": 2056, "total_correct": 531, "total_train": 136, "infer_ms": 433.080844, "train_ms": 1740.073143, "blocked_train": 1740073143, "duration": 2109384704, "avg_accuracy": 19.470414072819132, "soft_acc": 19.235849308968316, "adapt_pct": 15.626900460584292, "stability": 89.46408919862044, "consistency": 76.92307692307693, "throughput": 974.6918123096431, "availability": 19.92867724011865, "score": 37.36432642899193, "zero_downtime": 3.833450323179889, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 62254512, "heap_mib": 59.37052917480469, "mobile_score": 349815.4995500593, "mobile_throughput": 9125343.230217824, "mobile_availability": 186577.9702297737, "mobile_accuracy": 180091.5171875068, "soft_acc_blocks": [ 25.019167829268294, 25.005409444444446, 25.02176276190476, 0, 0, 24.99414675, 25.00524720689655, 24.999631, 25.004866296296296, 25.00554477777778, 25.003471049999998, 0, 25.006793899999998 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.240888008, "time_to_acc50_sec": 0, "acc_per_sec": 9.119175498187511, "mobile_acc_per_sec": 85376.32649274524 }, "started": "2026-08-19T02:12:47.099640694+10:00", "ended": "2026-08-19T02:12:49.209669823+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": 8008, "total_correct": 1761, "total_train": 260, "infer_ms": 492.325224, "train_ms": 1500.098217, "blocked_train": 1500098217, "duration": 2120216973, "avg_accuracy": 21.782960179971468, "soft_acc": 24.99276747020833, "adapt_pct": 24.999223298398988, "stability": 99.98785282416951, "consistency": 100, "throughput": 3776.971933522957, "availability": 24.709869090523316, "score": 233.2537049871589, "zero_downtime": 6.175680123987374, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 65500240, "heap_mib": 62.46589660644531, "mobile_score": 2779366.329097899, "mobile_throughput": 45005024.11552009, "mobile_availability": 294433.81467573385, "mobile_accuracy": 297804.7288959224, "soft_acc_blocks": [ 24.967875720930234, 24.965048766666666, 24.976784679245284, 24.977595175438598, 24.987814716666666, 25.003975, 25.001633155172414, 24.99185854237288, 25.008168511111112, 24.99791518181818, 24.994065693877552, 25.000658924050633, 25.00063173584906, 24.993923362068966, 25.00205071698113, 24.991545363636362, 25.005716909090907, 24.9958823943662, 24.999437384615383 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.368827975, "time_to_acc50_sec": 0, "acc_per_sec": 11.787834824680623, "mobile_acc_per_sec": 140459.5532855035 }, "started": "2026-08-19T02:12:50.647606505+10:00", "ended": "2026-08-19T02:12:52.76848983+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": 8120, "total_correct": 1874, "total_train": 239, "infer_ms": 502.221572, "train_ms": 1540.044264, "blocked_train": 1540044264, "duration": 2107779542, "avg_accuracy": 22.05794056568802, "soft_acc": 23.664709131061812, "adapt_pct": 24.982384825453554, "stability": 94.42179859923812, "consistency": 94.73684210526315, "throughput": 3852.395299508036, "availability": 24.59139075565479, "score": 224.18941610593382, "zero_downtime": 5.8194810936085295, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 82539656, "heap_mib": 78.71595001220703, "mobile_score": 5342719.117788537, "mobile_throughput": 91807483.0358395, "mobile_availability": 586044.1398409427, "mobile_accuracy": 563960.1373139153, "soft_acc_blocks": [ 24.933111720930235, 24.9201201147541, 24.90904396875, 24.912021280701754, 24.927778701492535, 24.979993766666666, 25.06903322222222, 25.076581192982456, 25.068024153846153, 25.040453145454546, 25.051099905660376, 25.036083208333334, 25.035432967741936, 25.005249872727273, 24.946272616666665, 24.95102038541667, 24.867014070175436, 24.901139195652174, 0 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.806872927, "time_to_acc50_sec": 0, "acc_per_sec": 11.227317022257072, "mobile_acc_per_sec": 267561.2539529598 }, "started": "2026-08-19T02:12:54.062468601+10:00", "ended": "2026-08-19T02:12:56.170868713+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": 2224, "total_correct": 653, "total_train": 113, "infer_ms": 394.782979, "train_ms": 1755.250054, "blocked_train": 1755250054, "duration": 2042685284, "avg_accuracy": 24.77649863055918, "soft_acc": 21.170172429211483, "adapt_pct": 18.76100478883944, "stability": 90.9729751461744, "consistency": 84.61538461538461, "throughput": 1088.7629227175653, "availability": 18.361716910421066, "score": 42.32246997047053, "zero_downtime": 3.887207130899823, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 61893056, "heap_mib": 59.02581787109375, "mobile_score": 15759.348818095208, "mobile_throughput": 405415.7210410134, "mobile_availability": 6837.235678644062, "mobile_accuracy": 7883.002388186385, "soft_acc_blocks": [ 25.023641804878046, 25.017855222222224, 25.0064619375, 24.992746888888888, 25.00727088235294, 24.97506316666667, 25.04035233333333, 25.04926827586207, 25.02697602857143, 0, 0, 25.07354625, 24.999058789473686 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.215192699, "time_to_acc50_sec": 0, "acc_per_sec": 10.363893349129098, "mobile_acc_per_sec": 3859.1370143666168 }, "started": "2026-08-19T02:12:57.318367237+10:00", "ended": "2026-08-19T02:12:59.361608872+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": 3872, "total_correct": 1010, "total_train": 173, "infer_ms": 429.488687, "train_ms": 1618.325604, "blocked_train": 1618325604, "duration": 2115364914, "avg_accuracy": 24.915467583532074, "soft_acc": 23.68612823042866, "adapt_pct": 24.998638724499372, "stability": 94.41711400996805, "consistency": 94.73684210526315, "throughput": 1830.4170473728486, "availability": 20.97302909192365, "score": 90.92960138703639, "zero_downtime": 4.967698564518144, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 65282040, "heap_mib": 62.25780487060547, "mobile_score": 33572.74567042714, "mobile_throughput": 675820.9105162085, "mobile_availability": 7743.5968144693425, "mobile_accuracy": 8745.3188716021, "soft_acc_blocks": [ 24.997318909090907, 25.012942925925927, 25.011396214285714, 25.006625076923076, 24.994087838709678, 25.002009360000002, 24.98605160714286, 25.01206562962963, 25.004996838709676, 25.0249921, 25.018262058823527, 25.00667374, 24.99916255172414, 24.99990646666667, 25.003336153846153, 24.983658499999997, 24.99708524, 24.975865166666665, 0 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.430632796, "time_to_acc50_sec": 0, "acc_per_sec": 11.197183083480347, "mobile_acc_per_sec": 4134.189242585735 }, "started": "2026-08-19T02:13:00.770471904+10:00", "ended": "2026-08-19T02:13:02.886531295+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": 3552, "total_correct": 778, "total_train": 195, "infer_ms": 383.547456, "train_ms": 1824.55825, "blocked_train": 1824558250, "duration": 2087832384, "avg_accuracy": 19.56921752018735, "soft_acc": 22.35610875515613, "adapt_pct": 18.74684526453031, "stability": 92.33190847285653, "consistency": 89.47368421052632, "throughput": 1701.2859974874304, "availability": 17.369977123731047, "score": 66.06520511094867, "zero_downtime": 3.8832509765270533, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 45471632, "heap_mib": 43.36512756347656, "mobile_score": 24392.390321978208, "mobile_throughput": 628143.5444018943, "mobile_availability": 6413.28913115965, "mobile_accuracy": 8254.253202129083, "soft_acc_blocks": [ 24.96382540909091, 24.98265224137931, 24.98469089285714, 24.98484371875, 24.9812537037037, 24.972536115384614, 24.982497159999998, 24.991230625, 0, 0, 24.98493488888889, 24.97344639285714, 24.990298586206897, 24.984586344827587, 24.984602357142855, 25.012992555555556, 25.01871331034483, 24.982288379310344, 24.990673666666666 ], "phase_blocks": [ "A", "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, false, true, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 1.068818229, "time_to_acc50_sec": 0, "acc_per_sec": 10.707808216062295, "mobile_acc_per_sec": 3953.5037704104707 }, "started": "2026-08-19T02:13:04.146529452+10:00", "ended": "2026-08-19T02:13:06.234969125+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": 1856, "total_correct": 470, "total_train": 123, "infer_ms": 418.172904, "train_ms": 1803.073873, "blocked_train": 1803073873, "duration": 2070911894, "avg_accuracy": 19.94909228226174, "soft_acc": 20.841359587753335, "adapt_pct": 21.433831156736805, "stability": 90.67943646543803, "consistency": 83.33333333333334, "throughput": 896.2235454716066, "availability": 18.826044378769172, "score": 35.16425934014164, "zero_downtime": 3.9236036051293066, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40949576, "heap_mib": 39.05255889892578, "mobile_score": 13093.891477929106, "mobile_throughput": 333721.0583865182, "mobile_availability": 7010.1343432216845, "mobile_accuracy": 7760.564442857969, "soft_acc_blocks": [ 25.028563625, 25.031334705882355, 25.028634999999998, 25.019642, 0, 25.001659800000002, 24.97504466666667, 0, 24.970963625, 25.001038444444443, 25.043013, 24.996420186046514 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.11372388, "time_to_acc50_sec": 0, "acc_per_sec": 10.063856240401376, "mobile_acc_per_sec": 3747.4141055167306 }, "started": "2026-08-19T02:13:07.452725635+10:00", "ended": "2026-08-19T02:13:09.524378516+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": 3256, "total_correct": 823, "total_train": 169, "infer_ms": 395.451268, "train_ms": 1749.693687, "blocked_train": 1749693687, "duration": 2039227455, "avg_accuracy": 25.40286922185142, "soft_acc": 25.001924939408486, "adapt_pct": 25.01155054602959, "stability": 99.97891672005265, "consistency": 100, "throughput": 1596.6830929117714, "availability": 18.43471076759939, "score": 73.59164345528242, "zero_downtime": 4.6090325489122534, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 37839440, "heap_mib": 36.08650207519531, "mobile_score": 13701.425981492583, "mobile_throughput": 297273.3612984825, "mobile_availability": 3432.2079683675956, "mobile_accuracy": 4654.9038432644165, "soft_acc_blocks": [ 25.004266136363636, 24.987200966666666, 24.968269000000003, 24.98703362962963, 24.967328566666666, 24.992659875, 25.051426304347828, 25.01388422222222, 24.986477200000003, 25.010441714285715, 24.997468464285713, 25.013748457142857, 25.00456266666667, 25.004196, 24.991641499999997, 25.0128306, 25.039288666666668 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.22095758, "time_to_acc50_sec": 0, "acc_per_sec": 12.26048858753154, "mobile_acc_per_sec": 2282.680057024054 }, "started": "2026-08-19T02:13:11.223759312+10:00", "ended": "2026-08-19T02:13:13.263974835+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": 3624, "total_correct": 871, "total_train": 163, "infer_ms": 569.359451, "train_ms": 1787.083346, "blocked_train": 1787083346, "duration": 2056138656, "avg_accuracy": 21.926689721097617, "soft_acc": 23.57536023375648, "adapt_pct": 21.844289864992408, "stability": 94.28204561778571, "consistency": 94.44444444444444, "throughput": 1762.5270501212735, "availability": 24.16181932041188, "score": 100.39769934849618, "zero_downtime": 5.696235943816473, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 38445192, "heap_mib": 36.66419219970703, "mobile_score": 598151.2385911859, "mobile_throughput": 10500815.70515889, "mobile_availability": 143951.7264529557, "mobile_accuracy": 140457.7098435877, "soft_acc_blocks": [ 24.976692052631577, 24.986766000000003, 24.949853384615384, 24.9716393125, 24.94743253333333, 24.949695766666665, 24.970864875, 24.961791192307693, 24.93898176, 24.96949080769231, 24.932323999999998, 24.973871541666668, 24.920535842105263, 0, 25.0054275, 24.998571210526315, 25.02255642857143, 24.87999 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.964987409, "time_to_acc50_sec": 0, "acc_per_sec": 11.465841646895472, "mobile_acc_per_sec": 68311.39983372197 }, "started": "2026-08-19T02:13:14.520695799+10:00", "ended": "2026-08-19T02:13:16.577637994+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": 864, "total_correct": 303, "total_train": 79, "infer_ms": 250.834135, "train_ms": 1671.597352, "blocked_train": 1671597352, "duration": 2042079561, "avg_accuracy": 21.40076229246488, "soft_acc": 16.66649630337986, "adapt_pct": 12.498256463690476, "stability": 88.214994626156, "consistency": 66.66666666666666, "throughput": 423.09810866374954, "availability": 13.047754195465899, "score": 9.200706155304701, "zero_downtime": 2.1746034706614146, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 74071984, "heap_mib": 70.64054870605469, "mobile_score": 36544.08961176054, "mobile_throughput": 1680494.4029931813, "mobile_availability": 51824.098118427464, "mobile_accuracy": 66197.30313565469, "soft_acc_blocks": [ 25.002642833333336, 25.002972333333332, 24.981935833333335, 24.9544885, 0, 24.9995124, 25.008748142857144, 0, 0, 0, 25.023302666666666, 25.024352931034482 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.307545113, "time_to_acc50_sec": 0, "acc_per_sec": 8.161531324087258, "mobile_acc_per_sec": 32416.61314275046 }, "started": "2026-08-19T02:13:17.819445849+10:00", "ended": "2026-08-19T02:13:19.862421553+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": 1552, "total_correct": 447, "total_train": 114, "infer_ms": 306.506887, "train_ms": 1852.066882, "blocked_train": 1852066882, "duration": 2094644847, "avg_accuracy": 23.139756624953996, "soft_acc": 19.753571309693733, "adapt_pct": 18.770638722925824, "stability": 89.7992688740018, "consistency": 78.94736842105263, "throughput": 740.9370625396525, "availability": 14.199509481762815, "score": 20.782619473236466, "zero_downtime": 2.8049102311067404, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 39658896, "heap_mib": 37.82167053222656, "mobile_score": 82546.04544230454, "mobile_throughput": 2942912.2018544646, "mobile_availability": 56398.730508897446, "mobile_accuracy": 78458.79086982354, "soft_acc_blocks": [ 25.047869181818182, 25.03440446153846, 25.026013, 25.00901492857143, 25.024647625, 25.00865475, 0, 25.1012115, 25.016616307692306, 25.030392428571428, 25.01829615384615, 25.02077115384615, 24.963073846153847, 25.00842175, 25.009938357142858, 24.998529440000002, 0, 0, 0 ], "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": 0.117367152, "time_to_acc50_sec": 0, "acc_per_sec": 9.430511018603113, "mobile_acc_per_sec": 37456.84667364688 }, "started": "2026-08-19T02:13:21.500415235+10:00", "ended": "2026-08-19T02:13:23.595853985+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": 2016, "total_correct": 592, "total_train": 123, "infer_ms": 404.881832, "train_ms": 1695.083382, "blocked_train": 1695083382, "duration": 2160361384, "avg_accuracy": 29.74965549801076, "soft_acc": 25.00707785790569, "adapt_pct": 25.006985019886365, "stability": 99.9833145882312, "consistency": 100, "throughput": 933.1772058743669, "availability": 19.280406613440217, "score": 44.99282443653365, "zero_downtime": 4.821466293143793, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 68457336, "heap_mib": 65.28600311279297, "mobile_score": 163813.87457070386, "mobile_throughput": 3397594.5202323617, "mobile_availability": 70197.81821213434, "mobile_accuracy": 91047.99191642817, "soft_acc_blocks": [ 25.003627299999998, 24.988421833333334, 25.002207125, 24.986915333333332, 24.9941605, 25.002988000000002, 25.015712, 25.009331, 25.026841333333333, 25.018409466666665, 25.043591666666668, 25.0041502, 25.045591666666667, 25.012470909090908, 25.008378200000003, 24.993733583333334, 24.986425133333334, 24.99520469230769, 24.996319357142855 ], "phase_blocks": [ "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, true, false, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.523801476, "time_to_acc50_sec": 0, "acc_per_sec": 11.575414207600783, "mobile_acc_per_sec": 42144.796972740274 }, "started": "2026-08-19T02:13:25.018195594+10:00", "ended": "2026-08-19T02:13:27.179191871+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": 1016, "total_correct": 256, "total_train": 81, "infer_ms": 257.190689, "train_ms": 1442.117644, "blocked_train": 1442117644, "duration": 2156251318, "avg_accuracy": 21.53291847041847, "soft_acc": 22.70964230169389, "adapt_pct": 21.85509455034722, "stability": 92.8184198722167, "consistency": 90.9090909090909, "throughput": 471.1881177850717, "availability": 15.135021938364144, "score": 16.195250826495545, "zero_downtime": 3.4371093444853944, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 110854736, "heap_mib": 105.71931457519531, "mobile_score": 77190.68786656088, "mobile_throughput": 2245802.5081572696, "mobile_availability": 72137.36710928236, "mobile_accuracy": 108239.93584609532, "soft_acc_blocks": [ 24.997522954545456, 24.978022777777777, 24.922348666666664, 24.94660125, 24.971744875, 24.955955523809525, 0, 25.08274833333333, 25.033708, 24.9055825, 25.0118304375 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.598353122, "time_to_acc50_sec": 0, "acc_per_sec": 10.53200158632617, "mobile_acc_per_sec": 50198.200433561586 }, "started": "2026-08-19T02:13:29.130429902+10:00", "ended": "2026-08-19T02:13:31.287867726+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": 2232, "total_correct": 563, "total_train": 131, "infer_ms": 462.315679, "train_ms": 1832.770746, "blocked_train": 1832770746, "duration": 2121383708, "avg_accuracy": 22.44692698548155, "soft_acc": 23.614356650252613, "adapt_pct": 25.006315812591907, "stability": 94.27266350515556, "consistency": 94.44444444444444, "throughput": 1052.1434625819234, "availability": 20.143715459429814, "score": 50.048452934580936, "zero_downtime": 4.756808811201828, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 40062992, "heap_mib": 38.20704650878906, "mobile_score": 215080.35485381616, "mobile_throughput": 4521526.161558619, "mobile_availability": 86566.46139994703, "mobile_accuracy": 101481.34278235772, "soft_acc_blocks": [ 25.01043425, 24.99015735714286, 25.001229789473683, 24.987046529411764, 25.00415406666667, 24.999266769230772, 25.000758166666667, 24.99302, 24.993365833333332, 25.00579676470588, 25.012266083333333, 24.9884829375, 24.9903938, 25.023440823529413, 25.0362343125, 25.007516799999998, 0, 25.014855421052633 ], "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": 0.102787627, "time_to_acc50_sec": 0, "acc_per_sec": 11.131581976989809, "mobile_acc_per_sec": 47837.334848787155 }, "started": "2026-08-19T02:13:32.595963238+10:00", "ended": "2026-08-19T02:13:34.718147829+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": 2096, "total_correct": 456, "total_train": 156, "infer_ms": 343.06421, "train_ms": 1848.376428, "blocked_train": 1848376428, "duration": 2024089930, "avg_accuracy": 18.683815883751006, "soft_acc": 22.05481134984893, "adapt_pct": 18.744526353156566, "stability": 91.94671300710765, "consistency": 88.23529411764706, "throughput": 1035.5271121772737, "availability": 15.654734335541697, "score": 35.75283818565204, "zero_downtime": 3.4526221250237477, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 37511736, "heap_mib": 35.77397918701172, "mobile_score": 284011.8791921081, "mobile_throughput": 8225976.342260583, "mobile_availability": 124357.4144744316, "mobile_accuracy": 175198.0747422666, "soft_acc_blocks": [ 25.014037166666668, 25.005402444444442, 24.989101666666667, 25.0237266875, 25.005243863636363, 0, 24.99854875, 24.98155025, 24.985321722222224, 24.985679466666667, 24.983456235294117, 24.983286200000002, 24.986720466666668, 0, 25.000212045454546, 25.003857590909092, 24.985648391304345 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.102775701, "time_to_acc50_sec": 0, "acc_per_sec": 10.89616178755898, "mobile_acc_per_sec": 86556.46774660185 }, "started": "2026-08-19T02:13:35.878579697+10:00", "ended": "2026-08-19T02:13:37.903238636+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": 1416, "total_correct": 357, "total_train": 103, "infer_ms": 266.158363, "train_ms": 1825.302529, "blocked_train": 1825302529, "duration": 2032430803, "avg_accuracy": 16.381981234522794, "soft_acc": 18.751905395260426, "adapt_pct": 20.83696371958247, "stability": 89.17356393723308, "consistency": 75, "throughput": 696.702686216865, "availability": 12.725954571662152, "score": 16.62582699048681, "zero_downtime": 2.3863589619219057, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 41165960, "heap_mib": 39.25891876220703, "mobile_score": 111752.84078446601, "mobile_throughput": 4682985.358349586, "mobile_availability": 85539.29833932829, "mobile_accuracy": 126043.57661372177, "soft_acc_blocks": [ 25.027078850000002, 0, 0, 24.985347391304348, 0, 24.977689466666668, 24.98882965, 24.981400147058825, 24.983024, 25.00957942857143, 25.042293333333333, 25.027622476190476 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, false, true, false ], "time_to_acc25_sec": 0.14412294, "time_to_acc50_sec": 0, "acc_per_sec": 9.226343828080836, "mobile_acc_per_sec": 62016.17119149802 }, "started": "2026-08-19T02:13:39.729810839+10:00", "ended": "2026-08-19T02:13:41.763009868+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": 23992, "total_correct": 6063, "total_train": 530, "infer_ms": 681.550028, "train_ms": 1493.087788, "blocked_train": 1493087788, "duration": 2065441943, "avg_accuracy": 22.378208173522474, "soft_acc": 21.93101955286371, "adapt_pct": 21.894210194822406, "stability": 91.70958759918057, "consistency": 87.5, "throughput": 11615.915945404038, "availability": 31.340852393233654, "score": 798.40470367426, "zero_downtime": 6.8733684663942265, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40743152, "heap_mib": 38.85569763183594, "mobile_score": 1090088.5554165896, "mobile_throughput": 15859597.237458313, "mobile_availability": 42790.71046756168, "mobile_accuracy": 29943.152029509918, "soft_acc_blocks": [ 25.453267237804877, 25.288367670411986, 25.251924348101266, 0, 0, 24.98342292346939, 25.007108729083665, 25.019654587719298, 24.999751908296943, 24.87077066804979, 24.89337465789474, 24.985174796680496, 25.07190818343195, 25.041012488636362, 24.965960323529412, 25.064614322709165 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.820883546, "time_to_acc50_sec": 0, "acc_per_sec": 10.618076013799488, "mobile_acc_per_sec": 14497.213117507568 }, "started": "2026-08-19T02:13:42.895668268+10:00", "ended": "2026-08-19T02:13:44.961497242+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": 28136, "total_correct": 8594, "total_train": 666, "infer_ms": 637.811856, "train_ms": 1461.654833, "blocked_train": 1461654833, "duration": 2102253070, "avg_accuracy": 28.496806301592695, "soft_acc": 23.559245694472583, "adapt_pct": 21.917696917716057, "stability": 93.91625400544282, "consistency": 93.75, "throughput": 13383.735955252998, "availability": 30.37970830124469, "score": 957.9047809645235, "zero_downtime": 7.15723011995432, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 37549976, "heap_mib": 35.810447692871094, "mobile_score": 2615718.6552204587, "mobile_throughput": 36546521.64847752, "mobile_availability": 82956.8568012655, "mobile_accuracy": 64332.446909706465, "soft_acc_blocks": [ 25.21344809090909, 25.241372635014837, 25.139388340101522, 25.355671134146345, 0, 25.082807510416668, 25.100582931818185, 25.121755060240964, 25.193118578125002, 25.186259884726226, 25.126095072327043, 25.151002034482758, 25.087245771929826, 25.023574071428573, 24.980678265486727, 24.94493173040752 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.18919871, "time_to_acc50_sec": 0, "acc_per_sec": 11.206664901896222, "mobile_acc_per_sec": 30601.666292111284 }, "started": "2026-08-19T02:13:45.99034844+10:00", "ended": "2026-08-19T02:13:48.093018956+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": 17336, "total_correct": 4300, "total_train": 381, "infer_ms": 608.757238, "train_ms": 1242.518595, "blocked_train": 1242518595, "duration": 2057035397, "avg_accuracy": 24.706430948562296, "soft_acc": 24.970662610082773, "adapt_pct": 25.08586715689856, "stability": 99.84735633626211, "consistency": 100, "throughput": 8427.66246282538, "availability": 32.88311915213123, "score": 692.0065516301269, "zero_downtime": 8.2111327391502, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 101415272, "heap_mib": 96.7171401977539, "mobile_score": 3779278.447302666, "mobile_throughput": 46026273.93031034, "mobile_availability": 179585.67472950602, "mobile_accuracy": 136373.11206786538, "soft_acc_blocks": [ 24.692902641791044, 24.906579134259257, 24.880794523364486, 25.053158174208146, 25.048485416107383, 24.993267706666664, 25.376654833333333, 24.925002435114504, 24.92044614975845, 24.958519107296137, 24.89083761111111, 25.001303587982832 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.545002781, "time_to_acc50_sec": 0, "acc_per_sec": 12.139150666293942, "mobile_acc_per_sec": 66295.94817218665 }, "started": "2026-08-19T02:13:50.184331453+10:00", "ended": "2026-08-19T02:13:52.241965233+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": 26456, "total_correct": 8013, "total_train": 438, "infer_ms": 767.074713, "train_ms": 1131.995363, "blocked_train": 1131995363, "duration": 2080733187, "avg_accuracy": 30.897171435696016, "soft_acc": 25.229261896741164, "adapt_pct": 25.17904792705557, "stability": 99.86538459147941, "consistency": 100, "throughput": 12714.748899710803, "availability": 40.39212258115746, "score": 1295.7135741862432, "zero_downtime": 10.190634391652942, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 90857904, "heap_mib": 86.64884948730469, "mobile_score": 7076323.733155803, "mobile_throughput": 69439481.99095394, "mobile_availability": 220594.84545656128, "mobile_accuracy": 137785.40897206907, "soft_acc_blocks": [ 25.618906755244755, 25.316756833333333, 25.29645383712121, 25.197429558139536, 25.09814510034602, 25.200990640000004, 25.14269288157895, 25.23081269767442, 25.238852073359073, 25.243407884758366, 25.22769866135458, 25.120606793548387, 25.04765094117647 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.53056685, "time_to_acc50_sec": 0, "acc_per_sec": 12.125178785232288, "mobile_acc_per_sec": 66219.64307241527 }, "started": "2026-08-19T02:13:53.369597639+10:00", "ended": "2026-08-19T02:13:55.450830356+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": 25520, "total_correct": 6493, "total_train": 417, "infer_ms": 806.113662, "train_ms": 1305.321645, "blocked_train": 1305321645, "duration": 2323394165, "avg_accuracy": 24.84946257244069, "soft_acc": 24.95319928489704, "adapt_pct": 25.119229613753273, "stability": 99.58691377429493, "consistency": 100, "throughput": 10983.93048602668, "availability": 38.17846842512803, "score": 1046.4115217932251, "zero_downtime": 9.52674931004369, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 50343536, "heap_mib": 48.01133728027344, "mobile_score": 11429604.2487068, "mobile_throughput": 119973811.38870741, "mobile_availability": 417010.6844515318, "mobile_accuracy": 272555.4780558354, "soft_acc_blocks": [ 23.98755827559055, 24.28598011111111, 24.701295203883493, 24.489645285714285, 24.825163562770562, 25.431900490654204, 25.338183017605633, 25.30634229906542, 25.462483270462634, 25.299185858490567, 25.33907234801762, 24.874332379032257, 24.91051466839378, 24.92832814448669, 24.982802860465114, 25.088400782608698 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.766292268, "time_to_acc50_sec": 0, "acc_per_sec": 10.73997673782444, "mobile_acc_per_sec": 117309.18591501041 }, "started": "2026-08-19T02:13:56.49113935+10:00", "ended": "2026-08-19T02:13:58.815037054+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": 32512, "total_correct": 6900, "total_train": 486, "infer_ms": 868.121991, "train_ms": 1163.205006, "blocked_train": 1163205006, "duration": 2164257495, "avg_accuracy": 21.17296651543997, "soft_acc": 24.967278612341026, "adapt_pct": 24.95346656055433, "stability": 99.94524013344592, "consistency": 100, "throughput": 15022.242073834193, "availability": 42.736693416771445, "score": 1602.9016686458053, "zero_downtime": 10.670189315067333, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 97467936, "heap_mib": 92.95266723632812, "mobile_score": 17507960.626061916, "mobile_throughput": 164082942.75846627, "mobile_availability": 466798.65662692225, "mobile_accuracy": 272709.2618563969, "soft_acc_blocks": [ 24.907969797687862, 24.894850623711342, 25.025375519379846, 25.024364945525292, 24.913046611336032, 24.914182155737706, 24.92274196825397, 24.89815615283843, 25.01411272294372, 25.07933558909091, 25.03843220689655, 25.022578525581395, 24.972216202702704, 24.946378661087866, 24.948526713080167, 24.965081091286308, 24.927860171717175, 24.99580536328125 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.406262015, "time_to_acc50_sec": 0, "acc_per_sec": 11.536186738418122, "mobile_acc_per_sec": 126005.92234816168 }, "started": "2026-08-19T02:14:01.167267841+10:00", "ended": "2026-08-19T02:14:03.332106325+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": 21008, "total_correct": 6699, "total_train": 383, "infer_ms": 690.423755, "train_ms": 1022.455635, "blocked_train": 1022455635, "duration": 2210881296, "avg_accuracy": 31.653388329563686, "soft_acc": 25.226851334818843, "adapt_pct": 25.253574115739, "stability": 99.90408685953986, "consistency": 100, "throughput": 9502.093141774898, "availability": 40.3077857688509, "score": 966.2094319834937, "zero_downtime": 10.168385192265282, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 83655048, "heap_mib": 79.77967071533203, "mobile_score": 1319197.9444681301, "mobile_throughput": 12973524.502903327, "mobile_availability": 55033.56350307109, "mobile_accuracy": 34443.06102247266, "soft_acc_blocks": [ 25.062767647058827, 25.346433343589744, 25.24572841414141, 25.227335010471208, 25.278434300813007, 25.105525603305786, 25.16234749431818, 25.173352786516855, 25.35456225, 25.4292097539267, 25.189203720207253, 25.12882070899471, 25.222031912087914, 25.197125396648044, 25.279891680203047 ], "phase_blocks": [ "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, false, false, false, false, true, false, false, false, false, false, false, false ], "time_to_acc25_sec": 0.681838641, "time_to_acc50_sec": 0, "acc_per_sec": 11.41031469236277, "mobile_acc_per_sec": 15578.882993305968 }, "started": "2026-08-19T02:14:04.418055271+10:00", "ended": "2026-08-19T02:14:06.629694845+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": 4272, "total_correct": 1105, "total_train": 533, "infer_ms": 289.936517, "train_ms": 1617.253849, "blocked_train": 1617253849, "duration": 2017626359, "avg_accuracy": 20.709498750862824, "soft_acc": 19.623723653727854, "adapt_pct": 18.05133131353143, "stability": 89.50992758181003, "consistency": 77.77777777777779, "throughput": 2117.33950686357, "availability": 15.202285108438934, "score": 63.1656243980632, "zero_downtime": 2.983254418731878, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 67876792, "heap_mib": 64.73235321044922, "mobile_score": 172484.26502297792, "mobile_throughput": 5781748.413408789, "mobile_availability": 41512.37320277725, "mobile_accuracy": 53585.84805711286, "soft_acc_blocks": [ 25.004116139534883, 0, 25.250077549295774, 25.4969965, 25.263773785714285, 25.10161820567376, 0, 25.228894490566038, 25.268036212765956 ], "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": 0.85330238, "time_to_acc50_sec": 0, "acc_per_sec": 9.72614357767114, "mobile_acc_per_sec": 26558.85606276066 }, "started": "2026-08-19T02:14:07.960798506+10:00", "ended": "2026-08-19T02:14:09.979902412+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": 19688, "total_correct": 5598, "total_train": 595, "infer_ms": 687.624096, "train_ms": 1533.692029, "blocked_train": 1533692029, "duration": 2058786432, "avg_accuracy": 26.35240083723301, "soft_acc": 23.693591961612608, "adapt_pct": 22.003521394324412, "stability": 94.07617763836595, "consistency": 94.11764705882352, "throughput": 9562.91516885225, "availability": 30.95570631577709, "score": 701.3938054649041, "zero_downtime": 7.334518743295366, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41426832, "heap_mib": 39.50770568847656, "mobile_score": 3830545.369578996, "mobile_throughput": 52226267.37549176, "mobile_availability": 169059.4307592306, "mobile_accuracy": 129398.60356635366, "soft_acc_blocks": [ 25.218556373913046, 25.24441894117647, 25.219285188118814, 25.236590946859902, 25.29726539108911, 25.19038922535211, 25.23937619047619, 25.0473933557047, 25.1103029702381, 25.200060629268293, 25.172952643518517, 25.066632264705884, 25.116801218085104, 25.241202183908047, 0, 25.084130375, 25.10570545 ], "phase_blocks": [ "A", "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, false, true, false, false, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.285797735, "time_to_acc50_sec": 0, "acc_per_sec": 11.508523464765387, "mobile_acc_per_sec": 62851.88281557203 }, "started": "2026-08-19T02:14:11.939615768+10:00", "ended": "2026-08-19T02:14:13.998799647+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": 28480, "total_correct": 7733, "total_train": 790, "infer_ms": 567.463606, "train_ms": 1596.051406, "blocked_train": 1596051406, "duration": 2148311116, "avg_accuracy": 27.19172675618762, "soft_acc": 25.037553175042436, "adapt_pct": 25.07567758753695, "stability": 99.90867342829898, "consistency": 100, "throughput": 13256.92530652995, "availability": 26.22878061176125, "score": 870.5882362894183, "zero_downtime": 6.567044892834944, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 37658216, "heap_mib": 35.913673400878906, "mobile_score": 9509145.108910553, "mobile_throughput": 144800976.1481245, "mobile_availability": 286488.2276953975, "mobile_accuracy": 273476.8474799302, "soft_acc_blocks": [ 24.91830161585366, 24.893736910614525, 24.976631, 24.988518422310754, 25.009518374622356, 25.115004953642384, 25.139421541666668, 25.189898234567902, 25.20499815, 25.119277909090908, 25.013489118773947, 25.03958688372093, 24.979223684210524, 24.98179391520468, 24.993896911357343 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.520849154, "time_to_acc50_sec": 0, "acc_per_sec": 11.65452852176297, "mobile_acc_per_sec": 127298.53020037634 }, "started": "2026-08-19T02:14:15.348802271+10:00", "ended": "2026-08-19T02:14:17.497532291+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": 15416, "total_correct": 4408, "total_train": 343, "infer_ms": 535.287414, "train_ms": 933.456833, "blocked_train": 933456833, "duration": 2171646049, "avg_accuracy": 28.81671297862529, "soft_acc": 25.160329447823496, "adapt_pct": 25.17343512729468, "stability": 99.93155547667618, "consistency": 100, "throughput": 7098.7627137022455, "availability": 36.44524328135121, "score": 650.9383167359457, "zero_downtime": 9.169743277648724, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 118961448, "heap_mib": 113.45047760009766, "mobile_score": 879585.4335176689, "mobile_throughput": 9592258.004230728, "mobile_availability": 49246.916777043974, "mobile_accuracy": 33998.08970500125, "soft_acc_blocks": [ 25.313085408333333, 25.16792158988764, 25.156516117647058, 25.211393671717172, 25.139359288, 25.233169698744767, 25.064169847290643, 25.121421694736842, 25.119802989999997, 25.07451013122172, 25.16227348847926 ], "phase_blocks": [ "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.709708613, "time_to_acc50_sec": 0, "acc_per_sec": 11.585833455414766, "mobile_acc_per_sec": 15655.447037815715 }, "started": "2026-08-19T02:14:19.497224907+10:00", "ended": "2026-08-19T02:14:21.66952387+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": 19536, "total_correct": 5001, "total_train": 534, "infer_ms": 589.482493, "train_ms": 1438.473996, "blocked_train": 1438473996, "duration": 2064342245, "avg_accuracy": 24.1675662403123, "soft_acc": 23.32674926751211, "adapt_pct": 25.076731808140412, "stability": 93.76383234523976, "consistency": 93.33333333333333, "throughput": 9463.54706799114, "availability": 29.067807726519717, "score": 641.6828712049384, "zero_downtime": 6.780574625927767, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 70372976, "heap_mib": 67.11289978027344, "mobile_score": 1716462.3937668097, "mobile_throughput": 25314409.006035402, "mobile_availability": 77754.6060067427, "mobile_accuracy": 62397.62612227239, "soft_acc_blocks": [ 24.58137354954955, 24.759154696832578, 24.86086116591928, 24.94012329113924, 25.057548418300655, 25.051491976303318, 25.167061662100455, 25.09584353846154, 25.00733725, 25.145637738219893, 25.01435568, 25.035953857142857, 25.045961594594594, 0, 25.138534594117647 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.838600746, "time_to_acc50_sec": 0, "acc_per_sec": 11.299845906855483, "mobile_acc_per_sec": 30226.395973537998 }, "started": "2026-08-19T02:14:22.994956348+10:00", "ended": "2026-08-19T02:14:25.059792705+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": 17408, "total_correct": 5473, "total_train": 486, "infer_ms": 624.294739, "train_ms": 1664.832793, "blocked_train": 1664832793, "duration": 2158910557, "avg_accuracy": 32.98966233936856, "soft_acc": 25.27105009602104, "adapt_pct": 25.298084507920215, "stability": 99.75787421119854, "consistency": 100, "throughput": 8063.326173266751, "availability": 27.272169430182714, "score": 555.7215047280239, "zero_downtime": 6.891963598973209, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 39006680, "heap_mib": 37.199668884277344, "mobile_score": 2913581.1627084618, "mobile_throughput": 42275051.52729678, "mobile_availability": 142984.71166211634, "mobile_accuracy": 132493.0831274268, "soft_acc_blocks": [ 25.04166755462185, 25.020233483870967, 25.865908, 25.120771416666667, 25.043309511415526, 25.15646692951542, 25.303650919642855, 25.37554372635135, 25.34311197575758, 25.34516972625698, 25.093845995000002, 25.645876, 25.168096009174313 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.458464137, "time_to_acc50_sec": 0.458464137, "acc_per_sec": 11.705464135178175, "mobile_acc_per_sec": 61370.343805042954 }, "started": "2026-08-19T02:14:26.351815266+10:00", "ended": "2026-08-19T02:14:28.511148373+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": 27552, "total_correct": 8380, "total_train": 648, "infer_ms": 705.640377, "train_ms": 1562.793454, "blocked_train": 1562793454, "duration": 2023268628, "avg_accuracy": 29.04066071748863, "soft_acc": 25.112264449792423, "adapt_pct": 25.080934069203938, "stability": 99.82989481719136, "consistency": 100, "throughput": 13617.568927184493, "availability": 31.106941157235806, "score": 1063.757820675352, "zero_downtime": 7.811657325646376, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 39262912, "heap_mib": 37.44403076171875, "mobile_score": 10725297.313196901, "mobile_throughput": 137298614.9556866, "mobile_availability": 313634.53779701627, "mobile_accuracy": 253193.4404587071, "soft_acc_blocks": [ 25.10119791612903, 25.05469925460123, 25.021246112781956, 24.76164315625, 24.878944112970714, 25.020309589595374, 25.054686950166115, 25.09537121498371, 25.08084364, 25.379083821428573, 25.253634054054054, 25.218327229166665, 25.257697, 25.394018244966443 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.199401139, "time_to_acc50_sec": 0, "acc_per_sec": 12.411730257793739, "mobile_acc_per_sec": 125140.79294996469 }, "started": "2026-08-19T02:14:30.359046702+10:00", "ended": "2026-08-19T02:14:32.38274486+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": 36408, "total_correct": 8938, "total_train": 633, "infer_ms": 746.118881, "train_ms": 1346.909681, "blocked_train": 1346909681, "duration": 2175902820, "avg_accuracy": 23.792480408219767, "soft_acc": 23.57318289299879, "adapt_pct": 21.92735651214825, "stability": 94.10611731574228, "consistency": 94.11764705882352, "throughput": 16732.36491324553, "availability": 35.64781171868213, "score": 1406.0748120590868, "zero_downtime": 8.403323853796794, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 70643448, "heap_mib": 67.37084197998047, "mobile_score": 30716172.96103477, "mobile_throughput": 365524088.98481965, "mobile_availability": 778738.3295985173, "mobile_accuracy": 514964.0380251896, "soft_acc_blocks": [ 24.87009135460993, 24.94609373498233, 25.069670645259936, 25.07630217363344, 25.100632476331363, 25.096124452991454, 25.178541362745097, 25.213866567796607, 0, 25.128125351851853, 24.998854509803923, 24.998660680124225, 24.96833719461078, 24.964467329113926, 25.047645410557188, 25.03746552645503, 25.049230410112358 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, false, true, false, false, false, false, false, false ], "time_to_acc25_sec": 0.821394161, "time_to_acc50_sec": 0, "acc_per_sec": 10.833748031540669, "mobile_acc_per_sec": 236666.83699834975 }, "started": "2026-08-19T02:14:33.664290969+10:00", "ended": "2026-08-19T02:14:35.84060134+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": 7416, "total_correct": 1639, "total_train": 476, "infer_ms": 354.28499, "train_ms": 1638.665599, "blocked_train": 1638665599, "duration": 2129805871, "avg_accuracy": 13.55680766001395, "soft_acc": 14.914572434979878, "adapt_pct": 10.674108923703118, "stability": 87.82222299326801, "consistency": 60, "throughput": 3482.0074923157167, "availability": 17.77690786492449, "score": 92.32019869094223, "zero_downtime": 2.6513498002137976, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 39459832, "heap_mib": 37.63182830810547, "mobile_score": 1728656.1546884545, "mobile_throughput": 65199098.00468652, "mobile_availability": 332864.9810959118, "mobile_accuracy": 279268.9768853832, "soft_acc_blocks": [ 24.75361554054054, 24.87181975576037, 24.857673154545456, 24.885633542857143, 0, 0, 24.835202246268658, 24.94178010982659, 0, 0 ], "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": 0.131579829, "time_to_acc50_sec": 0, "acc_per_sec": 7.002784919536865, "mobile_acc_per_sec": 131124.14642479087 }, "started": "2026-08-19T02:14:37.217186849+10:00", "ended": "2026-08-19T02:14:39.347404281+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": 32536, "total_correct": 8131, "total_train": 587, "infer_ms": 777.481198, "train_ms": 1493.542447, "blocked_train": 1493542447, "duration": 2090170514, "avg_accuracy": 24.878323917683943, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 15566.194136829165, "availability": 34.23483501423429, "score": 1332.265220184719, "zero_downtime": 8.558708753558573, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39061328, "heap_mib": 37.25178527832031, "mobile_score": 29103777.823341917, "mobile_throughput": 340048699.650412, "mobile_availability": 747871.3824976195, "mobile_accuracy": 546133.3333333334, "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", "B", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.62327037, "time_to_acc50_sec": 0, "acc_per_sec": 11.960746662795952, "mobile_acc_per_sec": 261286.49776433184 }, "started": "2026-08-19T02:14:41.238414267+10:00", "ended": "2026-08-19T02:14:43.32905228+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": 33208, "total_correct": 8702, "total_train": 520, "infer_ms": 767.423292, "train_ms": 1288.816496, "blocked_train": 1288816496, "duration": 2202942722, "avg_accuracy": 25.990525440133567, "soft_acc": 25.24916809230786, "adapt_pct": 25.197993844932107, "stability": 99.57152419497093, "consistency": 100, "throughput": 15074.38194754843, "availability": 37.32168283478425, "score": 1420.5214842563473, "zero_downtime": 9.423414433832683, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 76497952, "heap_mib": 72.95413208007812, "mobile_score": 62063530.661482655, "mobile_throughput": 658609796.876356, "mobile_availability": 1630609.2041736136, "mobile_accuracy": 1103152.9867316585, "soft_acc_blocks": [ 25.65505415789474, 25.46483538801262, 25.829930743202418, 25.67128951242236, 25.537500159292033, 25.490610739644968, 25.444057164021164, 25.417678526717555, 25.483865714285713, 25.3820581827957, 24.71025791091954, 24.830143234104046, 24.77164484196185, 24.553330635658916, 24.495264473684212 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.383512815, "time_to_acc50_sec": 0, "acc_per_sec": 11.461563589535697, "mobile_acc_per_sec": 500763.35426920763 }, "started": "2026-08-19T02:14:44.811795391+10:00", "ended": "2026-08-19T02:14:47.016266441+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": 11008, "total_correct": 3141, "total_train": 484, "infer_ms": 522.805631, "train_ms": 1530.851171, "blocked_train": 1530851171, "duration": 2242314524, "avg_accuracy": 27.989027327285427, "soft_acc": 25.053737731833124, "adapt_pct": 25.011642205970933, "stability": 99.77698455582726, "consistency": 100, "throughput": 4909.2131733433835, "availability": 25.457302821525673, "score": 313.10990498048244, "zero_downtime": 6.378005882503596, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 70671096, "heap_mib": 67.39720916748047, "mobile_score": 10259985.366400449, "mobile_throughput": 160865097.264116, "mobile_availability": 834184.8988557532, "mobile_accuracy": 820960.8779967078, "soft_acc_blocks": [ 25.156154820224717, 25.107731351851854, 25.096765764705882, 25.208537948051948, 24.64603932520325, 24.58334276271186, 25.013940835820897, 25.32244684042553, 25.058636254054054, 25.246252845679013, 25.151266301435406 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.323855276, "time_to_acc50_sec": 0, "acc_per_sec": 11.173159458085516, "mobile_acc_per_sec": 366122.0891225462 }, "started": "2026-08-19T02:14:48.817649234+10:00", "ended": "2026-08-19T02:14:51.060787505+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": 21496, "total_correct": 5784, "total_train": 678, "infer_ms": 592.806258, "train_ms": 1659.791861, "blocked_train": 1659791861, "duration": 2042516258, "avg_accuracy": 23.13971710402021, "soft_acc": 23.063332214769307, "adapt_pct": 25.012573039707174, "stability": 93.32186949987211, "consistency": 92.3076923076923, "throughput": 10524.273633468429, "availability": 26.31655655750816, "score": 638.7681430488204, "zero_downtime": 6.0694748663457645, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41404312, "heap_mib": 39.486228942871094, "mobile_score": 27908206.015231665, "mobile_throughput": 459812531.22865796, "mobile_availability": 1149787.90036857, "mobile_accuracy": 1007652.3600180809, "soft_acc_blocks": [ 24.45165336526946, 24.57468781395349, 0, 24.516867328767123, 24.208154, 25.534416682926828, 25.489446863509748, 25.496086492492495, 25.6550745, 25.537024506060604, 25.296516164021163, 24.821598325, 24.241792750000002 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.867542933, "time_to_acc50_sec": 0, "acc_per_sec": 11.291627238919784, "mobile_acc_per_sec": 493338.72181989794 }, "started": "2026-08-19T02:14:52.288270269+10:00", "ended": "2026-08-19T02:14:54.331218349+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": 17544, "total_correct": 4118, "total_train": 581, "infer_ms": 362.077242, "train_ms": 1210.395762, "blocked_train": 1210395762, "duration": 2041140340, "avg_accuracy": 24.804505655588574, "soft_acc": 24.940668936717717, "adapt_pct": 25.03679012776823, "stability": 98.8295719669749, "consistency": 100, "throughput": 8595.19537005476, "availability": 23.025975077407434, "score": 493.6076485253944, "zero_downtime": 5.742832213507318, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 90376032, "heap_mib": 86.18930053710938, "mobile_score": 43132094.47168033, "mobile_throughput": 751059631.6958784, "mobile_availability": 2012040.4035639649, "mobile_accuracy": 2179348.905915643, "soft_acc_blocks": [ 24.84871224260355, 24.59014205376344, 24.242025130057804, 24.22050336647727, 24.13233770317003, 24.35977729347826, 25.48408789090909, 28.060672, 24.52776275 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.594349974, "time_to_acc50_sec": 0, "acc_per_sec": 12.218987811841354, "mobile_acc_per_sec": 1067711.4469824466 }, "started": "2026-08-19T02:14:55.656831858+10:00", "ended": "2026-08-19T02:14:57.782983347+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": 12376, "total_correct": 3797, "total_train": 413, "infer_ms": 580.900574, "train_ms": 1598.205808, "blocked_train": 1598205808, "duration": 2081411721, "avg_accuracy": 30.968534709844263, "soft_acc": 25.125134776394777, "adapt_pct": 25.174294463123868, "stability": 99.81768093396622, "consistency": 100, "throughput": 5945.96440249411, "availability": 26.657742770081978, "score": 398.24843506048467, "zero_downtime": 6.697793799327732, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 39694496, "heap_mib": 37.855621337890625, "mobile_score": 543741.863335915, "mobile_throughput": 8118223.397538625, "mobile_availability": 36396.70479541859, "mobile_accuracy": 34304.18401470433, "soft_acc_blocks": [ 25.05286551724138, 24.604815000000002, 25.25618760714286, 25.238212688172045, 24.998726829787234, 24.994314315476192, 25.25178071875, 25.34401271428571, 25.280193333333333, 25.17415724528302, 25.11295785990338, 25.148259592039803, 25.17026867171717 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.123906633, "time_to_acc50_sec": 0, "acc_per_sec": 12.071198851673412, "mobile_acc_per_sec": 16481.210165484765 }, "started": "2026-08-19T02:14:59.648007252+10:00", "ended": "2026-08-19T02:15:01.730095846+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": 21176, "total_correct": 5740, "total_train": 467, "infer_ms": 786.059643, "train_ms": 1517.819611, "blocked_train": 1517819611, "duration": 2155783551, "avg_accuracy": 27.07363460544528, "soft_acc": 25.057165550149385, "adapt_pct": 25.067848520019677, "stability": 99.85408874553048, "consistency": 100, "throughput": 9822.878549276027, "availability": 34.118960081577264, "score": 839.7818856123237, "zero_downtime": 8.549244311630199, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39152848, "heap_mib": 37.33906555175781, "mobile_score": 1134761.7660925617, "mobile_throughput": 13273240.589801107, "mobile_availability": 46103.50861662366, "mobile_accuracy": 33858.688690610106, "soft_acc_blocks": [ 24.773250541284405, 24.860936593607303, 24.95823745116279, 25.075223430493274, 25.01913589108911, 25.040234264150946, 24.899936, 25.060884067114095, 25.028097373831773, 25.08095763800905, 25.11949312206573, 25.099537188073395, 25.213648506912442, 25.30403421076233, 25.32387697368421 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.728821007, "time_to_acc50_sec": 0, "acc_per_sec": 11.62322884341805, "mobile_acc_per_sec": 15705.977844994748 }, "started": "2026-08-19T02:15:03.124155743+10:00", "ended": "2026-08-19T02:15:05.280352313+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": 8624, "total_correct": 2389, "total_train": 537, "infer_ms": 342.016575, "train_ms": 1766.237478, "blocked_train": 1766237478, "duration": 2216588243, "avg_accuracy": 25.309547377207505, "soft_acc": 22.492410123600767, "adapt_pct": 21.96259956917045, "stability": 92.49924900200803, "consistency": 90, "throughput": 3890.6639639701457, "availability": 16.222740068414325, "score": 141.96586270975334, "zero_downtime": 3.6488852294734615, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40255888, "heap_mib": 38.39100646972656, "mobile_score": 191832.46966075042, "mobile_throughput": 5257289.763767989, "mobile_availability": 21921.102951002085, "mobile_accuracy": 30393.04308990309, "soft_acc_blocks": [ 24.38067964893617, 24.84262503370787, 0, 25.027934742268044, 25.079060568965517, 25.088490067873302, 25.127882351851852, 25.13065681818182, 25.070160457831328, 25.17661154639175 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.87465835, "time_to_acc50_sec": 0, "acc_per_sec": 10.147310938164516, "mobile_acc_per_sec": 13711.63236378453 }, "started": "2026-08-19T02:15:06.753941828+10:00", "ended": "2026-08-19T02:15:08.971011372+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": 22024, "total_correct": 7030, "total_train": 483, "infer_ms": 764.496382, "train_ms": 1420.553435, "blocked_train": 1420553435, "duration": 2054650043, "avg_accuracy": 28.96951126829702, "soft_acc": 23.500705641493866, "adapt_pct": 22.000074333997958, "stability": 93.71876363238982, "consistency": 93.33333333333333, "throughput": 10719.100352409745, "availability": 34.9875950677238, "score": 881.3599892220127, "zero_downtime": 8.222331727903597, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 71098208, "heap_mib": 67.80453491210938, "mobile_score": 1203350.1719511214, "mobile_throughput": 14635145.014490105, "mobile_availability": 47769.729799132234, "mobile_accuracy": 32086.29676918629, "soft_acc_blocks": [ 25.11876571153846, 25.177302724252492, 25.2025953, 25.181827728033472, 25.163616906976745, 25.07058848019802, 25.18642589, 25.17192230392157, 25.34885407063197, 25.298952962264153, 25.221565268518518, 0, 25.11484506535948, 25.071630757009345, 25.181691453703703 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.228950164, "time_to_acc50_sec": 0, "acc_per_sec": 11.437814299110725, "mobile_acc_per_sec": 15616.42912305251 }, "started": "2026-08-19T02:15:10.678827397+10:00", "ended": "2026-08-19T02:15:12.734044937+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": 21056, "total_correct": 5630, "total_train": 397, "infer_ms": 787.719407, "train_ms": 1172.109121, "blocked_train": 1172109121, "duration": 2192095031, "avg_accuracy": 26.425581406760806, "soft_acc": 25.086257117643935, "adapt_pct": 25.074426028062494, "stability": 99.90432286656896, "consistency": 100, "throughput": 9605.422986792035, "availability": 40.19328200125067, "score": 968.5138456374984, "zero_downtime": 10.082990066853446, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 83417648, "heap_mib": 79.55326843261719, "mobile_score": 661172.1186218656, "mobile_throughput": 6557302.0923166955, "mobile_availability": 27438.613846187127, "mobile_accuracy": 17125.551525644925, "soft_acc_blocks": [ 24.966995710000003, 24.988168591549297, 25.100493466321247, 25.106723162679426, 25.07376800490196, 25.083933126760563, 24.927607137931037, 25.05499208823529, 25.148098351219513, 25.112387104761908, 25.06946073529412, 25.11215323857868, 25.109375713592232, 25.353443215189873 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.431372874, "time_to_acc50_sec": 0, "acc_per_sec": 11.443964227317267, "mobile_acc_per_sec": 7812.412912515254 }, "started": "2026-08-19T02:15:14.094283008+10:00", "ended": "2026-08-19T02:15:16.286963037+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": 3208, "total_correct": 1022, "total_train": 410, "infer_ms": 131.833383, "train_ms": 1679.337149, "blocked_train": 1679337149, "duration": 2010145961, "avg_accuracy": 20.665052427838724, "soft_acc": 15.916621043884428, "adapt_pct": 18.208689671383787, "stability": 87.67027831322775, "consistency": 62.5, "throughput": 1595.9040100770076, "availability": 7.278905032450031, "score": 18.48943735658929, "zero_downtime": 1.1585557301593044, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 71670256, "heap_mib": 68.35008239746094, "mobile_score": 403907.92220047856, "mobile_throughput": 34863055.06813559, "mobile_availability": 159010.1067355484, "mobile_accuracy": 347703.8922440033, "soft_acc_blocks": [ 25.3400272, 0, 25.589436347826087, 25.711549545454545, 25.224068709183676, 25.46788654861111, 0, 0 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.285592984, "time_to_acc50_sec": 0, "acc_per_sec": 7.918141942272832, "mobile_acc_per_sec": 172974.45010959744 }, "started": "2026-08-19T02:15:17.798070159+10:00", "ended": "2026-08-19T02:15:19.808796742+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": 9936, "total_correct": 2476, "total_train": 338, "infer_ms": 580.516869, "train_ms": 1598.683807, "blocked_train": 1598683807, "duration": 2078862863, "avg_accuracy": 24.927055204864033, "soft_acc": 25.013839155473416, "adapt_pct": 25.04838730620467, "stability": 99.92871320653344, "consistency": 100, "throughput": 4779.53605158033, "availability": 26.638981686879763, "score": 318.48113623301214, "zero_downtime": 6.663432031812123, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 37868720, "heap_mib": 36.11442565917969, "mobile_score": 4638217.72092593, "mobile_throughput": 69607038.81697078, "mobile_availability": 387958.2897403005, "mobile_accuracy": 364290.43619846797, "soft_acc_blocks": [ 24.887063320754717, 25.00914631818182, 24.85252797029703, 25.03623788888889, 25.002798317307693, 25.036056310344826, 25.134955764150945, 25.064304469798657, 25.05490153125, 25.060418217391305, 25.046031066666668, 24.98763277272727, 25.007835073394496 ], "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": 0.362618752, "time_to_acc50_sec": 0, "acc_per_sec": 12.032462362320539, "mobile_acc_per_sec": 175235.43408378641 }, "started": "2026-08-19T02:15:21.165075263+10:00", "ended": "2026-08-19T02:15:23.244502761+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": 8680, "total_correct": 2621, "total_train": 444, "infer_ms": 548.861822, "train_ms": 1742.69829, "blocked_train": 1742698290, "duration": 2104856796, "avg_accuracy": 29.65360507102782, "soft_acc": 25.115680289631126, "adapt_pct": 25.10184619461741, "stability": 99.89137367013805, "consistency": 100, "throughput": 4123.795982935839, "availability": 23.951447711357265, "score": 248.06979408915905, "zero_downtime": 6.015569031922662, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 38253592, "heap_mib": 36.481468200683594, "mobile_score": 3612778.227872695, "mobile_throughput": 60057131.897262916, "mobile_availability": 348818.2393803355, "mobile_accuracy": 365773.60521361453, "soft_acc_blocks": [ 25.334698763636364, 25.184440854545453, 25.04131973636364, 25.15439420588235, 25.178936833333335, 25.063348285714287, 25.067521499999998, 25.276344333333334, 25.245648260869565, 25.086151867924528, 25.057106660377357, 25.075972194174756, 24.942676454545452, 25.07943461764706, 24.9472097761194 ], "phase_blocks": [ "A", "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, false, true, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.117192394, "time_to_acc50_sec": 0, "acc_per_sec": 11.932251323396505, "mobile_acc_per_sec": 173776.0050511363 }, "started": "2026-08-19T02:15:24.558934097+10:00", "ended": "2026-08-19T02:15:26.664407192+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": 6800, "total_correct": 2101, "total_train": 267, "infer_ms": 512.363895, "train_ms": 1541.339459, "blocked_train": 1541339459, "duration": 2086549065, "avg_accuracy": 26.28796585414249, "soft_acc": 22.547247736985994, "adapt_pct": 18.805173023529008, "stability": 92.4822974692537, "consistency": 90, "throughput": 3258.9696135422537, "availability": 24.948291290563862, "score": 183.32202840057673, "zero_downtime": 5.625153043428335, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 69136232, "heap_mib": 65.9334487915039, "mobile_score": 2402838.490652039, "mobile_throughput": 42715966.51862103, "mobile_availability": 327002.24360367865, "mobile_accuracy": 295531.2855382228, "soft_acc_blocks": [ 24.601414660714287, 24.998190308724833, 25.0886708, 24.95720912987013, 0, 25.16848206060606, 25.14357081355932, 25.0852610754717, 25.24036256521739, 25.189315955696202 ], "phase_blocks": [ "A", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.823462165, "time_to_acc50_sec": 0, "acc_per_sec": 10.805999300565691, "mobile_acc_per_sec": 141636.39403237464 }, "started": "2026-08-19T02:15:28.854209474+10:00", "ended": "2026-08-19T02:15:30.941231507+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": 11432, "total_correct": 3112, "total_train": 396, "infer_ms": 631.260073, "train_ms": 1550.689628, "blocked_train": 1550689628, "duration": 2127017946, "avg_accuracy": 27.758408546288404, "soft_acc": 25.07276935586694, "adapt_pct": 25.148429027029486, "stability": 99.765327200317, "consistency": 100, "throughput": 5374.66081163003, "availability": 28.931009395436107, "score": 389.867428555936, "zero_downtime": 7.253805258041889, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 77545760, "heap_mib": 73.95339965820312, "mobile_score": 6813427.146091152, "mobile_throughput": 93929005.58692952, "mobile_availability": 505606.0351304802, "mobile_accuracy": 438178.4033349588, "soft_acc_blocks": [ 24.5691524, 24.96253832520325, 24.86041555284553, 25.118172991596637, 25.050458487804878, 25.690529, 24.927073970297027, 25.041260555555553, 25.04910156692913, 25.028352316239314, 25.168900661290323, 25.23175565811966, 25.185655325203253, 25.13540417105263 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, true, false, false, false, false, false ], "time_to_acc25_sec": 0.259804803, "time_to_acc50_sec": 0, "acc_per_sec": 11.787756376488485, "mobile_acc_per_sec": 206005.97383721315 }, "started": "2026-08-19T02:15:32.366067157+10:00", "ended": "2026-08-19T02:15:34.493542811+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": 3296, "total_correct": 994, "total_train": 373, "infer_ms": 255.340767, "train_ms": 1759.586095, "blocked_train": 1759586095, "duration": 2138364743, "avg_accuracy": 29.728015636479, "soft_acc": 25.094470709597342, "adapt_pct": 25.126608944194828, "stability": 99.79142803089891, "consistency": 100, "throughput": 1541.3647324618278, "availability": 12.67245833164142, "score": 49.01672937163686, "zero_downtime": 3.1800863442196845, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 41579168, "heap_mib": 39.652984619140625, "mobile_score": 755849.5002587279, "mobile_throughput": 23768206.848616082, "mobile_availability": 195412.28922881227, "mobile_accuracy": 386962.64292333444, "soft_acc_blocks": [ 25.34820588888889, 25.174687079710143, 24.629219333333335, 25.312121410714287, 25.053604733333334, 25.007878083333335, 25.15600029032258, 25.074048857142856 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.117700154, "time_to_acc50_sec": 0, "acc_per_sec": 11.735355622442258, "mobile_acc_per_sec": 180961.94495820606 }, "started": "2026-08-19T02:15:35.894295379+10:00", "ended": "2026-08-19T02:15:38.033115017+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": 13192, "total_correct": 3197, "total_train": 412, "infer_ms": 675.431977, "train_ms": 1653.044607, "blocked_train": 1653044607, "duration": 2080192206, "avg_accuracy": 23.01366874013363, "soft_acc": 23.318482058181342, "adapt_pct": 24.999541796453684, "stability": 93.52771928980815, "consistency": 92.85714285714286, "throughput": 6341.721674540299, "availability": 29.00746271795018, "score": 428.9603951165536, "zero_downtime": 6.764099989418854, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 38745592, "heap_mib": 36.95067596435547, "mobile_score": 12494377.090825982, "mobile_throughput": 184716031.8500769, "mobile_availability": 844903.589637148, "mobile_accuracy": 679200.0178510989, "soft_acc_blocks": [ 25.510072552631577, 0, 25.494832294117646, 25.065751356164384, 25.213744443037974, 25.222216730263156, 25.183409237804874, 25.327379872340426, 25.337402425806452, 24.975217391304348, 24.80738736842105, 24.76756937984496, 24.761038464788733, 24.792727298013244 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.139660025, "time_to_acc50_sec": 0, "acc_per_sec": 11.20977282335868, "mobile_acc_per_sec": 326508.29855628195 }, "started": "2026-08-19T02:15:39.831963631+10:00", "ended": "2026-08-19T02:15:41.912608596+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": 14784, "total_correct": 4032, "total_train": 379, "infer_ms": 687.45223, "train_ms": 1241.813586, "blocked_train": 1241813586, "duration": 2204928080, "avg_accuracy": 26.78168635126441, "soft_acc": 24.90771941657906, "adapt_pct": 24.970582841916926, "stability": 99.61911532316871, "consistency": 100, "throughput": 6704.980599639331, "availability": 35.63284148294887, "score": 595.0890324038882, "zero_downtime": 8.875328176727292, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 73605832, "heap_mib": 70.19599151611328, "mobile_score": 14181729.028225897, "mobile_throughput": 159788221.3010775, "mobile_availability": 849175.9634278317, "mobile_accuracy": 593582.654430882, "soft_acc_blocks": [ 24.604020057971017, 24.65032551445087, 24.697865560509555, 24.54339729012346, 24.600803855263155, 24.606513769911505, 24.494911165217392, 25.04677708974359, 25.488755558441557, 25.33644209259259, 25.44410751875, 25.378713525974028 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.524096425, "time_to_acc50_sec": 0, "acc_per_sec": 11.296386327747731, "mobile_acc_per_sec": 269207.26340919104 }, "started": "2026-08-19T02:15:43.338519117+10:00", "ended": "2026-08-19T02:15:45.543892977+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": 2960, "total_correct": 723, "total_train": 175, "infer_ms": 221.958233, "train_ms": 1086.313241, "blocked_train": 1086313241, "duration": 2028090180, "avg_accuracy": 23.84576447076447, "soft_acc": 24.99830524579375, "adapt_pct": 24.99535803210893, "stability": 99.97891749967613, "consistency": 100, "throughput": 1459.5011746469775, "availability": 16.965762642624124, "score": 61.899679790042015, "zero_downtime": 4.241153132680022, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 131056152, "heap_mib": 124.9848861694336, "mobile_score": 28171.23204666801, "mobile_throughput": 664235.2012615578, "mobile_availability": 7721.307087132046, "mobile_accuracy": 11377.00647630791, "soft_acc_blocks": [ 24.983832729729727, 24.98821985858586, 24.984527309523813, 24.977674750000002, 25.028710076923076, 25.026866750000003 ], "phase_blocks": [ "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, true, false, false ], "time_to_acc25_sec": 1.690548559, "time_to_acc50_sec": 0, "acc_per_sec": 12.326032388655296, "mobile_acc_per_sec": 5609.714295992455 }, "started": "2026-08-19T02:15:47.197272964+10:00", "ended": "2026-08-19T02:15:49.225989756+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": 14312, "total_correct": 3493, "total_train": 378, "infer_ms": 652.057705, "train_ms": 1552.981028, "blocked_train": 1552981028, "duration": 2103068421, "avg_accuracy": 22.71994686713527, "soft_acc": 23.073035054464047, "adapt_pct": 21.872101328002007, "stability": 93.33938295167329, "consistency": 92.3076923076923, "throughput": 6805.294519706927, "availability": 29.571258556209685, "score": 464.32435036850956, "zero_downtime": 6.822986852720459, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 62945456, "heap_mib": 60.02946472167969, "mobile_score": 422638.34202431445, "mobile_throughput": 6194330.300604349, "mobile_availability": 26916.41667694108, "mobile_accuracy": 21001.5892406855, "soft_acc_blocks": [ 24.990077264900663, 24.99475788429752, 24.996801220779222, 24.997467954545453, 24.992817896551724, 25.010501839160842, 0, 25.01746022368421, 24.989224528735633, 24.99393457419355, 24.98739563087248, 24.98547593081761, 24.993540759493673 ], "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": 0.243112685, "time_to_acc50_sec": 0, "acc_per_sec": 10.971129053182642, "mobile_acc_per_sec": 9986.165467074688 }, "started": "2026-08-19T02:15:51.375396391+10:00", "ended": "2026-08-19T02:15:53.478982362+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": 7512, "total_correct": 1807, "total_train": 252, "infer_ms": 593.313672, "train_ms": 1690.823165, "blocked_train": 1690823165, "duration": 2103105727, "avg_accuracy": 21.40647570036417, "soft_acc": 22.9132664949897, "adapt_pct": 21.43891797842129, "stability": 93.09134639499352, "consistency": 91.66666666666666, "throughput": 3571.860369909021, "availability": 25.975399651592767, "score": 212.59043359713257, "zero_downtime": 5.951812545308076, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 41022848, "heap_mib": 39.1224365234375, "mobile_score": 387009.0737839356, "mobile_throughput": 6502373.366732155, "mobile_availability": 47286.77198796621, "mobile_accuracy": 41712.32869487903, "soft_acc_blocks": [ 24.963086666666666, 24.95853685106383, 24.98074487962963, 24.97644297777778, 24.967302027027028, 0, 25.02193218181818, 25.014592063157895, 25.007960715789476, 25.023324616161617, 25.025221166666668, 25.020053794117647 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 1.11470988, "time_to_acc50_sec": 0, "acc_per_sec": 10.894966525375118, "mobile_acc_per_sec": 19833.681283527327 }, "started": "2026-08-19T02:15:54.891580826+10:00", "ended": "2026-08-19T02:15:56.995184467+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": 2616, "total_correct": 679, "total_train": 288, "infer_ms": 281.367078, "train_ms": 1525.870255, "blocked_train": 1525870255, "duration": 2071635278, "avg_accuracy": 22.113647529209246, "soft_acc": 24.997408893253308, "adapt_pct": 25.002559825600517, "stability": 99.98931661292595, "consistency": 100, "throughput": 1262.7705406356765, "availability": 15.568905802368127, "score": 49.144794888547054, "zero_downtime": 3.8918230436234005, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 99393528, "heap_mib": 94.78905487060547, "mobile_score": 89465.36882821721, "mobile_throughput": 2298803.615308325, "mobile_availability": 28342.32807399993, "mobile_accuracy": 45506.39414522913, "soft_acc_blocks": [ 24.97918376190476, 24.9807369, 24.998598235294118, 25.007707, 25.005256222222222, 24.998568295081967, 25.00840869230769, 25.00081203921569 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.812242303, "time_to_acc50_sec": 0, "acc_per_sec": 12.066510528526203, "mobile_acc_per_sec": 21966.412055485926 }, "started": "2026-08-19T02:15:58.64390284+10:00", "ended": "2026-08-19T02:16:00.716203949+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": 6784, "total_correct": 1334, "total_train": 295, "infer_ms": 488.084986, "train_ms": 1710.765347, "blocked_train": 1710765347, "duration": 2137795111, "avg_accuracy": 19.152649053746526, "soft_acc": 22.905967764403258, "adapt_pct": 24.98505108550776, "stability": 93.09358341341135, "consistency": 91.66666666666666, "throughput": 3173.3630435830855, "availability": 22.197280946087933, "score": 161.34970799214327, "zero_downtime": 5.084502018084928, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41416256, "heap_mib": 39.49761962890625, "mobile_score": 587456.3590540611, "mobile_throughput": 11553862.245792283, "mobile_availability": 80817.83356015659, "mobile_accuracy": 83398.08352266288, "soft_acc_blocks": [ 24.99687503030303, 25.000067278350517, 24.999854845070423, 0, 24.989664083333334, 24.972310149425287, 24.97378678125, 24.97682567391304, 24.97945842056075, 24.986103645161293, 24.99680005494506, 24.999867210526315 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.103593491, "time_to_acc50_sec": 0, "acc_per_sec": 10.714762909944394, "mobile_acc_per_sec": 39011.26122589532 }, "started": "2026-08-19T02:16:01.898580323+10:00", "ended": "2026-08-19T02:16:04.036895849+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": 5760, "total_correct": 1234, "total_train": 301, "infer_ms": 388.992289, "train_ms": 1740.474379, "blocked_train": 1740474379, "duration": 2124933347, "avg_accuracy": 21.019286412876728, "soft_acc": 22.902041964500764, "adapt_pct": 24.984079048608958, "stability": 93.09477340271887, "consistency": 91.66666666666666, "throughput": 2710.6732585904497, "availability": 18.26712269534336, "score": 113.40221132626249, "zero_downtime": 4.183544105394379, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41599624, "heap_mib": 39.67249298095703, "mobile_score": 412884.8511932188, "mobile_throughput": 9869260.148610206, "mobile_availability": 66508.56405344569, "mobile_accuracy": 83383.7901214179, "soft_acc_blocks": [ 24.98945835416667, 24.979487173913043, 0, 24.99054084210526, 24.98774028571429, 24.98020471698113, 24.976838287128714, 24.982692336734694, 24.984312368932038, 24.9830875, 24.98284633333333, 24.987295375 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.768443769, "time_to_acc50_sec": 0, "acc_per_sec": 10.777769569494533, "mobile_acc_per_sec": 39240.66147257743 }, "started": "2026-08-19T02:16:05.311571073+10:00", "ended": "2026-08-19T02:16:07.437026085+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": 4192, "total_correct": 1092, "total_train": 219, "infer_ms": 507.323497, "train_ms": 1745.630327, "blocked_train": 1745630327, "duration": 2014491665, "avg_accuracy": 23.27583123219446, "soft_acc": 22.493338797217888, "adapt_pct": 24.996132218247777, "stability": 92.50221420687264, "consistency": 90, "throughput": 2080.9219878306126, "availability": 22.518148911692915, "score": 105.4004367855538, "zero_downtime": 5.065083525569119, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38926096, "heap_mib": 37.12281799316406, "mobile_score": 47968.90989706982, "mobile_throughput": 947050.7180171321, "mobile_availability": 10248.25977136602, "mobile_accuracy": 10236.968412600496, "soft_acc_blocks": [ 24.983797444444445, 24.976665, 0, 24.996747814814814, 25.001903540983605, 25.011882649122807, 24.99899236170213, 24.990373444444444, 24.987491916666666, 24.9855338 ], "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": 0.1646513, "time_to_acc50_sec": 0, "acc_per_sec": 11.165764141902214, "mobile_acc_per_sec": 5081.663325025718 }, "started": "2026-08-19T02:16:09.455297938+10:00", "ended": "2026-08-19T02:16:11.470341476+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": 6624, "total_correct": 1812, "total_train": 227, "infer_ms": 588.939241, "train_ms": 1308.53294, "blocked_train": 1308532940, "duration": 2004580774, "avg_accuracy": 30.508324599236108, "soft_acc": 25.010744842034704, "adapt_pct": 25.016375050506053, "stability": 99.97734578995012, "consistency": 100, "throughput": 3304.4315728830793, "availability": 31.038096204900302, "score": 256.5183652623027, "zero_downtime": 7.762859045632872, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 91594440, "heap_mib": 87.35126495361328, "mobile_score": 233488.71646986488, "mobile_throughput": 3007767.0494509097, "mobile_availability": 28251.564901171474, "mobile_accuracy": 22765.33574954981, "soft_acc_blocks": [ 24.988094874999998, 24.98757115, 24.988778146341463, 25.012766617021274, 25.010277410526314, 25.00200053773585, 25.011526833333335, 25.01264776923077, 25.073826, 25.013607874999998, 25.01709604819277 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.491548911, "time_to_acc50_sec": 1.629745621, "acc_per_sec": 12.476795730275075, "mobile_acc_per_sec": 11356.656735823713 }, "started": "2026-08-19T02:16:12.628595248+10:00", "ended": "2026-08-19T02:16:14.63383878+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": 5048, "total_correct": 1248, "total_train": 210, "infer_ms": 564.363675, "train_ms": 1298.165485, "blocked_train": 1298165485, "duration": 2160934356, "avg_accuracy": 23.770484161792467, "soft_acc": 25.000397575300426, "adapt_pct": 25.00166062404231, "stability": 99.99115334044855, "consistency": 100, "throughput": 2336.026536846823, "availability": 30.300930966364035, "score": 176.9622612596884, "zero_downtime": 7.57535321060833, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 66386912, "heap_mib": 63.311492919921875, "mobile_score": 322149.9653865261, "mobile_throughput": 4252606.5310775945, "mobile_availability": 55161.16143921204, "mobile_accuracy": 45511.83487485802, "soft_acc_blocks": [ 24.983611114285715, 25.003150766666668, 25.007120325301205, 25.007071034482756, 25.008624849056602, 25.00834269512195, 25.00057496190476, 24.998498794520547, 24.986583636363637 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.721139104, "time_to_acc50_sec": 0, "acc_per_sec": 11.5692535989744, "mobile_acc_per_sec": 21061.18344062184 }, "started": "2026-08-19T02:16:15.836282093+10:00", "ended": "2026-08-19T02:16:17.997881603+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": 8264, "total_correct": 2110, "total_train": 349, "infer_ms": 441.285845, "train_ms": 1569.001381, "blocked_train": 1569001381, "duration": 2022660061, "avg_accuracy": 24.911905375796948, "soft_acc": 24.991694464963807, "adapt_pct": 25.001241225687927, "stability": 99.98502457775484, "consistency": 100, "throughput": 4085.708794741461, "availability": 21.951382831897874, "score": 224.14290491544767, "zero_downtime": 5.486022528182437, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 38332256, "heap_mib": 36.556488037109375, "mobile_score": 816079.4120299321, "mobile_throughput": 14875611.7540098, "mobile_availability": 79922.54584840329, "mobile_accuracy": 90991.98269199267, "soft_acc_blocks": [ 24.976794741935482, 24.960900545454543, 24.998517627118645, 25.00744141772152, 25.006579921875, 25.012076637499998, 24.995788408695653, 24.9891595625, 24.988289592592594, 24.981396194244606 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.864689809, "time_to_acc50_sec": 0, "acc_per_sec": 12.355855018271312, "mobile_acc_per_sec": 44986.295248746035 }, "started": "2026-08-19T02:16:20.321992536+10:00", "ended": "2026-08-19T02:16:22.345195148+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": 7496, "total_correct": 1831, "total_train": 265, "infer_ms": 642.408286, "train_ms": 1424.401587, "blocked_train": 1424401587, "duration": 2142627575, "avg_accuracy": 27.84484499023849, "soft_acc": 25.010559371810256, "adapt_pct": 25.006568500025814, "stability": 99.9843972159689, "consistency": 100, "throughput": 3498.508134340612, "availability": 31.082118117983267, "score": 271.9674313812298, "zero_downtime": 7.773811605914398, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 70887968, "heap_mib": 67.60403442382812, "mobile_score": 122710.20711187797, "mobile_throughput": 1578507.6013228663, "mobile_availability": 14024.080502445104, "mobile_accuracy": 11284.626636770789, "soft_acc_blocks": [ 25.00302436666667, 25.004265775700937, 25.00409772972973, 25.00791382142857, 25.011075465909087, 25.002665780487803, 25.061674, 25.009388577464787, 25.005559264367815, 25.007122455555553, 25.00472490526316, 25.005200319148933 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.527365255, "time_to_acc50_sec": 1.314842526, "acc_per_sec": 11.672844904840849, "mobile_acc_per_sec": 5266.723330007917 }, "started": "2026-08-19T02:16:23.766466312+10:00", "ended": "2026-08-19T02:16:25.910065394+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": 4368, "total_correct": 925, "total_train": 201, "infer_ms": 443.891479, "train_ms": 1778.391341, "blocked_train": 1778391341, "duration": 2048008645, "avg_accuracy": 19.37055274231901, "soft_acc": 24.98752376817928, "adapt_pct": 24.99339587535627, "stability": 99.97809887114698, "consistency": 100, "throughput": 2132.8034970282074, "availability": 19.974571868399725, "score": 106.45144079230407, "zero_downtime": 4.991150893208433, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 37241232, "heap_mib": 35.51600646972656, "mobile_score": 95240.97779883194, "mobile_throughput": 1908196.723293387, "mobile_availability": 17871.03811559651, "mobile_accuracy": 22356.073142271634, "soft_acc_blocks": [ 24.98724254, 24.928408, 24.992270189655173, 24.971587, 25.007149777777776, 24.99748173033708, 24.996312705882353, 25.0069417, 24.995473505882355, 24.992370532258064 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.2008878376484, "mobile_acc_per_sec": 10916.005260452226 }, "started": "2026-08-19T02:16:27.228008071+10:00", "ended": "2026-08-19T02:16:29.27654088+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": 6752, "total_correct": 1313, "total_train": 302, "infer_ms": 632.544838, "train_ms": 1680.592343, "blocked_train": 1680592343, "duration": 2058293467, "avg_accuracy": 18.798538748482255, "soft_acc": 24.988951129338595, "adapt_pct": 24.986750024441353, "stability": 99.9834867656864, "consistency": 100, "throughput": 3280.387422033245, "availability": 27.34575550450244, "score": 224.16256747510502, "zero_downtime": 6.833417478968533, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 38108328, "heap_mib": 36.342933654785156, "mobile_score": 394381.69186707336, "mobile_throughput": 5771368.3245737115, "mobile_availability": 48110.910946122734, "mobile_accuracy": 43964.453723821054, "soft_acc_blocks": [ 25.00489235135135, 24.987704114583334, 24.98546805263158, 24.99378015151515, 24.990519815789476, 24.969308038461538, 24.975891723076924, 24.973129038961037, 24.95432825, 24.999591382716048, 25.001278655172413, 25.00413175, 25.016341357142856 ], "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": 1.908702525, "time_to_acc50_sec": 0, "acc_per_sec": 12.140616258069576, "mobile_acc_per_sec": 21359.66247218383 }, "started": "2026-08-19T02:16:31.179869095+10:00", "ended": "2026-08-19T02:16:33.238678341+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": 9672, "total_correct": 2363, "total_train": 380, "infer_ms": 569.166522, "train_ms": 1702.887632, "blocked_train": 1702887632, "duration": 2202956992, "avg_accuracy": 23.14884318774296, "soft_acc": 23.08273833685325, "adapt_pct": 25.013292893668357, "stability": 93.33656947168845, "consistency": 92.3076923076923, "throughput": 4390.462471634127, "availability": 25.050746303646424, "score": 253.87402384025725, "zero_downtime": 5.782398220699641, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 37712272, "heap_mib": 35.96522521972656, "mobile_score": 864305.8715010441, "mobile_throughput": 14947186.93719554, "mobile_availability": 85284.4524548453, "mobile_accuracy": 78584.4332282605, "soft_acc_blocks": [ 24.97908443137255, 24.995349691358026, 0, 24.993569365079363, 25.03029124590164, 25.021354552845526, 25.02421571232877, 25.030532, 24.999968018867925, 24.988788, 25.005131619402984, 25.006062, 25.001251741935484 ], "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": 0.776734093, "time_to_acc50_sec": 0, "acc_per_sec": 10.478070348480617, "mobile_acc_per_sec": 35672.25030431303 }, "started": "2026-08-19T02:16:34.661306455+10:00", "ended": "2026-08-19T02:16:36.865191516+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": 7840, "total_correct": 1979, "total_train": 309, "infer_ms": 474.398871, "train_ms": 1533.103373, "blocked_train": 1533103373, "duration": 2089668804, "avg_accuracy": 25.189532743080882, "soft_acc": 25.000938712000444, "adapt_pct": 25.002616897190535, "stability": 99.98835998746826, "consistency": 100, "throughput": 3751.79070721295, "availability": 23.63129966194947, "score": 221.65754876920647, "zero_downtime": 5.908046745333155, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 89860432, "heap_mib": 85.69758605957031, "mobile_score": 1614061.0129043018, "mobile_throughput": 27319706.198656432, "mobile_availability": 172077.87273839116, "mobile_accuracy": 182051.279936629, "soft_acc_blocks": [ 24.997642390625, 24.99864177173913, 25.00382769387755, 24.992238048, 24.98527530769231, 24.985611819548875, 25.00998172857143, 25.01690695762712, 25.01832269032258 ], "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": 0.497776256, "time_to_acc50_sec": 0, "acc_per_sec": 11.964067542255583, "mobile_acc_per_sec": 87119.68116102909 }, "started": "2026-08-19T02:16:39.051582635+10:00", "ended": "2026-08-19T02:16:41.141902687+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": 5480, "total_correct": 1372, "total_train": 299, "infer_ms": 458.721916, "train_ms": 1724.842475, "blocked_train": 1724842475, "duration": 2095722545, "avg_accuracy": 24.187656574555817, "soft_acc": 22.919146031074686, "adapt_pct": 21.881061976711543, "stability": 93.08960678440455, "consistency": 91.66666666666666, "throughput": 2614.8499538139004, "availability": 21.007940864520176, "score": 125.9008583783658, "zero_downtime": 4.814840644861193, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 38573736, "heap_mib": 36.786781311035156, "mobile_score": 804979.3809448371, "mobile_throughput": 16718712.83640466, "mobile_availability": 134319.64999972627, "mobile_accuracy": 146539.4296870742, "soft_acc_blocks": [ 25.004542861111112, 24.997780846153848, 24.98951874324324, 0, 24.99829810810811, 24.99149796491228, 24.9943340326087, 24.98941410869565, 25.000009877192984, 25.030118, 25.01577042857143, 25.01846740229885 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.132069546, "time_to_acc50_sec": 0, "acc_per_sec": 10.936154733724393, "mobile_acc_per_sec": 69923.10601262067 }, "started": "2026-08-19T02:16:42.49693475+10:00", "ended": "2026-08-19T02:16:44.593568178+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": 3984, "total_correct": 1027, "total_train": 273, "infer_ms": 240.832469, "train_ms": 1812.104891, "blocked_train": 1812104891, "duration": 2061687466, "avg_accuracy": 22.24707340292963, "soft_acc": 21.875, "adapt_pct": 17.857142857142858, "stability": 91.73202715292315, "consistency": 87.5, "throughput": 1932.3976430479984, "availability": 11.731116286957729, "score": 49.58883445083553, "zero_downtime": 2.566181687772003, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 38761984, "heap_mib": 36.96630859375, "mobile_score": 361094.87272999523, "mobile_throughput": 14071290.214977069, "mobile_availability": 85423.38188689575, "mobile_accuracy": 159288.88888888888, "soft_acc_blocks": [ 25, 25, 25, 25, 25, 0, 25, 25 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.130596219, "time_to_acc50_sec": 0, "acc_per_sec": 10.610240572709579, "mobile_acc_per_sec": 77261.41401923278 }, "started": "2026-08-19T02:16:46.036827238+10:00", "ended": "2026-08-19T02:16:48.099312827+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": 12112, "total_correct": 3188, "total_train": 372, "infer_ms": 652.439471, "train_ms": 1520.555319, "blocked_train": 1520555319, "duration": 2140586950, "avg_accuracy": 26.540277978565857, "soft_acc": 25.010302240694102, "adapt_pct": 25.00951318235279, "stability": 99.98956596950347, "consistency": 100, "throughput": 5658.261160566265, "availability": 30.024898080864702, "score": 424.89681009525816, "zero_downtime": 7.5093177574846255, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 92737608, "heap_mib": 88.44147491455078, "mobile_score": 6188008.299200631, "mobile_throughput": 82404400.75974905, "mobile_availability": 437269.27125056647, "mobile_accuracy": 364238.92614358413, "soft_acc_blocks": [ 25.01283332075472, 25.021044587301585, 25.021103007751936, 25.021011646616543, 25.018762288732393, 25.010769365591397, 25.013602782051283, 25.017219544871793, 24.998432465648854, 24.992187240310077, 25.004120125, 24.99254051369863 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.512688715, "time_to_acc50_sec": 0, "acc_per_sec": 11.68385252497877, "mobile_acc_per_sec": 170158.43535044638 }, "started": "2026-08-19T02:16:49.930857963+10:00", "ended": "2026-08-19T02:16:52.072024025+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": 6872, "total_correct": 1746, "total_train": 273, "infer_ms": 614.516852, "train_ms": 1673.785963, "blocked_train": 1673785963, "duration": 2056221366, "avg_accuracy": 25.18017914020224, "soft_acc": 24.997884595712275, "adapt_pct": 24.997201589695095, "stability": 99.9925026993342, "consistency": 100, "throughput": 3342.05261827826, "availability": 26.85469982258445, "score": 224.35556392248833, "zero_downtime": 6.7131068701746095, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 37298264, "heap_mib": 35.570396423339844, "mobile_score": 2557107.1716911644, "mobile_throughput": 38091262.67677984, "mobile_availability": 306078.192621373, "mobile_accuracy": 284915.0199764521, "soft_acc_blocks": [ 24.999497388888887, 25.008823083333336, 25.008997419047617, 24.979326, 24.992582803571427, 24.998410707317074, 25.000047357142858, 24.999908861702128, 24.997560129411763, 25.001273068965517, 24.9922416625, 24.995946666666665 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.108926764, "time_to_acc50_sec": 0, "acc_per_sec": 12.157195236396682, "mobile_acc_per_sec": 138562.42556739008 }, "started": "2026-08-19T02:16:53.592269299+10:00", "ended": "2026-08-19T02:16:55.649172953+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": 3424, "total_correct": 758, "total_train": 228, "infer_ms": 346.173346, "train_ms": 1473.657886, "blocked_train": 1473657886, "duration": 2234196604, "avg_accuracy": 22.345496447153327, "soft_acc": 24.9942489277538, "adapt_pct": 24.98732585535645, "stability": 99.97894513346684, "consistency": 100, "throughput": 1532.5419409687725, "availability": 19.022277446, "score": 72.86432921914, "zero_downtime": 4.754475376581208, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 99181648, "heap_mib": 94.58699035644531, "mobile_score": 1061163.7066012353, "mobile_throughput": 22319259.69851766, "mobile_availability": 277031.99437801243, "mobile_accuracy": 364005.13282872736, "soft_acc_blocks": [ 24.981047595744677, 25.02503035, 25.00888911428571, 25.00684375, 25.000458134615386, 24.957158304347825, 24.980315245283016 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.49099317, "time_to_acc50_sec": 0, "acc_per_sec": 11.187130480372801, "mobile_acc_per_sec": 162924.3962581582 }, "started": "2026-08-19T02:16:57.03817483+10:00", "ended": "2026-08-19T02:16:59.273073827+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": 10368, "total_correct": 2394, "total_train": 403, "infer_ms": 613.282784, "train_ms": 1706.116111, "blocked_train": 1706116111, "duration": 2072203316, "avg_accuracy": 21.394588025670974, "soft_acc": 22.916430506525, "adapt_pct": 21.86098594785189, "stability": 93.09038302481493, "consistency": 91.66666666666666, "throughput": 5003.37004576051, "availability": 26.44145365948361, "score": 303.17607345114715, "zero_downtime": 6.059437352790573, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 38537576, "heap_mib": 36.752296447753906, "mobile_score": 8830643.177641947, "mobile_throughput": 145733715.25287145, "mobile_availability": 770163.1586790746, "mobile_accuracy": 667489.41763361, "soft_acc_blocks": [ 24.995390192982455, 25.003146164179103, 25.032415140740742, 25.03888729365079, 25.030371557142857, 25.00957974285714, 0, 25.007005870370367, 24.99093185321101, 24.96766932857143, 24.98299763829787, 24.938771296296295 ], "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": 0.130905857, "time_to_acc50_sec": 0, "acc_per_sec": 11.058968166676266, "mobile_acc_per_sec": 322115.79456502036 }, "started": "2026-08-19T02:17:01.286064317+10:00", "ended": "2026-08-19T02:17:03.358751642+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": 5608, "total_correct": 1271, "total_train": 259, "infer_ms": 567.41574, "train_ms": 1723.690802, "blocked_train": 1723690802, "duration": 2033442782, "avg_accuracy": 22.74665489275458, "soft_acc": 24.993224295716143, "adapt_pct": 24.994759083036964, "stability": 99.99481767940031, "consistency": 100, "throughput": 2757.884337657257, "availability": 24.766012823859327, "score": 170.70821790372906, "zero_downtime": 6.189825134172985, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38466352, "heap_mib": 36.68437194824219, "mobile_score": 77691.2067259638, "mobile_throughput": 1255143.805227125, "mobile_availability": 11271.287614058645, "mobile_accuracy": 11374.69407947259, "soft_acc_blocks": [ 24.99275087096774, 24.983209648648646, 24.991434068965518, 24.98710611111111, 24.992920294871794, 24.99784598275862, 24.993664, 25.001589785714287, 24.989017451612902, 24.997999086419753, 24.99792995180723 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 1.490901447, "time_to_acc50_sec": 0, "acc_per_sec": 12.291088058614548, "mobile_acc_per_sec": 5593.810743120576 }, "started": "2026-08-19T02:17:04.711182515+10:00", "ended": "2026-08-19T02:17:06.745146493+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": 1952, "total_correct": 536, "total_train": 133, "infer_ms": 340.382085, "train_ms": 1258.606975, "blocked_train": 1258606975, "duration": 2166219898, "avg_accuracy": 21.811090225563913, "soft_acc": 20.845260716243384, "adapt_pct": 21.441578639637186, "stability": 90.67770622617466, "consistency": 83.33333333333334, "throughput": 901.1088864072469, "availability": 21.287330446150772, "score": 39.98580149949028, "zero_downtime": 4.437399531028385, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 100465208, "heap_mib": 95.81108856201172, "mobile_score": 18041.373404961065, "mobile_throughput": 406575.36646874587, "mobile_availability": 9604.726252109722, "mobile_accuracy": 9405.26682478297, "soft_acc_blocks": [ 25.0168502, 25.032574317460316, 25.015292499999997, 25.019486179999998, 0, 24.987361099999998 ], "phase_blocks": [ "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ true, false, false, true, false, false ], "time_to_acc25_sec": 0.697947061, "time_to_acc50_sec": 0, "acc_per_sec": 9.622873806804716, "mobile_acc_per_sec": 4341.787661292626 }, "started": "2026-08-19T02:17:08.874939529+10:00", "ended": "2026-08-19T02:17:11.041887341+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": 5056, "total_correct": 1019, "total_train": 225, "infer_ms": 512.156649, "train_ms": 1734.062829, "blocked_train": 1734062829, "duration": 2063452811, "avg_accuracy": 22.406723193023566, "soft_acc": 24.978258058917252, "adapt_pct": 24.968725215810956, "stability": 99.97454284840892, "consistency": 100, "throughput": 2450.261994384906, "availability": 22.800828414862497, "score": 139.5485403799448, "zero_downtime": 5.695249761035286, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 39072864, "heap_mib": 37.262786865234375, "mobile_score": 62963.532821618326, "mobile_throughput": 1105544.7164475676, "mobile_availability": 10287.608199631179, "mobile_accuracy": 11270.052462300868, "soft_acc_blocks": [ 25.01262236363636, 24.99734904819277, 24.991532666666664, 24.917704, 24.96874392307692, 24.967961974358975, 24.97780490804598, 24.977596514285715, 25.00546119090909, 24.965804 ], "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": 0.112268735, "time_to_acc50_sec": 0, "acc_per_sec": 12.105078403422356, "mobile_acc_per_sec": 5461.744703935887 }, "started": "2026-08-19T02:17:12.467095901+10:00", "ended": "2026-08-19T02:17:14.531075949+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": 5120, "total_correct": 1345, "total_train": 260, "infer_ms": 536.272052, "train_ms": 1720.543416, "blocked_train": 1720543416, "duration": 2048306831, "avg_accuracy": 27.263614373325403, "soft_acc": 25.009147363052662, "adapt_pct": 25.008952713055976, "stability": 99.98911642325682, "consistency": 100, "throughput": 2499.6255065459964, "availability": 23.762335007179246, "score": 148.5466792338216, "zero_downtime": 5.942757378847708, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41844896, "heap_mib": 39.906402587890625, "mobile_score": 67605.24423797037, "mobile_throughput": 1137607.3416458224, "mobile_availability": 10814.5026877118, "mobile_accuracy": 11381.940844340412, "soft_acc_blocks": [ 25.007435282051283, 25.00614446551724, 25.025504333333334, 25.019010085365853, 25.011894851851853, 25.015300209302325, 25.015224891566262, 25.00543496923077, 24.983416599999998, 25.002107942307696 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.109098694, "time_to_acc50_sec": 0, "acc_per_sec": 12.209668485479293, "mobile_acc_per_sec": 5556.755790724798 }, "started": "2026-08-19T02:17:15.796069225+10:00", "ended": "2026-08-19T02:17:17.844861523+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": 6640, "total_correct": 1767, "total_train": 219, "infer_ms": 618.382704, "train_ms": 1285.30895, "blocked_train": 1285308950, "duration": 2183946753, "avg_accuracy": 26.24855118429857, "soft_acc": 24.98993816093988, "adapt_pct": 24.99040739240265, "stability": 99.99077020044689, "consistency": 100, "throughput": 3040.3671659480246, "availability": 32.48334375478645, "score": 246.80385745830057, "zero_downtime": 8.11756751692666, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 107157440, "heap_mib": 102.19329833984375, "mobile_score": 56161.58889717773, "mobile_throughput": 691852.4395401727, "mobile_availability": 7391.765334422517, "mobile_accuracy": 5686.599261511652, "soft_acc_blocks": [ 24.985984803030302, 24.99105585135135, 24.982537057471266, 24.981849311827958, 24.973477833333334, 24.98564754237288, 24.99386653846154, 25.007832208955225, 25.00237801282051, 24.990262325, 24.99442828571429 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, true, false, false, false, false ], "time_to_acc25_sec": 1.115474989, "time_to_acc50_sec": 0, "acc_per_sec": 11.442558352950778, "mobile_acc_per_sec": 2603.817722982577 }, "started": "2026-08-19T02:17:20.135301242+10:00", "ended": "2026-08-19T02:17:22.32008544+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": 5488, "total_correct": 1223, "total_train": 223, "infer_ms": 586.140278, "train_ms": 1753.491026, "blocked_train": 1753491026, "duration": 2279406652, "avg_accuracy": 23.33817505721908, "soft_acc": 24.98012980976474, "adapt_pct": 24.97751020005514, "stability": 99.98432703228544, "consistency": 100, "throughput": 2407.644110007625, "availability": 25.052677188832824, "score": 150.67497380833115, "zero_downtime": 6.25819128259176, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39070720, "heap_mib": 37.2607421875, "mobile_score": 1097181.6759447544, "mobile_throughput": 17531929.377051078, "mobile_availability": 182428.02802748312, "mobile_accuracy": 181899.75413474912, "soft_acc_blocks": [ 24.9860126, 24.97311372727273, 24.981877571428573, 24.973444513513513, 24.95970077192982, 24.96588368831169, 24.968302388888887, 24.9614634, 24.97312043661972, 24.996670194444444, 24.985252702702702, 25.00968801754386, 25.007157514285712 ], "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": 0.104257253, "time_to_acc50_sec": 0, "acc_per_sec": 10.959049271812312, "mobile_acc_per_sec": 79801.36145305463 }, "started": "2026-08-19T02:17:23.613467126+10:00", "ended": "2026-08-19T02:17:25.893862004+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": 1336, "total_correct": 324, "total_train": 105, "infer_ms": 292.954998, "train_ms": 1606.80252, "blocked_train": 1606802520, "duration": 2056960173, "avg_accuracy": 20.28607307191699, "soft_acc": 20.834376522238724, "adapt_pct": 20.837553696725877, "stability": 90.68257890874624, "consistency": 83.33333333333334, "throughput": 649.5021233451951, "availability": 15.420652121351415, "score": 20.867182948594312, "zero_downtime": 3.212796725146947, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 96400696, "heap_mib": 91.93486785888672, "mobile_score": 101300.12605326495, "mobile_throughput": 3153020.0855963486, "mobile_availability": 74859.84129073232, "mobile_accuracy": 101140.86664899533, "soft_acc_blocks": [ 24.98456296551724, 25.00098650877193, 0, 25.016097137931034, 25.005426399999997, 24.999186121212123 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.219569913, "time_to_acc50_sec": 0, "acc_per_sec": 10.128721399526446, "mobile_acc_per_sec": 49170.065602915936 }, "started": "2026-08-19T02:17:27.579826439+10:00", "ended": "2026-08-19T02:17:29.6375626+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": 2448, "total_correct": 602, "total_train": 180, "infer_ms": 468.973837, "train_ms": 1795.342377, "blocked_train": 1795342377, "duration": 2141898547, "avg_accuracy": 22.49531793419661, "soft_acc": 22.905286948883965, "adapt_pct": 21.867971530473778, "stability": 93.09378023168568, "consistency": 91.66666666666666, "throughput": 1142.9112753396905, "availability": 20.711499308285216, "score": 54.22003489436149, "zero_downtime": 4.744028347978846, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 44936472, "heap_mib": 42.854759216308594, "mobile_score": 263212.1634693981, "mobile_throughput": 5548283.951160145, "mobile_availability": 100544.35693835407, "mobile_accuracy": 111194.13966533775, "soft_acc_blocks": [ 24.987492214285712, 24.988270764705884, 24.96099640625, 24.98291175757576, 24.970158393939393, 24.963898416666666, 25.00217533333333, 0, 25.004177837837837, 24.99985327272727, 25.000877275, 25.002631714285712 ], "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": 0.1497133, "time_to_acc50_sec": 0, "acc_per_sec": 10.693917777275548, "mobile_acc_per_sec": 51913.82188529854 }, "started": "2026-08-19T02:17:31.450041986+10:00", "ended": "2026-08-19T02:17:33.592859644+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": 2928, "total_correct": 827, "total_train": 173, "infer_ms": 590.301204, "train_ms": 1656.366746, "blocked_train": 1656366746, "duration": 2181959311, "avg_accuracy": 28.71160441194397, "soft_acc": 25.003882576106456, "adapt_pct": 25.007415325385725, "stability": 99.99074120487896, "consistency": 100, "throughput": 1341.9131994070444, "availability": 26.274519294228593, "score": 88.15899985757778, "zero_downtime": 6.569649951765353, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 73348800, "heap_mib": 69.95086669921875, "mobile_score": 391700.89590957406, "mobile_throughput": 5962279.555006106, "mobile_availability": 116740.8065401061, "mobile_accuracy": 111095.21684798053, "soft_acc_blocks": [ 25.005671142857143, 25.004966657894737, 25.006746333333336, 25.00367854054054, 24.99601525925926, 24.99220848148148, 25.028975, 25.006886, 25.00066174285714, 25.00192257894737, 24.994976599999998 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false, false, false, false ], "time_to_acc25_sec": 0.273551168, "time_to_acc50_sec": 0, "acc_per_sec": 11.45937160700173, "mobile_acc_per_sec": 50915.347636370534 }, "started": "2026-08-19T02:17:35.135484528+10:00", "ended": "2026-08-19T02:17:37.318100451+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": 1496, "total_correct": 335, "total_train": 124, "infer_ms": 277.229131, "train_ms": 1766.824994, "blocked_train": 1766824994, "duration": 2007565221, "avg_accuracy": 15.939164522113831, "soft_acc": 21.424706659295392, "adapt_pct": 17.854111442176873, "stability": 91.25338845943062, "consistency": 85.71428571428571, "throughput": 745.1812695055648, "availability": 13.56270989154947, "score": 21.653259805780966, "zero_downtime": 2.905770809315714, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 56500616, "heap_mib": 53.88318634033203, "mobile_score": 126139.38085614768, "mobile_throughput": 4340995.526961484, "mobile_availability": 79008.51159578543, "mobile_accuracy": 124807.96227765181, "soft_acc_blocks": [ 24.999639, 24.999824454545454, 25.001826612903226, 24.964533, 25.015064333333335, 24.992059214285714, 0 ], "phase_blocks": [ "A", "A", "A", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, true, false, false ], "time_to_acc25_sec": 1.377881699, "time_to_acc50_sec": 0, "acc_per_sec": 10.671985365747373, "mobile_acc_per_sec": 62168.8207048551 }, "started": "2026-08-19T02:17:39.680182344+10:00", "ended": "2026-08-19T02:17:41.689880214+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": 2440, "total_correct": 642, "total_train": 167, "infer_ms": 399.018972, "train_ms": 1847.792901, "blocked_train": 1847792901, "duration": 2046937287, "avg_accuracy": 20.71361408282361, "soft_acc": 22.221139376288686, "adapt_pct": 20.831536041790635, "stability": 92.1436319491587, "consistency": 88.88888888888889, "throughput": 1192.0247950419987, "availability": 17.759340548045962, "score": 47.0412060542925, "zero_downtime": 3.946327815491044, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42051168, "heap_mib": 40.103118896484375, "mobile_score": 246631.39839792906, "mobile_throughput": 6249642.957429794, "mobile_availability": 93110.09137253922, "mobile_accuracy": 116502.76721315643, "soft_acc_blocks": [ 24.988487588235294, 25.009907714285717, 24.970182857142856, 25.005834095238097, 25.007225097560976, 24.998684926829267, 25.002642833333333, 25.007289273972603, 0 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, false, true, false ], "time_to_acc25_sec": 0.875476871, "time_to_acc50_sec": 0, "acc_per_sec": 10.855798815827955, "mobile_acc_per_sec": 56915.65049552807 }, "started": "2026-08-19T02:17:42.898402169+10:00", "ended": "2026-08-19T02:17:44.945906901+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": 2584, "total_correct": 574, "total_train": 181, "infer_ms": 412.576429, "train_ms": 1786.988901, "blocked_train": 1786988901, "duration": 2085233523, "avg_accuracy": 21.963958406761986, "soft_acc": 25.000435622424412, "adapt_pct": 24.997491947954774, "stability": 99.99019818751557, "consistency": 100, "throughput": 1239.1897461356898, "availability": 18.757180037930496, "score": 58.110275471481124, "zero_downtime": 4.689376719965057, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 37864496, "heap_mib": 36.11039733886719, "mobile_score": 564194.8167850351, "mobile_throughput": 12031339.141147936, "mobile_availability": 182114.15569863896, "mobile_accuracy": 242730.15540017872, "soft_acc_blocks": [ 25.00495525, 25.013578041666666, 24.997886615384616, 25.00321850847458, 25.005170666666668, 24.99442978181818, 25.0056235, 24.978622615384616 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false ], "time_to_acc25_sec": 0.134861478, "time_to_acc50_sec": 0, "acc_per_sec": 11.98927378956415, "mobile_acc_per_sec": 116404.30327005572 }, "started": "2026-08-19T02:17:46.204323176+10:00", "ended": "2026-08-19T02:17:48.290099406+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": 2504, "total_correct": 679, "total_train": 172, "infer_ms": 376.90776, "train_ms": 1479.947375, "blocked_train": 1479947375, "duration": 2090611696, "avg_accuracy": 26.355843596660325, "soft_acc": 25.002489344947964, "adapt_pct": 25.005380133142406, "stability": 99.97736371807389, "consistency": 100, "throughput": 1197.7355741340884, "availability": 20.29817797283362, "score": 60.785676678478985, "zero_downtime": 5.075049784876301, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 97609080, "heap_mib": 93.08727264404297, "mobile_score": 497956.26335009985, "mobile_throughput": 9811849.823306452, "mobile_availability": 166282.67395345302, "mobile_accuracy": 204820.39271381372, "soft_acc_blocks": [ 24.97355947222222, 24.991886782608695, 25.002778982456142, 25.056791, 24.996685777777778, 25.008949346153845, 24.993581370967743, 24.99568202739726 ], "phase_blocks": [ "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.880917487, "time_to_acc50_sec": 0, "acc_per_sec": 11.95941331084372, "mobile_acc_per_sec": 97971.51384243176 }, "started": "2026-08-19T02:17:50.616564009+10:00", "ended": "2026-08-19T02:17:52.707927682+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": 7400, "total_correct": 1793, "total_train": 306, "infer_ms": 613.689987, "train_ms": 1665.117021, "blocked_train": 1665117021, "duration": 2067738398, "avg_accuracy": 25.278276788972054, "soft_acc": 25.009188021411212, "adapt_pct": 25.0072054164674, "stability": 99.99310416971498, "consistency": 100, "throughput": 3578.7892739031104, "availability": 26.93031857658742, "score": 241.03339041498987, "zero_downtime": 6.73505400758378, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38315904, "heap_mib": 36.5408935546875, "mobile_score": 89752.06973998169, "mobile_throughput": 1332610.98780974, "mobile_availability": 10027.87135360928, "mobile_accuracy": 9312.512194154575, "soft_acc_blocks": [ 25.019182315789475, 25.011881974576273, 25.010378008474575, 25.022917857142858, 25.004506814814814, 25.001034457943923, 25.003205893805312, 25.009322734848485, 25.00203965671642, 25.0074105 ], "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": 0.691373382, "time_to_acc50_sec": 0, "acc_per_sec": 12.094947816223323, "mobile_acc_per_sec": 4503.718750477339 }, "started": "2026-08-19T02:17:54.129293273+10:00", "ended": "2026-08-19T02:17:56.197586982+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": 5888, "total_correct": 1502, "total_train": 278, "infer_ms": 424.336465, "train_ms": 1532.293992, "blocked_train": 1532293992, "duration": 2198482923, "avg_accuracy": 25.202778258161242, "soft_acc": 24.99685366750642, "adapt_pct": 24.99795915778155, "stability": 99.98774284853097, "consistency": 100, "throughput": 2678.2104779623983, "availability": 21.687103125779466, "score": 145.18829234467393, "zero_downtime": 5.421093433072304, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 70756560, "heap_mib": 67.47871398925781, "mobile_score": 108125.68098977898, "mobile_throughput": 1994536.3850425424, "mobile_availability": 16150.977164216853, "mobile_accuracy": 18615.838658564782, "soft_acc_blocks": [ 24.997586527559058, 24.99626975714286, 25.00319033088235, 24.977118215384618, 24.990163296875, 24.98396637142857, 25.009972222222224, 25.0165626185567 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.41862981, "time_to_acc50_sec": 0, "acc_per_sec": 11.3700467745259, "mobile_acc_per_sec": 8467.583925174198 }, "started": "2026-08-19T02:17:57.555498833+10:00", "ended": "2026-08-19T02:17:59.754463369+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": 6416, "total_correct": 1770, "total_train": 255, "infer_ms": 536.909562, "train_ms": 1503.657673, "blocked_train": 1503657673, "duration": 2130246027, "avg_accuracy": 27.422728562147153, "soft_acc": 25.004327439931586, "adapt_pct": 25.00370236276709, "stability": 99.9914500737997, "consistency": 100, "throughput": 3011.8586861234876, "availability": 26.31178001836338, "score": 198.15270180959197, "zero_downtime": 6.57908363106607, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 68965384, "heap_mib": 65.77051544189453, "mobile_score": 295139.4424043959, "mobile_throughput": 4486026.610313384, "mobile_availability": 39190.20034735142, "mobile_accuracy": 37242.809161439916, "soft_acc_blocks": [ 24.997470545454544, 25.01637054736842, 25.003516767123287, 24.995610306818183, 24.998059970149257, 24.992436666666666, 25.000052966292138, 25.01010929090909, 25.012632882978725, 25.017014455555554 ], "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": 0.358408294, "time_to_acc50_sec": 0, "acc_per_sec": 11.737765085821978, "mobile_acc_per_sec": 17482.86756055521 }, "started": "2026-08-19T02:18:01.736986962+10:00", "ended": "2026-08-19T02:18:03.868266735+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": 7128, "total_correct": 1893, "total_train": 292, "infer_ms": 502.625413, "train_ms": 1599.399813, "blocked_train": 1599399813, "duration": 2128794845, "avg_accuracy": 27.37884916076616, "soft_acc": 25.002712073596516, "adapt_pct": 24.99629365073746, "stability": 99.98825605885878, "consistency": 100, "throughput": 3348.3733844723774, "availability": 23.911483401008436, "score": 200.18315060985398, "zero_downtime": 5.978519347279963, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 61107376, "heap_mib": 58.27653503417969, "mobile_score": 298163.70359925885, "mobile_throughput": 4987249.957381403, "mobile_availability": 35615.06764019293, "mobile_accuracy": 37240.40314670958, "soft_acc_blocks": [ 25.024005250000002, 25.01042854878049, 25.018631382022473, 25.00299069827586, 24.98637387179487, 24.991678442477877, 24.992832648, 24.99371018032787, 24.998497, 25.007972714285717 ], "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": 0.231079601, "time_to_acc50_sec": 0, "acc_per_sec": 11.745007806798085, "mobile_acc_per_sec": 17493.65526423453 }, "started": "2026-08-19T02:18:05.315790181+10:00", "ended": "2026-08-19T02:18:07.445128878+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": 2080, "total_correct": 544, "total_train": 173, "infer_ms": 269.296832, "train_ms": 1585.465665, "blocked_train": 1585465665, "duration": 2033293973, "avg_accuracy": 21.456810491847495, "soft_acc": 20.837539952551932, "adapt_pct": 20.85177303162112, "stability": 90.68115005198757, "consistency": 83.33333333333334, "throughput": 1022.9706218678689, "availability": 14.51920838574083, "score": 30.94942220733112, "zero_downtime": 3.0254458481730158, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 84628576, "heap_mib": 80.70809936523438, "mobile_score": 92195.51517180238, "mobile_throughput": 3047336.4852151205, "mobile_availability": 43251.40185308686, "mobile_accuracy": 62073.13719683834, "soft_acc_blocks": [ 24.977816818181818, 24.987421956521736, 25.009363691489362, 0, 25.03551558695652, 25.015121662162162 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.56571678, "time_to_acc50_sec": 0, "acc_per_sec": 10.248168847816642, "mobile_acc_per_sec": 30528.363345932336 }, "started": "2026-08-19T02:18:09.00530123+10:00", "ended": "2026-08-19T02:18:11.039262544+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": 7016, "total_correct": 1774, "total_train": 236, "infer_ms": 640.948727, "train_ms": 1389.66069, "blocked_train": 1389660690, "duration": 2210369599, "avg_accuracy": 25.351867756207962, "soft_acc": 24.99767885829327, "adapt_pct": 24.996300802979487, "stability": 99.99273814755955, "consistency": 100, "throughput": 3174.1297940281706, "availability": 31.56435312640924, "score": 250.450128850663, "zero_downtime": 7.890355628237433, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 66251752, "heap_mib": 63.182594299316406, "mobile_score": 746068.1656525931, "mobile_throughput": 9455444.099155918, "mobile_availability": 94027.33847692527, "mobile_accuracy": 74465.8128025958, "soft_acc_blocks": [ 24.994133073170733, 25.010871030612243, 25.005286613861383, 24.989671824175826, 24.99780848888889, 24.9942739122807, 24.995675261261262, 25.004136199999998, 24.98725332038835 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.53468751, "time_to_acc50_sec": 0, "acc_per_sec": 11.309275548126678, "mobile_acc_per_sec": 33689.30374191045 }, "started": "2026-08-19T02:18:12.841025567+10:00", "ended": "2026-08-19T02:18:15.05194756+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": 5168, "total_correct": 1307, "total_train": 254, "infer_ms": 512.157235, "train_ms": 1632.158289, "blocked_train": 1632158289, "duration": 2022661166, "avg_accuracy": 22.92270380738197, "soft_acc": 22.50633593127322, "adapt_pct": 21.87348127165539, "stability": 92.49787767014274, "consistency": 90, "throughput": 2555.0497962148547, "availability": 23.884415761940826, "score": 137.3468767296806, "zero_downtime": 5.375506846604372, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 66279432, "heap_mib": 63.20899200439453, "mobile_score": 51142.98246225197, "mobile_throughput": 951407.6332087313, "mobile_availability": 8893.68790553724, "mobile_accuracy": 8380.541088590464, "soft_acc_blocks": [ 25.0239837, 25.03232230612245, 25.008673402597402, 25.002963445945948, 25.00968709375, 0, 24.989470269230768, 24.9933753, 25.00606136470588, 24.996822430379748 ], "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": 0.257585143, "time_to_acc50_sec": 0, "acc_per_sec": 11.127091531490462, "mobile_acc_per_sec": 4143.3242648168125 }, "started": "2026-08-19T02:18:16.802852948+10:00", "ended": "2026-08-19T02:18:18.826044633+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": 2088, "total_correct": 511, "total_train": 156, "infer_ms": 263.066896, "train_ms": 1500.063728, "blocked_train": 1500063728, "duration": 2179328113, "avg_accuracy": 20.43935569033494, "soft_acc": 20.831591776478508, "adapt_pct": 20.832134494840222, "stability": 90.68382483826835, "consistency": 83.33333333333334, "throughput": 958.0934543746695, "availability": 14.920442786206177, "score": 29.77913243386852, "zero_downtime": 3.1081657324655065, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 89183328, "heap_mib": 85.05184936523438, "mobile_score": 22177.332081659173, "mobile_throughput": 713518.3252942993, "mobile_availability": 11111.660664054636, "mobile_accuracy": 15513.854530264722, "soft_acc_blocks": [ 24.98793646341463, 24.99462198333333, 0, 25.015101857142856, 24.991192773584903, 25.000697581395347 ], "phase_blocks": [ "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, false, true, false ], "time_to_acc25_sec": 1.327965436, "time_to_acc50_sec": 0, "acc_per_sec": 9.558722090636614, "mobile_acc_per_sec": 7118.64103331774 }, "started": "2026-08-19T02:18:21.197135443+10:00", "ended": "2026-08-19T02:18:23.383187857+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": 5104, "total_correct": 1376, "total_train": 231, "infer_ms": 660.060073, "train_ms": 1708.547009, "blocked_train": 1708547009, "duration": 2158940690, "avg_accuracy": 27.27478714073601, "soft_acc": 25.013494749350336, "adapt_pct": 25.012372316234092, "stability": 99.98818143577684, "consistency": 100, "throughput": 2364.1223789246383, "availability": 27.86701424715237, "score": 164.7914848401607, "zero_downtime": 6.970514145512168, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 38768232, "heap_mib": 36.972267150878906, "mobile_score": 245449.4261473812, "mobile_throughput": 3521252.8233001158, "mobile_availability": 41506.651038667675, "mobile_accuracy": 37256.463452123266, "soft_acc_blocks": [ 25.03668435483871, 24.998162175675674, 25.004971772727274, 25.00541789361702, 25.027141095238097, 25.022490324675324, 25.0097908625, 25.0110000625, 25.00579420238095 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false, false ], "time_to_acc25_sec": 0.116380817, "time_to_acc50_sec": 0, "acc_per_sec": 11.586003666154596, "mobile_acc_per_sec": 17256.82582420699 }, "started": "2026-08-19T02:18:24.599928192+10:00", "ended": "2026-08-19T02:18:26.759410391+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": 8304, "total_correct": 1589, "total_train": 315, "infer_ms": 531.622134, "train_ms": 1594.938846, "blocked_train": 1594938846, "duration": 2254874814, "avg_accuracy": 20.435465812450463, "soft_acc": 24.988699163506343, "adapt_pct": 24.993528062049016, "stability": 99.9858072748477, "consistency": 100, "throughput": 3682.687814171488, "availability": 24.999148343256063, "score": 230.05610733320174, "zero_downtime": 6.246961972934938, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 48807904, "heap_mib": 46.546844482421875, "mobile_score": 685316.2295540322, "mobile_throughput": 10970392.208615573, "mobile_availability": 74470.19026471043, "mobile_accuracy": 74439.06310816144, "soft_acc_blocks": [ 24.97524094230769, 24.978453661290324, 24.978600597122302, 24.981353664516128, 25.02633411111111, 24.984207458598725, 24.988822364779875, 24.983218858064518, 24.992514454545457, 24.99824552272727 ], "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": 1.01309653, "time_to_acc50_sec": 0, "acc_per_sec": 11.082078263661135, "mobile_acc_per_sec": 33012.503685786185 }, "started": "2026-08-19T02:18:28.139621551+10:00", "ended": "2026-08-19T02:18:30.395163707+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": 5568, "total_correct": 1303, "total_train": 218, "infer_ms": 624.049143, "train_ms": 1639.958812, "blocked_train": 1639958812, "duration": 2007995166, "avg_accuracy": 21.63111259933377, "soft_acc": 25.001604043604914, "adapt_pct": 24.998246607033266, "stability": 99.98809246116853, "consistency": 100, "throughput": 2772.915041967785, "availability": 27.56391123192851, "score": 191.093220263886, "zero_downtime": 6.891419945137508, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 71810688, "heap_mib": 68.4840087890625, "mobile_score": 70554.84666599456, "mobile_throughput": 1023807.0996642296, "mobile_availability": 10177.061895750236, "mobile_accuracy": 9231.014775220798, "soft_acc_blocks": [ 25.027828454545453, 24.994252, 24.99236889552239, 24.98887895, 24.992556532608695, 24.993616918367344, 25.010376651685394, 25.007498843373497, 25.00705914634146 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.222960887, "time_to_acc50_sec": 0, "acc_per_sec": 12.451028003921456, "mobile_acc_per_sec": 4597.129978957727 }, "started": "2026-08-19T02:18:32.759124474+10:00", "ended": "2026-08-19T02:18:34.767849012+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": 6392, "total_correct": 1589, "total_train": 261, "infer_ms": 817.426705, "train_ms": 1708.915895, "blocked_train": 1708915895, "duration": 2190472030, "avg_accuracy": 24.04912397710443, "soft_acc": 25.008402861163844, "adapt_pct": 25.005830545341016, "stability": 99.9923866081105, "consistency": 100, "throughput": 2918.0924989943833, "availability": 32.35613036014988, "score": 236.1247915379755, "zero_downtime": 8.091751430749627, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 44496960, "heap_mib": 42.43560791015625, "mobile_score": 172901.38925399736, "mobile_throughput": 2136761.0057440884, "mobile_availability": 23692.64088584115, "mobile_accuracy": 18312.298211276353, "soft_acc_blocks": [ 25.012812235294117, 25.022076898876406, 25.010897975903614, 25.017194852112674, 24.994123944444443, 25.008111152941176, 25.003973879120878, 25.012906021978026, 24.99901304237288, 25.0061994375, 25.005122032258065 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, false, true, false, false, false ], "time_to_acc25_sec": 0.120811482, "time_to_acc50_sec": 0, "acc_per_sec": 11.416901251719633, "mobile_acc_per_sec": 8359.978105393273 }, "started": "2026-08-19T02:18:36.510866505+10:00", "ended": "2026-08-19T02:18:38.702177125+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": 1736, "total_correct": 354, "total_train": 152, "infer_ms": 228.522899, "train_ms": 1494.453682, "blocked_train": 1494453682, "duration": 2095917557, "avg_accuracy": 16.930494798187343, "soft_acc": 19.99039090607034, "adapt_pct": 19.990741557651994, "stability": 90.00479204221205, "consistency": 80, "throughput": 828.2768538304678, "availability": 13.26326205010676, "score": 21.960749707663503, "zero_downtime": 2.6513779307128202, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 71086304, "heap_mib": 67.79318237304688, "mobile_score": 31631.202040471107, "mobile_throughput": 1193009.9317062316, "mobile_availability": 19103.761356391136, "mobile_accuracy": 28793.192492752212, "soft_acc_blocks": [ 25.006925095238095, 24.96817554098361, 0, 25.004212111111112, 24.97264178301887 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.447064431, "time_to_acc50_sec": 0, "acc_per_sec": 9.537775395461482, "mobile_acc_per_sec": 13737.75051246074 }, "started": "2026-08-19T02:18:40.496420919+10:00", "ended": "2026-08-19T02:18:42.593093213+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": 8680, "total_correct": 1928, "total_train": 350, "infer_ms": 604.505118, "train_ms": 1657.301608, "blocked_train": 1657301608, "duration": 2080849386, "avg_accuracy": 22.945859671706643, "soft_acc": 24.994622861600924, "adapt_pct": 24.988693218084034, "stability": 99.98761515009777, "consistency": 100, "throughput": 4171.373506607075, "availability": 26.726647818802185, "score": 278.6571285676249, "zero_downtime": 6.680224825857896, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 38698320, "heap_mib": 36.90559387207031, "mobile_score": 777109.513949271, "mobile_throughput": 11632984.43102133, "mobile_availability": 74534.36559374553, "mobile_accuracy": 69704.15335565439, "soft_acc_blocks": [ 24.996853041666668, 25.01195438095238, 24.992475448717947, 25.004865451612904, 25.001360559523807, 25.004130801724138, 24.9646, 24.990982852941176, 24.992342338129497, 24.986663740740738 ], "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": 0.749425273, "time_to_acc50_sec": 0, "acc_per_sec": 12.011740508354563, "mobile_acc_per_sec": 33497.93301938403 }, "started": "2026-08-19T02:18:43.926304868+10:00", "ended": "2026-08-19T02:18:46.007685138+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": 6856, "total_correct": 1769, "total_train": 316, "infer_ms": 505.223897, "train_ms": 1720.023385, "blocked_train": 1720023385, "duration": 2390189385, "avg_accuracy": 26.010721926415602, "soft_acc": 25.0050306612912, "adapt_pct": 25.0086510622111, "stability": 99.99101819164015, "consistency": 100, "throughput": 2868.3919538032756, "availability": 22.704168704608716, "score": 162.84389898263186, "zero_downtime": 5.677184345978691, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 41285848, "heap_mib": 39.373252868652344, "mobile_score": 970194.3421568874, "mobile_throughput": 17089357.734950133, "mobile_availability": 135267.30911138517, "mobile_accuracy": 148975.42631076183, "soft_acc_blocks": [ 25.001177886363635, 25.010063632653065, 24.99543808045977, 25.01206915286624, 25.0075876013986, 25.008119642857142, 25.021961083333334, 24.997330503267975, 24.991528368421054 ], "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": 0.12063539, "time_to_acc50_sec": 0, "acc_per_sec": 10.461526947703016, "mobile_acc_per_sec": 62327.87545860589 }, "started": "2026-08-19T02:18:47.947172332+10:00", "ended": "2026-08-19T02:18:50.337904163+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": 3880, "total_correct": 981, "total_train": 200, "infer_ms": 483.23208, "train_ms": 1577.215152, "blocked_train": 1577215152, "duration": 2055103972, "avg_accuracy": 26.002711002772475, "soft_acc": 25.005059944831263, "adapt_pct": 25.004574204915194, "stability": 99.98848025473075, "consistency": 100, "throughput": 1887.9823370805104, "availability": 23.45277629512232, "score": 110.71847314171484, "zero_downtime": 5.864380771322512, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 79169144, "heap_mib": 75.50157928466797, "mobile_score": 580483.6684652339, "mobile_throughput": 9898464.835432667, "mobile_availability": 122960.0917821709, "mobile_accuracy": 131098.52868355694, "soft_acc_blocks": [ 25.009943038461536, 24.99825283870968, 25.011305250000003, 25.0229625, 25.012384670731706, 24.992411027027025, 24.988160288888885 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.323841816, "time_to_acc50_sec": 0, "acc_per_sec": 12.167296781824946, "mobile_acc_per_sec": 63791.67695149437 }, "started": "2026-08-19T02:18:52.440438289+10:00", "ended": "2026-08-19T02:18:54.496119499+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": 9672, "total_correct": 2425, "total_train": 271, "infer_ms": 658.087199, "train_ms": 1625.219955, "blocked_train": 1625219955, "duration": 2010181627, "avg_accuracy": 24.643320043970537, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4811.505522729563, "availability": 28.82166763447193, "score": 346.68903249384397, "zero_downtime": 7.205416908617982, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 41519984, "heap_mib": 39.59654235839844, "mobile_score": 2065510.2212287781, "mobile_throughput": 28666075.085236788, "mobile_availability": 171714.25546297748, "mobile_accuracy": 148945.45454545456, "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": 0.9168374, "time_to_acc50_sec": 0, "acc_per_sec": 12.43668714518601, "mobile_acc_per_sec": 74095.52079517367 }, "started": "2026-08-19T02:18:56.054898154+10:00", "ended": "2026-08-19T02:18:58.065877852+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": 4968, "total_correct": 1297, "total_train": 275, "infer_ms": 321.286827, "train_ms": 1782.360551, "blocked_train": 1782360551, "duration": 2163505517, "avg_accuracy": 20.412502676249204, "soft_acc": 18.737459604574717, "adapt_pct": 21.402271135438514, "stability": 89.18187350062294, "consistency": 75, "throughput": 2296.273321682498, "availability": 15.272846122407497, "score": 65.71344960129282, "zero_downtime": 2.861743372654961, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 40408552, "heap_mib": 38.536598205566406, "mobile_score": 783017.5696491502, "mobile_throughput": 27361557.892688036, "mobile_availability": 181985.6806323814, "mobile_accuracy": 223268.75502643792, "soft_acc_blocks": [ 25.02837984090909, 0, 25.009024830508476, 24.942371804195805, 24.951571311258277, 24.944600952380956, 0, 25.02372809734513 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.128083597, "time_to_acc50_sec": 0, "acc_per_sec": 8.660694163866427, "mobile_acc_per_sec": 103197.68231330003 }, "started": "2026-08-19T02:18:59.708047912+10:00", "ended": "2026-08-19T02:19:01.87208473+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": 5936, "total_correct": 1553, "total_train": 241, "infer_ms": 673.774177, "train_ms": 1683.535572, "blocked_train": 1683535572, "duration": 2157566694, "avg_accuracy": 27.342153834172716, "soft_acc": 25.00661420076613, "adapt_pct": 25.006787511057325, "stability": 99.99025936948085, "consistency": 100, "throughput": 2751.2475125369174, "availability": 28.582335320414444, "score": 196.64470952475133, "zero_downtime": 7.147474323145352, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 38719400, "heap_mib": 36.925697326660156, "mobile_score": 1841043.9547734433, "mobile_throughput": 25757965.283088487, "mobile_availability": 267595.9896512401, "mobile_accuracy": 234119.066894487, "soft_acc_blocks": [ 24.988260333333333, 25.01749531914894, 25.012873777777777, 24.998602337209302, 25.016926872093023, 25.00489009638554, 25.01424889772727, 25.015713951219514, 24.996309869047618, 25.00082055371901 ], "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": 0.12911474, "time_to_acc50_sec": 0, "acc_per_sec": 11.590192910516874, "mobile_acc_per_sec": 108510.6975119477 }, "started": "2026-08-19T02:19:04.047605787+10:00", "ended": "2026-08-19T02:19:06.205704771+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": 9616, "total_correct": 2304, "total_train": 310, "infer_ms": 605.454178, "train_ms": 1656.429565, "blocked_train": 1656429565, "duration": 2073313487, "avg_accuracy": 25.203216396446464, "soft_acc": 24.995062597517403, "adapt_pct": 24.989105710299164, "stability": 99.98377140306145, "consistency": 100, "throughput": 4637.986517858406, "availability": 26.767696610125906, "score": 310.30924300873545, "zero_downtime": 6.690602523614514, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 39544360, "heap_mib": 37.712440490722656, "mobile_score": 3697532.099967361, "mobile_throughput": 55264560.806248814, "mobile_availability": 318954.13909840205, "mobile_accuracy": 297832.07679834554, "soft_acc_blocks": [ 25.011996705882353, 25.014140284210526, 25.00074901298701, 24.990851229885056, 24.969595557575754, 24.979384054644807, 24.96832912, 25.00669472222222, 25.001938849056607, 25.006946438709676 ], "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": 0.129308855, "time_to_acc50_sec": 0, "acc_per_sec": 12.055611828235506, "mobile_acc_per_sec": 143650.28668640766 }, "started": "2026-08-19T02:19:08.037551166+10:00", "ended": "2026-08-19T02:19:10.111445588+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": 3512, "total_correct": 806, "total_train": 203, "infer_ms": 267.931756, "train_ms": 1358.609962, "blocked_train": 1358609962, "duration": 2155579275, "avg_accuracy": 23.458114311132807, "soft_acc": 24.97884804639862, "adapt_pct": 24.99102425326887, "stability": 99.97534896436102, "consistency": 100, "throughput": 1629.260422352131, "availability": 16.472479803927172, "score": 67.03813097912952, "zero_downtime": 4.11463569969667, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 102027008, "heap_mib": 97.300537109375, "mobile_score": 1597603.9824902662, "mobile_throughput": 38827349.468825184, "mobile_availability": 392560.1587018804, "mobile_accuracy": 595277.7402068292, "soft_acc_blocks": [ 24.952455772727273, 24.960217210144926, 24.97395152830189, 25.027860333333333, 24.9886769338843, 24.969926499999996 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 1.477052235, "time_to_acc50_sec": 0, "acc_per_sec": 11.58799786957435, "mobile_acc_per_sec": 276156.73759288166 }, "started": "2026-08-19T02:19:12.077054999+10:00", "ended": "2026-08-19T02:19:14.23328771+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": 3168, "total_correct": 846, "total_train": 205, "infer_ms": 457.439002, "train_ms": 1822.083943, "blocked_train": 1822083943, "duration": 2088549343, "avg_accuracy": 23.435819753985005, "soft_acc": 21.88358631911143, "adapt_pct": 20.83996759565227, "stability": 91.72877435023388, "consistency": 87.5, "throughput": 1516.8423052191208, "availability": 20.067312899980482, "score": 66.61133713787642, "zero_downtime": 4.391447740393412, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38940080, "heap_mib": 37.13615417480469, "mobile_score": 24803.639719703802, "mobile_throughput": 564816.9165615926, "mobile_availability": 7472.337603483641, "mobile_accuracy": 8148.651778461856, "soft_acc_blocks": [ 25.01354784, 25.016537442857143, 25.013327091954025, 0, 25.01176639215686, 25.01792025675676, 25.01452739583333, 24.981064133333334 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.122023515, "time_to_acc50_sec": 0, "acc_per_sec": 10.477888105663698, "mobile_acc_per_sec": 3901.584516436228 }, "started": "2026-08-19T02:19:15.642379542+10:00", "ended": "2026-08-19T02:19:17.731611331+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": 3296, "total_correct": 733, "total_train": 193, "infer_ms": 409.860726, "train_ms": 1504.36117, "blocked_train": 1504361170, "duration": 2088305604, "avg_accuracy": 21.699229023872686, "soft_acc": 25.002790546934268, "adapt_pct": 25.00041146399389, "stability": 99.99200419089128, "consistency": 100, "throughput": 1578.3130561383105, "availability": 21.411348749925697, "score": 84.49395852549294, "zero_downtime": 5.353434681217551, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 68542896, "heap_mib": 65.36759948730469, "mobile_score": 31196.59755451665, "mobile_throughput": 582739.856039889, "mobile_availability": 7905.43184042327, "mobile_accuracy": 9231.452852303573, "soft_acc_blocks": [ 25.0079155, 25.003253244186045, 25.0097096025641, 24.998970688311687, 25.009781214285713, 24.987113032258065 ], "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": 11.972764186928968, "mobile_acc_per_sec": 4420.546894391982 }, "started": "2026-08-19T02:19:19.292879869+10:00", "ended": "2026-08-19T02:19:21.381896148+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": 3608, "total_correct": 1057, "total_train": 245, "infer_ms": 421.321412, "train_ms": 1805.271258, "blocked_train": 1805271258, "duration": 2137125511, "avg_accuracy": 26.89182385953729, "soft_acc": 22.234366315355793, "adapt_pct": 21.884517214835235, "stability": 92.13895995714583, "consistency": 88.88888888888889, "throughput": 1688.248996808686, "availability": 18.922249124263935, "score": 71.02872398820995, "zero_downtime": 4.207242185393047, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42366784, "heap_mib": 40.40411376953125, "mobile_score": 26225.00538192297, "mobile_throughput": 623330.0634076283, "mobile_availability": 6986.4141893395, "mobile_accuracy": 8209.303835736097, "soft_acc_blocks": [ 25.028272, 25.00631797849462, 25.024221333333333, 24.998027616666665, 0, 25.013582666666665, 25.012069525641024, 25.014601881578947, 25.012203835820895 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false, false ], "time_to_acc25_sec": 0.116293794, "time_to_acc50_sec": 0, "acc_per_sec": 10.403865472997854, "mobile_acc_per_sec": 3841.282972610633 }, "started": "2026-08-19T02:19:23.608397617+10:00", "ended": "2026-08-19T02:19:25.746118335+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": 4520, "total_correct": 1218, "total_train": 200, "infer_ms": 553.668377, "train_ms": 1600.962133, "blocked_train": 1600962133, "duration": 2240780191, "avg_accuracy": 26.371123097228164, "soft_acc": 25.008217403619987, "adapt_pct": 25.005432140368555, "stability": 99.99393731594924, "consistency": 100, "throughput": 2017.154568821338, "availability": 25.69667395083902, "score": 129.628002382702, "zero_downtime": 6.426280087125208, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 35687648, "heap_mib": 34.034393310546875, "mobile_score": 48268.754341777036, "mobile_throughput": 751115.0103538363, "mobile_availability": 9568.506954785147, "mobile_accuracy": 9312.150771384315, "soft_acc_blocks": [ 25.0233895, 25.00396215, 25.01052074390244, 25.009312682539683, 25.003568, 25.00592632051282, 25.00194074390244, 25.009805406976742, 25.005531084745765 ], "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": 0.312141451, "time_to_acc50_sec": 0, "acc_per_sec": 11.160495573847202, "mobile_acc_per_sec": 4155.762715498013 }, "started": "2026-08-19T02:19:27.599730121+10:00", "ended": "2026-08-19T02:19:29.841126092+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": 2024, "total_correct": 452, "total_train": 140, "infer_ms": 249.08877, "train_ms": 1372.433442, "blocked_train": 1372433442, "duration": 2016129615, "avg_accuracy": 18.81103785991141, "soft_acc": 20.002556828564508, "adapt_pct": 16.66708802703373, "stability": 89.99872023617121, "consistency": 80, "throughput": 1003.9037098316717, "availability": 15.361415844730963, "score": 30.846707692675764, "zero_downtime": 3.0726759340144234, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 131570936, "heap_mib": 125.47582244873047, "mobile_score": 5743.096123145451, "mobile_throughput": 186908.61797593304, "mobile_availability": 2860.016331819001, "mobile_accuracy": 3724.112398627283, "soft_acc_blocks": [ 25.00378881395349, 25.007500214285713, 25.00796228125, 0, 24.993532833333333 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.574861448, "time_to_acc50_sec": 0, "acc_per_sec": 9.921265319325467, "mobile_acc_per_sec": 1847.1592158162325 }, "started": "2026-08-19T02:19:31.326960519+10:00", "ended": "2026-08-19T02:19:33.343579663+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": 4368, "total_correct": 1116, "total_train": 208, "infer_ms": 627.470389, "train_ms": 1792.17268, "blocked_train": 1792172680, "duration": 2313678158, "avg_accuracy": 23.230203445681518, "soft_acc": 24.990410078058886, "adapt_pct": 24.990128269042764, "stability": 99.96701138953708, "consistency": 100, "throughput": 1887.9030278678888, "availability": 25.93235328958347, "score": 122.34747062022495, "zero_downtime": 6.480601429957903, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 39413640, "heap_mib": 37.58777618408203, "mobile_score": 728923.9849606421, "mobile_throughput": 11247782.984940905, "mobile_availability": 154500.24592601295, "mobile_accuracy": 148888.31953415155, "soft_acc_blocks": [ 24.955144166666667, 25.015219015151516, 25.01447942857143, 25.001813225352112, 24.994763233333334, 24.905031, 25.00176798214286, 25.00379084375, 24.995837941176468, 25.016253944444443 ], "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": 0.759306281, "time_to_acc50_sec": 0, "acc_per_sec": 10.801160909804848, "mobile_acc_per_sec": 64351.35285317914 }, "started": "2026-08-19T02:19:35.360545322+10:00", "ended": "2026-08-19T02:19:37.675069831+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": 1984, "total_correct": 601, "total_train": 148, "infer_ms": 470.0083, "train_ms": 1668.950586, "blocked_train": 1668950586, "duration": 2185639148, "avg_accuracy": 30.821835929734178, "soft_acc": 25.011410845785424, "adapt_pct": 25.007764320565993, "stability": 99.99137783387793, "consistency": 100, "throughput": 907.7436235599492, "availability": 21.973694916546425, "score": 49.88896423874156, "zero_downtime": 5.4959311135768925, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 68838920, "heap_mib": 65.64990997314453, "mobile_score": 198152.91880910101, "mobile_throughput": 3605447.64324999, "mobile_availability": 87276.8527303507, "mobile_accuracy": 99342.29219329658, "soft_acc_blocks": [ 25.023634, 25.024301428571427, 25.012876000000002, 25.002223916666665, 25.008952388888886, 25.01099890625, 24.99778754054054, 25.010512585365852 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.289388976, "time_to_acc50_sec": 0, "acc_per_sec": 11.443522536038243, "mobile_acc_per_sec": 45452.28441950317 }, "started": "2026-08-19T02:19:39.442775252+10:00", "ended": "2026-08-19T02:19:41.629096585+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": 1136, "total_correct": 299, "total_train": 114, "infer_ms": 356.685798, "train_ms": 1665.917118, "blocked_train": 1665917118, "duration": 2140778000, "avg_accuracy": 23.960099557064204, "soft_acc": 21.433602169417593, "adapt_pct": 21.43299003527304, "stability": 91.24976506438247, "consistency": 85.71428571428571, "throughput": 530.64820359701, "availability": 17.634988814581536, "score": 20.057511615298555, "zero_downtime": 3.779813345138698, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 68445704, "heap_mib": 65.27490997314453, "mobile_score": 79666.00492243674, "mobile_throughput": 2107670.3436929486, "mobile_availability": 70044.0379971161, "mobile_accuracy": 85131.66980454251, "soft_acc_blocks": [ 25.01275428, 25.008735464285714, 24.987281636363637, 25.009239, 25.00821327586207, 25.008991529411762, 0 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.295965988, "time_to_acc50_sec": 0, "acc_per_sec": 10.012062049132414, "mobile_acc_per_sec": 39766.69687587526 }, "started": "2026-08-19T02:19:43.807038577+10:00", "ended": "2026-08-19T02:19:45.949148864+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": 2056, "total_correct": 615, "total_train": 159, "infer_ms": 402.208522, "train_ms": 1829.658533, "blocked_train": 1829658533, "duration": 2011132065, "avg_accuracy": 30.282774097542244, "soft_acc": 25.00363325789779, "adapt_pct": 24.990382080806878, "stability": 99.97399883403732, "consistency": 100, "throughput": 1022.309790481114, "availability": 18.02116846964256, "score": 46.064736035916, "zero_downtime": 4.505946872937337, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 37781776, "heap_mib": 36.03150939941406, "mobile_score": 167716.58560276616, "mobile_throughput": 3722116.357165016, "mobile_availability": 65613.07204591639, "mobile_accuracy": 91035.45051053276, "soft_acc_blocks": [ 25.013361857142858, 25.003068785714284, 25.01077093548387, 25.018399975, 25.019562114285712, 25.02996544, 24.940428, 24.993508955555555 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.128530426, "time_to_acc50_sec": 0, "acc_per_sec": 12.432616282659582, "mobile_acc_per_sec": 45265.774483354355 }, "started": "2026-08-19T02:19:47.326198978+10:00", "ended": "2026-08-19T02:19:49.338021666+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": 1264, "total_correct": 276, "total_train": 120, "infer_ms": 350.736344, "train_ms": 1730.666609, "blocked_train": 1730666609, "duration": 2033656325, "avg_accuracy": 20.808697123611736, "soft_acc": 24.988218855763197, "adapt_pct": 24.991073507278355, "stability": 99.9900411579635, "consistency": 100, "throughput": 621.540613554751, "availability": 16.850958316094978, "score": 26.17154838074974, "zero_downtime": 4.210754343319241, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 61316848, "heap_mib": 58.47630310058594, "mobile_score": 124740.261431332, "mobile_throughput": 2962420.7745399387, "mobile_availability": 80315.95666935276, "mobile_accuracy": 119100.21170409431, "soft_acc_blocks": [ 24.97958859090909, 24.970526914893618, 24.990951085714283, 24.998412727272726, 24.9967165, 24.993117315789476 ], "phase_blocks": [ "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.287336138648303, "mobile_acc_per_sec": 58564.57172236038 }, "started": "2026-08-19T02:19:50.384914132+10:00", "ended": "2026-08-19T02:19:52.419192851+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": 2120, "total_correct": 596, "total_train": 139, "infer_ms": 408.435428, "train_ms": 1618.221865, "blocked_train": 1618221865, "duration": 2080375457, "avg_accuracy": 24.711826457967845, "soft_acc": 21.875622421822566, "adapt_pct": 21.872396793413476, "stability": 91.73178106049562, "consistency": 87.5, "throughput": 1019.0468229504785, "availability": 20.15315709324517, "score": 44.9259891927553, "zero_downtime": 4.408628551795065, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 51964392, "heap_mib": 49.557106018066406, "mobile_score": 193066.86083517454, "mobile_throughput": 4379295.251730003, "mobile_availability": 86607.03627953544, "mobile_accuracy": 94009.23219911892, "soft_acc_blocks": [ 25.0034018, 0, 24.99453109375, 24.986277452380953, 24.97759677272727, 25.0070931, 25.016522692307692, 25.019556463414634 ], "phase_blocks": [ "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.981853511, "time_to_acc50_sec": 0, "acc_per_sec": 10.515228079727613, "mobile_acc_per_sec": 45188.58933987075 }, "started": "2026-08-19T02:19:54.271728555+10:00", "ended": "2026-08-19T02:19:56.353118279+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": 3000, "total_correct": 641, "total_train": 188, "infer_ms": 494.237186, "train_ms": 1678.577198, "blocked_train": 1678577198, "duration": 2222912412, "avg_accuracy": 21.341602978910867, "soft_acc": 24.98534349947169, "adapt_pct": 24.98521941766315, "stability": 99.9939653138052, "consistency": 100, "throughput": 1349.580839895009, "availability": 22.74640621119894, "score": 76.70029230535269, "zero_downtime": 5.683267725653219, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 66132192, "heap_mib": 63.068572998046875, "mobile_score": 609288.528063466, "mobile_throughput": 10720743.021013249, "mobile_availability": 180691.93666147077, "mobile_accuracy": 198477.51170683352, "soft_acc_blocks": [ 24.97578944117647, 24.9913395, 24.98654501818182, 24.97503157894737, 24.991309727272725, 24.986190529411765, 24.9821183877551, 24.9883336875, 24.991433625 ], "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": 11.239913621694102, "mobile_acc_per_sec": 89287.1489831933 }, "started": "2026-08-19T02:19:57.943906328+10:00", "ended": "2026-08-19T02:20:00.167415197+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": 824, "total_correct": 218, "total_train": 101, "infer_ms": 183.244426, "train_ms": 1348.475957, "blocked_train": 1348475957, "duration": 2073815860, "avg_accuracy": 16.97097879631613, "soft_acc": 18.743728556061257, "adapt_pct": 16.659313584993217, "stability": 89.17830110425585, "consistency": 75, "throughput": 397.33518095478354, "availability": 11.963307927070916, "score": 8.909724754834151, "zero_downtime": 2.242369964175931, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 69399104, "heap_mib": 66.18414306640625, "mobile_score": 59887.97143926266, "mobile_throughput": 2670744.453236174, "mobile_availability": 80413.06136497637, "mobile_accuracy": 125988.61483590056, "soft_acc_blocks": [ 24.99406506896552, 24.99988186956522, 0, 24.980967285714286 ], "phase_blocks": [ "B", "B", "A2", "A2" ], "switch_blocks": [ true, false, true, false ], "time_to_acc25_sec": 1.099771064, "time_to_acc50_sec": 0, "acc_per_sec": 9.038280069890707, "mobile_acc_per_sec": 60752.07411901101 }, "started": "2026-08-19T02:20:01.588703892+10:00", "ended": "2026-08-19T02:20:03.663172354+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": 29792, "total_correct": 10560, "total_train": 792, "infer_ms": 852.067448, "train_ms": 1497.150496, "blocked_train": 1497150496, "duration": 2023566444, "avg_accuracy": 34.4239113421733, "soft_acc": 25.706666033170134, "adapt_pct": 25.70431678104406, "stability": 99.77024187147299, "consistency": 100, "throughput": 14722.521263551847, "availability": 36.27025964858712, "score": 1372.7094083854838, "zero_downtime": 9.323874517225958, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 36503776, "heap_mib": 34.812713623046875, "mobile_score": 1874205.9122489805, "mobile_throughput": 20101149.031836122, "mobile_availability": 49520.99450687095, "mobile_accuracy": 35098.16802395495, "soft_acc_blocks": [ 25.401405236842105, 25.591557740170938, 26.0440632402746, 25.466726903614457, 25.643133187062936, 25.86440208056872, 25.609598638190956, 26.032441238636363 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.108369243, "time_to_acc50_sec": 0, "acc_per_sec": 12.703643168916935, "mobile_acc_per_sec": 17344.707473294588 }, "started": "2026-08-19T02:20:05.368782503+10:00", "ended": "2026-08-19T02:20:07.392757852+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": 40224, "total_correct": 13878, "total_train": 714, "infer_ms": 741.714284, "train_ms": 1221.578271, "blocked_train": 1221578271, "duration": 2151306259, "avg_accuracy": 34.05379991268155, "soft_acc": 25.499469468287145, "adapt_pct": 25.59235561243158, "stability": 99.70704963534564, "consistency": 100, "throughput": 18697.477326495333, "availability": 37.779101342336624, "score": 1801.2159460724379, "zero_downtime": 9.633470412182387, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 68757920, "heap_mib": 65.57266235351562, "mobile_score": 4918520.34340847, "mobile_throughput": 51056578.08621659, "mobile_availability": 103162.13273214054, "mobile_accuracy": 69630.5512947361, "soft_acc_blocks": [ 24.971810942857143, 25.393573909677418, 25.560676842857145, 25.166463668076112, 25.884065174603176, 25.516118393258427, 25.692238864, 25.810807950967742 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.363218806, "time_to_acc50_sec": 0, "acc_per_sec": 11.853016910823362, "mobile_acc_per_sec": 32366.63817782166 }, "started": "2026-08-19T02:20:08.772735022+10:00", "ended": "2026-08-19T02:20:10.924598414+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": 11168, "total_correct": 3853, "total_train": 634, "infer_ms": 370.496749, "train_ms": 1264.946293, "blocked_train": 1264946293, "duration": 2262510763, "avg_accuracy": 33.710507199830346, "soft_acc": 25.480078498045856, "adapt_pct": 25.67019671078858, "stability": 99.5783974721716, "consistency": 100, "throughput": 4936.1091149867825, "availability": 22.65421292489134, "score": 284.9275810841997, "zero_downtime": 5.772311236376763, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 102398552, "heap_mib": 97.65486907958984, "mobile_score": 1556084.496161176, "mobile_throughput": 26957737.246647816, "mobile_availability": 123722.2081871399, "mobile_accuracy": 139155.20203732778, "soft_acc_blocks": [ 24.792064785714288, 25.27121345403377, 25.25751229310345, 25.619569339285714, 25.983401433673468, 25.956709682464457 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 0.693908654, "time_to_acc50_sec": 0, "acc_per_sec": 11.261859574210503, "mobile_acc_per_sec": 61504.769087954955 }, "started": "2026-08-19T02:20:12.774254271+10:00", "ended": "2026-08-19T02:20:15.037162221+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": 23584, "total_correct": 8152, "total_train": 768, "infer_ms": 555.607705, "train_ms": 1589.605961, "blocked_train": 1589605961, "duration": 2150461019, "avg_accuracy": 29.05062043362171, "soft_acc": 22.04848317639643, "adapt_pct": 25.263023076225416, "stability": 91.66495410611941, "consistency": 87.5, "throughput": 10966.950710395555, "availability": 25.89987719199995, "score": 626.2710175731409, "zero_downtime": 5.710530065385445, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 37577440, "heap_mib": 35.836639404296875, "mobile_score": 3420274.7839727798, "mobile_throughput": 59894173.47970692, "mobile_availability": 141447.86263790904, "mobile_accuracy": 120414.11612069304, "soft_acc_blocks": [ 24.797697528, 0, 25.186447569343066, 25.298015565765763, 25.292943001567398, 25.250993650406503, 25.233844014285715, 25.327924081803005 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.781632705, "time_to_acc50_sec": 0, "acc_per_sec": 10.25290994888591, "mobile_acc_per_sec": 55994.55886751558 }, "started": "2026-08-19T02:20:16.488981157+10:00", "ended": "2026-08-19T02:20:18.639823581+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": 17992, "total_correct": 5764, "total_train": 629, "infer_ms": 554.027638, "train_ms": 1609.026219, "blocked_train": 1609026219, "duration": 2098590045, "avg_accuracy": 31.10757609237364, "soft_acc": 25.294264876492917, "adapt_pct": 25.353603398314178, "stability": 99.88838410406288, "consistency": 100, "throughput": 8573.375273015745, "availability": 25.61321514057891, "score": 555.4410759770088, "zero_downtime": 6.478674481044017, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 37813128, "heap_mib": 36.06140899658203, "mobile_score": 6066897.725871542, "mobile_throughput": 93644120.31539331, "mobile_availability": 279764.6112421632, "mobile_accuracy": 276280.82382430666, "soft_acc_blocks": [ 25.231361910958906, 25.089481021621623, 25.425601576271184, 25.329521410305343, 25.31931893548387, 25.234043903846153, 25.43052537696335 ], "phase_blocks": [ "A", "A", "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, false, false, true, false, true ], "time_to_acc25_sec": 0.120363738, "time_to_acc50_sec": 0, "acc_per_sec": 12.052980493621334, "mobile_acc_per_sec": 131650.6882716613 }, "started": "2026-08-19T02:20:20.20692237+10:00", "ended": "2026-08-19T02:20:22.306124913+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": 24432, "total_correct": 8016, "total_train": 661, "infer_ms": 789.202476, "train_ms": 1314.781241, "blocked_train": 1314781241, "duration": 2133371665, "avg_accuracy": 32.61988204018584, "soft_acc": 25.55353615373192, "adapt_pct": 25.48988161398515, "stability": 99.89551082554235, "consistency": 100, "throughput": 11452.294225535241, "availability": 37.509913675819575, "score": 1097.7149248743328, "zero_downtime": 9.585109352384189, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 57825440, "heap_mib": 55.146636962890625, "mobile_score": 11989974.219427379, "mobile_throughput": 125089592.39411293, "mobile_availability": 409708.2837764186, "mobile_accuracy": 279112.7575618292, "soft_acc_blocks": [ 25.697783970238095, 25.680764124197, 25.467618360655738, 25.627531336956523, 25.488305387867648, 25.37943016247582, 25.50654938314176, 25.58030650432277 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false ], "time_to_acc25_sec": 0.418098797, "time_to_acc50_sec": 0, "acc_per_sec": 11.978004851644975, "mobile_acc_per_sec": 130831.75432623418 }, "started": "2026-08-19T02:20:24.255722565+10:00", "ended": "2026-08-19T02:20:26.389594957+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": 23744, "total_correct": 8191, "total_train": 604, "infer_ms": 764.963689, "train_ms": 1351.444224, "blocked_train": 1351444224, "duration": 2271733063, "avg_accuracy": 29.219320505319544, "soft_acc": 22.657825151461818, "adapt_pct": 25.635063710471243, "stability": 91.97948418917919, "consistency": 88.88888888888889, "throughput": 10451.932221580735, "availability": 36.14443530952722, "score": 855.9654788527907, "zero_downtime": 8.189542954415904, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 58415208, "heap_mib": 55.709083557128906, "mobile_score": 1168678.2004603436, "mobile_throughput": 14270371.459864898, "mobile_availability": 49349.20234260783, "mobile_accuracy": 30935.4839401292, "soft_acc_blocks": [ 24.553850981132076, 0, 25.36653401098901, 25.210867450765864, 25.54878988646288, 25.713934301745635, 25.86144913483146, 25.751351694989108, 25.913648902240325 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false, false, false ], "time_to_acc25_sec": 0.760348459, "time_to_acc50_sec": 0, "acc_per_sec": 9.97380613087543, "mobile_acc_per_sec": 13617.569970688586 }, "started": "2026-08-19T02:20:27.706148865+10:00", "ended": "2026-08-19T02:20:29.978362708+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": 9688, "total_correct": 3072, "total_train": 500, "infer_ms": 563.622337, "train_ms": 1372.456658, "blocked_train": 1372456658, "duration": 2265684758, "avg_accuracy": 31.19870925926165, "soft_acc": 25.272766487422018, "adapt_pct": 25.42222743564759, "stability": 99.6265137342887, "consistency": 100, "throughput": 4275.969975872522, "availability": 29.111536174690023, "score": 314.59553531192876, "zero_downtime": 7.3572905583307975, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 92260040, "heap_mib": 87.98603057861328, "mobile_score": 859055.5417584401, "mobile_throughput": 11676248.680782566, "mobile_availability": 79493.90144768689, "mobile_accuracy": 69011.50102165372, "soft_acc_blocks": [ 24.72537898969072, 25.193378228, 24.897583705357142, 25.442483855555555, 25.601888259136214, 25.775885886792455 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 0.725876121, "time_to_acc50_sec": 0, "acc_per_sec": 11.154582030084, "mobile_acc_per_sec": 30459.445330149378 }, "started": "2026-08-19T02:20:31.366101764+10:00", "ended": "2026-08-19T02:20:33.632312979+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": 22080, "total_correct": 7850, "total_train": 606, "infer_ms": 734.38619, "train_ms": 1432.082625, "blocked_train": 1432082625, "duration": 2152460538, "avg_accuracy": 34.65807176089362, "soft_acc": 25.558455272400053, "adapt_pct": 25.55906988336443, "stability": 99.85997113882244, "consistency": 100, "throughput": 10258.02778271422, "availability": 33.89784265138384, "score": 888.7314158424012, "zero_downtime": 8.663764952362488, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 39184800, "heap_mib": 37.369537353515625, "mobile_score": 4853658.505720634, "mobile_throughput": 56022509.06399659, "mobile_availability": 185127.41800009095, "mobile_accuracy": 139583.2437276675, "soft_acc_blocks": [ 25.529839271929823, 25.40377225820569, 25.70797139549839, 25.364687661417324, 25.463257068817207, 25.734606607296136, 25.528360046620048, 25.73514786941581 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.123660292, "time_to_acc50_sec": 0, "acc_per_sec": 11.874064504870404, "mobile_acc_per_sec": 64848.2242825989 }, "started": "2026-08-19T02:20:35.661787281+10:00", "ended": "2026-08-19T02:20:37.814812504+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": 39320, "total_correct": 13196, "total_train": 588, "infer_ms": 739.284154, "train_ms": 1264.541839, "blocked_train": 1264541839, "duration": 2152084089, "avg_accuracy": 33.25950012829457, "soft_acc": 25.503793582987804, "adapt_pct": 25.63987945821375, "stability": 99.72894245590291, "consistency": 100, "throughput": 18270.661541980295, "availability": 36.893630314336384, "score": 1719.1368473870266, "zero_downtime": 9.409275320638965, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 68412160, "heap_mib": 65.242919921875, "mobile_score": 18777558.738392696, "mobile_throughput": 199564345.80253676, "mobile_availability": 402976.82604672486, "mobile_accuracy": 278569.4360424481, "soft_acc_blocks": [ 25.214406318181815, 25.294453850574712, 25.69242274108322, 25.09676016198126, 25.389976793911007, 25.870218964071857, 25.7798714893617, 25.692238344736843 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.270927647, "time_to_acc50_sec": 0, "acc_per_sec": 11.85074213100964, "mobile_acc_per_sec": 129441.7060496413 }, "started": "2026-08-19T02:20:39.173353225+10:00", "ended": "2026-08-19T02:20:41.326335853+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": 9896, "total_correct": 3362, "total_train": 579, "infer_ms": 382.760738, "train_ms": 1633.318934, "blocked_train": 1633318934, "duration": 2156408563, "avg_accuracy": 33.31941618405219, "soft_acc": 25.407366330817368, "adapt_pct": 25.545132061129753, "stability": 99.75531774969146, "consistency": 100, "throughput": 4589.1118083081, "availability": 18.98539741836155, "score": 221.36450313018156, "zero_downtime": 4.823689471444663, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 37921760, "heap_mib": 36.165008544921875, "mobile_score": 299120.4964358676, "mobile_throughput": 6201072.813799581, "mobile_availability": 25654.16505587098, "mobile_accuracy": 34331.90020322571, "soft_acc_blocks": [ 25.233316646551724, 25.227776725, 25.270340425675673, 25.425076434250762, 25.355974377880184, 25.93171337554585 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.104476811, "time_to_acc50_sec": 0, "acc_per_sec": 11.782259988557358, "mobile_acc_per_sec": 15920.869909486495 }, "started": "2026-08-19T02:20:42.986104966+10:00", "ended": "2026-08-19T02:20:45.142924569+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": 15280, "total_correct": 5205, "total_train": 802, "infer_ms": 555.781198, "train_ms": 1620.948141, "blocked_train": 1620948141, "duration": 2157213413, "avg_accuracy": 28.977722265950902, "soft_acc": 22.248951693342093, "adapt_pct": 21.32020766980389, "stability": 91.58683927384556, "consistency": 87.5, "throughput": 7083.21203081635, "availability": 25.532857394908298, "score": 402.38262085202666, "zero_downtime": 5.680793107723072, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 36936288, "heap_mib": 35.225189208984375, "mobile_score": 1076348.875108507, "mobile_throughput": 18947158.516391035, "mobile_availability": 68298.83029521267, "mobile_accuracy": 59514.58359897418, "soft_acc_blocks": [ 25.087719693430657, 24.98264783448276, 25.68882925783972, 25.44525637037037, 25.446197527237356, 25.577197565130263, 25.763765298245612, 0 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true, false ], "time_to_acc25_sec": 0.108341903, "time_to_acc50_sec": 0, "acc_per_sec": 10.313746224301866, "mobile_acc_per_sec": 27588.639696157024 }, "started": "2026-08-19T02:20:46.577153087+10:00", "ended": "2026-08-19T02:20:48.734776499+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": 22216, "total_correct": 7443, "total_train": 532, "infer_ms": 890.67916, "train_ms": 1425.640059, "blocked_train": 1425640059, "duration": 2292215815, "avg_accuracy": 32.24886444016837, "soft_acc": 25.35583254640962, "adapt_pct": 25.53831133700937, "stability": 99.6778170163826, "consistency": 100, "throughput": 9691.93208362887, "availability": 38.45234942982183, "score": 944.954978309984, "zero_downtime": 9.749913331585917, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 67526368, "heap_mib": 64.39816284179688, "mobile_score": 4954285.556681849, "mobile_throughput": 50813636.88261613, "mobile_availability": 201601.05377862428, "mobile_accuracy": 132937.58734092006, "soft_acc_blocks": [ 24.731923304054057, 25.067347835766423, 25.45976927482679, 25.44420315145631, 25.391464806841046, 25.69629856513026, 25.699820886792455 ], "phase_blocks": [ "A", "A", "B", "B", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, false, false, true ], "time_to_acc25_sec": 0.522670515, "time_to_acc50_sec": 0, "acc_per_sec": 11.061712592891093, "mobile_acc_per_sec": 57995.231719016854 }, "started": "2026-08-19T02:20:49.860320197+10:00", "ended": "2026-08-19T02:20:52.152974448+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": 17560, "total_correct": 6003, "total_train": 864, "infer_ms": 438.382141, "train_ms": 1480.142088, "blocked_train": 1480142088, "duration": 2083216628, "avg_accuracy": 31.59586468139584, "soft_acc": 25.542257620668213, "adapt_pct": 25.73051476629441, "stability": 99.65765014789564, "consistency": 100, "throughput": 8429.27219569025, "availability": 22.849966363390656, "score": 491.96581271248704, "zero_downtime": 5.836397274773273, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 88355896, "heap_mib": 84.26274871826172, "mobile_score": 4960226.384911623, "mobile_throughput": 84987812.71027018, "mobile_availability": 230383.90701402616, "mobile_accuracy": 257528.83006586338, "soft_acc_blocks": [ 24.85838688741722, 25.444301492307694, 25.53758347719298, 25.829957971631206, 25.888486555837563, 25.69482933962264 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 0.326421125, "time_to_acc50_sec": 0, "acc_per_sec": 12.260970499832345, "mobile_acc_per_sec": 123620.76348877116 }, "started": "2026-08-19T02:20:54.099368995+10:00", "ended": "2026-08-19T02:20:56.183041715+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": 35464, "total_correct": 10741, "total_train": 671, "infer_ms": 685.876991, "train_ms": 1436.407967, "blocked_train": 1436407967, "duration": 2117071270, "avg_accuracy": 26.469366239461223, "soft_acc": 22.26312719199066, "adapt_pct": 21.688818401921704, "stability": 91.58331263728408, "consistency": 87.5, "throughput": 16751.443611059916, "availability": 32.317855734432435, "score": 1205.2605597352544, "zero_downtime": 7.19496532788074, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 37459048, "heap_mib": 35.723731994628906, "mobile_score": 26329318.680936545, "mobile_throughput": 365940869.4981409, "mobile_availability": 705994.3311372547, "mobile_accuracy": 486345.43455143325, "soft_acc_blocks": [ 25.376422656084657, 25.594825991891895, 25.779580530779754, 25.46262226227209, 0, 25.088134532163743, 25.379405924119244, 25.424025638613863 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.141614354, "time_to_acc50_sec": 0, "acc_per_sec": 10.516002700273129, "mobile_acc_per_sec": 229725.58432169992 }, "started": "2026-08-19T02:20:57.598418744+10:00", "ended": "2026-08-19T02:20:59.715963815+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": 13424, "total_correct": 4061, "total_train": 699, "infer_ms": 672.526398, "train_ms": 1610.699591, "blocked_train": 1610699591, "duration": 2155243817, "avg_accuracy": 30.253240159532044, "soft_acc": 25.17971591834149, "adapt_pct": 25.14818325827786, "stability": 99.88571876888923, "consistency": 100, "throughput": 6228.529642036318, "availability": 29.45509560770859, "score": 461.951943286788, "zero_downtime": 7.416709397496905, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 38367968, "heap_mib": 36.590545654296875, "mobile_score": 8649852.15864084, "mobile_throughput": 116626548.17728348, "mobile_availability": 551534.04164194, "mobile_accuracy": 471479.38926412223, "soft_acc_blocks": [ 24.98921384962406, 25.34127239906103, 25.283781342541438, 25.187139546255505, 25.109476708333332, 25.167411664233576 ], "phase_blocks": [ "A", "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, true, false ], "time_to_acc25_sec": 0.132536831, "time_to_acc50_sec": 0, "acc_per_sec": 11.683001115572386, "mobile_acc_per_sec": 218759.18888861482 }, "started": "2026-08-19T02:21:01.193839615+10:00", "ended": "2026-08-19T02:21:03.34949166+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": 14168, "total_correct": 3622, "total_train": 558, "infer_ms": 434.666109, "train_ms": 1266.169802, "blocked_train": 1266169802, "duration": 2252731182, "avg_accuracy": 25.92142100290827, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 6289.254622658303, "availability": 25.556028432186604, "score": 401.8209248847915, "zero_downtime": 6.389007108046651, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 131166720, "heap_mib": 125.09033203125, "mobile_score": 8777912.044416565, "mobile_throughput": 137390863.65017816, "mobile_availability": 558279.9597772604, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, true, false, false ], "time_to_acc25_sec": 0.570508397, "time_to_acc50_sec": 0, "acc_per_sec": 11.097640144442233, "mobile_acc_per_sec": 242431.64816872205 }, "started": "2026-08-19T02:21:05.372497035+10:00", "ended": "2026-08-19T02:21:07.625984672+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": 31184, "total_correct": 6484, "total_train": 680, "infer_ms": 710.866309, "train_ms": 1464.997731, "blocked_train": 1464997731, "duration": 2068355039, "avg_accuracy": 21.703600392148978, "soft_acc": 24.887770661176734, "adapt_pct": 24.877971926631147, "stability": 99.83627905247047, "consistency": 100, "throughput": 15076.715269868133, "availability": 32.67052977262311, "score": 1225.8826714517545, "zero_downtime": 8.130966523601906, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 38545520, "heap_mib": 36.75987243652344, "mobile_score": 53559631.170841455, "mobile_throughput": 658711741.284052, "mobile_availability": 1427397.2261190854, "mobile_accuracy": 1087363.292033919, "soft_acc_blocks": [ 24.95503433149171, 24.906949469553453, 25.020400785714287, 24.955715756338027, 24.965234452544706, 24.91542073259494, 24.495639099999998 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.130704285, "time_to_acc50_sec": 0, "acc_per_sec": 12.032639557476251, "mobile_acc_per_sec": 525714.0440258424 }, "started": "2026-08-19T02:21:09.056787973+10:00", "ended": "2026-08-19T02:21:11.126383946+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": 16784, "total_correct": 4415, "total_train": 582, "infer_ms": 675.488055, "train_ms": 1500.494034, "blocked_train": 1500494034, "duration": 2177789553, "avg_accuracy": 25.979588135494048, "soft_acc": 25.223157737194352, "adapt_pct": 25.291169661733694, "stability": 99.7990367130043, "consistency": 100, "throughput": 7706.897104396202, "availability": 31.042905105456498, "score": 603.4501142514196, "zero_downtime": 7.830000920956851, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 63361832, "heap_mib": 60.426551818847656, "mobile_score": 19773853.343790516, "mobile_throughput": 252539604.31685475, "mobile_availability": 1017213.9144955985, "mobile_accuracy": 826512.4327323845, "soft_acc_blocks": [ 25.04858008108108, 25.25173833018868, 25.0214700206422, 25.05071110612245, 25.15342253275109, 25.485232221311477, 25.550949868263473 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.569717101, "time_to_acc50_sec": 0, "acc_per_sec": 11.581999602509045, "mobile_acc_per_sec": 379518.9629750164 }, "started": "2026-08-19T02:21:12.277144207+10:00", "ended": "2026-08-19T02:21:14.455366675+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": 35472, "total_correct": 8327, "total_train": 572, "infer_ms": 791.335456, "train_ms": 1252.436735, "blocked_train": 1252436735, "duration": 2222706092, "avg_accuracy": 23.651677832218052, "soft_acc": 24.89698739244634, "adapt_pct": 24.843824671136076, "stability": 99.79372004457413, "consistency": 100, "throughput": 15958.925081310299, "availability": 38.71935724953799, "score": 1538.4329557976826, "zero_downtime": 9.639953492853731, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 73207560, "heap_mib": 69.81616973876953, "mobile_score": 67215161.46077128, "mobile_throughput": 697256076.0858345, "mobile_availability": 1691674.531137148, "mobile_accuracy": 1087765.9771675756, "soft_acc_blocks": [ 25.055844583333332, 25.11483074064171, 24.780156063800277, 24.672530088691797, 24.573409662840746, 24.954711603667135, 25.127429004149377 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.383543041, "time_to_acc50_sec": 0, "acc_per_sec": 11.201205360463979, "mobile_acc_per_sec": 489388.1296689115 }, "started": "2026-08-19T02:21:16.748066817+10:00", "ended": "2026-08-19T02:21:18.971245823+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": 32760, "total_correct": 7939, "total_train": 626, "infer_ms": 714.665316, "train_ms": 1309.561361, "blocked_train": 1309561361, "duration": 2202885275, "avg_accuracy": 24.16076611264734, "soft_acc": 24.79954321339937, "adapt_pct": 24.792511727875933, "stability": 99.77880406342273, "consistency": 100, "throughput": 14871.405411704884, "availability": 35.30559715076811, "score": 1302.08476105841, "zero_downtime": 8.755626822153435, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 68481784, "heap_mib": 65.30931854248047, "mobile_score": 113777902.53429861, "mobile_throughput": 1299483233.4153216, "mobile_availability": 3085050.1531636515, "mobile_accuracy": 2167017.152044455, "soft_acc_blocks": [ 24.934005072, 24.720975744680853, 24.83311126666667, 24.495333005405406, 24.580554457599998, 24.813248690140846, 25.219574257301808 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.175380874, "time_to_acc50_sec": 0, "acc_per_sec": 11.257755224406488, "mobile_acc_per_sec": 983717.6618489381 }, "started": "2026-08-19T02:21:20.474653033+10:00", "ended": "2026-08-19T02:21:22.677938463+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": 3216, "total_correct": 867, "total_train": 514, "infer_ms": 163.372351, "train_ms": 1637.446303, "blocked_train": 1637446303, "duration": 2125970050, "avg_accuracy": 14.748275213699936, "soft_acc": 15.029285995457556, "adapt_pct": 12.692200225862635, "stability": 87.72435850462546, "consistency": 60, "throughput": 1512.72121636897, "availability": 9.072115653462129, "score": 20.62556361502058, "zero_downtime": 1.3634742073974966, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 67523024, "heap_mib": 64.39497375488281, "mobile_score": 28160.76952237477, "mobile_throughput": 2065368.7007491004, "mobile_availability": 12386.46190552696, "mobile_accuracy": 20519.98514579805, "soft_acc_blocks": [ 24.60112868235294, 24.93740123469388, 0, 25.60790006024096, 0 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.419566641, "time_to_acc50_sec": 0, "acc_per_sec": 7.069378044840075, "mobile_acc_per_sec": 9652.057490554982 }, "started": "2026-08-19T02:21:24.118435974+10:00", "ended": "2026-08-19T02:21:26.244996074+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": 21912, "total_correct": 7125, "total_train": 469, "infer_ms": 784.941699, "train_ms": 1354.738208, "blocked_train": 1354738208, "duration": 2204227267, "avg_accuracy": 31.230235161141493, "soft_acc": 25.420013769893494, "adapt_pct": 25.51345126194897, "stability": 99.77981484860781, "consistency": 100, "throughput": 9940.898712237917, "availability": 36.68500584746577, "score": 927.0219615821876, "zero_downtime": 9.325333537912032, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 62484592, "heap_mib": 59.58995056152344, "mobile_score": 1252645.5932835103, "mobile_throughput": 13432716.247530393, "mobile_availability": 49570.89779834055, "mobile_accuracy": 34348.99015306681, "soft_acc_blocks": [ 24.979268941666664, 25.246003697674418, 25.626192075789476, 25.276284689361702, 25.503299443089432, 25.4617836, 25.623729789625358, 25.643547921940925 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.446061291, "time_to_acc50_sec": 0, "acc_per_sec": 11.532392394587639, "mobile_acc_per_sec": 15583.234391168979 }, "started": "2026-08-19T02:21:28.550187871+10:00", "ended": "2026-08-19T02:21:30.754853991+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": 18920, "total_correct": 6503, "total_train": 627, "infer_ms": 754.406148, "train_ms": 1548.300071, "blocked_train": 1548300071, "duration": 2020006849, "avg_accuracy": 32.84163776832475, "soft_acc": 25.479095358140434, "adapt_pct": 25.581121608665693, "stability": 99.83906489378434, "consistency": 100, "throughput": 9366.304876325694, "availability": 32.76171930988302, "score": 781.8419688852358, "zero_downtime": 8.347389703931402, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 37629384, "heap_mib": 35.88617706298828, "mobile_score": 1056470.0056260375, "mobile_throughput": 12656291.884018159, "mobile_availability": 44269.526529742136, "mobile_accuracy": 34428.82460600189, "soft_acc_blocks": [ 25.31698287037037, 25.239700175166295, 25.61353344600939, 25.360496469026547, 25.51967590985325, 25.60483476155718, 25.698443875 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.106378165, "time_to_acc50_sec": 0, "acc_per_sec": 12.613370776813852, "mobile_acc_per_sec": 17043.914788232425 }, "started": "2026-08-19T02:21:32.311407722+10:00", "ended": "2026-08-19T02:21:34.331848424+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": 5632, "total_correct": 1745, "total_train": 696, "infer_ms": 465.642125, "train_ms": 1652.154753, "blocked_train": 1652154753, "duration": 2249731990, "avg_accuracy": 31.016059058851738, "soft_acc": 25.52923154311779, "adapt_pct": 25.60492126828223, "stability": 99.7485625993038, "consistency": 100, "throughput": 2503.4093061013905, "availability": 21.98710036062297, "score": 140.51981306518246, "zero_downtime": 5.613137760681124, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 39047032, "heap_mib": 37.23815155029297, "mobile_score": 191856.38477166244, "mobile_throughput": 3417988.1725970986, "mobile_availability": 30019.721025703897, "mobile_accuracy": 34855.910800203485, "soft_acc_blocks": [ 25.02102502173913, 25.738764, 25.596751595959596, 25.420071708333335, 25.736572440366974, 25.662204492307694 ], "phase_blocks": [ "A", "A", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false, false ], "time_to_acc25_sec": 0.610923604, "time_to_acc50_sec": 0, "acc_per_sec": 11.34767681510267, "mobile_acc_per_sec": 15493.361411553511 }, "started": "2026-08-19T02:21:36.556266788+10:00", "ended": "2026-08-19T02:21:38.80651565+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": 18056, "total_correct": 6243, "total_train": 622, "infer_ms": 710.800327, "train_ms": 1404.047766, "blocked_train": 1404047766, "duration": 2078658196, "avg_accuracy": 32.959669677436956, "soft_acc": 25.480060275759257, "adapt_pct": 25.604665813231946, "stability": 99.72828980900337, "consistency": 100, "throughput": 8686.37279315353, "availability": 33.60999446497834, "score": 743.887662682917, "zero_downtime": 8.563846848355832, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 68659184, "heap_mib": 65.47850036621094, "mobile_score": 507827.3110582047, "mobile_throughput": 5929897.160126143, "mobile_availability": 22944.42288809188, "mobile_accuracy": 17394.38781491832, "soft_acc_blocks": [ 24.8474226, 25.429953507526882, 25.655498633333334, 25.5318966510989, 25.66860664345404, 25.544949056603773, 25.682094838297875 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.496235467, "time_to_acc50_sec": 0, "acc_per_sec": 12.257936550025878, "mobile_acc_per_sec": 8368.084684817666 }, "started": "2026-08-19T02:21:40.109395115+10:00", "ended": "2026-08-19T02:21:42.188502736+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": 10984, "total_correct": 2947, "total_train": 542, "infer_ms": 484.202924, "train_ms": 1600.120031, "blocked_train": 1600120031, "duration": 2079392314, "avg_accuracy": 25.9488946644092, "soft_acc": 25.130193056940726, "adapt_pct": 25.11929981210979, "stability": 99.81753020535629, "consistency": 100, "throughput": 5282.312493918355, "availability": 23.23070533951875, "score": 308.3772356667763, "zero_downtime": 5.837921100310099, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39308880, "heap_mib": 37.48786926269531, "mobile_score": 6736603.505552617, "mobile_throughput": 115393877.20047778, "mobile_availability": 507482.50171023357, "mobile_accuracy": 548977.4440598892, "soft_acc_blocks": [ 24.837653528735633, 25.348700082758622, 25.366362722610724, 25.107447865030675, 25.04569598564593, 25.075298156862747 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.514821505, "time_to_acc50_sec": 0, "acc_per_sec": 12.085354402700137, "mobile_acc_per_sec": 264008.59537845204 }, "started": "2026-08-19T02:21:43.712723457+10:00", "ended": "2026-08-19T02:21:45.79260827+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": 6392, "total_correct": 2153, "total_train": 329, "infer_ms": 403.197799, "train_ms": 1347.182475, "blocked_train": 1347182475, "duration": 2094270715, "avg_accuracy": 25.472200439305702, "soft_acc": 20.24375322753766, "adapt_pct": 21.233867136539374, "stability": 89.87512718204562, "consistency": 80, "throughput": 3052.136456962299, "availability": 23.034868764751625, "score": 142.32484625961087, "zero_downtime": 4.663121989023471, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 69131552, "heap_mib": 65.92898559570312, "mobile_score": 2072755.8054377462, "mobile_throughput": 44449958.85410693, "mobile_availability": 335469.59097039164, "mobile_accuracy": 294821.0247822018, "soft_acc_blocks": [ 24.96366983333333, 25.106989789473683, 0, 25.53647852702703, 25.611627987854252 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.88166159, "time_to_acc50_sec": 0, "acc_per_sec": 9.666254263378582, "mobile_acc_per_sec": 140775.03097883973 }, "started": "2026-08-19T02:21:47.887658823+10:00", "ended": "2026-08-19T02:21:49.982607088+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": 10296, "total_correct": 3317, "total_train": 478, "infer_ms": 708.992239, "train_ms": 1693.369079, "blocked_train": 1693369079, "duration": 2131135559, "avg_accuracy": 31.14400857080138, "soft_acc": 25.351757830818457, "adapt_pct": 25.45928746126488, "stability": 99.81322662765444, "consistency": 100, "throughput": 4831.227162682803, "availability": 29.512306649619468, "score": 361.4670300782223, "zero_downtime": 7.48188851210006, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 38591960, "heap_mib": 36.804161071777344, "mobile_score": 5264245.174045862, "mobile_throughput": 70359845.18524005, "mobile_availability": 429804.11746432475, "mobile_accuracy": 369211.73360011517, "soft_acc_blocks": [ 25.073908721311476, 25.0978619140625, 25.596189415384618, 25.300615772727273, 25.43280599591837, 25.46519058723404, 25.49573240909091 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.32892572, "time_to_acc50_sec": 0, "acc_per_sec": 11.8958917107621, "mobile_acc_per_sec": 173246.47981255667 }, "started": "2026-08-19T02:21:51.406423178+10:00", "ended": "2026-08-19T02:21:53.538017016+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": 6872, "total_correct": 2287, "total_train": 411, "infer_ms": 468.4302, "train_ms": 1671.211659, "blocked_train": 1671211659, "duration": 2479362009, "avg_accuracy": 34.21314054983737, "soft_acc": 25.38459303679959, "adapt_pct": 25.675919583383415, "stability": 99.6303298911409, "consistency": 100, "throughput": 2771.680769107082, "availability": 21.892925586103892, "score": 154.03422033718851, "zero_downtime": 5.557430063881844, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 59785024, "heap_mib": 57.01544189453125, "mobile_score": 2018957.3328035972, "mobile_throughput": 36328974.17684035, "mobile_availability": 286954.9542421809, "mobile_accuracy": 332720.9378519396, "soft_acc_blocks": [ 24.771637439393942, 24.980693633858266, 25.51307378030303, 25.704708817567568, 25.686699786516854, 25.650744763157896 ], "phase_blocks": [ "A", "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, true, false ], "time_to_acc25_sec": 0.187265161, "time_to_acc50_sec": 0, "acc_per_sec": 10.23835686142418, "mobile_acc_per_sec": 134196.19105405902 }, "started": "2026-08-19T02:21:55.004214961+10:00", "ended": "2026-08-19T02:21:57.484027854+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": 12024, "total_correct": 4073, "total_train": 517, "infer_ms": 708.276598, "train_ms": 1676.550759, "blocked_train": 1676550759, "duration": 2177097779, "avg_accuracy": 33.609657801198765, "soft_acc": 25.310731253266102, "adapt_pct": 25.284958207270297, "stability": 99.78878265877, "consistency": 100, "throughput": 5522.948999343038, "availability": 29.699281833590607, "score": 415.1658979686994, "zero_downtime": 7.517105409050199, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 39116408, "heap_mib": 37.30431365966797, "mobile_score": 7255549.943807116, "mobile_throughput": 96520529.49891876, "mobile_availability": 519032.56913231843, "mobile_accuracy": 442337.0889104126, "soft_acc_blocks": [ 24.9296394, 25.391036046263345, 25.63858410483871, 25.294558911764707, 25.186832945392492, 25.295172646209387, 25.18315876859504, 25.566867203065133 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.319798302, "time_to_acc50_sec": 0, "acc_per_sec": 11.625904677966282, "mobile_acc_per_sec": 203177.4103933862 }, "started": "2026-08-19T02:21:59.488158601+10:00", "ended": "2026-08-19T02:22:01.665931326+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": 12376, "total_correct": 4210, "total_train": 389, "infer_ms": 647.75825, "train_ms": 1398.706079, "blocked_train": 1398706079, "duration": 2279311383, "avg_accuracy": 33.72836723300798, "soft_acc": 25.283197974729205, "adapt_pct": 25.35872476331188, "stability": 99.80009198725593, "consistency": 100, "throughput": 5429.710083626604, "availability": 31.652555132320607, "score": 434.52765371009053, "zero_downtime": 8.00277817816493, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 82737568, "heap_mib": 78.90469360351562, "mobile_score": 6700518.662010469, "mobile_throughput": 83727407.06836544, "mobile_availability": 488089.8478004149, "mobile_accuracy": 389872.8617580831, "soft_acc_blocks": [ 24.917212402985076, 25.15198461433447, 25.278748428104574, 25.440962524822698, 25.59224489036545, 25.239159774086378, 25.362073188405798 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.375268343, "time_to_acc50_sec": 0, "acc_per_sec": 11.092472122633717, "mobile_acc_per_sec": 171048.53012445255 }, "started": "2026-08-19T02:22:03.073668469+10:00", "ended": "2026-08-19T02:22:05.44439744+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": 1960, "total_correct": 595, "total_train": 355, "infer_ms": 111.564562, "train_ms": 1383.079875, "blocked_train": 1383079875, "duration": 2144242685, "avg_accuracy": 26.545546361775664, "soft_acc": 25.17510440141849, "adapt_pct": 25.22920856205357, "stability": 99.89139777821669, "consistency": 100, "throughput": 914.0756378515989, "availability": 7.4642877756216475, "score": 17.176781419481596, "zero_downtime": 1.8791422403350677, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 69291512, "heap_mib": 66.08153533935547, "mobile_score": 500310.0209365093, "mobile_throughput": 26624382.667663284, "mobile_availability": 217413.13940584013, "mobile_accuracy": 733278.0631339387, "soft_acc_blocks": [ 25.086991838709675, 25.260233, 25.049784285714285, 25.30340848125 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.961689176, "time_to_acc50_sec": 0, "acc_per_sec": 11.740790619238368, "mobile_acc_per_sec": 341975.312898847 }, "started": "2026-08-19T02:22:07.295615174+10:00", "ended": "2026-08-19T02:22:09.440419055+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": 11712, "total_correct": 3025, "total_train": 447, "infer_ms": 557.440986, "train_ms": 1372.265269, "blocked_train": 1372265269, "duration": 2199321693, "avg_accuracy": 25.526826866907005, "soft_acc": 25.2170582809914, "adapt_pct": 25.240877042822316, "stability": 99.90698759186189, "consistency": 100, "throughput": 5325.278260691443, "availability": 28.887349282080237, "score": 387.92200926429695, "zero_downtime": 7.284539704295724, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 56854032, "heap_mib": 54.22023010253906, "mobile_score": 9244675.199689077, "mobile_throughput": 126908158.57915434, "mobile_availability": 688422.2991092402, "mobile_accuracy": 600954.5932738372, "soft_acc_blocks": [ 25.251362924050632, 25.03169842985075, 25.289467646153845, 25.30384676100629, 25.255202230769232, 25.170771694117647 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.846209788, "time_to_acc50_sec": 0, "acc_per_sec": 11.465834380323825, "mobile_acc_per_sec": 273245.42616323713 }, "started": "2026-08-19T02:22:11.088240223+10:00", "ended": "2026-08-19T02:22:13.288106549+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": 3592, "total_correct": 876, "total_train": 321, "infer_ms": 285.510537, "train_ms": 1782.987322, "blocked_train": 1782987322, "duration": 2385079682, "avg_accuracy": 21.67048464657579, "soft_acc": 24.976828358214032, "adapt_pct": 24.967973494264967, "stability": 99.91796236116505, "consistency": 100, "throughput": 1506.0293486664318, "availability": 13.802795867433382, "score": 51.92037132005989, "zero_downtime": 3.447500632443495, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37152648, "heap_mib": 35.43152618408203, "mobile_score": 23629.537880773925, "mobile_throughput": 685410.6902375227, "mobile_availability": 6281.805763667459, "mobile_accuracy": 11367.232106138297, "soft_acc_blocks": [ 24.985793085714285, 25.052103, 24.93675344512195, 24.842222833333334, 25.067269426900587 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.813599317, "time_to_acc50_sec": 0, "acc_per_sec": 10.472114850800207, "mobile_acc_per_sec": 4765.97582543085 }, "started": "2026-08-19T02:22:14.974299169+10:00", "ended": "2026-08-19T02:22:17.359891246+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": 6336, "total_correct": 1579, "total_train": 277, "infer_ms": 365.033475, "train_ms": 1410.98372, "blocked_train": 1410983720, "duration": 2030159145, "avg_accuracy": 21.738357843137255, "soft_acc": 25.015715884215687, "adapt_pct": 25.03660500888889, "stability": 99.96823861796172, "consistency": 100, "throughput": 3120.9375952642376, "availability": 20.553487659222807, "score": 160.46619222399065, "zero_downtime": 5.1416020771285105, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 99840608, "heap_mib": 95.21542358398438, "mobile_score": 146059.89407765903, "mobile_throughput": 2840746.7533782925, "mobile_availability": 18708.241211594803, "mobile_accuracy": 22769.860502610547, "soft_acc_blocks": [ 24.992404529411765, 24.993174555555555, 25.00297562777778, 25.01250454166667, 25.077520166666666 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.807726481, "time_to_acc50_sec": 0, "acc_per_sec": 12.322046744870185, "mobile_acc_per_sec": 11215.80077044184 }, "started": "2026-08-19T02:22:19.04906454+10:00", "ended": "2026-08-19T02:22:21.079707642+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": 7080, "total_correct": 1665, "total_train": 282, "infer_ms": 564.998806, "train_ms": 1518.262565, "blocked_train": 1518262565, "duration": 2231860783, "avg_accuracy": 23.871202791174674, "soft_acc": 24.99874333881211, "adapt_pct": 25.00336328043006, "stability": 99.99213940838476, "consistency": 100, "throughput": 3172.240873592159, "availability": 27.120879495249852, "score": 215.07409460235093, "zero_downtime": 6.779879056246032, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 68557560, "heap_mib": 65.38158416748047, "mobile_score": 391530.4406627686, "mobile_throughput": 5774888.274770437, "mobile_availability": 49372.05440557484, "mobile_accuracy": 45508.82342923307, "soft_acc_blocks": [ 24.992792153846153, 24.994511176767677, 24.996036786163522, 25.0023655, 24.99752817791411, 25.01627964150943, 24.991689935483873 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 1.288675704, "time_to_acc50_sec": 0, "acc_per_sec": 11.200852458731566, "mobile_acc_per_sec": 20390.529631539775 }, "started": "2026-08-19T02:22:22.512948223+10:00", "ended": "2026-08-19T02:22:24.745844785+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": 7304, "total_correct": 2213, "total_train": 364, "infer_ms": 475.522382, "train_ms": 1595.429622, "blocked_train": 1595429622, "duration": 2438785794, "avg_accuracy": 29.39456976049283, "soft_acc": 25.008639328838125, "adapt_pct": 25.010474176762216, "stability": 99.97753937992785, "consistency": 100, "throughput": 2994.9329777012795, "availability": 22.961535616544396, "score": 171.98006175300924, "zero_downtime": 5.742367626704296, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 68919704, "heap_mib": 65.7269515991211, "mobile_score": 313080.14797347813, "mobile_throughput": 5452109.100739751, "mobile_availability": 41800.199949051486, "mobile_accuracy": 45526.838529298206, "soft_acc_blocks": [ 25.016477270833335, 25.00529895927602, 24.99961303319502, 24.997661392070484, 24.980115476190473, 25.052669841463413 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.310438181, "time_to_acc50_sec": 0, "acc_per_sec": 10.254545270177232, "mobile_acc_per_sec": 18667.829967398196 }, "started": "2026-08-19T02:22:26.211360064+10:00", "ended": "2026-08-19T02:22:28.650805336+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": 8832, "total_correct": 2473, "total_train": 299, "infer_ms": 635.291947, "train_ms": 1629.603762, "blocked_train": 1629603762, "duration": 2075451790, "avg_accuracy": 24.04708821289262, "soft_acc": 21.43019917006319, "adapt_pct": 25.00703105002575, "stability": 91.25114152020771, "consistency": 85.71428571428571, "throughput": 4255.459000567776, "availability": 28.049501108397397, "score": 255.7983620492563, "zero_downtime": 6.0110639537386445, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 38454632, "heap_mib": 36.673194885253906, "mobile_score": 931333.4141811145, "mobile_throughput": 15493653.39228943, "mobile_availability": 102125.11692444066, "mobile_accuracy": 78024.97404495896, "soft_acc_blocks": [ 0, 24.974176272727274, 25.009971422110553, 25.02331382857143, 25.022907692307694, 24.98909174015748, 24.9919332345679 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.84581069, "time_to_acc50_sec": 0, "acc_per_sec": 10.325558643818555, "mobile_acc_per_sec": 37594.211737849604 }, "started": "2026-08-19T02:22:30.970595399+10:00", "ended": "2026-08-19T02:22:33.046796823+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": 8768, "total_correct": 2302, "total_train": 321, "infer_ms": 609.210727, "train_ms": 1533.513316, "blocked_train": 1533513316, "duration": 2234643195, "avg_accuracy": 26.296797188843282, "soft_acc": 25.003486574847848, "adapt_pct": 25.00110539648818, "stability": 99.99416611632223, "consistency": 100, "throughput": 3923.6688969488932, "availability": 28.4315999062134, "score": 278.9293555048717, "zero_downtime": 7.1088912655645204, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 67398944, "heap_mib": 64.27664184570312, "mobile_score": 1015550.7912426261, "mobile_throughput": 14285642.490580149, "mobile_availability": 103516.29619186674, "mobile_accuracy": 91034.91645384603, "soft_acc_blocks": [ 25.008617326086956, 25.008238000000002, 25.007377290076338, 25.004594603864735, 25.005273399141632, 24.999081681081083, 24.99122372368421 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.269423254, "time_to_acc50_sec": 0, "acc_per_sec": 11.189028579950925, "mobile_acc_per_sec": 40738.00983420355 }, "started": "2026-08-19T02:22:34.691205587+10:00", "ended": "2026-08-19T02:22:36.926406436+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": 1712, "total_correct": 471, "total_train": 168, "infer_ms": 261.550414, "train_ms": 1500.492906, "blocked_train": 1500492906, "duration": 2108515559, "avg_accuracy": 27.61431277056277, "soft_acc": 25.009970589604023, "adapt_pct": 25.010956069996176, "stability": 99.9860938136467, "consistency": 100, "throughput": 811.9456328849409, "availability": 14.843585911383835, "score": 30.142478631555843, "zero_downtime": 3.7123764708797036, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37257528, "heap_mib": 35.53154754638672, "mobile_score": 13718.176941650303, "mobile_throughput": 369525.4791440798, "mobile_availability": 6755.480877003132, "mobile_accuracy": 11382.315503890897, "soft_acc_blocks": [ 25.020647137254905, 25.00525784090909, 24.98938832142857, 25.02458905882353 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.477393257, "time_to_acc50_sec": 0, "acc_per_sec": 11.861411447902919, "mobile_acc_per_sec": 5398.26014340115 }, "started": "2026-08-19T02:22:38.42012196+10:00", "ended": "2026-08-19T02:22:40.529411891+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": 7752, "total_correct": 2163, "total_train": 267, "infer_ms": 645.69942, "train_ms": 1375.514014, "blocked_train": 1375514014, "duration": 2292467568, "avg_accuracy": 29.23850762064144, "soft_acc": 25.01731604345313, "adapt_pct": 25.030976646137088, "stability": 99.96351307538812, "consistency": 100, "throughput": 3381.509125018077, "availability": 31.94612746671463, "score": 270.25236234567734, "zero_downtime": 7.992063671992386, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 67978344, "heap_mib": 64.8292007446289, "mobile_score": 245989.70581508765, "mobile_throughput": 3077924.7502386766, "mobile_availability": 29078.07513414736, "mobile_accuracy": 22771.317003107557, "soft_acc_blocks": [ 25.00489453846154, 24.985843463276836, 24.97957347252747, 24.98820058235294, 25.019938445378152, 25.066423775147932, 25.076338027027028 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 0.377547307, "time_to_acc50_sec": 0, "acc_per_sec": 10.912833137822226, "mobile_acc_per_sec": 9933.103229448852 }, "started": "2026-08-19T02:22:42.305091783+10:00", "ended": "2026-08-19T02:22:44.598140912+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": 6664, "total_correct": 1731, "total_train": 293, "infer_ms": 702.449683, "train_ms": 1644.489874, "blocked_train": 1644489874, "duration": 2163052337, "avg_accuracy": 25.612927356826994, "soft_acc": 25.00612130549422, "adapt_pct": 25.00351267948003, "stability": 99.99006843197674, "consistency": 100, "throughput": 3080.831603567436, "availability": 29.93045478759213, "score": 230.58317252785614, "zero_downtime": 7.48444583147139, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 38039512, "heap_mib": 36.277305603027344, "mobile_score": 419763.85541071056, "mobile_throughput": 5608482.776983208, "mobile_availability": 54486.730137767714, "mobile_accuracy": 45522.25460769081, "soft_acc_blocks": [ 25.014548022727272, 24.99938760115607, 25.00360512121212, 25.01422479411765, 25.01531591573034, 25.00975502072539, 24.9860126627907 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.671270962, "time_to_acc50_sec": 0, "acc_per_sec": 11.560571548710621, "mobile_acc_per_sec": 21045.37825045276 }, "started": "2026-08-19T02:22:45.981118547+10:00", "ended": "2026-08-19T02:22:48.145257078+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": 4112, "total_correct": 911, "total_train": 260, "infer_ms": 524.800111, "train_ms": 1620.152454, "blocked_train": 1620152454, "duration": 2132063999, "avg_accuracy": 23.486388131967402, "soft_acc": 25.022730366334986, "adapt_pct": 25.024295960210623, "stability": 99.99365380014221, "consistency": 100, "throughput": 1928.6475461940388, "availability": 24.466746704023265, "score": 118.07658692636508, "zero_downtime": 6.122248057161894, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43118016, "heap_mib": 41.12054443359375, "mobile_score": 429903.73337812565, "mobile_throughput": 7021991.421520696, "mobile_availability": 89080.70622193714, "mobile_accuracy": 91104.98096045165, "soft_acc_blocks": [ 25.015255536585368, 25.0213286, 25.032819416666666, 25.021517912087912 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.335337592, "time_to_acc50_sec": 0, "acc_per_sec": 11.736388015590233, "mobile_acc_per_sec": 42730.88472165119 }, "started": "2026-08-19T02:22:50.079831142+10:00", "ended": "2026-08-19T02:22:52.212649045+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": 6952, "total_correct": 1784, "total_train": 290, "infer_ms": 692.065858, "train_ms": 1630.51262, "blocked_train": 1630512620, "duration": 2015161282, "avg_accuracy": 24.72999452358373, "soft_acc": 24.99692971090178, "adapt_pct": 24.99945490440039, "stability": 99.99502822515828, "consistency": 100, "throughput": 3449.847941252773, "availability": 29.79730780059351, "score": 256.95889102750454, "zero_downtime": 7.448412086655413, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 38971328, "heap_mib": 37.16595458984375, "mobile_score": 115938.43636749423, "mobile_throughput": 1556552.3902095817, "mobile_availability": 13444.38116364679, "mobile_accuracy": 11278.477008837584, "soft_acc_blocks": [ 24.99191902857143, 24.99531831372549, 24.998155865030675, 24.99379655479452, 24.995156247191012, 25.007232256097563 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.121018129, "time_to_acc50_sec": 0, "acc_per_sec": 12.4044313148439, "mobile_acc_per_sec": 5596.811088809706 }, "started": "2026-08-19T02:22:54.133515865+10:00", "ended": "2026-08-19T02:22:56.149268864+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": 5200, "total_correct": 1043, "total_train": 247, "infer_ms": 619.929153, "train_ms": 1719.017851, "blocked_train": 1719017851, "duration": 2171607853, "avg_accuracy": 20.85660635355507, "soft_acc": 25.011946682455616, "adapt_pct": 25.007905229316176, "stability": 99.99346731788023, "consistency": 100, "throughput": 2394.5391396593004, "availability": 26.50462588249392, "score": 158.74173139394745, "zero_downtime": 6.62932289411371, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 38802824, "heap_mib": 37.00525665283203, "mobile_score": 142024.5475581398, "mobile_throughput": 2142368.833538729, "mobile_availability": 23713.408352697905, "mobile_accuracy": 22377.924065275238, "soft_acc_blocks": [ 25.01822565116279, 25.010398113513514, 25.012273556886225, 25.018324821052634, 25.00051126966292 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.1711967699999999, "time_to_acc50_sec": 0, "acc_per_sec": 11.51770870965607, "mobile_acc_per_sec": 10304.772122812563 }, "started": "2026-08-19T02:22:57.875496791+10:00", "ended": "2026-08-19T02:23:00.047628132+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": 4240, "total_correct": 1186, "total_train": 272, "infer_ms": 400.428504, "train_ms": 1609.385367, "blocked_train": 1609385367, "duration": 2087878995, "avg_accuracy": 26.976688464755, "soft_acc": 25.008698734843428, "adapt_pct": 25.017382875198564, "stability": 99.98090638399181, "consistency": 100, "throughput": 2030.769029313406, "availability": 19.923661080155814, "score": 101.18608006929375, "zero_downtime": 4.982648376487419, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 66507760, "heap_mib": 63.42674255371094, "mobile_score": 178022.3072059392, "mobile_throughput": 3572845.076646534, "mobile_availability": 35052.80677984138, "mobile_accuracy": 43999.196786220105, "soft_acc_blocks": [ 24.994936015151513, 24.98366498360656, 25.009153083333334, 25.01621938624339, 25.039520205882354 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.272913295, "time_to_acc50_sec": 0, "acc_per_sec": 11.97804029578995, "mobile_acc_per_sec": 21073.63352550041 }, "started": "2026-08-19T02:23:01.948498045+10:00", "ended": "2026-08-19T02:23:04.037201517+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": 11728, "total_correct": 2997, "total_train": 393, "infer_ms": 689.509839, "train_ms": 1675.550213, "blocked_train": 1675550213, "duration": 2237087151, "avg_accuracy": 24.141389264152142, "soft_acc": 25.00238427649644, "adapt_pct": 25.004599792397972, "stability": 99.98932583785495, "consistency": 100, "throughput": 5242.531563760253, "availability": 29.154009785794653, "score": 382.1384827571601, "zero_downtime": 7.289197558651756, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 40258136, "heap_mib": 38.393150329589844, "mobile_score": 1300978.0574531555, "mobile_throughput": 17848028.496758025, "mobile_availability": 99253.87975697861, "mobile_accuracy": 85119.80550360886, "soft_acc_blocks": [ 24.9973796440678, 24.998305747035573, 24.994454732026142, 24.991362375, 24.999119173728815, 25.012074828685257, 25.02399343493151 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false, false ], "time_to_acc25_sec": 1.337110556, "time_to_acc50_sec": 0, "acc_per_sec": 11.176312136664022, "mobile_acc_per_sec": 38049.391801995494 }, "started": "2026-08-19T02:23:05.675193259+10:00", "ended": "2026-08-19T02:23:07.912781139+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": 3032, "total_correct": 627, "total_train": 224, "infer_ms": 203.759606, "train_ms": 1207.407399, "blocked_train": 1207407399, "duration": 2440584731, "avg_accuracy": 14.7314858321789, "soft_acc": 18.743960837371155, "adapt_pct": 16.66289624778992, "stability": 89.17816755635478, "consistency": 75, "throughput": 1242.3252352142983, "availability": 14.439085188219801, "score": 33.62299174360557, "zero_downtime": 2.706456472954579, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 130121376, "heap_mib": 124.09341430664062, "mobile_score": 244835.15410099272, "mobile_throughput": 9046336.290556028, "mobile_availability": 105142.2096550192, "mobile_accuracy": 136489.35749310622, "soft_acc_blocks": [ 24.987993905660378, 24.98631530656934, 0, 25.0015341372549 ], "phase_blocks": [ "B", "B", "A2", "A2" ], "switch_blocks": [ true, false, true, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.680110671548389, "mobile_acc_per_sec": 55924.859218955025 }, "started": "2026-08-19T02:23:09.555489851+10:00", "ended": "2026-08-19T02:23:11.99694458+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": 6792, "total_correct": 1893, "total_train": 304, "infer_ms": 597.3734, "train_ms": 1687.755613, "blocked_train": 1687755613, "duration": 2124326980, "avg_accuracy": 27.289740205277496, "soft_acc": 25.003625583370496, "adapt_pct": 24.999900573344927, "stability": 99.99512241929841, "consistency": 100, "throughput": 3197.2479114302823, "availability": 26.141780030867782, "score": 208.9846822727742, "zero_downtime": 6.536392799746497, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 41756016, "heap_mib": 39.82164001464844, "mobile_score": 1336197.0865783931, "mobile_throughput": 20442423.329121463, "mobile_availability": 167144.16547345862, "mobile_accuracy": 159867.0835348067, "soft_acc_blocks": [ 25.00883251282051, 25.00916982967033, 25.009264893491125, 24.99934472972973, 24.997475525423727, 24.999426007092197, 25.001865585365856 ], "phase_blocks": [ "A", "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, true, false ], "time_to_acc25_sec": 0.106999735, "time_to_acc50_sec": 0, "acc_per_sec": 11.770139822528872, "mobile_acc_per_sec": 75255.40325943923 }, "started": "2026-08-19T02:23:14.022825078+10:00", "ended": "2026-08-19T02:23:16.147646483+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": 10400, "total_correct": 2554, "total_train": 326, "infer_ms": 534.87489, "train_ms": 1581.361246, "blocked_train": 1581361246, "duration": 2019337245, "avg_accuracy": 25.019514649804183, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 5150.20461577234, "availability": 25.27482074902061, "score": 325.42624621106114, "zero_downtime": 6.318705187255152, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 67443312, "heap_mib": 64.31895446777344, "mobile_score": 2369681.6079653446, "mobile_throughput": 37502645.522139564, "mobile_availability": 184045.62806753497, "mobile_accuracy": 182044.44444444444, "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": 0.510533695, "time_to_acc50_sec": 0, "acc_per_sec": 12.380299557145047, "mobile_acc_per_sec": 90150.59019745087 }, "started": "2026-08-19T02:23:17.605263985+10:00", "ended": "2026-08-19T02:23:19.625373467+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": 4520, "total_correct": 933, "total_train": 253, "infer_ms": 405.094589, "train_ms": 1326.574974, "blocked_train": 1326574974, "duration": 2430257910, "avg_accuracy": 20.605964623050685, "soft_acc": 24.999187231368502, "adapt_pct": 25.004718979538087, "stability": 99.98674727597829, "consistency": 100, "throughput": 1859.8849041499468, "availability": 23.393296137757428, "score": 108.76855960041077, "zero_downtime": 5.848133901066476, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 132774064, "heap_mib": 126.62321472167969, "mobile_score": 1584056.9604383379, "mobile_throughput": 27086537.12852687, "mobile_availability": 340689.5679297935, "mobile_accuracy": 364077.05208777025, "soft_acc_blocks": [ 24.99471768918919, 24.980467574879228, 25.005157465753424, 25.016406195652173 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 1.905994878, "time_to_acc50_sec": 0, "acc_per_sec": 10.286639590185926, "mobile_acc_per_sec": 149810.04715164995 }, "started": "2026-08-19T02:23:21.67274558+10:00", "ended": "2026-08-19T02:23:24.103581926+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": 5120, "total_correct": 1291, "total_train": 268, "infer_ms": 500.214808, "train_ms": 1727.27318, "blocked_train": 1727273180, "duration": 2032647583, "avg_accuracy": 25.31481254570456, "soft_acc": 25.00065694918573, "adapt_pct": 24.99692516298867, "stability": 99.98867696037459, "consistency": 100, "throughput": 2518.882290673995, "availability": 22.456453668651612, "score": 141.41662468707642, "zero_downtime": 5.614260944652423, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 37998064, "heap_mib": 36.23777770996094, "mobile_score": 1611805.2026943027, "mobile_throughput": 28709125.18288886, "mobile_availability": 255948.89523978296, "mobile_accuracy": 284946.61805597146, "soft_acc_blocks": [ 25.01701502857143, 25.005793999999998, 25.000815224719105, 24.97989913043478, 24.99551990322581, 25.004898408163264 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.124904527, "time_to_acc50_sec": 0, "acc_per_sec": 12.29955313369525, "mobile_acc_per_sec": 140184.9589860612 }, "started": "2026-08-19T02:23:25.618482184+10:00", "ended": "2026-08-19T02:23:27.651639452+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": 8392, "total_correct": 1999, "total_train": 304, "infer_ms": 551.224109, "train_ms": 1515.925214, "blocked_train": 1515925214, "duration": 2251838868, "avg_accuracy": 23.94030855301347, "soft_acc": 24.992452963734262, "adapt_pct": 24.9883643957265, "stability": 99.99406950629198, "consistency": 100, "throughput": 3726.7320141131872, "availability": 26.66590666029016, "score": 248.3667201437857, "zero_downtime": 6.664464179426301, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 67676408, "heap_mib": 64.54125213623047, "mobile_score": 3617102.526965142, "mobile_throughput": 54274468.728204854, "mobile_availability": 388350.41308639466, "mobile_accuracy": 363978.97720695304, "soft_acc_blocks": [ 24.99270055737705, 24.998191278388276, 24.998232944444442, 24.99105543846154, 24.9820846 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.789685701, "time_to_acc50_sec": 0, "acc_per_sec": 11.098686197708114, "mobile_acc_per_sec": 161636.33303399978 }, "started": "2026-08-19T02:23:29.22431595+10:00", "ended": "2026-08-19T02:23:31.476658306+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": 8744, "total_correct": 2783, "total_train": 352, "infer_ms": 460.133028, "train_ms": 1431.621615, "blocked_train": 1431621615, "duration": 2269794031, "avg_accuracy": 30.875253607006083, "soft_acc": 25.036709684304284, "adapt_pct": 25.04156971200404, "stability": 99.97353011226092, "consistency": 100, "throughput": 3852.331921124873, "availability": 24.323081732750904, "score": 234.5954323344486, "zero_downtime": 6.089699359704891, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 65953248, "heap_mib": 62.897918701171875, "mobile_score": 6833087.223764632, "mobile_throughput": 112207299.9034843, "mobile_availability": 708461.1041944725, "mobile_accuracy": 729247.0248313625, "soft_acc_blocks": [ 25.007267905882355, 25.022157338129496, 25.088859473333333, 25.049794780487805, 25.028203003597124, 25.023975604395602 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 0.778617598, "time_to_acc50_sec": 0, "acc_per_sec": 11.030388371086648, "mobile_acc_per_sec": 321283.3476833487 }, "started": "2026-08-19T02:23:33.932167931+10:00", "ended": "2026-08-19T02:23:36.203790551+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": 6048, "total_correct": 1356, "total_train": 221, "infer_ms": 628.377979, "train_ms": 1235.32454, "blocked_train": 1235324540, "duration": 2415169495, "avg_accuracy": 22.494043624623618, "soft_acc": 24.988759866034957, "adapt_pct": 24.987302346206356, "stability": 99.98036124461696, "consistency": 100, "throughput": 2504.172072610581, "availability": 33.71664590211352, "score": 210.98580460818582, "zero_downtime": 8.425371679360463, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 82089768, "heap_mib": 78.28690338134766, "mobile_score": 96021.98396390323, "mobile_throughput": 1139676.5343792154, "mobile_availability": 15344.820179450775, "mobile_accuracy": 11372.66226791991, "soft_acc_blocks": [ 24.987857964285716, 25.004870472392636, 25.00959233116883, 25.004843638888886, 24.96157155263158, 24.963823236842103 ], "phase_blocks": [ "A", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false, false ], "time_to_acc25_sec": 1.105054138, "time_to_acc50_sec": 0, "acc_per_sec": 10.346586406365223, "mobile_acc_per_sec": 4708.846435607995 }, "started": "2026-08-19T02:23:37.827169409+10:00", "ended": "2026-08-19T02:23:40.242919267+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": 2152, "total_correct": 538, "total_train": 239, "infer_ms": 280.724591, "train_ms": 1813.826534, "blocked_train": 1813826534, "duration": 2197255927, "avg_accuracy": 25.993204727945688, "soft_acc": 25.003989549281247, "adapt_pct": 24.99548924704036, "stability": 99.98929591004558, "consistency": 100, "throughput": 979.403433872271, "availability": 13.40261345972159, "score": 32.82165102133865, "zero_downtime": 3.351188068799348, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 39611344, "heap_mib": 37.77632141113281, "mobile_score": 14808.94816753494, "mobile_throughput": 441901.4350585415, "mobile_availability": 6047.185374845536, "mobile_accuracy": 11281.662369030608, "soft_acc_blocks": [ 25.02206712121212, 25.006619849056605, 25.005075317073175, 24.992587570175438, 24.99359788888889 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.12196813, "time_to_acc50_sec": 0, "acc_per_sec": 11.379643691948155, "mobile_acc_per_sec": 5134.432557628325 }, "started": "2026-08-19T02:23:42.615309987+10:00", "ended": "2026-08-19T02:23:44.813203099+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": 5856, "total_correct": 1519, "total_train": 306, "infer_ms": 602.831734, "train_ms": 1683.658494, "blocked_train": 1683658494, "duration": 2019226352, "avg_accuracy": 26.691466586867694, "soft_acc": 25.003638761204076, "adapt_pct": 24.999208407986703, "stability": 99.99260298001462, "consistency": 100, "throughput": 2900.1206299629353, "availability": 26.36493813171897, "score": 191.181574973075, "zero_downtime": 6.592193890069958, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 45317920, "heap_mib": 43.218536376953125, "mobile_score": 86260.07364843678, "mobile_throughput": 1308518.4551136035, "mobile_availability": 11895.714873668394, "mobile_accuracy": 11281.504095382239, "soft_acc_blocks": [ 25.006245162162163, 25.00877072519084, 25.014231842857143, 25.00415106896552, 24.99582089, 24.99261287804878 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.154510535, "time_to_acc50_sec": 0, "acc_per_sec": 12.38278152245711, "mobile_acc_per_sec": 5587.042821726328 }, "started": "2026-08-19T02:23:46.581324198+10:00", "ended": "2026-08-19T02:23:48.601221122+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": 3936, "total_correct": 851, "total_train": 238, "infer_ms": 393.76613, "train_ms": 1741.656233, "blocked_train": 1741656233, "duration": 2339834323, "avg_accuracy": 22.151653062973317, "soft_acc": 24.996792394053475, "adapt_pct": 24.996343786807095, "stability": 99.9882789664586, "consistency": 100, "throughput": 1682.1703833088015, "availability": 18.43973055741573, "score": 77.5369719510297, "zero_downtime": 4.609341165460049, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40011120, "heap_mib": 38.15757751464844, "mobile_score": 35287.937456824184, "mobile_throughput": 765574.4322258723, "mobile_availability": 8392.12626257498, "mobile_accuracy": 11376.317960671448, "soft_acc_blocks": [ 24.99923657575758, 24.99474436956522, 24.99824311585366, 25.014212, 24.97752590909091 ], "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": 10.683146301574052, "mobile_acc_per_sec": 4862.018583471924 }, "started": "2026-08-19T02:23:50.321536689+10:00", "ended": "2026-08-19T02:23:52.661940906+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": 7112, "total_correct": 1707, "total_train": 247, "infer_ms": 711.671563, "train_ms": 1505.543289, "blocked_train": 1505543289, "duration": 2017157830, "avg_accuracy": 23.712611118437817, "soft_acc": 24.99421586067119, "adapt_pct": 25.00354870939444, "stability": 99.98573492432092, "consistency": 100, "throughput": 3525.752865852842, "availability": 32.09754626882682, "score": 282.854581403338, "zero_downtime": 8.022530000409386, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 68976832, "heap_mib": 65.78143310546875, "mobile_score": 64365.131412670686, "mobile_throughput": 802304.6521407356, "mobile_availability": 7303.974973173036, "mobile_accuracy": 5687.572675850511, "soft_acc_blocks": [ 24.980704135135134, 24.983155912568307, 24.977225827027027, 25.00435214925373, 25.01385801438849, 25.005999125654448 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.335664621, "time_to_acc50_sec": 0, "acc_per_sec": 12.3908082396662, "mobile_acc_per_sec": 2819.5972527595973 }, "started": "2026-08-19T02:23:55.067042593+10:00", "ended": "2026-08-19T02:23:57.084894796+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": 5104, "total_correct": 1310, "total_train": 224, "infer_ms": 579.771337, "train_ms": 1738.020526, "blocked_train": 1738020526, "duration": 2045210722, "avg_accuracy": 25.83801542875473, "soft_acc": 25.005567515091695, "adapt_pct": 25.0081365185267, "stability": 99.99634930683845, "consistency": 100, "throughput": 2495.5863692171665, "availability": 25.013951694936985, "score": 156.09594714707114, "zero_downtime": 6.254880579269891, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 38085568, "heap_mib": 36.32122802734375, "mobile_score": 1136655.999136717, "mobile_throughput": 18172305.365890693, "mobile_availability": 182146.03758659892, "mobile_accuracy": 182084.9858521166, "soft_acc_blocks": [ 25.00134746666667, 25.00096, 25.004453765957447, 25.00679725874126, 25.010261630434783, 25.00958496875 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, false, true ], "time_to_acc25_sec": 0.742545531, "time_to_acc50_sec": 0, "acc_per_sec": 12.226401537069437, "mobile_acc_per_sec": 89029.9390148203 }, "started": "2026-08-19T02:23:58.942054868+10:00", "ended": "2026-08-19T02:24:00.988014234+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": 1120, "total_correct": 279, "total_train": 126, "infer_ms": 237.551286, "train_ms": 1592.147621, "blocked_train": 1592147621, "duration": 2455810307, "avg_accuracy": 24.03293918918919, "soft_acc": 24.996873290273697, "adapt_pct": 24.994935152726203, "stability": 99.98995764429101, "consistency": 100, "throughput": 456.0612832381927, "availability": 12.983080718427734, "score": 14.800849782093763, "zero_downtime": 3.2453642363593365, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 49611080, "heap_mib": 47.31281280517578, "mobile_score": 71850.99935698496, "mobile_throughput": 2213957.945059126, "mobile_availability": 63026.60577502815, "mobile_accuracy": 121347.78429269459, "soft_acc_blocks": [ 24.99721333333333, 25.00588389189189, 25.003995675, 24.980400260869565 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.766768223, "time_to_acc50_sec": 0, "acc_per_sec": 10.17866616937922, "mobile_acc_per_sec": 49412.52341306937 }, "started": "2026-08-19T02:24:03.210881365+10:00", "ended": "2026-08-19T02:24:05.667364274+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": 1952, "total_correct": 406, "total_train": 184, "infer_ms": 376.135203, "train_ms": 1837.882749, "blocked_train": 1837882749, "duration": 2213122744, "avg_accuracy": 20.13427174285225, "soft_acc": 24.996049209038905, "adapt_pct": 25.00059950893939, "stability": 99.99250867155793, "consistency": 100, "throughput": 882.0116305306923, "availability": 16.988805472883534, "score": 37.454890046578875, "zero_downtime": 4.246530176029863, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 37648944, "heap_mib": 35.90483093261719, "mobile_score": 181825.45734019208, "mobile_throughput": 4281741.793959959, "mobile_availability": 82472.47077562187, "mobile_accuracy": 121343.78377507953, "soft_acc_blocks": [ 24.9925600625, 24.982809694915254, 25.0015163, 24.996737640000003, 24.99572318181818, 25.006948375 ], "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": 11.294470348201756, "mobile_acc_per_sec": 54829.21546220373 }, "started": "2026-08-19T02:24:07.533122146+10:00", "ended": "2026-08-19T02:24:09.746838429+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": 2192, "total_correct": 516, "total_train": 207, "infer_ms": 431.139583, "train_ms": 1845.01143, "blocked_train": 1845011430, "duration": 2044751419, "avg_accuracy": 23.534178433889604, "soft_acc": 25.000517865041907, "adapt_pct": 25.000542505978, "stability": 99.99227042732204, "consistency": 100, "throughput": 1072.01294965821, "availability": 18.941607148980495, "score": 50.765171936147105, "zero_downtime": 4.735499879206924, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 37816112, "heap_mib": 36.06425476074219, "mobile_score": 225555.6818988025, "mobile_throughput": 4763080.723308505, "mobile_availability": 84159.8078722431, "mobile_accuracy": 111080.26703751773, "soft_acc_blocks": [ 25.014690470588235, 24.993197513157895, 24.993890911764705, 24.999993341463412, 25.000817088235294 ], "phase_blocks": [ "A", "A", "A", "B", "A2" ], "switch_blocks": [ false, false, false, true, true ], "time_to_acc25_sec": 1.447119259, "time_to_acc50_sec": 0, "acc_per_sec": 12.22667833005764, "mobile_acc_per_sec": 54324.58244329881 }, "started": "2026-08-19T02:24:11.425610134+10:00", "ended": "2026-08-19T02:24:13.471415873+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": 3152, "total_correct": 722, "total_train": 203, "infer_ms": 528.58555, "train_ms": 1763.982932, "blocked_train": 1763982932, "duration": 2050404065, "avg_accuracy": 23.463336384094834, "soft_acc": 25.00157121873913, "adapt_pct": 25.001195727628016, "stability": 99.99331676492567, "consistency": 100, "throughput": 1537.2579745641501, "availability": 23.056478100879698, "score": 88.61495605402928, "zero_downtime": 5.764481792924429, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 45279456, "heap_mib": 43.181854248046875, "mobile_score": 516219.5342183878, "mobile_throughput": 8955176.766314324, "mobile_availability": 134313.7198950446, "mobile_accuracy": 145644.70856811447, "soft_acc_blocks": [ 25.010686200000002, 24.999075280000003, 24.99944142105263, 24.992715878048777, 24.997189333333335, 25.0103192 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.157462873, "time_to_acc50_sec": 0, "acc_per_sec": 12.193485004010236, "mobile_acc_per_sec": 71032.19850869465 }, "started": "2026-08-19T02:24:15.908402607+10:00", "ended": "2026-08-19T02:24:17.959717971+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": 3704, "total_correct": 686, "total_train": 222, "infer_ms": 614.855916, "train_ms": 1742.88606, "blocked_train": 1742886060, "duration": 2110943373, "avg_accuracy": 18.48302763901133, "soft_acc": 24.990405432452174, "adapt_pct": 24.992755979139083, "stability": 99.98641702293507, "consistency": 100, "throughput": 1754.6657325705535, "availability": 26.07816810570284, "score": 114.3522665870711, "zero_downtime": 6.517039938971573, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 39335680, "heap_mib": 37.513427734375, "mobile_score": 599535.2114440233, "mobile_throughput": 9199501.875979504, "mobile_availability": 136724.70599802732, "mobile_accuracy": 131021.69683369486, "soft_acc_blocks": [ 24.9899043125, 24.97138381707317, 24.982710844444444, 25.010475385542165, 25.0053228045977, 24.982635430555558 ], "phase_blocks": [ "A", "A", "B", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.838501094861996, "mobile_acc_per_sec": 62067.84062023006 }, "started": "2026-08-19T02:24:19.747850981+10:00", "ended": "2026-08-19T02:24:21.859693726+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": 1256, "total_correct": 324, "total_train": 134, "infer_ms": 449.027958, "train_ms": 1718.977122, "blocked_train": 1718977122, "duration": 2165910823, "avg_accuracy": 25.538662239089184, "soft_acc": 24.995977219974698, "adapt_pct": 25.001600631910183, "stability": 99.98852177013879, "consistency": 100, "throughput": 579.894604460361, "availability": 20.71157314815886, "score": 30.021492224434507, "zero_downtime": 5.177060106012185, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 67931680, "heap_mib": 64.78469848632812, "mobile_score": 291479.77991415403, "mobile_throughput": 5630218.192283588, "mobile_availability": 201089.43079077615, "mobile_accuracy": 242686.86860566842, "soft_acc_blocks": [ 24.98174132, 24.9880512, 25.00988139215686, 25.004234967741937 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.807569365, "time_to_acc50_sec": 0, "acc_per_sec": 11.540630830475655, "mobile_acc_per_sec": 112048.41216385963 }, "started": "2026-08-19T02:24:23.705910582+10:00", "ended": "2026-08-19T02:24:25.872525309+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": 4608, "total_correct": 1078, "total_train": 207, "infer_ms": 569.388102, "train_ms": 1567.111797, "blocked_train": 1567111797, "duration": 2545019518, "avg_accuracy": 22.96603211806118, "soft_acc": 24.993392555441293, "adapt_pct": 25.005166668305968, "stability": 99.9839471103923, "consistency": 100, "throughput": 1810.595151592861, "availability": 26.650509193401092, "score": 120.60132374358903, "zero_downtime": 6.660866380730706, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 73536288, "heap_mib": 70.12966918945312, "mobile_score": 987966.0441074814, "mobile_throughput": 14832395.481848717, "mobile_availability": 218320.97131234175, "mobile_accuracy": 204745.87181417507, "soft_acc_blocks": [ 24.97312540740741, 24.976527840336132, 24.985237491666666, 25.00033750877193, 25.01178740677966, 25.013339677685952 ], "phase_blocks": [ "A", "A", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false, false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.820511150768036, "mobile_acc_per_sec": 80449.62734709175 }, "started": "2026-08-19T02:24:28.312303983+10:00", "ended": "2026-08-19T02:24:30.858354644+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": 7176, "total_correct": 1970, "total_train": 276, "infer_ms": 634.889782, "train_ms": 1673.048662, "blocked_train": 1673048662, "duration": 2437010984, "avg_accuracy": 26.62760083636647, "soft_acc": 25.03182280142381, "adapt_pct": 25.02770676956129, "stability": 99.96519083934159, "consistency": 100, "throughput": 2944.5907495343486, "availability": 27.508956473710874, "score": 202.76431992974682, "zero_downtime": 6.88599323902011, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38084768, "heap_mib": 36.320465087890625, "mobile_score": 75502.05949384026, "mobile_throughput": 1096458.5190993357, "mobile_availability": 10243.335065119976, "mobile_accuracy": 9320.940563148357, "soft_acc_blocks": [ 25.006587738095238, 25.02392150310559, 25.058808702970296, 25.09580581434599, 24.99672347761194, 25.009089572413792 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.110443324, "time_to_acc50_sec": 0, "acc_per_sec": 10.271526458341071, "mobile_acc_per_sec": 3824.7429430331845 }, "started": "2026-08-19T02:24:32.199137305+10:00", "ended": "2026-08-19T02:24:34.636667975+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": 8472, "total_correct": 2199, "total_train": 361, "infer_ms": 547.129262, "train_ms": 1572.419244, "blocked_train": 1572419244, "duration": 2010381919, "avg_accuracy": 25.813072660570505, "soft_acc": 25.005393301405697, "adapt_pct": 25.00546423599216, "stability": 99.98516411099169, "consistency": 100, "throughput": 4214.124649615893, "availability": 25.813481524541245, "score": 272.0117409578462, "zero_downtime": 6.454762579997233, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 73391952, "heap_mib": 69.99201965332031, "mobile_score": 202574.56199333418, "mobile_throughput": 3138373.5572412177, "mobile_availability": 19224.003695367443, "mobile_accuracy": 18622.198356828678, "soft_acc_blocks": [ 25.00333897368421, 24.98016977622378, 25.015561480874318, 25.02420262962963, 25.00369364661654 ], "phase_blocks": [ "A", "B", "B", "B", "A2" ], "switch_blocks": [ false, true, false, false, true ], "time_to_acc25_sec": 0.294214145, "time_to_acc50_sec": 0, "acc_per_sec": 12.438130817374159, "mobile_acc_per_sec": 9263.0152414481 }, "started": "2026-08-19T02:24:36.895128754+10:00", "ended": "2026-08-19T02:24:38.906144733+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": 7264, "total_correct": 1850, "total_train": 234, "infer_ms": 668.285067, "train_ms": 1229.233301, "blocked_train": 1229233301, "duration": 2159703938, "avg_accuracy": 25.43963305838306, "soft_acc": 25.007881381578432, "adapt_pct": 25.005483853013487, "stability": 99.98172865799165, "consistency": 100, "throughput": 3363.4239731612697, "availability": 35.218898444939846, "score": 296.23357810756704, "zero_downtime": 8.807500347009128, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 79811720, "heap_mib": 76.11438751220703, "mobile_score": 441226.4494285798, "mobile_throughput": 5009667.125115841, "mobile_availability": 52456.94837471768, "mobile_accuracy": 37248.1025959801, "soft_acc_blocks": [ 25.008952194444444, 25.010742903409092, 25.017263405405405, 25.028456685714286, 24.97399171891892 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.0776226, "time_to_acc50_sec": 0, "acc_per_sec": 11.579309988542715, "mobile_acc_per_sec": 17246.855895662167 }, "started": "2026-08-19T02:24:40.651809299+10:00", "ended": "2026-08-19T02:24:42.812114642+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": 2400, "total_correct": 631, "total_train": 246, "infer_ms": 260.163199, "train_ms": 1472.755103, "blocked_train": 1472755103, "duration": 2285918370, "avg_accuracy": 26.234305082481804, "soft_acc": 25.00408104324223, "adapt_pct": 25.007157246226235, "stability": 99.99123730696807, "consistency": 100, "throughput": 1049.9062571512559, "availability": 15.013010059374398, "score": 39.41206564372024, "zero_downtime": 3.753865202276083, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 97183024, "heap_mib": 92.68095397949219, "mobile_score": 58702.48031879204, "mobile_throughput": 1563787.6470151069, "mobile_availability": 22361.196073890012, "mobile_accuracy": 37242.442164770975, "soft_acc_blocks": [ 24.99918029032258, 24.99850153416149, 25.019247727272727, 24.999394621212122 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.817038932, "time_to_acc50_sec": 0, "acc_per_sec": 10.938308809007134, "mobile_acc_per_sec": 16292.113775161171 }, "started": "2026-08-19T02:24:44.856495949+10:00", "ended": "2026-08-19T02:24:47.14324989+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": 6264, "total_correct": 1524, "total_train": 252, "infer_ms": 544.139978, "train_ms": 1729.263531, "blocked_train": 1729263531, "duration": 2324858680, "avg_accuracy": 24.69093739525302, "soft_acc": 24.996605320302464, "adapt_pct": 25.00427896696962, "stability": 99.98649335511638, "consistency": 100, "throughput": 2694.3573189575545, "availability": 23.93503730621716, "score": 161.20196522960674, "zero_downtime": 5.982946808702259, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 38657024, "heap_mib": 36.8662109375, "mobile_score": 480205.9996948867, "mobile_throughput": 8026245.511600104, "mobile_availability": 71300.30022273854, "mobile_accuracy": 74462.61483051557, "soft_acc_blocks": [ 24.99498855263158, 24.985539989637306, 24.978979700636945, 24.993553256637167, 25.006462228723404, 25.02010819354839 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.113878836, "time_to_acc50_sec": 0, "acc_per_sec": 10.751881624177889, "mobile_acc_per_sec": 32028.877914641915 }, "started": "2026-08-19T02:24:49.055435389+10:00", "ended": "2026-08-19T02:24:51.380833078+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": 5704, "total_correct": 1420, "total_train": 283, "infer_ms": 502.5626, "train_ms": 1734.174148, "blocked_train": 1734174148, "duration": 2251306764, "avg_accuracy": 25.433541656866254, "soft_acc": 24.99047091322916, "adapt_pct": 24.997475604696078, "stability": 99.99049495273682, "consistency": 100, "throughput": 2533.639613761672, "availability": 22.468562759983765, "score": 142.26385522086315, "zero_downtime": 5.614999641154381, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 39843680, "heap_mib": 37.997894287109375, "mobile_score": 423791.09162520396, "mobile_throughput": 7547482.078522042, "mobile_availability": 66931.80586537709, "mobile_accuracy": 74444.34098951756, "soft_acc_blocks": [ 24.982647574999998, 24.974666727272727, 24.98823228440367, 24.997936441624365, 24.998942679144385, 25.000399771929825 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.17086789, "time_to_acc50_sec": 0, "acc_per_sec": 11.10042900987311, "mobile_acc_per_sec": 33067.168890502006 }, "started": "2026-08-19T02:24:53.18147427+10:00", "ended": "2026-08-19T02:24:55.433394574+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": 3296, "total_correct": 920, "total_train": 187, "infer_ms": 390.191565, "train_ms": 1390.00208, "blocked_train": 1390002080, "duration": 2154203822, "avg_accuracy": 26.90344316989054, "soft_acc": 25.012709009201487, "adapt_pct": 25.016256851993333, "stability": 99.98729001214531, "consistency": 100, "throughput": 1530.0316369042262, "availability": 21.918489940458137, "score": 83.8825785168762, "zero_downtime": 5.482408108017894, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 84163056, "heap_mib": 80.26414489746094, "mobile_score": 31234.821964102262, "mobile_throughput": 569728.1440690645, "mobile_availability": 8161.648617828775, "mobile_accuracy": 9313.823281971754, "soft_acc_blocks": [ 25.014053296296296, 24.992281221052632, 25.026993307692308, 25.017508211764707 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.528375399, "time_to_acc50_sec": 0, "acc_per_sec": 11.611115324258991, "mobile_acc_per_sec": 4323.557124378621 }, "started": "2026-08-19T02:24:57.851598411+10:00", "ended": "2026-08-19T02:25:00.007416031+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": 6400, "total_correct": 1481, "total_train": 237, "infer_ms": 720.067558, "train_ms": 1527.177295, "blocked_train": 1527177295, "duration": 2240204100, "avg_accuracy": 23.26618026610502, "soft_acc": 24.992857764114834, "adapt_pct": 25.000733051881713, "stability": 99.9885681715834, "consistency": 100, "throughput": 2856.8825492284386, "availability": 32.04223861226038, "score": 228.7869001450507, "zero_downtime": 8.008271120800519, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 70937416, "heap_mib": 67.65119171142578, "mobile_score": 170383.8441807505, "mobile_throughput": 2127598.3493890334, "mobile_availability": 23862.728973785182, "mobile_accuracy": 18612.862800329884, "soft_acc_blocks": [ 24.978049564102562, 24.979043614285715, 24.997016312499998, 24.998692188811187, 24.99353689208633, 25.010808012903226 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.29608753, "time_to_acc50_sec": 0, "acc_per_sec": 11.156509250257525, "mobile_acc_per_sec": 8308.556707100877 }, "started": "2026-08-19T02:25:01.754049368+10:00", "ended": "2026-08-19T02:25:03.994821279+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": 2192, "total_correct": 489, "total_train": 151, "infer_ms": 303.673022, "train_ms": 1254.682361, "blocked_train": 1254682361, "duration": 2026913056, "avg_accuracy": 20.447085541916582, "soft_acc": 24.977729514689987, "adapt_pct": 24.980162382286146, "stability": 99.98667492787169, "consistency": 100, "throughput": 1081.4474718149922, "availability": 19.486763116600347, "score": 52.63784414388178, "zero_downtime": 4.867350982432807, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 101516904, "heap_mib": 96.8140640258789, "mobile_score": 78401.67622303264, "mobile_throughput": 1610766.8525651665, "mobile_availability": 29024.647900216372, "mobile_accuracy": 37203.192760789156, "soft_acc_blocks": [ 24.9588884375, 24.986839121495326, 24.987460985074627 ], "phase_blocks": [ "B", "B", "A2" ], "switch_blocks": [ true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.323039432180748, "mobile_acc_per_sec": 18354.607096077216 }, "started": "2026-08-19T02:25:05.723014882+10:00", "ended": "2026-08-19T02:25:07.750777622+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": 9840, "total_correct": 2442, "total_train": 330, "infer_ms": 631.636056, "train_ms": 1665.031443, "blocked_train": 1665031443, "duration": 2221277812, "avg_accuracy": 24.28336196312324, "soft_acc": 24.989364045461894, "adapt_pct": 25.000109793678973, "stability": 99.98557123794136, "consistency": 100, "throughput": 4429.882631898365, "availability": 27.50228564975221, "score": 304.4501639910125, "zero_downtime": 6.872646281839405, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42283904, "heap_mib": 40.3250732421875, "mobile_score": 906929.3612415907, "mobile_throughput": 13196217.64382233, "mobile_availability": 81926.8087428255, "mobile_accuracy": 74441.04373106321, "soft_acc_blocks": [ 24.966060188405798, 24.97424121969697, 24.990163630662018, 25.000943336601306, 25.001083724137928, 25.003692173267325 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 1.035927637, "time_to_acc50_sec": 0, "acc_per_sec": 11.249994895038324, "mobile_acc_per_sec": 33512.712065510525 }, "started": "2026-08-19T02:25:09.727132962+10:00", "ended": "2026-08-19T02:25:11.949272126+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": 5720, "total_correct": 1525, "total_train": 266, "infer_ms": 650.6874, "train_ms": 1676.70813, "blocked_train": 1676708130, "duration": 2547614482, "avg_accuracy": 25.329035341264923, "soft_acc": 25.007247586188026, "adapt_pct": 25.010238682029087, "stability": 99.99470823364581, "consistency": 100, "throughput": 2245.2376685775175, "availability": 27.957748977888606, "score": 156.9749722311171, "zero_downtime": 6.991463506425556, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41849672, "heap_mib": 39.91095733642578, "mobile_score": 57957.812845850654, "mobile_throughput": 828979.694917725, "mobile_availability": 10322.473447971312, "mobile_accuracy": 9233.0984665263, "soft_acc_blocks": [ 24.99806290625, 25.003660655737708, 25.01281601190476, 25.00927580620155, 25.00649731775701, 25.013172819277106 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.812589221, "time_to_acc50_sec": 0, "acc_per_sec": 9.81594655034153, "mobile_acc_per_sec": 3624.213369708071 }, "started": "2026-08-19T02:25:13.751139275+10:00", "ended": "2026-08-19T02:25:16.299309589+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": 2424, "total_correct": 601, "total_train": 149, "infer_ms": 436.387081, "train_ms": 1586.385071, "blocked_train": 1586385071, "duration": 2243090314, "avg_accuracy": 25.664066732665464, "soft_acc": 24.998501663470158, "adapt_pct": 24.998862898962734, "stability": 99.9846659237378, "consistency": 100, "throughput": 1080.6519848402324, "availability": 21.573714101636497, "score": 58.28069923738893, "zero_downtime": 5.393105278569895, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 47099816, "heap_mib": 44.917884826660156, "mobile_score": 42675.797823704146, "mobile_throughput": 791302.8880278154, "mobile_availability": 15797.261758266475, "mobile_accuracy": 18305.048100750617, "soft_acc_blocks": [ 25.012625461538462, 24.989033350877193, 24.978277437956205, 25.01407040350877 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.363173537, "time_to_acc50_sec": 0, "acc_per_sec": 11.14467014878749, "mobile_acc_per_sec": 8160.638020904324 }, "started": "2026-08-19T02:25:18.618691346+10:00", "ended": "2026-08-19T02:25:20.86239843+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": 4688, "total_correct": 1124, "total_train": 249, "infer_ms": 463.181005, "train_ms": 1560.858542, "blocked_train": 1560858542, "duration": 2176218585, "avg_accuracy": 23.98036087843518, "soft_acc": 24.99399260696693, "adapt_pct": 24.99308843362238, "stability": 99.99518315247008, "consistency": 100, "throughput": 2154.195370039081, "availability": 22.883989874927085, "score": 123.21184819532253, "zero_downtime": 5.719622737518336, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 72630376, "heap_mib": 69.2657241821289, "mobile_score": 177468.38864458588, "mobile_throughput": 3102798.8521072795, "mobile_availability": 32960.99253721366, "mobile_accuracy": 36000.13845033373, "soft_acc_blocks": [ 24.9972451875, 24.99004287755102, 24.99108209815951, 25.00191410691824, 24.989678764705882 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.22184784, "time_to_acc50_sec": 0, "acc_per_sec": 11.48505613325921, "mobile_acc_per_sec": 16542.51953295111 }, "started": "2026-08-19T02:25:22.496504196+10:00", "ended": "2026-08-19T02:25:24.674087829+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": 5224, "total_correct": 1294, "total_train": 284, "infer_ms": 410.835082, "train_ms": 1798.963839, "blocked_train": 1798963839, "duration": 2139543643, "avg_accuracy": 25.55839855342068, "soft_acc": 24.99708869612785, "adapt_pct": 24.97970810117197, "stability": 99.98294858084672, "consistency": 100, "throughput": 2441.642177803428, "availability": 18.591514281945834, "score": 113.47134802811269, "zero_downtime": 4.647337315011277, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 38676864, "heap_mib": 36.8851318359375, "mobile_score": 316445.0325263997, "mobile_throughput": 6809168.585724487, "mobile_availability": 51847.38212687669, "mobile_accuracy": 69711.02999103977, "soft_acc_blocks": [ 25.017953333333335, 25.009718475095788, 24.98224164864865, 24.97844132743363 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.125175578, "time_to_acc50_sec": 0, "acc_per_sec": 11.683374058721105, "mobile_acc_per_sec": 32582.195843078567 }, "started": "2026-08-19T02:25:26.303896269+10:00", "ended": "2026-08-19T02:25:28.443978712+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": 8952, "total_correct": 2261, "total_train": 278, "infer_ms": 534.176421, "train_ms": 1671.592652, "blocked_train": 1671592652, "duration": 2049813281, "avg_accuracy": 24.352120737671928, "soft_acc": 25.008494730522294, "adapt_pct": 25.018614472794347, "stability": 99.98885270666693, "consistency": 100, "throughput": 4367.227045983805, "availability": 24.217241393881853, "score": 264.4953211179026, "zero_downtime": 6.056367537866808, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 38893848, "heap_mib": 37.092063903808594, "mobile_score": 1575815.0331620788, "mobile_throughput": 26019144.69869042, "mobile_availability": 144281.9210899492, "mobile_accuracy": 148996.06460540992, "soft_acc_blocks": [ 24.993249442307693, 24.998268958015267, 25.015200995652176, 25.01225161774744, 25.02350263888889 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.870182918, "time_to_acc50_sec": 0, "acc_per_sec": 12.20037696229674, "mobile_acc_per_sec": 72687.6276910072 }, "started": "2026-08-19T02:25:30.688506171+10:00", "ended": "2026-08-19T02:25:32.739019346+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": 5640, "total_correct": 1328, "total_train": 223, "infer_ms": 752.452994, "train_ms": 1679.1119, "blocked_train": 1679111900, "duration": 2014206357, "avg_accuracy": 25.02981468693758, "soft_acc": 24.994090215820904, "adapt_pct": 24.99431879687824, "stability": 99.99606772056242, "consistency": 100, "throughput": 2800.110316601488, "availability": 30.945215398392737, "score": 216.5738339263454, "zero_downtime": 7.734475054154383, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 38657056, "heap_mib": 36.866241455078125, "mobile_score": 1135470.6224157577, "mobile_throughput": 14680642.37670361, "mobile_availability": 162242.05090792532, "mobile_accuracy": 131041.0157107231, "soft_acc_blocks": [ 24.989092344827586, 24.9952226097561, 25.000589691780824, 24.994407369747897, 24.991139062992126 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.123373084, "time_to_acc50_sec": 0, "acc_per_sec": 12.408902458756813, "mobile_acc_per_sec": 65058.386522966925 }, "started": "2026-08-19T02:25:34.626035441+10:00", "ended": "2026-08-19T02:25:36.640762265+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": 5600, "total_correct": 1411, "total_train": 293, "infer_ms": 583.433021, "train_ms": 1655.04639, "blocked_train": 1655046390, "duration": 2257950456, "avg_accuracy": 25.86576833260394, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2480.1252769383173, "availability": 26.063810019113017, "score": 161.6037851043009, "zero_downtime": 6.515952504778254, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 63344504, "heap_mib": 60.41002655029297, "mobile_score": 962805.9691450421, "mobile_throughput": 14776135.46812996, "mobile_availability": 155283.44121932643, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25, 25, 25, 25 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.222355977, "time_to_acc50_sec": 0, "acc_per_sec": 11.07198784347463, "mobile_acc_per_sec": 65964.89048272303 }, "started": "2026-08-19T02:25:39.65173483+10:00", "ended": "2026-08-19T02:25:41.910533773+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": 10360, "total_correct": 2670, "total_train": 310, "infer_ms": 720.966849, "train_ms": 1569.996202, "blocked_train": 1569996202, "duration": 2228939243, "avg_accuracy": 25.986770343632447, "soft_acc": 25.00399106948147, "adapt_pct": 24.987022794074335, "stability": 99.9786876797419, "consistency": 100, "throughput": 4647.950827971492, "availability": 31.47003390933344, "score": 365.7363032532697, "zero_downtime": 7.868764468252524, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 38422472, "heap_mib": 36.64252471923828, "mobile_score": 4357980.794546597, "mobile_throughput": 55383291.90217085, "mobile_availability": 374985.480414923, "mobile_accuracy": 297938.46522355225, "soft_acc_blocks": [ 25.02619075, 25.026109877118643, 25.010482748427673, 25.010672066666665, 24.976628942760943, 24.973862031914894 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.130797751, "time_to_acc50_sec": 0, "acc_per_sec": 11.217888126832834, "mobile_acc_per_sec": 133668.27568729394 }, "started": "2026-08-19T02:25:43.589672349+10:00", "ended": "2026-08-19T02:25:45.819364506+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": 2328, "total_correct": 588, "total_train": 211, "infer_ms": 286.285057, "train_ms": 1578.962259, "blocked_train": 1578962259, "duration": 2357704244, "avg_accuracy": 23.319423517594252, "soft_acc": 25.004692164917444, "adapt_pct": 25.009531815142665, "stability": 99.9817357022819, "consistency": 100, "throughput": 987.4012000972588, "availability": 15.348369867323266, "score": 37.89460804171077, "zero_downtime": 3.8378126376571307, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 69621776, "heap_mib": 66.39649963378906, "mobile_score": 354780.1475173653, "mobile_throughput": 9244332.149939137, "mobile_availability": 143695.82394641393, "mobile_accuracy": 234101.0722457185, "soft_acc_blocks": [ 24.986605466666667, 24.992312268292686, 25.033886857142857, 25.005964067567568 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.266358147, "time_to_acc50_sec": 0, "acc_per_sec": 10.605525365851378, "mobile_acc_per_sec": 99291.95862520512 }, "started": "2026-08-19T02:25:47.786946843+10:00", "ended": "2026-08-19T02:25:50.145337492+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": 8616, "total_correct": 2276, "total_train": 321, "infer_ms": 538.167399, "train_ms": 1673.848177, "blocked_train": 1673848177, "duration": 2159204662, "avg_accuracy": 25.934081120346143, "soft_acc": 24.994008494621248, "adapt_pct": 24.985942733895627, "stability": 99.98975631150059, "consistency": 100, "throughput": 3990.3581868053598, "availability": 24.329277100895062, "score": 242.64815809642906, "zero_downtime": 6.080861585277654, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 38837040, "heap_mib": 37.03788757324219, "mobile_score": 2891307.2161831954, "mobile_throughput": 47547657.11463201, "mobile_availability": 289898.8189244107, "mobile_accuracy": 297819.51649154513, "soft_acc_blocks": [ 25.004655469387757, 25.003279319502074, 24.998715821917806, 24.981728610932475, 24.98166325136612 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 1.022831712, "time_to_acc50_sec": 0, "acc_per_sec": 11.575562490435772, "mobile_acc_per_sec": 137930.19334058158 }, "started": "2026-08-19T02:25:51.895734987+10:00", "ended": "2026-08-19T02:25:54.055635635+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": 8360, "total_correct": 2370, "total_train": 245, "infer_ms": 537.095224, "train_ms": 1586.075529, "blocked_train": 1586075529, "duration": 2304097586, "avg_accuracy": 28.606820906831388, "soft_acc": 25.005681223725226, "adapt_pct": 24.98819474291939, "stability": 99.96468550790783, "consistency": 100, "throughput": 3628.3185446642797, "availability": 25.29684544877489, "score": 229.51467877785106, "zero_downtime": 6.325648532579091, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 68734232, "heap_mib": 65.5500717163086, "mobile_score": 5469626.904867362, "mobile_throughput": 86467448.77931572, "mobile_availability": 602856.0230294223, "mobile_accuracy": 595917.2089738387, "soft_acc_blocks": [ 25.04497806024096, 24.99901993884892, 25.027842524475524, 25.01471411589404, 24.94185147916667 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.232472721, "time_to_acc50_sec": 0, "acc_per_sec": 10.852700586842776, "mobile_acc_per_sec": 258633.66751248296 }, "started": "2026-08-19T02:25:55.760595816+10:00", "ended": "2026-08-19T02:25:58.06538866+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": 4648, "total_correct": 1248, "total_train": 228, "infer_ms": 589.275871, "train_ms": 1436.6245, "blocked_train": 1436624500, "duration": 2235977422, "avg_accuracy": 28.172728630542302, "soft_acc": 24.997087794207285, "adapt_pct": 24.99565518173742, "stability": 99.9873303525088, "consistency": 100, "throughput": 2078.732975685655, "availability": 29.08711007882036, "score": 151.14322876197474, "zero_downtime": 7.270930443200441, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 102798168, "heap_mib": 98.03597259521484, "mobile_score": 56280.24227354987, "mobile_throughput": 774044.569855313, "mobile_availability": 10830.982080258926, "mobile_accuracy": 9308.006509552095, "soft_acc_blocks": [ 24.997771214285713, 24.986877294871796, 25.014527128205128, 25.00659358015267, 24.979669753521126 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.425865347, "time_to_acc50_sec": 0, "acc_per_sec": 11.179490252566282, "mobile_acc_per_sec": 4162.835643137409 }, "started": "2026-08-19T02:26:00.617083667+10:00", "ended": "2026-08-19T02:26:02.854093325+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": 5656, "total_correct": 1734, "total_train": 234, "infer_ms": 690.007636, "train_ms": 1597.941075, "blocked_train": 1597941075, "duration": 2354458964, "avg_accuracy": 30.539811788405704, "soft_acc": 25.020844187117643, "adapt_pct": 25.01145537325743, "stability": 99.9817579423153, "consistency": 100, "throughput": 2402.250405074378, "availability": 30.158352443941652, "score": 181.27079772543792, "zero_downtime": 7.545874374400427, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 64202544, "heap_mib": 61.22831726074219, "mobile_score": 66928.24225202423, "mobile_throughput": 886951.4509687573, "mobile_availability": 11134.973440936114, "mobile_accuracy": 9238.118561391222, "soft_acc_blocks": [ 25.035038547619045, 25.035778418367347, 25.02830870063694, 25.035220933962265, 24.993040624161072, 24.997677897959186 ], "phase_blocks": [ "A", "A", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false, false ], "time_to_acc25_sec": 0.242270351, "time_to_acc50_sec": 0, "acc_per_sec": 10.627003727688516, "mobile_acc_per_sec": 3923.6693875932087 }, "started": "2026-08-19T02:26:04.532106247+10:00", "ended": "2026-08-19T02:26:06.8871062+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": 1072, "total_correct": 279, "total_train": 190, "infer_ms": 171.259467, "train_ms": 1776.889147, "blocked_train": 1776889147, "duration": 2178275461, "avg_accuracy": 26.864595573834706, "soft_acc": 25.008172619702307, "adapt_pct": 25.01654982222222, "stability": 99.99126971271627, "consistency": 100, "throughput": 492.1324319137615, "availability": 8.790883086088831, "score": 10.819232382597226, "zero_downtime": 2.1984392169653084, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42299192, "heap_mib": 40.33965301513672, "mobile_score": 3994.643455920517, "mobile_throughput": 181703.61159380435, "mobile_availability": 3245.742613689677, "mobile_accuracy": 9233.440004534143, "soft_acc_blocks": [ 25.007408913043477, 24.997338432432432, 25.0062368, 25.02170633333333 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.167137128, "time_to_acc50_sec": 0, "acc_per_sec": 11.480720903967574, "mobile_acc_per_sec": 4238.876198098135 }, "started": "2026-08-19T02:26:08.888383725+10:00", "ended": "2026-08-19T02:26:11.067322518+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": 5120, "total_correct": 1334, "total_train": 231, "infer_ms": 800.058485, "train_ms": 1765.48512, "blocked_train": 1765485120, "duration": 2276297843, "avg_accuracy": 25.797091690940523, "soft_acc": 25.00389962805765, "adapt_pct": 24.990121004479686, "stability": 99.9817263044579, "consistency": 100, "throughput": 2249.2662881287106, "availability": 31.184754897198488, "score": 175.3843978246333, "zero_downtime": 7.797404813751302, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38290568, "heap_mib": 36.51673126220703, "mobile_score": 65306.7721354271, "mobile_throughput": 837544.9741977453, "mobile_availability": 11612.068732629547, "mobile_accuracy": 9310.542988774921, "soft_acc_blocks": [ 25.02808864, 25.020690130434783, 25.001824000000003, 25.0066879689441, 24.97175452238806, 24.994352506578945 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.113866186, "time_to_acc50_sec": 0, "acc_per_sec": 10.984458692410952, "mobile_acc_per_sec": 4090.2129821922963 }, "started": "2026-08-19T02:26:13.179751398+10:00", "ended": "2026-08-19T02:26:15.456745438+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": 4776, "total_correct": 1256, "total_train": 222, "infer_ms": 617.869959, "train_ms": 1683.528491, "blocked_train": 1683528491, "duration": 2300209395, "avg_accuracy": 25.549036324927663, "soft_acc": 25.02104143608815, "adapt_pct": 25.025561148441728, "stability": 99.98551504210056, "consistency": 100, "throughput": 2076.332707092521, "availability": 26.847587344121134, "score": 139.47860375609386, "zero_downtime": 6.717545953962507, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 38883456, "heap_mib": 37.0821533203125, "mobile_score": 25968.38004477093, "mobile_throughput": 386575.3985568621, "mobile_availability": 4998.532625523644, "mobile_accuracy": 4658.462987373503, "soft_acc_blocks": [ 25.000235814814815, 25.01407052631579, 25.042505314285716, 25.017603078787875, 25.030792446236557 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.695715573, "time_to_acc50_sec": 0, "acc_per_sec": 10.877723345742682, "mobile_acc_per_sec": 2025.234310189183 }, "started": "2026-08-19T02:26:17.150024214+10:00", "ended": "2026-08-19T02:26:19.450766889+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": 3184, "total_correct": 788, "total_train": 183, "infer_ms": 471.122556, "train_ms": 1628.378076, "blocked_train": 1628378076, "duration": 2027854811, "avg_accuracy": 23.869573062402843, "soft_acc": 25.000452444140016, "adapt_pct": 24.99977728575394, "stability": 99.98968975625203, "consistency": 100, "throughput": 1570.1321330938224, "availability": 22.43974347134181, "score": 88.08499981967002, "zero_downtime": 5.610037395139823, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 72727264, "heap_mib": 69.35812377929688, "mobile_score": 524794.4134710813, "mobile_throughput": 9354561.77040334, "mobile_availability": 133691.9116488961, "mobile_accuracy": 148948.1501253782, "soft_acc_blocks": [ 24.994361950000002, 24.997890877192983, 25.017895632911394, 24.991661316455694 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.327540342, "time_to_acc50_sec": 0, "acc_per_sec": 12.3285218983757, "mobile_acc_per_sec": 73451.09192108635 }, "started": "2026-08-19T02:26:22.262655823+10:00", "ended": "2026-08-19T02:26:24.291389121+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": 2056, "total_correct": 426, "total_train": 170, "infer_ms": 529.936249, "train_ms": 1815.839166, "blocked_train": 1815839166, "duration": 2059577590, "avg_accuracy": 18.57408285895003, "soft_acc": 24.990741467221554, "adapt_pct": 24.990154379258666, "stability": 99.9872309095763, "consistency": 100, "throughput": 998.2629496371633, "availability": 22.591090588269292, "score": 56.35874211235058, "zero_downtime": 5.6456810435402, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 37873208, "heap_mib": 36.11870574951172, "mobile_score": 223850.09230757624, "mobile_throughput": 3964979.4343891595, "mobile_availability": 89729.07350259493, "mobile_accuracy": 99260.1959270201, "soft_acc_blocks": [ 24.98831416666667, 25.00281268181818, 24.99755152272727, 24.966991935483872, 24.998037029411766 ], "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": 12.133915997416516, "mobile_acc_per_sec": 48194.44356404174 }, "started": "2026-08-19T02:26:26.115801283+10:00", "ended": "2026-08-19T02:26:28.17617085+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": 1376, "total_correct": 347, "total_train": 132, "infer_ms": 397.638308, "train_ms": 1804.246854, "blocked_train": 1804246854, "duration": 2483725819, "avg_accuracy": 26.81697469197469, "soft_acc": 24.996363369144188, "adapt_pct": 24.995428469523812, "stability": 99.99344656546579, "consistency": 100, "throughput": 554.0064001726271, "availability": 18.058993941301647, "score": 25.00835718460671, "zero_downtime": 4.514091746379493, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 49124320, "heap_mib": 46.848602294921875, "mobile_score": 99330.16342123547, "mobile_throughput": 2200446.2691947445, "mobile_availability": 71728.13496588756, "mobile_accuracy": 99282.52544001416, "soft_acc_blocks": [ 25.00052190909091, 24.98917051282051, 25.007106500000003, 24.99304706666667, 24.991970857142856 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.167465359, "time_to_acc50_sec": 0, "acc_per_sec": 10.064059075251812, "mobile_acc_per_sec": 39973.222760951685 }, "started": "2026-08-19T02:26:29.980203281+10:00", "ended": "2026-08-19T02:26:32.464569254+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": 2168, "total_correct": 622, "total_train": 159, "infer_ms": 414.008401, "train_ms": 1867.090803, "blocked_train": 1867090803, "duration": 2265539516, "avg_accuracy": 24.40327455319959, "soft_acc": 20.821371190082207, "adapt_pct": 20.82717826629278, "stability": 90.68839570538772, "consistency": 83.33333333333334, "throughput": 956.9464512487452, "availability": 18.149513194078516, "score": 36.16279118818004, "zero_downtime": 3.778977511332033, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 39519368, "heap_mib": 37.68860626220703, "mobile_score": 131664.7046282537, "mobile_throughput": 3484135.701613209, "mobile_availability": 66080.36092706275, "mobile_accuracy": 75808.29901740153, "soft_acc_blocks": [ 24.98241092857143, 24.971971057971015, 24.984620710144927, 0, 24.98790225862069, 25.001322185185185 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.107343706, "time_to_acc50_sec": 0, "acc_per_sec": 9.190469220702044, "mobile_acc_per_sec": 33461.47726932939 }, "started": "2026-08-19T02:26:35.049564424+10:00", "ended": "2026-08-19T02:26:37.315775292+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": 2456, "total_correct": 642, "total_train": 162, "infer_ms": 453.176484, "train_ms": 1834.44773, "blocked_train": 1834447730, "duration": 2124539295, "avg_accuracy": 28.792607933861802, "soft_acc": 25.008279846559837, "adapt_pct": 24.99420411124077, "stability": 99.97977194497142, "consistency": 100, "throughput": 1156.015332726524, "availability": 19.80991813369571, "score": 57.270384076353885, "zero_downtime": 4.954119764249027, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 37726016, "heap_mib": 35.97833251953125, "mobile_score": 272965.22842384933, "mobile_throughput": 5509863.334222944, "mobile_availability": 94419.1123498096, "mobile_accuracy": 119195.82749266512, "soft_acc_blocks": [ 25.045071583333335, 25.00518398901099, 25.01126676470588, 24.990616434210526, 24.989260461538464 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.113459574, "time_to_acc50_sec": 0, "acc_per_sec": 11.771154294681962, "mobile_acc_per_sec": 56104.31766227469 }, "started": "2026-08-19T02:26:39.222442234+10:00", "ended": "2026-08-19T02:26:41.396799669+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": 1416, "total_correct": 269, "total_train": 121, "infer_ms": 328.207398, "train_ms": 1500.622834, "blocked_train": 1500622834, "duration": 2225343390, "avg_accuracy": 19.909951159951163, "soft_acc": 25.00561512311762, "adapt_pct": 25.001769870004072, "stability": 99.991202566217, "consistency": 100, "throughput": 636.3062915876548, "availability": 17.946302081909156, "score": 28.55477441639646, "zero_downtime": 4.487583227434248, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 106701752, "heap_mib": 101.75872039794922, "mobile_score": 122712.50466576776, "mobile_throughput": 2734489.77872056, "mobile_availability": 77123.20349114743, "mobile_accuracy": 107460.19624318928, "soft_acc_blocks": [ 25.017401666666665, 25.001268301587302, 25.009772037037035, 24.994018487179485 ], "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": 11.236744511199964, "mobile_acc_per_sec": 48289.2648056394 }, "started": "2026-08-19T02:26:43.950587179+10:00", "ended": "2026-08-19T02:26:46.177009108+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": 2960, "total_correct": 670, "total_train": 179, "infer_ms": 500.353006, "train_ms": 1696.909475, "blocked_train": 1696909475, "duration": 2174089634, "avg_accuracy": 22.14730973034375, "soft_acc": 24.998423702467697, "adapt_pct": 24.978759325745006, "stability": 99.97529419322896, "consistency": 100, "throughput": 1361.4894039828719, "availability": 22.77165383410559, "score": 77.50352646291344, "zero_downtime": 5.692554509508946, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 72625784, "heap_mib": 69.26134490966797, "mobile_score": 615669.2254876964, "mobile_throughput": 10815341.767202605, "mobile_availability": 180892.49765720533, "mobile_accuracy": 198581.4176684755, "soft_acc_blocks": [ 25.01245217647059, 25.038071499999997, 24.98939304301075, 24.986224392857142, 24.9659774 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.553732966, "time_to_acc50_sec": 0, "acc_per_sec": 11.498340874048663, "mobile_acc_per_sec": 91340.03242686705 }, "started": "2026-08-19T02:26:47.930577273+10:00", "ended": "2026-08-19T02:26:50.105272114+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": 1648, "total_correct": 418, "total_train": 154, "infer_ms": 436.845487, "train_ms": 1851.974404, "blocked_train": 1851974404, "duration": 2205955538, "avg_accuracy": 26.100180027533625, "soft_acc": 24.987571905153025, "adapt_pct": 24.964340731428575, "stability": 99.97693115428737, "consistency": 100, "throughput": 747.0685476707918, "availability": 19.086057785400467, "score": 35.62876296104625, "zero_downtime": 4.769142412985999, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 39670408, "heap_mib": 37.83264923095703, "mobile_score": 239483.75481180788, "mobile_throughput": 5021526.598990052, "mobile_availability": 128289.62902810308, "mobile_accuracy": 167957.48844883166, "soft_acc_blocks": [ 25.010095894736843, 25.011173788732396, 24.965013680000002, 24.964004257142857 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.11321218, "time_to_acc50_sec": 0, "acc_per_sec": 11.327323454491594, "mobile_acc_per_sec": 76138.20204241652 }, "started": "2026-08-19T02:26:52.243625445+10:00", "ended": "2026-08-19T02:26:54.450169627+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": 23608, "total_correct": 6061, "total_train": 549, "infer_ms": 675.332838, "train_ms": 1607.759157, "blocked_train": 1607759157, "duration": 2158283698, "avg_accuracy": 25.37053318272782, "soft_acc": 25.106764470599394, "adapt_pct": 25.110524882585906, "stability": 99.91312600041536, "consistency": 100, "throughput": 10938.321047356583, "availability": 29.579747092057065, "score": 812.3363195033886, "zero_downtime": 7.426517433401741, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40618936, "heap_mib": 38.73723602294922, "mobile_score": 1109109.8548952932, "mobile_throughput": 14934454.336657522, "mobile_availability": 40386.214696355244, "mobile_accuracy": 34279.10242385837, "soft_acc_blocks": [ 25.001766060150377, 25.156560571756604, 25.198367029250456, 25.175678131578948, 25.001450560260587 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.113762908, "time_to_acc50_sec": 0, "acc_per_sec": 11.63274526600228, "mobile_acc_per_sec": 15882.574869848446 }, "started": "2026-08-19T02:26:56.423441971+10:00", "ended": "2026-08-19T02:26:58.582302126+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": 32136, "total_correct": 9140, "total_train": 536, "infer_ms": 690.640715, "train_ms": 1556.017735, "blocked_train": 1556017735, "duration": 2422775248, "avg_accuracy": 28.744900880389746, "soft_acc": 25.182456502056453, "adapt_pct": 25.187222591962737, "stability": 99.9000008582167, "consistency": 100, "throughput": 13264.127585308732, "availability": 30.740797071312734, "score": 1026.8142972852384, "zero_downtime": 7.7412878508687735, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 38730416, "heap_mib": 36.93620300292969, "mobile_score": 2803887.5744535574, "mobile_throughput": 36219911.05961638, "mobile_availability": 83942.86986939797, "mobile_accuracy": 68764.89455494883, "soft_acc_blocks": [ 25.310567481283424, 25.14493572699149, 25.075060765273314, 25.08960747089041, 25.29211106584362 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.111551664, "time_to_acc50_sec": 0, "acc_per_sec": 10.39405389453461, "mobile_acc_per_sec": 28382.696501342507 }, "started": "2026-08-19T02:27:00.501496866+10:00", "ended": "2026-08-19T02:27:02.924727686+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": 12024, "total_correct": 3594, "total_train": 424, "infer_ms": 423.897566, "train_ms": 1607.022294, "blocked_train": 1607022294, "duration": 2173369447, "avg_accuracy": 29.270917868671464, "soft_acc": 25.10157309950486, "adapt_pct": 25.106199570700063, "stability": 99.86703855870415, "consistency": 100, "throughput": 5532.423406704862, "availability": 20.87219561681769, "score": 289.8574623667799, "zero_downtime": 5.239249440227143, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 69576056, "heap_mib": 66.35289764404297, "mobile_score": 1583008.2211391071, "mobile_throughput": 30214408.36515082, "mobile_availability": 113990.01766198035, "mobile_accuracy": 137088.05788742923, "soft_acc_blocks": [ 24.98685558490566, 25.30787577272727, 24.982295291366906, 25.129265749019606 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.265019461, "time_to_acc50_sec": 0, "acc_per_sec": 11.549611656754308, "mobile_acc_per_sec": 63076.27912808753 }, "started": "2026-08-19T02:27:05.520058493+10:00", "ended": "2026-08-19T02:27:07.693830751+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": 24688, "total_correct": 6629, "total_train": 599, "infer_ms": 566.222232, "train_ms": 1622.709706, "blocked_train": 1622709706, "duration": 2053328748, "avg_accuracy": 26.853454694040227, "soft_acc": 24.948157623048562, "adapt_pct": 25.07420314459187, "stability": 99.82261351467068, "consistency": 100, "throughput": 12023.40347304191, "availability": 25.867512012152837, "score": 775.926455960755, "zero_downtime": 6.453467669952911, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 38141432, "heap_mib": 36.37450408935547, "mobile_score": 4237593.01815367, "mobile_throughput": 65663814.16743955, "mobile_availability": 141271.1056023707, "mobile_accuracy": 136250.2048320092, "soft_acc_blocks": [ 24.671076590604027, 24.819324265010355, 25.042912752345217, 25.161049188544155, 25.046425318739054 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.906849321, "time_to_acc50_sec": 0, "acc_per_sec": 12.150103897073846, "mobile_acc_per_sec": 66355.76741655263 }, "started": "2026-08-19T02:27:09.604016984+10:00", "ended": "2026-08-19T02:27:11.657789064+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": 16896, "total_correct": 4767, "total_train": 484, "infer_ms": 565.716468, "train_ms": 1639.332171, "blocked_train": 1639332171, "duration": 2149376450, "avg_accuracy": 27.69256663523395, "soft_acc": 24.984697788948118, "adapt_pct": 25.138397873597995, "stability": 99.84090812543253, "consistency": 100, "throughput": 7860.8844904762955, "availability": 25.655509724109987, "score": 503.8788888747286, "zero_downtime": 6.409951570783076, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 39547152, "heap_mib": 37.71510314941406, "mobile_score": 5503701.143549035, "mobile_throughput": 85861820.99464242, "mobile_availability": 280226.58087987866, "mobile_accuracy": 272899.525716084, "soft_acc_blocks": [ 24.754727940170937, 24.971658825477707, 25.00961515949367, 25.202789230650154 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.104948455, "time_to_acc50_sec": 0, "acc_per_sec": 11.62416094628194, "mobile_acc_per_sec": 126966.8352959222 }, "started": "2026-08-19T02:27:13.420576861+10:00", "ended": "2026-08-19T02:27:15.570369143+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": 27272, "total_correct": 6307, "total_train": 440, "infer_ms": 740.641673, "train_ms": 1175.977311, "blocked_train": 1175977311, "duration": 2304330812, "avg_accuracy": 22.801380274275907, "soft_acc": 24.997811780122294, "adapt_pct": 25.05299706721209, "stability": 99.84682360340364, "consistency": 100, "throughput": 11835.106252096586, "availability": 38.64313560404554, "score": 1143.263962193394, "zero_downtime": 9.659938304236729, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 98836040, "heap_mib": 94.25739288330078, "mobile_score": 12487491.171051046, "mobile_throughput": 129270920.55623364, "mobile_availability": 422086.0891577881, "mobile_accuracy": 273042.7654703491, "soft_acc_blocks": [ 24.81220155, 24.8292337960199, 25.206498501930504, 25.08300957647059, 25.05811547619048 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.065452368, "time_to_acc50_sec": 0, "acc_per_sec": 10.848187096203397, "mobile_acc_per_sec": 118491.1315894643 }, "started": "2026-08-19T02:27:18.054008301+10:00", "ended": "2026-08-19T02:27:20.359088434+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": 20080, "total_correct": 6066, "total_train": 447, "infer_ms": 710.093782, "train_ms": 1596.96962, "blocked_train": 1596969620, "duration": 2390046721, "avg_accuracy": 29.39652131450738, "soft_acc": 25.042063784856094, "adapt_pct": 25.119846153547456, "stability": 99.85882793009613, "consistency": 100, "throughput": 8401.509402962001, "availability": 30.7791186572687, "score": 647.5653688843557, "zero_downtime": 7.70772652656977, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 41065640, "heap_mib": 39.163246154785156, "mobile_score": 884142.583650107, "mobile_throughput": 11470860.838177452, "mobile_availability": 42023.75667339087, "mobile_accuracy": 34190.76442092352, "soft_acc_blocks": [ 24.797107323943663, 24.918120650969527, 25.173711846034216, 25.18152070112782, 25.054557696394685, 25.127364490666665 ], "phase_blocks": [ "A", "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, false, true, false ], "time_to_acc25_sec": 0.109782765, "time_to_acc50_sec": 0, "acc_per_sec": 10.47764613336866, "mobile_acc_per_sec": 14305.479520759343 }, "started": "2026-08-19T02:27:22.128416897+10:00", "ended": "2026-08-19T02:27:24.518859867+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": 8064, "total_correct": 1965, "total_train": 313, "infer_ms": 468.461779, "train_ms": 1364.363924, "blocked_train": 1364363924, "duration": 2390805995, "avg_accuracy": 24.191291150106423, "soft_acc": 25.024595316937123, "adapt_pct": 25.06604970724328, "stability": 99.92006220450713, "consistency": 100, "throughput": 3372.9211056290665, "availability": 25.55953783456953, "score": 215.73779850737918, "zero_downtime": 6.3961709079804585, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 72511744, "heap_mib": 69.152587890625, "mobile_score": 589108.0151241501, "mobile_throughput": 9210323.23243777, "mobile_availability": 69794.57798026453, "mobile_accuracy": 68333.82827878297, "soft_acc_blocks": [ 24.97150294964029, 24.9235081, 25.08383703349282, 25.119533184615385 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.838938217, "time_to_acc50_sec": 0, "acc_per_sec": 10.467012116111547, "mobile_acc_per_sec": 28581.92108506193 }, "started": "2026-08-19T02:27:26.839783607+10:00", "ended": "2026-08-19T02:27:29.231002153+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": 16376, "total_correct": 4363, "total_train": 426, "infer_ms": 570.361279, "train_ms": 1662.537469, "blocked_train": 1662537469, "duration": 2394474219, "avg_accuracy": 27.164157136679346, "soft_acc": 25.092786327776984, "adapt_pct": 25.06357133291918, "stability": 99.93887776893555, "consistency": 100, "throughput": 6839.0796902541215, "availability": 25.543535259306793, "score": 438.35660703251307, "zero_downtime": 6.409584723178228, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 38947552, "heap_mib": 37.143280029296875, "mobile_score": 2394011.549873565, "mobile_throughput": 37350493.88170784, "mobile_availability": 139501.7605628275, "mobile_accuracy": 137040.07039809937, "soft_acc_blocks": [ 25.160396475609755, 25.161215583969465, 25.064426745065788, 25.07652435325132, 25.001368480988596 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.109746619, "time_to_acc50_sec": 0, "acc_per_sec": 10.479455626904365, "mobile_acc_per_sec": 57231.80033040037 }, "started": "2026-08-19T02:27:31.050617306+10:00", "ended": "2026-08-19T02:27:33.44550444+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": 31328, "total_correct": 9373, "total_train": 633, "infer_ms": 681.363729, "train_ms": 1537.149743, "blocked_train": 1537149743, "duration": 2349547214, "avg_accuracy": 29.194736427570867, "soft_acc": 24.995388656276237, "adapt_pct": 25.07231760046254, "stability": 99.87982575693376, "consistency": 100, "throughput": 13333.632886085088, "availability": 30.712625260091276, "score": 1023.5883359267971, "zero_downtime": 7.676740050305486, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 42268264, "heap_mib": 40.310157775878906, "mobile_score": 11180314.197216429, "mobile_throughput": 145638827.47041205, "mobile_availability": 335463.76817422366, "mobile_accuracy": 273016.29849628656, "soft_acc_blocks": [ 24.781460149350647, 24.965132580786026, 25.034850965250964, 25.136579735387883, 25.058919850605655 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.558150153, "time_to_acc50_sec": 0, "acc_per_sec": 10.638385348180636, "mobile_acc_per_sec": 116199.5370297277 }, "started": "2026-08-19T02:27:35.172874074+10:00", "ended": "2026-08-19T02:27:37.522823735+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": 17488, "total_correct": 4728, "total_train": 446, "infer_ms": 581.599173, "train_ms": 1467.899862, "blocked_train": 1467899862, "duration": 2392392829, "avg_accuracy": 26.231045102514067, "soft_acc": 25.054747660653096, "adapt_pct": 25.094606081822352, "stability": 99.92164313974251, "consistency": 100, "throughput": 7309.836322870871, "availability": 28.377626096320654, "score": 519.7251674788291, "zero_downtime": 7.109942610516781, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 71139048, "heap_mib": 67.8434829711914, "mobile_score": 702282.6510493308, "mobile_throughput": 9877472.850632276, "mobile_availability": 38345.48667728805, "mobile_accuracy": 33855.42149873322, "soft_acc_blocks": [ 24.97865994512195, 25.00096773846154, 25.021552486891387, 25.074551003669725, 25.198007129120878 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.754196689, "time_to_acc50_sec": 0, "acc_per_sec": 10.47267294774737, "mobile_acc_per_sec": 14151.280294919003 }, "started": "2026-08-19T02:27:40.297113615+10:00", "ended": "2026-08-19T02:27:42.69031764+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": 18872, "total_correct": 5458, "total_train": 452, "infer_ms": 724.476213, "train_ms": 1551.369866, "blocked_train": 1551369866, "duration": 2203732841, "avg_accuracy": 28.467133978548162, "soft_acc": 25.08652654327411, "adapt_pct": 25.110138058541843, "stability": 99.95095469790671, "consistency": 100, "throughput": 8563.65147757037, "availability": 31.83326937990168, "score": 683.8813525570561, "zero_downtime": 7.985861572580985, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 38152224, "heap_mib": 36.384796142578125, "mobile_score": 1829340.7478032338, "mobile_throughput": 22907243.397308238, "mobile_availability": 85152.04661556067, "mobile_accuracy": 67104.92259346988, "soft_acc_blocks": [ 25.029547307692308, 25.055349989228006, 25.14478054619125, 25.146019608766235, 25.056935264492754 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.107235845, "time_to_acc50_sec": 0, "acc_per_sec": 11.38365144655668, "mobile_acc_per_sec": 30450.57066128729 }, "started": "2026-08-19T02:27:45.085085881+10:00", "ended": "2026-08-19T02:27:47.289230284+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": 10864, "total_correct": 2621, "total_train": 441, "infer_ms": 451.869808, "train_ms": 1537.645033, "blocked_train": 1537645033, "duration": 2395897674, "avg_accuracy": 22.806752139933522, "soft_acc": 24.934192311054836, "adapt_pct": 25.01705512669676, "stability": 99.84001996431908, "consistency": 100, "throughput": 4534.417357592042, "availability": 22.71256281621274, "score": 256.7928558729188, "zero_downtime": 5.663194091363616, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 69427568, "heap_mib": 66.21128845214844, "mobile_score": 1346334.1281990083, "mobile_throughput": 23773406.075772166, "mobile_availability": 119079.24133786545, "mobile_accuracy": 130726.97818378318, "soft_acc_blocks": [ 24.68580540594059, 24.916571650390626, 25.117135519379847, 25.017256668508285 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.303529322, "time_to_acc50_sec": 0, "acc_per_sec": 10.40703556818714, "mobile_acc_per_sec": 54562.838639737 }, "started": "2026-08-19T02:27:50.138017521+10:00", "ended": "2026-08-19T02:27:52.534314308+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": 30904, "total_correct": 8365, "total_train": 513, "infer_ms": 719.083953, "train_ms": 1295.466473, "blocked_train": 1295466473, "duration": 2300677840, "avg_accuracy": 28.010259645764876, "soft_acc": 25.118137652220593, "adapt_pct": 25.013225341047338, "stability": 99.86773917648004, "consistency": 100, "throughput": 13432.562987610641, "availability": 35.6945124688579, "score": 1204.336299306482, "zero_downtime": 8.96579677621677, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 73995208, "heap_mib": 70.56732940673828, "mobile_score": 12142674.417130709, "mobile_throughput": 135433299.6855463, "mobile_availability": 359888.5491013956, "mobile_accuracy": 253252.65679629674, "soft_acc_blocks": [ 25.34910686111111, 25.171644952067666, 25.073746190611665, 25.013323454356843, 24.982866802955666 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.327481584, "time_to_acc50_sec": 0, "acc_per_sec": 10.917711821930093, "mobile_acc_per_sec": 110077.409532617 }, "started": "2026-08-19T02:27:54.489137749+10:00", "ended": "2026-08-19T02:27:56.790590118+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": 20728, "total_correct": 5217, "total_train": 548, "infer_ms": 456.984359, "train_ms": 1471.176037, "blocked_train": 1471176037, "duration": 2354265143, "avg_accuracy": 27.540531665490025, "soft_acc": 25.135093057221837, "adapt_pct": 25.144589198499595, "stability": 99.85421656998477, "consistency": 100, "throughput": 8804.445863555819, "availability": 23.700536529430924, "score": 524.4942150783404, "zero_downtime": 5.957151911733317, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 68468496, "heap_mib": 65.29664611816406, "mobile_score": 11457750.959791372, "mobile_throughput": 192336054.7046647, "mobile_availability": 517746.1206642617, "mobile_accuracy": 549084.4861993635, "soft_acc_blocks": [ 25.031079810055864, 25.0537175636646, 25.386510480000002, 25.06906437516689 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.271602054, "time_to_acc50_sec": 0, "acc_per_sec": 10.67640708692336, "mobile_acc_per_sec": 233229.67161620312 }, "started": "2026-08-19T02:27:58.454366824+10:00", "ended": "2026-08-19T02:28:00.809035091+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": 17312, "total_correct": 4192, "total_train": 495, "infer_ms": 587.071227, "train_ms": 1646.995828, "blocked_train": 1646995828, "duration": 2166235725, "avg_accuracy": 23.95941129584606, "soft_acc": 24.980464988522737, "adapt_pct": 25.10236282322789, "stability": 99.80934157068333, "consistency": 100, "throughput": 7991.743373173296, "availability": 26.27813814657412, "score": 524.6100898450662, "zero_downtime": 6.564401099340586, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 38081344, "heap_mib": 36.31719970703125, "mobile_score": 9823099.099453216, "mobile_throughput": 149641969.62979576, "mobile_availability": 492046.87473539467, "mobile_accuracy": 467748.50099652173, "soft_acc_blocks": [ 24.687209103773586, 24.858327941089836, 25.060594060240966, 25.24353044234801, 25.05266339516129 ], "phase_blocks": [ "A", "A", "B", "B", "A2" ], "switch_blocks": [ false, false, true, false, true ], "time_to_acc25_sec": 0.88452774, "time_to_acc50_sec": 0, "acc_per_sec": 11.531738997852017, "mobile_acc_per_sec": 215926.8705609228 }, "started": "2026-08-19T02:28:03.030072691+10:00", "ended": "2026-08-19T02:28:05.196877789+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": 26568, "total_correct": 6512, "total_train": 431, "infer_ms": 604.788683, "train_ms": 1543.208522, "blocked_train": 1543208522, "duration": 2315413229, "avg_accuracy": 24.035327353308723, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 11474.409693804164, "availability": 28.155934355603602, "score": 807.6818152701292, "zero_downtime": 7.038983588900901, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 37830136, "heap_mib": 36.07762908935547, "mobile_score": 17644078.48184773, "mobile_throughput": 250662304.56438324, "mobile_availability": 615075.7713096126, "mobile_accuracy": 546133.3333333334, "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": 1.06621437, "time_to_acc50_sec": 0, "acc_per_sec": 10.797208760354717, "mobile_acc_per_sec": 235868.62443953558 }, "started": "2026-08-19T02:28:07.071685996+10:00", "ended": "2026-08-19T02:28:09.387768598+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": 24424, "total_correct": 5761, "total_train": 494, "infer_ms": 586.383525, "train_ms": 1511.673069, "blocked_train": 1511673069, "duration": 2300461609, "avg_accuracy": 24.807993088989594, "soft_acc": 25.05071365630525, "adapt_pct": 24.88403281542647, "stability": 99.69436672517952, "consistency": 100, "throughput": 10616.999607577454, "availability": 27.948889780997014, "score": 743.3382229146141, "zero_downtime": 7.001396349153921, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 53072952, "heap_mib": 50.61431121826172, "mobile_score": 32476942.517954767, "mobile_throughput": 463863790.85479736, "mobile_availability": 1221105.6271249468, "mobile_accuracy": 1094482.3801197472, "soft_acc_blocks": [ 25.47032254109589, 25.36502006, 24.89727452830189, 24.76992304509804, 24.75102810703043 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.181794233, "time_to_acc50_sec": 0, "acc_per_sec": 10.88942912948444, "mobile_acc_per_sec": 475766.41828659485 }, "started": "2026-08-19T02:28:12.167851576+10:00", "ended": "2026-08-19T02:28:14.468936829+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": 18256, "total_correct": 5196, "total_train": 427, "infer_ms": 634.869639, "train_ms": 1632.484365, "blocked_train": 1632484365, "duration": 2230630089, "avg_accuracy": 29.18004619110214, "soft_acc": 25.149206488126357, "adapt_pct": 25.25922457026201, "stability": 99.66826785480589, "consistency": 100, "throughput": 8184.234620534611, "availability": 28.000463883450998, "score": 576.3251659476773, "zero_downtime": 7.041894479682336, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 42326800, "heap_mib": 40.36598205566406, "mobile_score": 18885023.03777349, "mobile_throughput": 268181000.04567814, "mobile_availability": 917519.2005329223, "mobile_accuracy": 824089.1982029245, "soft_acc_blocks": [ 24.714640764044944, 24.928474167213118, 25.578961764388488, 25.488402900917432, 25.035552844067798 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.105547779, "time_to_acc50_sec": 0, "acc_per_sec": 11.274485452404546, "mobile_acc_per_sec": 369442.33930439217 }, "started": "2026-08-19T02:28:16.314862832+10:00", "ended": "2026-08-19T02:28:18.545902608+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": 10520, "total_correct": 2706, "total_train": 391, "infer_ms": 259.076923, "train_ms": 1208.405327, "blocked_train": 1208405327, "duration": 2317278082, "avg_accuracy": 15.23409281015931, "soft_acc": 16.673988166562108, "adapt_pct": 8.442799083228774, "stability": 88.20686178842077, "consistency": 66.66666666666666, "throughput": 4539.809046534623, "availability": 17.654518342555765, "score": 133.6389172676321, "zero_downtime": 2.9437122993012848, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 98407992, "heap_mib": 93.84917449951172, "mobile_score": 5838773.388034359, "mobile_throughput": 198347283.78246203, "mobile_availability": 771337.6760651564, "mobile_accuracy": 728497.6589892096, "soft_acc_blocks": [ 24.69356725, 25.328397249686322, 0 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.1955059239895345, "mobile_acc_per_sec": 314376.4508230521 }, "started": "2026-08-19T02:28:20.634848406+10:00", "ended": "2026-08-19T02:28:22.952557111+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": 25864, "total_correct": 5765, "total_train": 521, "infer_ms": 628.76377, "train_ms": 1498.640516, "blocked_train": 1498640516, "duration": 2152712502, "avg_accuracy": 20.27922127384336, "soft_acc": 24.925952387909703, "adapt_pct": 25.206524579241023, "stability": 99.70904209292858, "consistency": 100, "throughput": 12014.609464092759, "availability": 29.55544341702055, "score": 885.1133661769826, "zero_downtime": 7.366975754162135, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 38780832, "heap_mib": 36.984283447265625, "mobile_score": 77342386.08769964, "mobile_throughput": 1049852594.4517107, "mobile_availability": 2582594.0530371447, "mobile_accuracy": 2178062.954258734, "soft_acc_blocks": [ 24.494209776315788, 24.83312242519685, 25.133380962529273, 25.2430963875969 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.49642813, "time_to_acc50_sec": 0, "acc_per_sec": 11.57885800577271, "mobile_acc_per_sec": 1011776.0510217604 }, "started": "2026-08-19T02:28:25.166448452+10:00", "ended": "2026-08-19T02:28:27.319557567+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": 13080, "total_correct": 3879, "total_train": 406, "infer_ms": 486.942857, "train_ms": 1705.614429, "blocked_train": 1705614429, "duration": 2594147894, "avg_accuracy": 23.90916236570707, "soft_acc": 20.193121057852114, "adapt_pct": 15.051584178771389, "stability": 89.90144889149417, "consistency": 80, "throughput": 5042.118080566151, "availability": 22.208900087092182, "score": 226.1223609677037, "zero_downtime": 4.484670080203948, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 38986992, "heap_mib": 37.18089294433594, "mobile_score": 308732.39684123814, "mobile_throughput": 6884171.885999651, "mobile_availability": 30322.551585576526, "mobile_accuracy": 27570.34128432075, "soft_acc_blocks": [ 25.567770282608695, 25.293113042589436, 24.95152303426791, 25.15319892979452, 0 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.116557072, "time_to_acc50_sec": 0, "acc_per_sec": 7.78410556489734, "mobile_acc_per_sec": 10627.898797939835 }, "started": "2026-08-19T02:28:29.28650215+10:00", "ended": "2026-08-19T02:28:31.881239574+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": 18296, "total_correct": 4797, "total_train": 370, "infer_ms": 726.344889, "train_ms": 1402.431731, "blocked_train": 1402431731, "duration": 2572506658, "avg_accuracy": 26.514853704671037, "soft_acc": 24.90513559062338, "adapt_pct": 25.031177808991185, "stability": 99.75827616563659, "consistency": 100, "throughput": 7112.129309015767, "availability": 34.120296238503414, "score": 604.3678420157372, "zero_downtime": 8.497706042121644, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 83429320, "heap_mib": 79.56439971923828, "mobile_score": 816656.719470997, "mobile_throughput": 9610319.719498089, "mobile_availability": 46105.31410900123, "mobile_accuracy": 33653.257032311216, "soft_acc_blocks": [ 24.441494030927835, 24.893016363387982, 25.08828462704309, 25.032903651270207, 25.069979280487804 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.302549628, "time_to_acc50_sec": 0, "acc_per_sec": 9.681271577343914, "mobile_acc_per_sec": 13081.893074078573 }, "started": "2026-08-19T02:28:34.665567671+10:00", "ended": "2026-08-19T02:28:37.238604588+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": 15736, "total_correct": 5106, "total_train": 401, "infer_ms": 567.139313, "train_ms": 1587.871676, "blocked_train": 1587871676, "duration": 2225852885, "avg_accuracy": 32.34591475395176, "soft_acc": 25.22821727422439, "adapt_pct": 25.197821310454362, "stability": 99.91173656666979, "consistency": 100, "throughput": 7069.649618824651, "availability": 26.31723531317919, "score": 469.38014678999923, "zero_downtime": 6.6393693053777545, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 38810608, "heap_mib": 37.01268005371094, "mobile_score": 634253.5525779256, "mobile_throughput": 9552918.70967613, "mobile_availability": 35561.36770071158, "mobile_accuracy": 34089.82365533133, "soft_acc_blocks": [ 25.391754602272727, 25.191722761146497, 25.12611146313364, 25.224095550898205, 25.207401993670885 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.117409309, "time_to_acc50_sec": 0, "acc_per_sec": 11.334180009935558, "mobile_acc_per_sec": 15315.39837383787 }, "started": "2026-08-19T02:28:39.161498572+10:00", "ended": "2026-08-19T02:28:41.387829581+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": 6008, "total_correct": 1568, "total_train": 326, "infer_ms": 262.372767, "train_ms": 1753.286504, "blocked_train": 1753286504, "duration": 2530949647, "avg_accuracy": 25.81025828553455, "soft_acc": 24.943089333553935, "adapt_pct": 24.98634898139974, "stability": 99.8646434029341, "consistency": 100, "throughput": 2373.8125359868136, "availability": 13.016722160081788, "score": 77.07229586472998, "zero_downtime": 3.246772636689712, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 44942496, "heap_mib": 42.860504150390625, "mobile_score": 105229.37462064467, "mobile_throughput": 3241045.3824673295, "mobile_availability": 17772.164655898334, "mobile_accuracy": 34055.63130341231, "soft_acc_blocks": [ 24.906003555555557, 24.737867873873874, 25.049443757847534, 25.079042146938775 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.198210179, "time_to_acc50_sec": 0, "acc_per_sec": 9.855229385191295, "mobile_acc_per_sec": 13455.673187247849 }, "started": "2026-08-19T02:28:43.503840168+10:00", "ended": "2026-08-19T02:28:46.035369918+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": 12016, "total_correct": 3529, "total_train": 380, "infer_ms": 505.550622, "train_ms": 1707.363339, "blocked_train": 1707363339, "duration": 2611380835, "avg_accuracy": 27.928996332645294, "soft_acc": 25.06131263879421, "adapt_pct": 25.1253896967815, "stability": 99.86405256707941, "consistency": 100, "throughput": 4601.3970229662045, "availability": 22.845471216221405, "score": 263.4472332071041, "zero_downtime": 5.725374965302987, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 38145312, "heap_mib": 36.378204345703125, "mobile_score": 179846.64453604972, "mobile_throughput": 3141220.3676782623, "mobile_availability": 15595.841683607146, "mobile_accuracy": 17108.522761416847, "soft_acc_blocks": [ 24.80785803225806, 25.19072501818182, 25.05434712455516, 25.08945551020408, 25.16417750877193 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.725377468, "time_to_acc50_sec": 0, "acc_per_sec": 9.596958169754743, "mobile_acc_per_sec": 6551.523443885904 }, "started": "2026-08-19T02:28:47.733403074+10:00", "ended": "2026-08-19T02:28:50.345278595+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": 11888, "total_correct": 3134, "total_train": 336, "infer_ms": 558.010182, "train_ms": 1537.339431, "blocked_train": 1537339431, "duration": 2307546681, "avg_accuracy": 26.971600793060542, "soft_acc": 25.069028814807513, "adapt_pct": 25.101968007158373, "stability": 99.94912868162068, "consistency": 100, "throughput": 5151.7917699711315, "availability": 26.630886728304652, "score": 343.93901081788295, "zero_downtime": 6.676104667557444, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 95949040, "heap_mib": 91.50413513183594, "mobile_score": 7513462.337653592, "mobile_throughput": 112542608.47894269, "mobile_availability": 581760.5975420579, "mobile_accuracy": 547641.2908024084, "soft_acc_blocks": [ 24.992530241666667, 25.1043521142132, 25.05494589228007, 25.12428701107011 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.325513109, "time_to_acc50_sec": 0, "acc_per_sec": 10.86393138705371, "mobile_acc_per_sec": 237326.20246065067 }, "started": "2026-08-19T02:28:51.855916024+10:00", "ended": "2026-08-19T02:28:54.163965255+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": 9672, "total_correct": 2510, "total_train": 265, "infer_ms": 627.183936, "train_ms": 1520.134528, "blocked_train": 1520134528, "duration": 2332837865, "avg_accuracy": 26.261866870498814, "soft_acc": 25.07968717646569, "adapt_pct": 25.084084041881553, "stability": 99.96286397706703, "consistency": 100, "throughput": 4146.023238524551, "availability": 29.207774557654066, "score": 303.7052608791661, "zero_downtime": 7.325218490266975, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 72919264, "heap_mib": 69.54122924804688, "mobile_score": 4423028.439328228, "mobile_throughput": 60380839.76887666, "mobile_availability": 425369.0474245371, "mobile_accuracy": 365249.41751041234, "soft_acc_blocks": [ 25.03179832051282, 25.14293548535565, 25.085835386986304, 25.081829848297215, 25.056036841176468 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 0.26090459, "time_to_acc50_sec": 0, "acc_per_sec": 10.750720207666763, "mobile_acc_per_sec": 156568.71100658865 }, "started": "2026-08-19T02:28:56.585536623+10:00", "ended": "2026-08-19T02:28:58.918868184+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": 9928, "total_correct": 2702, "total_train": 283, "infer_ms": 641.254254, "train_ms": 1615.265574, "blocked_train": 1615265574, "duration": 2247836542, "avg_accuracy": 26.077657273368903, "soft_acc": 25.121409905188184, "adapt_pct": 25.13543021821426, "stability": 99.94294672034799, "consistency": 100, "throughput": 4416.691256013935, "availability": 28.417842646140485, "score": 315.3059429905567, "zero_downtime": 7.1389627373483275, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42566504, "heap_mib": 40.594581604003906, "mobile_score": 4591975.617739805, "mobile_throughput": 64322728.47869539, "mobile_availability": 413864.8301461029, "mobile_accuracy": 365857.04878809175, "soft_acc_blocks": [ 25.086748545454544, 25.06740555151515, 25.228639766871165, 25.096524201923078, 25.127731460176992 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.893079508, "time_to_acc50_sec": 0, "acc_per_sec": 11.17581702930968, "mobile_acc_per_sec": 162759.63218507537 }, "started": "2026-08-19T02:29:01.146582801+10:00", "ended": "2026-08-19T02:29:03.395687517+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": 4784, "total_correct": 1336, "total_train": 213, "infer_ms": 363.794848, "train_ms": 1368.805796, "blocked_train": 1368805796, "duration": 2177319763, "avg_accuracy": 27.0236574834276, "soft_acc": 24.9561583280973, "adapt_pct": 25.12063618129295, "stability": 99.79418874565768, "consistency": 100, "throughput": 2197.196792724836, "availability": 20.99703986950613, "score": 115.13430971968826, "zero_downtime": 5.240054514047664, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 99901240, "heap_mib": 95.27324676513672, "mobile_score": 1509088.424357898, "mobile_throughput": 28799097.80160297, "mobile_availability": 275212.4009775907, "mobile_accuracy": 327105.3584380369, "soft_acc_blocks": [ 24.67961851923077, 25.015804386243385, 25.173052078817733 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.421284669, "time_to_acc50_sec": 0, "acc_per_sec": 11.46187103620999, "mobile_acc_per_sec": 150233.03604581158 }, "started": "2026-08-19T02:29:06.256457054+10:00", "ended": "2026-08-19T02:29:08.434637491+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": 9720, "total_correct": 2543, "total_train": 331, "infer_ms": 544.645626, "train_ms": 1622.831969, "blocked_train": 1622831969, "duration": 2350036320, "avg_accuracy": 26.21592337950135, "soft_acc": 25.08664820892987, "adapt_pct": 25.031504194298048, "stability": 99.9179509528325, "consistency": 100, "throughput": 4136.106287923243, "availability": 25.128085626186135, "score": 260.731638321443, "zero_downtime": 6.303794442679988, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 59150464, "heap_mib": 56.4102783203125, "mobile_score": 4556615.639742423, "mobile_throughput": 72283696.44942337, "mobile_availability": 439145.12522606255, "mobile_accuracy": 438420.9538721141, "soft_acc_blocks": [ 25.120554425925928, 25.155678579345086, 25.156495107266437, 25.063263415807562, 24.937249516304345 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.187566044, "time_to_acc50_sec": 0, "acc_per_sec": 10.675004465007532, "mobile_acc_per_sec": 186559.22469832897 }, "started": "2026-08-19T02:29:10.262144888+10:00", "ended": "2026-08-19T02:29:12.612638447+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": 6384, "total_correct": 1769, "total_train": 288, "infer_ms": 501.72424, "train_ms": 1724.509093, "blocked_train": 1724509093, "duration": 2358733227, "avg_accuracy": 28.676868417174173, "soft_acc": 25.104934556257078, "adapt_pct": 25.155384003675664, "stability": 99.93788087182442, "consistency": 100, "throughput": 2706.537529095485, "availability": 22.536911677802102, "score": 153.13256239860527, "zero_downtime": 5.6578769277136765, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 38830096, "heap_mib": 37.03126525878906, "mobile_score": 2361340.143377646, "mobile_throughput": 41735445.53101216, "mobile_availability": 347524.4808744561, "mobile_accuracy": 387123.99790090916, "soft_acc_blocks": [ 25.003448574074074, 25.122583012376236, 25.121261266129032, 25.17244537244898 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.104484191, "time_to_acc50_sec": 0, "acc_per_sec": 10.64339717136527, "mobile_acc_per_sec": 164123.6887111987 }, "started": "2026-08-19T02:29:14.647162828+10:00", "ended": "2026-08-19T02:29:17.00651048+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": 10304, "total_correct": 3188, "total_train": 373, "infer_ms": 500.387993, "train_ms": 1720.706494, "blocked_train": 1720706494, "duration": 2043514883, "avg_accuracy": 30.772998491610636, "soft_acc": 25.10691247895166, "adapt_pct": 25.723411363148994, "stability": 99.42693908377217, "consistency": 100, "throughput": 5042.292613437257, "availability": 22.528892666600004, "score": 285.2076692682615, "zero_downtime": 5.656309364280222, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 41770008, "heap_mib": 39.834983825683594, "mobile_score": 8307275.472517682, "mobile_throughput": 146867417.20632184, "mobile_availability": 656201.5599103547, "mobile_accuracy": 731291.8294313671, "soft_acc_blocks": [ 24.615554864406782, 24.484069010101013, 25.485817993150683, 25.842208048148148 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.116726294, "time_to_acc50_sec": 0, "acc_per_sec": 12.286141240181838, "mobile_acc_per_sec": 357859.8010295809 }, "started": "2026-08-19T02:29:19.54070609+10:00", "ended": "2026-08-19T02:29:21.584811075+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": 9936, "total_correct": 2462, "total_train": 393, "infer_ms": 484.697202, "train_ms": 1748.627004, "blocked_train": 1748627004, "duration": 2356691106, "avg_accuracy": 24.766566573074947, "soft_acc": 25.119319387994942, "adapt_pct": 24.97587748857831, "stability": 99.79436436881844, "consistency": 100, "throughput": 4216.080747580162, "availability": 21.70294848807993, "score": 229.84524712123587, "zero_downtime": 5.451632947332817, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 37372096, "heap_mib": 35.64080810546875, "mobile_score": 5477504.769213568, "mobile_throughput": 100474570.13578673, "mobile_availability": 517208.8844053841, "mobile_accuracy": 598625.351058777, "soft_acc_blocks": [ 25.477117779411767, 25.17537893446602, 25.008813009302326, 24.862655612794615, 25.072631603999998 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 1.526852196, "time_to_acc50_sec": 0, "acc_per_sec": 10.658723718200743, "mobile_acc_per_sec": 254010.95185309232 }, "started": "2026-08-19T02:29:23.566852066+10:00", "ended": "2026-08-19T02:29:25.924380253+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": 4896, "total_correct": 1281, "total_train": 181, "infer_ms": 359.171077, "train_ms": 1367.122754, "blocked_train": 1367122754, "duration": 2051224712, "avg_accuracy": 27.640075677967662, "soft_acc": 25.004872155801674, "adapt_pct": 25.00623448856811, "stability": 99.99748312742238, "consistency": 100, "throughput": 2386.8667198467333, "availability": 20.805906303444353, "score": 124.176508906399, "zero_downtime": 5.202490272032143, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 131888216, "heap_mib": 125.77840423583984, "mobile_score": 56514.10894229003, "mobile_throughput": 1086289.56494358, "mobile_availability": 9468.99913543423, "mobile_accuracy": 11379.995150018185, "soft_acc_blocks": [ 25.004161083333333, 25.002207302439025, 25.008248081632654 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.538636745, "time_to_acc50_sec": 0, "acc_per_sec": 12.190215927840127, "mobile_acc_per_sec": 5547.902715603685 }, "started": "2026-08-19T02:29:28.85221687+10:00", "ended": "2026-08-19T02:29:30.904032466+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": 9232, "total_correct": 2650, "total_train": 318, "infer_ms": 553.174248, "train_ms": 1749.92612, "blocked_train": 1749926120, "duration": 2020741309, "avg_accuracy": 26.14608444387856, "soft_acc": 24.996584534887674, "adapt_pct": 25.007793676339872, "stability": 99.98919652413464, "consistency": 100, "throughput": 4568.620416122745, "availability": 24.018677417883158, "score": 274.29307139210084, "zero_downtime": 6.003849004923139, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 40936624, "heap_mib": 39.04020690917969, "mobile_score": 249667.64898267668, "mobile_throughput": 4158459.827653059, "mobile_availability": 21862.333934144313, "mobile_accuracy": 22752.44672331109, "soft_acc_blocks": [ 24.991647136363635, 24.985834582010582, 24.994331813333332, 25.01452460784314 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.121447425, "time_to_acc50_sec": 0, "acc_per_sec": 12.37000719664492, "mobile_acc_per_sec": 11259.45543943502 }, "started": "2026-08-19T02:29:33.015991335+10:00", "ended": "2026-08-19T02:29:35.037197175+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": 2904, "total_correct": 821, "total_train": 146, "infer_ms": 415.288601, "train_ms": 1670.235609, "blocked_train": 1670235609, "duration": 2038809128, "avg_accuracy": 18.875110977101027, "soft_acc": 24.992509805593244, "adapt_pct": 24.98800505306799, "stability": 99.99375351525278, "consistency": 100, "throughput": 1424.3608977995511, "availability": 19.912912015535895, "score": 70.88668852247724, "zero_downtime": 4.976736488061963, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 68516624, "heap_mib": 65.34254455566406, "mobile_score": 129045.27830580746, "mobile_throughput": 2592969.883283094, "mobile_availability": 36250.35005139335, "mobile_accuracy": 45497.47562831552, "soft_acc_blocks": [ 25.00133809090909, 24.988367492537314, 24.98782383333333 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.258386262038181, "mobile_acc_per_sec": 22315.711168581507 }, "started": "2026-08-19T02:29:37.183172465+10:00", "ended": "2026-08-19T02:29:39.222469352+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": 7528, "total_correct": 1472, "total_train": 260, "infer_ms": 479.778581, "train_ms": 1742.448325, "blocked_train": 1742448325, "duration": 2301097629, "avg_accuracy": 18.81289270906246, "soft_acc": 24.984199091972137, "adapt_pct": 24.98643438982368, "stability": 99.99437194343356, "consistency": 100, "throughput": 3271.482228796821, "availability": 21.58999063977673, "score": 176.4665729235793, "zero_downtime": 5.394086245379968, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 42575240, "heap_mib": 40.60291290283203, "mobile_score": 321247.59230888035, "mobile_throughput": 5955551.6485119015, "mobile_availability": 39303.3785157891, "mobile_accuracy": 45482.34643587461, "soft_acc_blocks": [ 24.978666913043476, 24.98789018661972, 24.976704771276594, 24.98618293674699, 24.991550652173913 ], "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": 10.857513726103681, "mobile_acc_per_sec": 19765.500543164744 }, "started": "2026-08-19T02:29:41.854901848+10:00", "ended": "2026-08-19T02:29:44.156654632+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": 7080, "total_correct": 1914, "total_train": 250, "infer_ms": 657.480699, "train_ms": 1729.743526, "blocked_train": 1729743526, "duration": 2606717991, "avg_accuracy": 27.545193370802878, "soft_acc": 25.00806007228488, "adapt_pct": 25.00592636724736, "stability": 99.98982452312676, "consistency": 100, "throughput": 2716.059053739043, "availability": 27.54163987255952, "score": 187.07209397202533, "zero_downtime": 6.88762984422205, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42938832, "heap_mib": 40.94966125488281, "mobile_score": 681108.7083639251, "mobile_throughput": 9888869.230324551, "mobile_availability": 100276.05059378115, "mobile_accuracy": 91051.56804984789, "soft_acc_blocks": [ 25.013346588235294, 24.99616166511628, 25.022187677777776, 25.01205947260274, 24.996544957692308 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.086189618, "time_to_acc50_sec": 0, "acc_per_sec": 9.593696041776726, "mobile_acc_per_sec": 34929.58132188219 }, "started": "2026-08-19T02:29:46.111477381+10:00", "ended": "2026-08-19T02:29:48.718686829+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": 6536, "total_correct": 1872, "total_train": 167, "infer_ms": 558.842731, "train_ms": 1350.898885, "blocked_train": 1350898885, "duration": 2479144648, "avg_accuracy": 28.22537340911388, "soft_acc": 24.99547637393083, "adapt_pct": 24.998141468938208, "stability": 99.99406788009871, "consistency": 100, "throughput": 2636.39316296965, "availability": 29.262740379010516, "score": 192.8353227519409, "zero_downtime": 7.314361357800291, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 105677072, "heap_mib": 100.78150939941406, "mobile_score": 702091.9839928444, "mobile_throughput": 9598814.573798832, "mobile_availability": 106542.38630437962, "mobile_accuracy": 91005.7522023295, "soft_acc_blocks": [ 24.991922176470588, 24.98925929381443, 24.9957938156682, 25.004930209770112 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.449586525, "time_to_acc50_sec": 0, "acc_per_sec": 10.082298503274275, "mobile_acc_per_sec": 36708.52859503238 }, "started": "2026-08-19T02:29:51.300506088+10:00", "ended": "2026-08-19T02:29:53.780637296+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": 5056, "total_correct": 1211, "total_train": 224, "infer_ms": 481.249716, "train_ms": 1779.243341, "blocked_train": 1779243341, "duration": 2126092809, "avg_accuracy": 26.26659549689441, "soft_acc": 24.998164192947723, "adapt_pct": 24.99434970315735, "stability": 99.99366841476953, "consistency": 100, "throughput": 2378.071163496419, "availability": 21.289590539096267, "score": 126.5611090056137, "zero_downtime": 5.322006798969548, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37577048, "heap_mib": 35.836265563964844, "mobile_score": 57599.3669429993, "mobile_throughput": 1082286.609520148, "mobile_availability": 9689.129205348701, "mobile_accuracy": 11376.94228159043, "soft_acc_blocks": [ 25.006812942857145, 25.001604999999998, 24.992683845238098, 24.991554983695654 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.11241766, "time_to_acc50_sec": 0, "acc_per_sec": 11.757795373338155, "mobile_acc_per_sec": 5351.1033165770095 }, "started": "2026-08-19T02:29:55.851526556+10:00", "ended": "2026-08-19T02:29:57.978141447+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": 3112, "total_correct": 759, "total_train": 170, "infer_ms": 383.344475, "train_ms": 1645.526161, "blocked_train": 1645526161, "duration": 2094505763, "avg_accuracy": 27.852724614290697, "soft_acc": 25.01954303719928, "adapt_pct": 25.000095244044882, "stability": 99.976057770124, "consistency": 100, "throughput": 1485.7920445836462, "availability": 18.894475980774164, "score": 70.23801892757783, "zero_downtime": 4.727311549663073, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 53768960, "heap_mib": 51.278076171875, "mobile_score": 63932.20567274639, "mobile_throughput": 1352400.9365810256, "mobile_availability": 17198.17191494466, "mobile_accuracy": 22773.344062304055, "soft_acc_blocks": [ 25.046996387096776, 25.022979716867468, 24.988653007633587 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.192009942, "time_to_acc50_sec": 0, "acc_per_sec": 11.9453206953049, "mobile_acc_per_sec": 10872.896348437527 }, "started": "2026-08-19T02:29:59.996211272+10:00", "ended": "2026-08-19T02:30:02.091263336+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": 5720, "total_correct": 1492, "total_train": 200, "infer_ms": 534.247045, "train_ms": 1604.752928, "blocked_train": 1604752928, "duration": 2198114701, "avg_accuracy": 25.41326007821194, "soft_acc": 24.997140285638537, "adapt_pct": 24.993377818253332, "stability": 99.99316814059299, "consistency": 100, "throughput": 2602.2299916368192, "availability": 24.97648675753396, "score": 162.4678207269351, "zero_downtime": 6.243407433204696, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 74406384, "heap_mib": 70.95945739746094, "mobile_score": 295763.64164334495, "mobile_throughput": 4737215.131441961, "mobile_availability": 45468.30655949293, "mobile_accuracy": 45505.90515998909, "soft_acc_blocks": [ 24.998746454545454, 25.006213362745097, 24.987069195767194, 24.9965321294964 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.646071561, "time_to_acc50_sec": 0, "acc_per_sec": 11.372081845531742, "mobile_acc_per_sec": 20702.243217465784 }, "started": "2026-08-19T02:30:04.512172893+10:00", "ended": "2026-08-19T02:30:06.710798478+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": 10072, "total_correct": 2451, "total_train": 289, "infer_ms": 615.521401, "train_ms": 1687.717407, "blocked_train": 1687717407, "duration": 2083237155, "avg_accuracy": 22.150176323468532, "soft_acc": 24.982528036912576, "adapt_pct": 25.011217672641507, "stability": 99.9726546327686, "consistency": 100, "throughput": 4834.783200667329, "availability": 26.72416767475724, "score": 322.7881448422033, "zero_downtime": 6.676372681977755, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 38991360, "heap_mib": 37.18505859375, "mobile_score": 1175235.7700210353, "mobile_throughput": 17602908.435496338, "mobile_availability": 97299.72515182725, "mobile_accuracy": 90958.60874595014, "soft_acc_blocks": [ 24.946698076923077, 24.97105412780269, 24.991066867924527, 25.021293075 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.535186261, "time_to_acc50_sec": 0, "acc_per_sec": 11.992167083306738, "mobile_acc_per_sec": 43662.14788731057 }, "started": "2026-08-19T02:30:08.943097618+10:00", "ended": "2026-08-19T02:30:11.026856126+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": 4048, "total_correct": 1121, "total_train": 182, "infer_ms": 482.389558, "train_ms": 1559.08994, "blocked_train": 1559089940, "duration": 2266808062, "avg_accuracy": 30.371868799603174, "soft_acc": 25.0189596875, "adapt_pct": 25.0094373, "stability": 99.98221883129033, "consistency": 100, "throughput": 1785.770956023713, "availability": 23.629409870272426, "score": 105.57178828660187, "zero_downtime": 5.911832529837604, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 65918672, "heap_mib": 62.86494445800781, "mobile_score": 47633.40941239752, "mobile_throughput": 805730.0197863687, "mobile_availability": 10661.459588696549, "mobile_accuracy": 11288.416812943202, "soft_acc_blocks": [ 25.040320500000004, 25.02385, 25.020665166666664, 24.991003083333336 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.383441553, "time_to_acc50_sec": 0, "acc_per_sec": 11.03708783593518, "mobile_acc_per_sec": 4979.873242105666 }, "started": "2026-08-19T02:30:13.96031663+10:00", "ended": "2026-08-19T02:30:16.227844846+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": 5808, "total_correct": 1383, "total_train": 233, "infer_ms": 502.215748, "train_ms": 1731.348077, "blocked_train": 1731348077, "duration": 2589105673, "avg_accuracy": 23.097359876680635, "soft_acc": 24.99592154877617, "adapt_pct": 24.99736168361304, "stability": 99.99441728345435, "consistency": 100, "throughput": 2243.245635188873, "availability": 22.484951734029806, "score": 126.07760317680842, "zero_downtime": 5.620320895718278, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 41091264, "heap_mib": 39.18768310546875, "mobile_score": 112800.29763543095, "mobile_throughput": 2007008.1358052967, "mobile_availability": 20117.048421042695, "mobile_accuracy": 22363.586547721436, "soft_acc_blocks": [ 24.99511388888889, 24.985384757142857, 24.99943285116279, 24.99908017525773, 25.00059607142857 ], "phase_blocks": [ "A", "B", "B", "A2", "A2" ], "switch_blocks": [ false, true, false, true, false ], "time_to_acc25_sec": 1.998371717, "time_to_acc50_sec": 0, "acc_per_sec": 9.654268579858064, "mobile_acc_per_sec": 8637.571954260451 }, "started": "2026-08-19T02:30:18.214141594+10:00", "ended": "2026-08-19T02:30:20.803763255+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": 2880, "total_correct": 744, "total_train": 157, "infer_ms": 298.757005, "train_ms": 1629.808202, "blocked_train": 1629808202, "duration": 2299782823, "avg_accuracy": 25.181294740118272, "soft_acc": 24.99157361799253, "adapt_pct": 24.995366894024272, "stability": 99.99368939909922, "consistency": 100, "throughput": 1252.2921604584922, "availability": 15.491153937425565, "score": 48.482279862558066, "zero_downtime": 3.8714831405482584, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 77893264, "heap_mib": 74.28480529785156, "mobile_score": 85297.57565295586, "mobile_throughput": 2203227.3564512148, "mobile_availability": 27254.450052164346, "mobile_accuracy": 43969.06761419486, "soft_acc_blocks": [ 24.988903660000002, 24.985533705882354, 25.000283488095235 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.326229004, "time_to_acc50_sec": 0, "acc_per_sec": 10.866927680324068, "mobile_acc_per_sec": 19118.791206918606 }, "started": "2026-08-19T02:30:23.052036113+10:00", "ended": "2026-08-19T02:30:25.352653516+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": 6008, "total_correct": 1618, "total_train": 264, "infer_ms": 410.811524, "train_ms": 1729.422199, "blocked_train": 1729422199, "duration": 2258003305, "avg_accuracy": 26.215230829859646, "soft_acc": 24.99903305467197, "adapt_pct": 25.002651635075615, "stability": 99.99116620792492, "consistency": 100, "throughput": 2660.7578415391204, "availability": 19.194703811327617, "score": 127.67620827749562, "zero_downtime": 4.798490350540171, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 39434808, "heap_mib": 37.60796356201172, "mobile_score": 434669.5057492963, "mobile_throughput": 9058463.683278326, "mobile_availability": 65347.74592099567, "mobile_accuracy": 85108.39637771336, "soft_acc_blocks": [ 24.994058416666665, 24.98710320289855, 25.006437860841423, 25.00853273828125 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.110344333, "time_to_acc50_sec": 0, "acc_per_sec": 11.071300471224053, "mobile_acc_per_sec": 37691.88299647478 }, "started": "2026-08-19T02:30:27.227903908+10:00", "ended": "2026-08-19T02:30:29.48642893+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": 9016, "total_correct": 2003, "total_train": 249, "infer_ms": 532.918385, "train_ms": 1665.472945, "blocked_train": 1665472945, "duration": 2363056407, "avg_accuracy": 22.412224375121113, "soft_acc": 24.994703131642886, "adapt_pct": 24.998167140095333, "stability": 99.993740053227, "consistency": 100, "throughput": 3815.3977083628706, "availability": 24.241288515270845, "score": 231.17640080390908, "zero_downtime": 6.0590380996769895, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39121360, "heap_mib": 37.30903625488281, "mobile_score": 1683375.178120554, "mobile_throughput": 27782878.24614101, "mobile_availability": 176519.6760151989, "mobile_accuracy": 182005.8738261498, "soft_acc_blocks": [ 24.988260176470586, 24.99968669672131, 24.988749443099277, 25.002116210280374 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.791567837, "time_to_acc50_sec": 0, "acc_per_sec": 10.57727740125117, "mobile_acc_per_sec": 77021.38352982185 }, "started": "2026-08-19T02:30:31.309635508+10:00", "ended": "2026-08-19T02:30:33.673459621+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": 5272, "total_correct": 1649, "total_train": 217, "infer_ms": 588.765478, "train_ms": 1807.882714, "blocked_train": 1807882714, "duration": 2350612694, "avg_accuracy": 29.611473380798223, "soft_acc": 25.00332914973027, "adapt_pct": 25.00313998503779, "stability": 99.99103255754235, "consistency": 100, "throughput": 2242.81950550889, "availability": 24.56620374927352, "score": 137.7622451659566, "zero_downtime": 6.142368783024236, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 39074880, "heap_mib": 37.26470947265625, "mobile_score": 880818.1950435252, "mobile_throughput": 14340040.889076157, "mobile_availability": 157070.31501584288, "mobile_accuracy": 159865.188210412, "soft_acc_blocks": [ 24.992000923076922, 25.01016429816514, 25.01326112962963, 25.00814601421801, 24.993073383561644 ], "phase_blocks": [ "A", "A", "B", "A2", "A2" ], "switch_blocks": [ false, false, true, true, false ], "time_to_acc25_sec": 0.504297164, "time_to_acc50_sec": 0, "acc_per_sec": 10.636941259422242, "mobile_acc_per_sec": 68010.00803682889 }, "started": "2026-08-19T02:30:36.175435285+10:00", "ended": "2026-08-19T02:30:38.526550373+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": 7456, "total_correct": 1833, "total_train": 264, "infer_ms": 518.528626, "train_ms": 1719.763943, "blocked_train": 1719763943, "duration": 2059548179, "avg_accuracy": 24.36983021268648, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 3620.2114988250537, "availability": 23.166257761900294, "score": 209.6668818359415, "zero_downtime": 5.7915644404750735, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 41637528, "heap_mib": 39.708641052246094, "mobile_score": 1526747.640888918, "mobile_throughput": 26361575.642999858, "mobile_availability": 168691.54096487752, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25, 25, 25, 25 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.0851581829999999, "time_to_acc50_sec": 0, "acc_per_sec": 12.138584692948811, "mobile_acc_per_sec": 88390.47627078815 }, "started": "2026-08-19T02:30:40.400724005+10:00", "ended": "2026-08-19T02:30:42.461172703+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": 4312, "total_correct": 1008, "total_train": 172, "infer_ms": 338.637773, "train_ms": 1273.928348, "blocked_train": 1273928348, "duration": 2507998261, "avg_accuracy": 25.478869578134283, "soft_acc": 24.996093729278073, "adapt_pct": 24.998644275735295, "stability": 99.9877478244005, "consistency": 100, "throughput": 1719.2994377439084, "availability": 20.999931016162037, "score": 90.24882031518315, "zero_downtime": 5.2491624398836, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 94074672, "heap_mib": 89.71659851074219, "mobile_score": 1314343.7084835207, "mobile_throughput": 25039112.87821884, "mobile_availability": 305833.66201671003, "mobile_accuracy": 364031.99969821505, "soft_acc_blocks": [ 24.990992636363636, 25.012985051470586, 24.9843035 ], "phase_blocks": [ "A", "A2", "A2" ], "switch_blocks": [ false, true, false ], "time_to_acc25_sec": 1.387091527, "time_to_acc50_sec": 0, "acc_per_sec": 9.96655145977315, "mobile_acc_per_sec": 145148.42588170958 }, "started": "2026-08-19T02:30:44.953934233+10:00", "ended": "2026-08-19T02:30:47.462807596+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": 4744, "total_correct": 950, "total_train": 228, "infer_ms": 460.81317, "train_ms": 1811.286943, "blocked_train": 1811286943, "duration": 2158934789, "avg_accuracy": 19.143543892531792, "soft_acc": 25.000268381683316, "adapt_pct": 25.00868216023504, "stability": 99.98390907605425, "consistency": 100, "throughput": 2197.3799413355046, "availability": 20.281376131422252, "score": 111.41591880150318, "zero_downtime": 5.070398464354224, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 42863544, "heap_mib": 40.87786102294922, "mobile_score": 1269870.2007957066, "mobile_throughput": 25044781.18875889, "mobile_availability": 231158.3071563285, "mobile_accuracy": 284942.18933252135, "soft_acc_blocks": [ 24.980028413793104, 24.9891418828125, 25.01821970212766, 25.013683528 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.579908994501508, "mobile_acc_per_sec": 131982.7679762871 }, "started": "2026-08-19T02:30:49.468433687+10:00", "ended": "2026-08-19T02:30:51.627874152+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": 7296, "total_correct": 1755, "total_train": 252, "infer_ms": 544.831678, "train_ms": 1758.823751, "blocked_train": 1758823751, "duration": 2545413114, "avg_accuracy": 24.447538086473823, "soft_acc": 25.016112523557418, "adapt_pct": 25.014298302621892, "stability": 99.99204296503777, "consistency": 100, "throughput": 2866.332368553987, "availability": 23.65074529555436, "score": 169.58647019481984, "zero_downtime": 5.9164970557958405, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39419976, "heap_mib": 37.59381866455078, "mobile_score": 2469781.980152825, "mobile_throughput": 41743990.69012313, "mobile_availability": 344438.9430421001, "mobile_accuracy": 364323.5445208575, "soft_acc_blocks": [ 25.012549592592592, 25.016090677740866, 25.02872473992674, 25.007085083969468 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.638746175, "time_to_acc50_sec": 0, "acc_per_sec": 9.82791845691631, "mobile_acc_per_sec": 143129.4364427705 }, "started": "2026-08-19T02:30:53.723284377+10:00", "ended": "2026-08-19T02:30:56.269225615+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": 8496, "total_correct": 2114, "total_train": 264, "infer_ms": 433.298178, "train_ms": 1721.157447, "blocked_train": 1721157447, "duration": 2129611646, "avg_accuracy": 24.7688200219362, "soft_acc": 25.03632582353302, "adapt_pct": 25.018207965520237, "stability": 99.98291959526904, "consistency": 100, "throughput": 3989.4597758975633, "availability": 20.11172441762406, "score": 200.8787489086039, "zero_downtime": 5.035236853927408, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 38565984, "heap_mib": 36.779388427734375, "mobile_score": 5851017.639321896, "mobile_throughput": 116201438.16587676, "mobile_availability": 585796.4317481824, "mobile_accuracy": 729235.8440760267, "soft_acc_blocks": [ 25.054746230769233, 25.05154219402985, 25.023405842105262, 25.015609027227722 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.114610052, "time_to_acc50_sec": 0, "acc_per_sec": 11.756287053819493, "mobile_acc_per_sec": 342426.6792707175 }, "started": "2026-08-19T02:30:58.474850125+10:00", "ended": "2026-08-19T02:31:00.605140937+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": 3072, "total_correct": 716, "total_train": 171, "infer_ms": 329.910355, "train_ms": 1845.358461, "blocked_train": 1845358461, "duration": 2397409670, "avg_accuracy": 22.762138585201964, "soft_acc": 24.991664866197183, "adapt_pct": 24.98962436700975, "stability": 99.9935942899183, "consistency": 100, "throughput": 1281.3830020131686, "availability": 15.166417712301724, "score": 48.56877615435831, "zero_downtime": 3.7903402868660168, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37828792, "heap_mib": 36.07634735107422, "mobile_score": 22104.18968091685, "mobile_throughput": 583171.6418051043, "mobile_availability": 6902.405216620874, "mobile_accuracy": 11373.984365771517, "soft_acc_blocks": [ 24.99137496153846, 25.001251333333332, 24.990820205128205, 24.983212964788734 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.424444841000906, "mobile_acc_per_sec": 4744.280674304412 }, "started": "2026-08-19T02:31:02.638102587+10:00", "ended": "2026-08-19T02:31:05.036209651+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": 4784, "total_correct": 1285, "total_train": 213, "infer_ms": 536.586191, "train_ms": 1795.533909, "blocked_train": 1795533909, "duration": 2131726283, "avg_accuracy": 30.698828344128053, "soft_acc": 25.005382597959567, "adapt_pct": 25.00021078708757, "stability": 99.99350479586549, "consistency": 100, "throughput": 2244.190559618859, "availability": 23.00851448430979, "score": 129.11652080020244, "zero_downtime": 5.7533670769086065, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 42861360, "heap_mib": 40.87577819824219, "mobile_score": 58256.66304414504, "mobile_throughput": 1012566.4200700966, "mobile_availability": 10381.31501028383, "mobile_accuracy": 11282.290904921709, "soft_acc_blocks": [ 25.01174325, 25.0113255, 24.99629092241379, 25.002170719424463 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.1340775, "time_to_acc50_sec": 0, "acc_per_sec": 11.73010944105321, "mobile_acc_per_sec": 5292.560773348456 }, "started": "2026-08-19T02:31:07.691072529+10:00", "ended": "2026-08-19T02:31:09.82362834+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": 3952, "total_correct": 936, "total_train": 205, "infer_ms": 391.504145, "train_ms": 1778.989899, "blocked_train": 1778989899, "duration": 2203612756, "avg_accuracy": 25.57580369220976, "soft_acc": 25.01733523525141, "adapt_pct": 25.01456533821384, "stability": 99.99090024952064, "consistency": 100, "throughput": 1793.4185528920582, "availability": 18.03755905630119, "score": 80.92831021827438, "zero_downtime": 4.512516617371319, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 42722696, "heap_mib": 40.74353790283203, "mobile_score": 36514.40783796785, "mobile_throughput": 809180.5733723507, "mobile_availability": 8138.447299922581, "mobile_accuracy": 11287.683869035705, "soft_acc_blocks": [ 25.00882912, 25.032523214814812, 25.012281197740112, 25.0157074084507 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.107028198, "time_to_acc50_sec": 0, "acc_per_sec": 11.352872761847186, "mobile_acc_per_sec": 5122.353661414232 }, "started": "2026-08-19T02:31:11.80198551+10:00", "ended": "2026-08-19T02:31:14.006116338+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": 2712, "total_correct": 815, "total_train": 119, "infer_ms": 322.209589, "train_ms": 1327.321183, "blocked_train": 1327321183, "duration": 2467905374, "avg_accuracy": 28.42158185724767, "soft_acc": 25.00415664494244, "adapt_pct": 25.017117327688833, "stability": 99.98389076824373, "consistency": 100, "throughput": 1098.9076115201167, "availability": 19.533408801421256, "score": 53.6724514365006, "zero_downtime": 4.884164134804345, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 131907896, "heap_mib": 125.79717254638672, "mobile_score": 24426.92900932294, "mobile_throughput": 500125.06408737757, "mobile_availability": 8889.871383402386, "mobile_accuracy": 11379.669513076027, "soft_acc_blocks": [ 24.986657063829785, 25.000273758928568, 25.025539112068966 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.138851122, "time_to_acc50_sec": 0, "acc_per_sec": 10.131732321817312, "mobile_acc_per_sec": 4611.063954462635 }, "started": "2026-08-19T02:31:16.324790033+10:00", "ended": "2026-08-19T02:31:18.793304207+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": 3792, "total_correct": 956, "total_train": 158, "infer_ms": 505.896637, "train_ms": 1818.656884, "blocked_train": 1818656884, "duration": 2325776233, "avg_accuracy": 25.988716977088956, "soft_acc": 24.99769372624022, "adapt_pct": 24.982317197852726, "stability": 99.9817912256147, "consistency": 100, "throughput": 1630.4234028175315, "availability": 21.763174408751333, "score": 88.69978879432772, "zero_downtime": 5.44029168380715, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 41382016, "heap_mib": 39.4649658203125, "mobile_score": 20184.129716753683, "mobile_throughput": 371011.90321892273, "mobile_availability": 4952.331243235859, "mobile_accuracy": 5688.364083482219, "soft_acc_blocks": [ 25.02350958064516, 25.005454210526317, 24.976670634020618, 24.985140479768784 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.120922901, "time_to_acc50_sec": 0, "acc_per_sec": 10.748107823767679, "mobile_acc_per_sec": 2445.7916470084674 }, "started": "2026-08-19T02:31:20.803401661+10:00", "ended": "2026-08-19T02:31:23.129670236+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": 2336, "total_correct": 659, "total_train": 165, "infer_ms": 268.149172, "train_ms": 1785.870509, "blocked_train": 1785870509, "duration": 2365859095, "avg_accuracy": 29.709923865652886, "soft_acc": 25.009206229773216, "adapt_pct": 25.00934756060606, "stability": 99.99378774263896, "consistency": 100, "throughput": 987.379174413597, "availability": 13.054849205215575, "score": 32.2370824854127, "zero_downtime": 3.264914160718273, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 59124872, "heap_mib": 56.38587188720703, "mobile_score": 234743.2708626674, "mobile_throughput": 7189875.730485499, "mobile_availability": 95062.51083477866, "mobile_accuracy": 182111.48216382417, "soft_acc_blocks": [ 25.016829046511628, 24.999918024096385, 25.012113015151517, 25.007964833333332 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.19880597, "time_to_acc50_sec": 0, "acc_per_sec": 10.570877311597974, "mobile_acc_per_sec": 76974.77949920943 }, "started": "2026-08-19T02:31:25.299461373+10:00", "ended": "2026-08-19T02:31:27.666065518+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": 1824, "total_correct": 538, "total_train": 129, "infer_ms": 366.664476, "train_ms": 1845.203325, "blocked_train": 1845203325, "duration": 2168884425, "avg_accuracy": 28.519207968521993, "soft_acc": 24.99999814726261, "adapt_pct": 24.99797264200542, "stability": 99.99477690169012, "consistency": 100, "throughput": 840.985337427558, "availability": 16.577142441977255, "score": 34.852831742451365, "zero_downtime": 4.1442853033633975, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 42613048, "heap_mib": 40.63896942138672, "mobile_score": 169193.71711654018, "mobile_throughput": 4082578.894344625, "mobile_availability": 80474.04496869788, "mobile_accuracy": 121362.95396881498, "soft_acc_blocks": [ 25.005922076923074, 25.001322652777777, 24.991577792682925, 25.001170066666667 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.111038553, "time_to_acc50_sec": 0, "acc_per_sec": 11.526662213576738, "mobile_acc_per_sec": 55956.395172515935 }, "started": "2026-08-19T02:31:30.045758953+10:00", "ended": "2026-08-19T02:31:32.215434835+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": 1896, "total_correct": 554, "total_train": 115, "infer_ms": 326.430881, "train_ms": 1824.387181, "blocked_train": 1824387181, "duration": 2145965740, "avg_accuracy": 24.305155210643015, "soft_acc": 24.99459748627494, "adapt_pct": 24.99843268218773, "stability": 99.99339279080398, "consistency": 100, "throughput": 883.5182988522455, "availability": 15.17705689603791, "score": 33.515774383177, "zero_downtime": 3.7934442814276093, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 39630000, "heap_mib": 37.79411315917969, "mobile_score": 162702.94740562135, "mobile_throughput": 4289055.943228205, "mobile_availability": 73677.30375842523, "mobile_accuracy": 121336.7363600381, "soft_acc_blocks": [ 24.985108, 24.99971124, 24.991843363636363, 25.001727341463415 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 1.156442383, "time_to_acc50_sec": 0, "acc_per_sec": 11.64724907783241, "mobile_acc_per_sec": 56541.78633813517 }, "started": "2026-08-19T02:31:34.168092661+10:00", "ended": "2026-08-19T02:31:36.314618295+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": 984, "total_correct": 258, "total_train": 102, "infer_ms": 176.74796, "train_ms": 1744.129911, "blocked_train": 1744129911, "duration": 2130715837, "avg_accuracy": 27.288366881152726, "soft_acc": 24.990584722158058, "adapt_pct": 24.992247309409887, "stability": 99.98759333138992, "consistency": 100, "throughput": 461.8166265593867, "availability": 9.201415804118035, "score": 10.619416118656748, "zero_downtime": 2.2994876121661587, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 69917584, "heap_mib": 66.67860412597656, "mobile_score": 47183.32574591787, "mobile_throughput": 2051906.0636065062, "mobile_availability": 40882.98211109692, "mobile_accuracy": 111036.1329051763, "soft_acc_blocks": [ 24.97943696551724, 25.00789247368421, 24.984424727272724 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.258903882, "time_to_acc50_sec": 0, "acc_per_sec": 11.728727166802422, "mobile_acc_per_sec": 52112.126346004305 }, "started": "2026-08-19T02:31:39.134399449+10:00", "ended": "2026-08-19T02:31:41.265765388+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": 2280, "total_correct": 619, "total_train": 147, "infer_ms": 374.088566, "train_ms": 1811.272436, "blocked_train": 1811272436, "duration": 2107760849, "avg_accuracy": 27.275938531024813, "soft_acc": 25.00853732110339, "adapt_pct": 25.01292181771847, "stability": 99.98849747027432, "consistency": 100, "throughput": 1081.7166478263969, "availability": 17.117929973932974, "score": 46.30768291673269, "zero_downtime": 4.280943906131371, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 41845392, "heap_mib": 39.90687561035156, "mobile_score": 269761.80512275494, "mobile_throughput": 6301456.198395622, "mobile_availability": 99719.16966859301, "mobile_accuracy": 145685.2890556295, "soft_acc_blocks": [ 24.999520545454548, 24.995088448979594, 25.022481758064515, 25.01705853191489 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.130537875, "time_to_acc50_sec": 0, "acc_per_sec": 11.86497857808127, "mobile_acc_per_sec": 69118.50987494526 }, "started": "2026-08-19T02:31:43.307528967+10:00", "ended": "2026-08-19T02:31:45.415847523+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": 1552, "total_correct": 434, "total_train": 87, "infer_ms": 274.991337, "train_ms": 1172.682408, "blocked_train": 1172682408, "duration": 2560573583, "avg_accuracy": 25.07496072969009, "soft_acc": 24.99398343742786, "adapt_pct": 24.995182208784403, "stability": 99.99493481638105, "consistency": 100, "throughput": 606.1141965628098, "availability": 18.99539436629073, "score": 28.776518390762543, "zero_downtime": 4.7477057217848095, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 107500464, "heap_mib": 102.52043151855469, "mobile_score": 150871.83274056113, "mobile_throughput": 3177783.998875224, "mobile_availability": 99590.57321513834, "mobile_accuracy": 131040.45588442178, "soft_acc_blocks": [ 24.98798958064516, 25.000377333333333, 24.993583398305088 ], "phase_blocks": [ "B", "A2", "A2" ], "switch_blocks": [ true, true, false ], "time_to_acc25_sec": 1.934912674, "time_to_acc50_sec": 0, "acc_per_sec": 9.761087751340696, "mobile_acc_per_sec": 51176.21174974911 }, "started": "2026-08-19T02:31:47.494793556+10:00", "ended": "2026-08-19T02:31:50.057018906+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": 3848, "total_correct": 750, "total_train": 162, "infer_ms": 580.407971, "train_ms": 1762.483246, "blocked_train": 1762483246, "duration": 2200321646, "avg_accuracy": 20.658623218986754, "soft_acc": 24.99512485375972, "adapt_pct": 24.994797864359136, "stability": 99.99618774507846, "consistency": 100, "throughput": 1748.8352246115203, "availability": 24.773150660541315, "score": 108.28927508856465, "zero_downtime": 6.192079937812302, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 38133456, "heap_mib": 36.36689758300781, "mobile_score": 1051384.5825487664, "mobile_throughput": 16979505.967428237, "mobile_availability": 240523.43728729416, "mobile_accuracy": 242678.59295051807, "soft_acc_blocks": [ 24.999344263157894, 24.993352269005847, 24.989766577319585, 24.998036305555555 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.359759560243731, "mobile_acc_per_sec": 110292.32630224194 }, "started": "2026-08-19T02:31:52.168505167+10:00", "ended": "2026-08-19T02:31:54.369374884+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": 3072, "total_correct": 877, "total_train": 154, "infer_ms": 382.345475, "train_ms": 1640.087638, "blocked_train": 1640087638, "duration": 2580507703, "avg_accuracy": 27.650396526711507, "soft_acc": 24.998980600185643, "adapt_pct": 25.00512487180388, "stability": 99.98123925694252, "consistency": 100, "throughput": 1190.4634101377067, "availability": 18.905222256415854, "score": 56.26264413325015, "zero_downtime": 4.726112844303378, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 74299040, "heap_mib": 70.85708618164062, "mobile_score": 460903.5807395852, "mobile_throughput": 9752276.255848093, "mobile_availability": 154871.58072455868, "mobile_accuracy": 204791.6490767208, "soft_acc_blocks": [ 24.98902205, 24.988176342465753, 25.031457366972475, 24.98726664130435 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 1.446479522, "time_to_acc50_sec": 0, "acc_per_sec": 9.687620994551878, "mobile_acc_per_sec": 79360.99118736899 }, "started": "2026-08-19T02:31:56.575581724+10:00", "ended": "2026-08-19T02:31:59.156609634+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": 5736, "total_correct": 1514, "total_train": 244, "infer_ms": 488.356194, "train_ms": 1692.766198, "blocked_train": 1692766198, "duration": 2210851676, "avg_accuracy": 26.891714621599274, "soft_acc": 24.983648449275947, "adapt_pct": 24.985255804852113, "stability": 99.9957284694571, "consistency": 100, "throughput": 2594.4752704432444, "availability": 22.390132520357895, "score": 145.13162560200198, "zero_downtime": 5.593871996213225, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 39720008, "heap_mib": 37.87995147705078, "mobile_score": 54041.73986052728, "mobile_throughput": 966088.2461577754, "mobile_availability": 8337.271163944177, "mobile_accuracy": 9303.002186203115, "soft_acc_blocks": [ 24.980080166666667, 24.987244713235295, 24.97877041984733, 24.9884984973545 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.119938217, "time_to_acc50_sec": 0, "acc_per_sec": 11.300463400818368, "mobile_acc_per_sec": 4207.881644522912 }, "started": "2026-08-19T02:32:02.089952791+10:00", "ended": "2026-08-19T02:32:04.301371236+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": 9016, "total_correct": 2672, "total_train": 314, "infer_ms": 484.500335, "train_ms": 1706.597724, "blocked_train": 1706597724, "duration": 2129734867, "avg_accuracy": 26.81223099561281, "soft_acc": 25.018327357229115, "adapt_pct": 25.01950143064402, "stability": 99.99308491626027, "consistency": 100, "throughput": 4233.390803569917, "availability": 22.11221597362567, "score": 234.1956911260171, "zero_downtime": 5.532106578219177, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 38289960, "heap_mib": 36.516151428222656, "mobile_score": 174411.91833675746, "mobile_throughput": 3152721.5875313417, "mobile_availability": 16467.57029599468, "mobile_accuracy": 18631.830700947354, "soft_acc_blocks": [ 25.017609448275863, 25.007488013986016, 25.0259062247191, 25.022305741935487 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.093380898, "time_to_acc50_sec": 0, "acc_per_sec": 11.74715582905894, "mobile_acc_per_sec": 8748.427322877349 }, "started": "2026-08-19T02:32:06.57717581+10:00", "ended": "2026-08-19T02:32:08.707638019+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": 1360, "total_correct": 289, "total_train": 161, "infer_ms": 188.595478, "train_ms": 1848.17865, "blocked_train": 1848178650, "duration": 2115069128, "avg_accuracy": 19.91107486797142, "soft_acc": 24.988207006523766, "adapt_pct": 24.986289643678163, "stability": 99.98492990014098, "consistency": 100, "throughput": 643.0049883457048, "availability": 9.25951853999591, "score": 14.87777007726723, "zero_downtime": 2.313787660581625, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 41645304, "heap_mib": 39.71605682373047, "mobile_score": 22159.7622678133, "mobile_throughput": 957726.702641457, "mobile_availability": 13791.631978117543, "mobile_accuracy": 37218.79850862594, "soft_acc_blocks": [ 25.001609054054054, 24.967155, 24.99585696551724 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.81436893750726, "mobile_acc_per_sec": 17596.965515647174 }, "started": "2026-08-19T02:32:11.543436864+10:00", "ended": "2026-08-19T02:32:13.659204635+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": 4720, "total_correct": 1276, "total_train": 205, "infer_ms": 401.407189, "train_ms": 1765.300789, "blocked_train": 1765300789, "duration": 2019021994, "avg_accuracy": 30.683092948717945, "soft_acc": 25.01368476285451, "adapt_pct": 25.011431621554486, "stability": 99.99187817832602, "consistency": 100, "throughput": 2337.7655191605604, "availability": 18.526132412662395, "score": 108.33365226498493, "zero_downtime": 4.6340683604523845, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 42796704, "heap_mib": 40.814117431640625, "mobile_score": 161358.05079177392, "mobile_throughput": 3481995.478720602, "mobile_availability": 27593.83213173279, "mobile_accuracy": 37256.74646860075, "soft_acc_blocks": [ 25.018191045454547, 25.02058126875, 25.002281974358976 ], "phase_blocks": [ "A", "B", "B" ], "switch_blocks": [ false, true, false ], "time_to_acc25_sec": 0.118349055, "time_to_acc50_sec": 0, "acc_per_sec": 12.389010539354485, "mobile_acc_per_sec": 18452.86806152581 }, "started": "2026-08-19T02:32:15.638558767+10:00", "ended": "2026-08-19T02:32:17.658204144+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": 3136, "total_correct": 917, "total_train": 187, "infer_ms": 302.591008, "train_ms": 1803.630864, "blocked_train": 1803630864, "duration": 2513269047, "avg_accuracy": 30.499055915561335, "soft_acc": 25.023392273720603, "adapt_pct": 25.006978502392343, "stability": 99.98346746521942, "consistency": 100, "throughput": 1247.7772738829262, "availability": 14.366530517161014, "score": 44.857509238205445, "zero_downtime": 3.594993287432982, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 39943992, "heap_mib": 38.09355926513672, "mobile_score": 133626.44206522874, "mobile_throughput": 3717015.0645996113, "mobile_availability": 42796.58836239383, "mobile_accuracy": 74542.4107295706, "soft_acc_blocks": [ 25.046878321428572, 25.030529792592592, 25.011386454545455, 25.00477452631579 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.124130342, "time_to_acc50_sec": 0, "acc_per_sec": 9.956511541647377, "mobile_acc_per_sec": 29659.542745154657 }, "started": "2026-08-19T02:32:19.671435634+10:00", "ended": "2026-08-19T02:32:22.185263378+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": 5104, "total_correct": 1191, "total_train": 227, "infer_ms": 523.07912, "train_ms": 1798.948162, "blocked_train": 1798948162, "duration": 2298047965, "avg_accuracy": 23.329002200173445, "soft_acc": 24.987392121612377, "adapt_pct": 24.993508482737173, "stability": 99.99075809743292, "consistency": 100, "throughput": 2221.0154347235307, "availability": 22.526829208891264, "score": 125.01800813476486, "zero_downtime": 5.628867146991572, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 38063424, "heap_mib": 36.30010986328125, "mobile_score": 372417.28095999773, "mobile_throughput": 6616203.069547332, "mobile_availability": 67105.37631972264, "mobile_accuracy": 74435.1695491813, "soft_acc_blocks": [ 24.978414033333333, 24.984164835748793, 24.984110139534884, 25.00287947783251 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.119518948, "time_to_acc50_sec": 0, "acc_per_sec": 10.873311829073323, "mobile_acc_per_sec": 32390.607455915877 }, "started": "2026-08-19T02:32:24.45816495+10:00", "ended": "2026-08-19T02:32:26.756754059+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": 3464, "total_correct": 787, "total_train": 209, "infer_ms": 364.847869, "train_ms": 1831.544911, "blocked_train": 1831544911, "duration": 2539508410, "avg_accuracy": 26.654485739296927, "soft_acc": 25.002494526985934, "adapt_pct": 24.99167225144138, "stability": 99.98465201559182, "consistency": 100, "throughput": 1364.043523683389, "availability": 16.611230574159872, "score": 56.65175592211008, "zero_downtime": 4.153222015169336, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41863736, "heap_mib": 39.92436981201172, "mobile_score": 21095.053841542078, "mobile_throughput": 507920.20663701463, "mobile_availability": 6185.418221068985, "mobile_accuracy": 9310.0197802304, "soft_acc_blocks": [ 25.02350432, 25.004481625, 25.001776945121954, 24.980215217821783 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.121112382, "time_to_acc50_sec": 0, "acc_per_sec": 9.845407256196461, "mobile_acc_per_sec": 3666.071647398246 }, "started": "2026-08-19T02:32:28.781183545+10:00", "ended": "2026-08-19T02:32:31.32122638+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": 3168, "total_correct": 715, "total_train": 173, "infer_ms": 313.02118, "train_ms": 1846.005395, "blocked_train": 1846005395, "duration": 2329551740, "avg_accuracy": 24.415624443940544, "soft_acc": 24.98190448438342, "adapt_pct": 24.97210684474226, "stability": 99.98412313672952, "consistency": 100, "throughput": 1359.918281960975, "availability": 14.498255075901511, "score": 49.25542741697554, "zero_downtime": 3.6219402349639864, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 42901432, "heap_mib": 40.91399383544922, "mobile_score": 36681.860127260334, "mobile_throughput": 1012768.2332567553, "mobile_availability": 10797.24596198047, "mobile_accuracy": 18604.70559418809, "soft_acc_blocks": [ 25.00839034782609, 24.9711446446281, 24.979845355932202, 24.96823758914729 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.125051433, "time_to_acc50_sec": 0, "acc_per_sec": 10.723910551299205, "mobile_acc_per_sec": 7986.388657840281 }, "started": "2026-08-19T02:32:34.549276581+10:00", "ended": "2026-08-19T02:32:36.879428163+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": 3624, "total_correct": 835, "total_train": 203, "infer_ms": 427.535626, "train_ms": 1832.051788, "blocked_train": 1832051788, "duration": 2349114243, "avg_accuracy": 23.00928387610854, "soft_acc": 24.995804429686896, "adapt_pct": 25.00011828705658, "stability": 99.99051493790165, "consistency": 100, "throughput": 1542.709134218978, "availability": 18.92095978898916, "score": 72.96159706096232, "zero_downtime": 4.729446105075429, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 38866128, "heap_mib": 37.06562805175781, "mobile_score": 108672.98238607333, "mobile_throughput": 2297795.132276703, "mobile_availability": 28181.90956207258, "mobile_accuracy": 37230.11452509001, "soft_acc_blocks": [ 25.00173488, 24.989133179190752, 24.984344457943926, 25.008005201612903 ], "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": 10.64052312660849, "mobile_acc_per_sec": 15848.575536941229 }, "started": "2026-08-19T02:32:39.386603644+10:00", "ended": "2026-08-19T02:32:41.736446895+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": 4560, "total_correct": 1215, "total_train": 156, "infer_ms": 426.07853, "train_ms": 1548.829888, "blocked_train": 1548829888, "duration": 2282486508, "avg_accuracy": 27.542946941268966, "soft_acc": 25.022183224553846, "adapt_pct": 25.02423522309157, "stability": 99.98742718134828, "consistency": 100, "throughput": 1997.8212287421768, "availability": 21.574596883408496, "score": 107.85108368882256, "zero_downtime": 5.398435162125358, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 43223720, "heap_mib": 41.221351623535156, "mobile_score": 321278.5736650307, "mobile_throughput": 5951327.820311241, "mobile_availability": 64268.76278868451, "mobile_accuracy": 74538.8090820164, "soft_acc_blocks": [ 25.010394322033896, 25.039605033980585, 25.01655031764706 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.38485115, "time_to_acc50_sec": 0, "acc_per_sec": 10.962686148133782, "mobile_acc_per_sec": 32656.845427458888 }, "started": "2026-08-19T02:32:44.69395825+10:00", "ended": "2026-08-19T02:32:46.995689186+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": 3296, "total_correct": 739, "total_train": 189, "infer_ms": 361.305841, "train_ms": 1836.797195, "blocked_train": 1836797195, "duration": 2566383975, "avg_accuracy": 22.368157473009447, "soft_acc": 24.995288101910425, "adapt_pct": 24.99455859967949, "stability": 99.99444649276121, "consistency": 100, "throughput": 1284.2972961596677, "availability": 16.437165823558782, "score": 52.765572144614325, "zero_downtime": 4.108516953387275, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 38876000, "heap_mib": 37.075042724609375, "mobile_score": 19481.94104827856, "mobile_throughput": 474184.26817532384, "mobile_availability": 6068.879433311258, "mobile_accuracy": 9228.682822798883, "soft_acc_blocks": [ 24.992543210526314, 25.004425395833334, 24.989651634615385, 24.99453216666667 ], "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": 9.739496640174597, "mobile_acc_per_sec": 3595.986770763281 }, "started": "2026-08-19T02:32:48.954739223+10:00", "ended": "2026-08-19T02:32:51.521669239+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": 2168, "total_correct": 527, "total_train": 136, "infer_ms": 416.879297, "train_ms": 1594.958629, "blocked_train": 1594958629, "duration": 2345086970, "avg_accuracy": 22.956591939936896, "soft_acc": 24.994983670101913, "adapt_pct": 24.9987875569624, "stability": 99.99530948845599, "consistency": 100, "throughput": 924.4859690640812, "availability": 20.72131614641805, "score": 47.88180552926515, "zero_downtime": 5.179289587027383, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 70044216, "heap_mib": 66.79936981201172, "mobile_score": 35061.2514767142, "mobile_throughput": 676950.9773026104, "mobile_availability": 15173.096927057579, "mobile_accuracy": 18302.472064846916, "soft_acc_blocks": [ 24.98889276470588, 24.9957538203125, 25.000304425287354 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.658446356086278, "mobile_acc_per_sec": 7804.6026859493895 }, "started": "2026-08-19T02:32:53.717123641+10:00", "ended": "2026-08-19T02:32:56.062740714+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": 5312, "total_correct": 1527, "total_train": 185, "infer_ms": 597.856628, "train_ms": 1606.851508, "blocked_train": 1606851508, "duration": 2629261208, "avg_accuracy": 28.239869532109623, "soft_acc": 25.01144636926374, "adapt_pct": 25.005857487078238, "stability": 99.9905565431757, "consistency": 100, "throughput": 2020.3393956588584, "availability": 27.117268641494228, "score": 137.02792552493472, "zero_downtime": 6.782421103076502, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 70576848, "heap_mib": 67.30732727050781, "mobile_score": 197368.39840004663, "mobile_throughput": 2909999.1787670096, "mobile_availability": 39058.40258657067, "mobile_accuracy": 36025.27800562788, "soft_acc_blocks": [ 25.02090004081633, 25.020483437086092, 24.999487949152545, 25.00491405 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.27235234, "time_to_acc50_sec": 0, "acc_per_sec": 9.512727869396132, "mobile_acc_per_sec": 13701.673267005383 }, "started": "2026-08-19T02:32:58.24723666+10:00", "ended": "2026-08-19T02:33:00.877053961+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": 7248, "total_correct": 1831, "total_train": 184, "infer_ms": 617.184647, "train_ms": 1667.812077, "blocked_train": 1667812077, "duration": 2036352337, "avg_accuracy": 24.414490330834592, "soft_acc": 25.00415952259564, "adapt_pct": 24.96921678746594, "stability": 99.97430130716272, "consistency": 100, "throughput": 3559.305464140806, "availability": 27.010307739942302, "score": 240.38482860893197, "zero_downtime": 6.75370043483917, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 39587984, "heap_mib": 37.75404357910156, "mobile_score": 670377.0267112751, "mobile_throughput": 9926069.910550293, "mobile_availability": 75325.42672531314, "mobile_accuracy": 69730.74887118416, "soft_acc_blocks": [ 25.012977095238096, 25.030284685082876, 24.96921678746594 ], "phase_blocks": [ "A", "A", "A2" ], "switch_blocks": [ false, false, true ], "time_to_acc25_sec": 0.679947286, "time_to_acc50_sec": 0, "acc_per_sec": 12.278896470063884, "mobile_acc_per_sec": 34242.968470727945 }, "started": "2026-08-19T02:33:02.867899752+10:00", "ended": "2026-08-19T02:33:04.904879327+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": 6840, "total_correct": 2045, "total_train": 254, "infer_ms": 451.525147, "train_ms": 1723.127305, "blocked_train": 1723127305, "duration": 2317154814, "avg_accuracy": 29.891268997259253, "soft_acc": 25.01787665140551, "adapt_pct": 25.0128598567719, "stability": 99.99485214598806, "consistency": 100, "throughput": 2951.895988422291, "availability": 20.76309465380264, "score": 153.33580642229776, "zero_downtime": 5.194485409502915, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40631416, "heap_mib": 38.74913787841797, "mobile_score": 913546.8554265187, "mobile_throughput": 17586859.59065848, "mobile_availability": 123702.74283923725, "mobile_accuracy": 149051.9603842283, "soft_acc_blocks": [ 25.0186345, 25.025488813084113, 25.01618701476015, 25.011196277777778 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.128676165, "time_to_acc50_sec": 0, "acc_per_sec": 10.796808439492342, "mobile_acc_per_sec": 64325.42162641546 }, "started": "2026-08-19T02:33:07.896812638+10:00", "ended": "2026-08-19T02:33:10.214740836+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": 4008, "total_correct": 988, "total_train": 187, "infer_ms": 458.73756, "train_ms": 1773.799184, "blocked_train": 1773799184, "duration": 2353645187, "avg_accuracy": 24.80285435697021, "soft_acc": 24.993383503512575, "adapt_pct": 24.994144475261326, "stability": 99.99244140634477, "consistency": 100, "throughput": 1702.8904875456913, "availability": 20.54781679328992, "score": 87.45355282051867, "zero_downtime": 5.13559465274611, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 41829904, "heap_mib": 39.89210510253906, "mobile_score": 458508.4830116409, "mobile_throughput": 8928050.479343554, "mobile_availability": 107729.73770920385, "mobile_accuracy": 131037.31050289601, "soft_acc_blocks": [ 24.996466, 24.99546792972973, 24.980766742857142, 25.000833341463416 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.12288743, "time_to_acc50_sec": 0, "acc_per_sec": 10.61901073346132, "mobile_acc_per_sec": 55674.19899424968 }, "started": "2026-08-19T02:33:12.807974961+10:00", "ended": "2026-08-19T02:33:15.162166398+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": 6128, "total_correct": 1527, "total_train": 227, "infer_ms": 463.664597, "train_ms": 1778.434967, "blocked_train": 1778434967, "duration": 2419267567, "avg_accuracy": 24.92300804491794, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2532.9980377486704, "availability": 20.67992895787388, "score": 130.95554867769113, "zero_downtime": 5.16998223946847, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 39154720, "heap_mib": 37.340850830078125, "mobile_score": 780209.3489219241, "mobile_throughput": 15091141.763808805, "mobile_availability": 123207.25674392933, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25, 25, 25 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.119787179, "time_to_acc50_sec": 0, "acc_per_sec": 10.333706093948559, "mobile_acc_per_sec": 61566.34205209207 }, "started": "2026-08-19T02:33:18.191964198+10:00", "ended": "2026-08-19T02:33:20.697775959+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": 7256, "total_correct": 2248, "total_train": 254, "infer_ms": 433.386548, "train_ms": 1737.756474, "blocked_train": 1737756474, "duration": 2345249123, "avg_accuracy": 28.97679678031875, "soft_acc": 25.00622662693592, "adapt_pct": 25.00652885450002, "stability": 99.98680396308806, "consistency": 100, "throughput": 3093.9143858279144, "availability": 19.961215986626975, "score": 154.43418783436596, "zero_downtime": 4.991546907108105, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 44858760, "heap_mib": 42.78064727783203, "mobile_score": 1840181.6243478195, "mobile_throughput": 36865958.76174876, "mobile_availability": 237850.5910726519, "mobile_accuracy": 297965.10331324954, "soft_acc_blocks": [ 25.001393423076927, 24.99278786925795, 25.028122882075472, 25.002602333333332 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.10432972, "time_to_acc50_sec": 0, "acc_per_sec": 10.662503348449572, "mobile_acc_per_sec": 127050.5126261802 }, "started": "2026-08-19T02:33:23.119563469+10:00", "ended": "2026-08-19T02:33:25.465508318+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": 2008, "total_correct": 480, "total_train": 117, "infer_ms": 222.245394, "train_ms": 1538.404213, "blocked_train": 1538404213, "duration": 2369198332, "avg_accuracy": 25.95433476163527, "soft_acc": 24.990926177769694, "adapt_pct": 24.98450319406042, "stability": 99.98582406489508, "consistency": 100, "throughput": 847.5440712913688, "availability": 12.622920149267383, "score": 26.736495225644596, "zero_downtime": 3.154584655982228, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 107115360, "heap_mib": 102.15316772460938, "mobile_score": 250314.7073011206, "mobile_throughput": 7934949.750878735, "mobile_availability": 118179.38498605532, "mobile_accuracy": 233972.19114090208, "soft_acc_blocks": [ 24.992221736842104, 25.007604010752686, 24.972952785714284 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.459809131, "time_to_acc50_sec": 0, "acc_per_sec": 10.548262608590125, "mobile_acc_per_sec": 98755.84833093749 }, "started": "2026-08-19T02:33:28.502390326+10:00", "ended": "2026-08-19T02:33:30.872290166+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": 7472, "total_correct": 1777, "total_train": 252, "infer_ms": 465.562495, "train_ms": 1770.389672, "blocked_train": 1770389672, "duration": 2492866545, "avg_accuracy": 22.665485297315506, "soft_acc": 24.975576733494258, "adapt_pct": 25.02390760010504, "stability": 99.94741589988558, "consistency": 100, "throughput": 2997.352591933476, "availability": 20.82166612824504, "score": 155.8722620438521, "zero_downtime": 5.2003312010518234, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 40328640, "heap_mib": 38.46038818359375, "mobile_score": 1857317.19369198, "mobile_throughput": 35715363.53908224, "mobile_availability": 248103.4020692122, "mobile_accuracy": 297599.8903284145, "soft_acc_blocks": [ 24.925203723404255, 24.929288010362693, 24.99467988235294, 25.053135317857144 ], "phase_blocks": [ "A", "A", "A2", "A2" ], "switch_blocks": [ false, false, true, false ], "time_to_acc25_sec": 1.9982596940000001, "time_to_acc50_sec": 0, "acc_per_sec": 10.018818208936354, "mobile_acc_per_sec": 119380.59457106417 }, "started": "2026-08-19T02:33:32.941826282+10:00", "ended": "2026-08-19T02:33:35.435240534+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": 3144, "total_correct": 645, "total_train": 157, "infer_ms": 232.286247, "train_ms": 1203.986665, "blocked_train": 1203986665, "duration": 2116115630, "avg_accuracy": 21.15650553150553, "soft_acc": 24.88686092123617, "adapt_pct": 24.889239648949815, "stability": 99.99286381685907, "consistency": 100, "throughput": 1485.7411170863097, "availability": 16.172848840861523, "score": 59.79980813901352, "zero_downtime": 4.024914398026963, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 125579440, "heap_mib": 119.76188659667969, "mobile_score": 1425105.5367994145, "mobile_throughput": 35407101.76340669, "mobile_availability": 385419.5715035275, "mobile_accuracy": 593085.5699396849, "soft_acc_blocks": [ 24.879724738095238, 24.893997104377103 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.760633761415095, "mobile_acc_per_sec": 280270.87061385444 }, "started": "2026-08-19T02:33:37.410761852+10:00", "ended": "2026-08-19T02:33:39.527429564+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": 3784, "total_correct": 1103, "total_train": 165, "infer_ms": 516.424968, "train_ms": 1656.457028, "blocked_train": 1656457028, "duration": 2513381078, "avg_accuracy": 30.293609871478203, "soft_acc": 25.007208341191166, "adapt_pct": 25.0009347661859, "stability": 99.98892012897733, "consistency": 100, "throughput": 1505.5416916765696, "availability": 23.766820699452285, "score": 89.48064144686545, "zero_downtime": 5.943418368389381, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 69931432, "heap_mib": 66.69181060791016, "mobile_score": 33319.337033305535, "mobile_throughput": 560608.9790097481, "mobile_availability": 8849.899780450596, "mobile_accuracy": 9311.775033229002, "soft_acc_blocks": [ 25.020696592592593, 25.011599713414636, 25.006330682352942, 24.990206376404494 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.291024637, "time_to_acc50_sec": 0, "acc_per_sec": 9.949628633748775, "mobile_acc_per_sec": 3704.879898530453 }, "started": "2026-08-19T02:33:41.706829348+10:00", "ended": "2026-08-19T02:33:44.22078657+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": 3680, "total_correct": 946, "total_train": 168, "infer_ms": 443.732093, "train_ms": 1753.503943, "blocked_train": 1753503943, "duration": 2385336268, "avg_accuracy": 27.727941187653332, "soft_acc": 24.99688023703324, "adapt_pct": 24.995738010587345, "stability": 99.99816271738977, "consistency": 100, "throughput": 1542.7594211215842, "availability": 20.19501253983621, "score": 77.88039469094704, "zero_downtime": 5.048123098436702, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 62336968, "heap_mib": 59.44916534423828, "mobile_score": 28754.75800825862, "mobile_throughput": 569612.8530852065, "mobile_availability": 7456.339953863131, "mobile_accuracy": 9229.270665995551, "soft_acc_blocks": [ 25.0000385625, 24.99607835897436, 24.995934369942194, 24.995469656716416 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 0.206479708, "time_to_acc50_sec": 0, "acc_per_sec": 10.479394696829067, "mobile_acc_per_sec": 3869.1696385993787 }, "started": "2026-08-19T02:33:46.297641632+10:00", "ended": "2026-08-19T02:33:48.683580918+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": 2584, "total_correct": 547, "total_train": 127, "infer_ms": 309.318127, "train_ms": 1347.638798, "blocked_train": 1347638798, "duration": 2274516306, "avg_accuracy": 20.35497045533542, "soft_acc": 24.99347908354188, "adapt_pct": 25.000154076607576, "stability": 99.9888084188288, "consistency": 100, "throughput": 1136.0657178775136, "availability": 18.667843583199968, "score": 53.005913311394806, "zero_downtime": 4.665743581315399, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 82256856, "heap_mib": 78.44625091552734, "mobile_score": 19570.67906915814, "mobile_throughput": 419454.6641511027, "mobile_availability": 6892.483363766722, "mobile_accuracy": 9228.014902642259, "soft_acc_blocks": [ 24.97806205, 25.00428817142857, 24.99808702919708 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.225452604, "time_to_acc50_sec": 0, "acc_per_sec": 10.988480943227797, "mobile_acc_per_sec": 4057.132885044377 }, "started": "2026-08-19T02:33:51.915888513+10:00", "ended": "2026-08-19T02:33:54.196202356+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": 4376, "total_correct": 1003, "total_train": 187, "infer_ms": 529.874938, "train_ms": 1828.573491, "blocked_train": 1828573491, "duration": 2332540894, "avg_accuracy": 20.4219304628827, "soft_acc": 24.989612622263223, "adapt_pct": 24.9999319187924, "stability": 99.98468774610416, "consistency": 100, "throughput": 1876.0657149704832, "availability": 22.46709877072322, "score": 105.33060175518456, "zero_downtime": 5.614440950264995, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 39119008, "heap_mib": 37.306793212890625, "mobile_score": 39221.28588993054, "mobile_throughput": 698578.6516835545, "mobile_availability": 8365.930596807482, "mobile_accuracy": 9305.22302734456, "soft_acc_blocks": [ 24.969869285714285, 24.98228496753247, 24.995149763975157, 25.011146471830983 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.224410109, "time_to_acc50_sec": 0, "acc_per_sec": 10.713472456814822, "mobile_acc_per_sec": 3989.307562101228 }, "started": "2026-08-19T02:33:56.505541644+10:00", "ended": "2026-08-19T02:33:58.839202482+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": 1920, "total_correct": 431, "total_train": 111, "infer_ms": 382.208451, "train_ms": 1611.542199, "blocked_train": 1611542199, "duration": 2508733601, "avg_accuracy": 22.462453482190323, "soft_acc": 24.975339151362306, "adapt_pct": 24.984127741739766, "stability": 99.98075881224044, "consistency": 100, "throughput": 765.3263779122159, "availability": 19.17032358083495, "score": 36.64270447580319, "zero_downtime": 4.787853330727112, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 40339056, "heap_mib": 38.47032165527344, "mobile_score": 6822.205342404085, "mobile_throughput": 142489.85654220165, "mobile_availability": 3569.1656994136342, "mobile_accuracy": 4649.954052908182, "soft_acc_blocks": [ 24.973433772727272, 24.9527841375, 24.99979954385965 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.900788717, "time_to_acc50_sec": 0, "acc_per_sec": 9.955357213458994, "mobile_acc_per_sec": 1853.5065066512745 }, "started": "2026-08-19T02:34:01.266539946+10:00", "ended": "2026-08-19T02:34:03.776257972+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": 2488, "total_correct": 840, "total_train": 132, "infer_ms": 463.380484, "train_ms": 1824.055755, "blocked_train": 1824055755, "duration": 2240725414, "avg_accuracy": 33.810232426303855, "soft_acc": 25.005216169642853, "adapt_pct": 25.012511232142856, "stability": 99.99040403107736, "consistency": 100, "throughput": 1110.3547023008862, "availability": 20.257634993252374, "score": 56.244633494610284, "zero_downtime": 5.065465420919971, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43432080, "heap_mib": 41.42005920410156, "mobile_score": 335095.30006388907, "mobile_throughput": 6615291.433635534, "mobile_availability": 120691.30608343524, "mobile_accuracy": 148976.5315357922, "soft_acc_blocks": [ 24.991798125, 25.010167071428572, 25.0136833125 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.127697419, "time_to_acc50_sec": 0, "acc_per_sec": 11.159429001612981, "mobile_acc_per_sec": 66485.84900451894 }, "started": "2026-08-19T02:34:05.779320531+10:00", "ended": "2026-08-19T02:34:08.02085011+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": 960, "total_correct": 278, "total_train": 87, "infer_ms": 213.967965, "train_ms": 1737.107388, "blocked_train": 1737107388, "duration": 2344892170, "avg_accuracy": 28.688404640272456, "soft_acc": 25.00318151761388, "adapt_pct": 25.00210521732652, "stability": 99.99049886423582, "consistency": 100, "throughput": 409.40048855210256, "availability": 10.966668441124018, "score": 11.225826968829658, "zero_downtime": 2.742016016769114, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 75083576, "heap_mib": 71.60527801513672, "mobile_score": 44587.62401389215, "mobile_throughput": 1626089.1162273088, "mobile_availability": 43558.27775500022, "mobile_accuracy": 99309.60629929352, "soft_acc_blocks": [ 24.998142625, 25.0164882037037, 24.99491372413793 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.275713482, "time_to_acc50_sec": 0, "acc_per_sec": 10.662827842362525, "mobile_acc_per_sec": 42351.459725883054 }, "started": "2026-08-19T02:34:10.054595298+10:00", "ended": "2026-08-19T02:34:12.40013606+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": 1440, "total_correct": 466, "total_train": 112, "infer_ms": 288.728134, "train_ms": 1877.493373, "blocked_train": 1877493373, "duration": 2487506166, "avg_accuracy": 31.80688574104873, "soft_acc": 25.023145635669795, "adapt_pct": 25.0238253426128, "stability": 99.99172396206241, "consistency": 100, "throughput": 578.8930374052387, "availability": 13.328652359280634, "score": 19.307518979771245, "zero_downtime": 3.335248091134931, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 43313112, "heap_mib": 41.306602478027344, "mobile_score": 76687.1250823205, "mobile_throughput": 2299292.9757205895, "mobile_availability": 52939.791576837306, "mobile_accuracy": 99388.90135631853, "soft_acc_blocks": [ 25.01949742857143, 25.027043515151515, 25.03409864150943, 25.011942957446806 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.120804469, "time_to_acc50_sec": 0, "acc_per_sec": 10.059531098935091, "mobile_acc_per_sec": 39955.23818786728 }, "started": "2026-08-19T02:34:14.996662297+10:00", "ended": "2026-08-19T02:34:17.484788566+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": 1952, "total_correct": 486, "total_train": 105, "infer_ms": 513.019678, "train_ms": 1630.714651, "blocked_train": 1630714651, "duration": 2611357556, "avg_accuracy": 24.110410675499736, "soft_acc": 25.003019655079044, "adapt_pct": 25.002417099891176, "stability": 99.99714856194554, "consistency": 100, "throughput": 747.5039163116428, "availability": 23.931122017312248, "score": 44.72692031660992, "zero_downtime": 5.98350314166953, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 80604344, "heap_mib": 76.87029266357422, "mobile_score": 162845.74721496378, "mobile_throughput": 2721578.70329999, "mobile_availability": 87130.55625147642, "mobile_accuracy": 91033.21645084779, "soft_acc_blocks": [ 25.003957500000002, 25.00415674117647, 25.005737027027028, 24.998227352112675 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.897485207, "time_to_acc50_sec": 0, "acc_per_sec": 9.57472085644906, "mobile_acc_per_sec": 34860.49478045809 }, "started": "2026-08-19T02:34:19.490648989+10:00", "ended": "2026-08-19T02:34:22.102825553+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": 2120, "total_correct": 541, "total_train": 123, "infer_ms": 443.79184, "train_ms": 1776.399324, "blocked_train": 1776399324, "duration": 2430932312, "avg_accuracy": 24.877463284510593, "soft_acc": 24.999182189294928, "adapt_pct": 24.99987909840194, "stability": 99.99785742629749, "consistency": 100, "throughput": 872.0933896574904, "availability": 19.988902180857433, "score": 43.57904802297471, "zero_downtime": 4.997062073832497, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 45340160, "heap_mib": 43.23974609375, "mobile_score": 207708.83572608515, "mobile_throughput": 4156619.082515876, "mobile_availability": 95272.19587815802, "mobile_accuracy": 119152.46574237326, "soft_acc_blocks": [ 24.999689411764706, 24.997178175, 24.997384122222225, 25.00247704819277 ], "phase_blocks": [ "A", "B", "B", "A2" ], "switch_blocks": [ false, true, false, true ], "time_to_acc25_sec": 1.268566144, "time_to_acc50_sec": 0, "acc_per_sec": 10.283783742512913, "mobile_acc_per_sec": 49015.13100722373 }, "started": "2026-08-19T02:34:24.981968698+10:00", "ended": "2026-08-19T02:34:27.429827684+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": 1800, "total_correct": 507, "total_train": 126, "infer_ms": 383.371848, "train_ms": 1846.517784, "blocked_train": 1846517784, "duration": 2458778490, "avg_accuracy": 27.67941512895751, "soft_acc": 25.02076227388389, "adapt_pct": 25.022923457065588, "stability": 99.99427210246616, "consistency": 100, "throughput": 732.0708259490265, "availability": 17.192413583992128, "score": 31.491292562871187, "zero_downtime": 4.301672931993591, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 39193152, "heap_mib": 37.37750244140625, "mobile_score": 135332.0229114968, "mobile_throughput": 3146032.370452157, "mobile_availability": 73883.41092724643, "mobile_accuracy": 107525.2902545085, "soft_acc_blocks": [ 25.0242313, 25.017937786407767, 25.012989647058824, 25.027890362068966 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.12140926, "time_to_acc50_sec": 0, "acc_per_sec": 10.176094502064679, "mobile_acc_per_sec": 43731.18224834825 }, "started": "2026-08-19T02:34:29.705466401+10:00", "ended": "2026-08-19T02:34:32.164912597+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": 1800, "total_correct": 452, "total_train": 113, "infer_ms": 375.954519, "train_ms": 1786.194198, "blocked_train": 1786194198, "duration": 2179523613, "avg_accuracy": 24.895659141583053, "soft_acc": 25.014878962695093, "adapt_pct": 25.011006751992753, "stability": 99.99330043827473, "consistency": 100, "throughput": 825.8685472658835, "availability": 17.388004629100635, "score": 35.92188180433913, "zero_downtime": 4.349588311997344, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 40773672, "heap_mib": 38.884803771972656, "mobile_score": 285354.72071868717, "mobile_throughput": 6560499.528923266, "mobile_availability": 138126.09349972598, "mobile_accuracy": 198712.13426656794, "soft_acc_blocks": [ 25.017341153846154, 25.0215712125, 25.00572452173913 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.924354617, "time_to_acc50_sec": 0, "acc_per_sec": 11.477223193862727, "mobile_acc_per_sec": 91172.2786949076 }, "started": "2026-08-19T02:34:34.738235835+10:00", "ended": "2026-08-19T02:34:36.918688404+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": 1856, "total_correct": 436, "total_train": 118, "infer_ms": 291.478911, "train_ms": 1554.08903, "blocked_train": 1554089030, "duration": 2260892408, "avg_accuracy": 22.23369376411325, "soft_acc": 24.985423784695158, "adapt_pct": 24.97484032873024, "stability": 99.9869962417861, "consistency": 100, "throughput": 820.9147827789955, "availability": 15.793453306415012, "score": 32.39380004719665, "zero_downtime": 3.94606123884574, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 94736416, "heap_mib": 90.34768676757812, "mobile_score": 217739.4953736492, "mobile_throughput": 5517894.482482486, "mobile_availability": 106157.92368094505, "mobile_accuracy": 167943.04955423405, "soft_acc_blocks": [ 25.000562960000003, 24.9868958019802, 24.968812592105262 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.051133479986083, "mobile_acc_per_sec": 74281.75217890953 }, "started": "2026-08-19T02:34:39.083424505+10:00", "ended": "2026-08-19T02:34:41.345018994+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": 23488, "total_correct": 7967, "total_train": 504, "infer_ms": 902.573249, "train_ms": 1536.693322, "blocked_train": 1536693322, "duration": 2145029751, "avg_accuracy": 31.763712516162116, "soft_acc": 25.28565000312715, "adapt_pct": 25.690446575667657, "stability": 99.57683129947617, "consistency": 100, "throughput": 10949.96467487224, "availability": 37.001829145306644, "score": 1024.4954497888828, "zero_downtime": 9.356153012437332, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40991200, "heap_mib": 39.092254638671875, "mobile_score": 1398777.787445088, "mobile_throughput": 14950351.769425565, "mobile_availability": 50519.83072639201, "mobile_accuracy": 34523.3408042696, "soft_acc_blocks": [ 24.701528748201437, 25.464974685512367, 25.690446575667657 ], "phase_blocks": [ "A", "A", "A2" ], "switch_blocks": [ false, false, true ], "time_to_acc25_sec": 0.616068098, "time_to_acc50_sec": 0, "acc_per_sec": 11.788018320649925, "mobile_acc_per_sec": 16094.574347127365 }, "started": "2026-08-19T02:34:43.761914425+10:00", "ended": "2026-08-19T02:34:45.907378705+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": 38480, "total_correct": 13159, "total_train": 550, "infer_ms": 707.797242, "train_ms": 1385.999171, "blocked_train": 1385999171, "duration": 2014810672, "avg_accuracy": 29.408774371302638, "soft_acc": 25.30902287845535, "adapt_pct": 25.402935551580782, "stability": 99.80743913513938, "consistency": 100, "throughput": 19098.568681792254, "availability": 33.80449205115722, "score": 1633.994588120869, "zero_downtime": 8.555586627173001, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 70514472, "heap_mib": 67.24784088134766, "mobile_score": 4461894.555295386, "mobile_throughput": 52151824.88041405, "mobile_availability": 92308.79962769331, "mobile_accuracy": 69110.50514010208, "soft_acc_blocks": [ 25.05895153038674, 25.527427555216285, 25.340689549763034 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.71242758, "time_to_acc50_sec": 0, "acc_per_sec": 12.56148938963698, "mobile_acc_per_sec": 34301.24035996872 }, "started": "2026-08-19T02:34:48.540136271+10:00", "ended": "2026-08-19T02:34:50.55531012+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": 23872, "total_correct": 8431, "total_train": 469, "infer_ms": 665.915926, "train_ms": 1343.336437, "blocked_train": 1343336437, "duration": 2237864923, "avg_accuracy": 30.50272758215067, "soft_acc": 25.32283718357316, "adapt_pct": 25.47709503968475, "stability": 99.80656062583756, "consistency": 100, "throughput": 10667.310504155928, "availability": 33.142473203601256, "score": 895.2662511141066, "zero_downtime": 8.39261452795731, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 66061736, "heap_mib": 63.001380920410156, "mobile_score": 4889347.41941784, "mobile_throughput": 58257738.43336358, "mobile_availability": 181002.09365593432, "mobile_accuracy": 138296.45480522088, "soft_acc_blocks": [ 25.062077263565893, 25.381583455252915, 25.52485083190067 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.076203799, "time_to_acc50_sec": 0, "acc_per_sec": 11.315623621119316, "mobile_acc_per_sec": 61798.39246947296 }, "started": "2026-08-19T02:34:52.61839681+10:00", "ended": "2026-08-19T02:34:54.856939544+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": 18984, "total_correct": 6980, "total_train": 378, "infer_ms": 684.38921, "train_ms": 1368.528395, "blocked_train": 1368528395, "duration": 2403172194, "avg_accuracy": 34.853252449601335, "soft_acc": 25.23710915568763, "adapt_pct": 25.35368333865256, "stability": 99.85034691267734, "consistency": 100, "throughput": 7899.558777934162, "availability": 33.33739300267728, "score": 664.6210249259839, "zero_downtime": 8.413394261746236, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 100459472, "heap_mib": 95.80561828613281, "mobile_score": 3629716.95746244, "mobile_throughput": 43142123.67255777, "mobile_availability": 182066.61565195487, "mobile_accuracy": 137828.2654689287, "soft_acc_blocks": [ 25.030532456410256, 25.300540005347592, 25.380255005305038 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.397866128, "time_to_acc50_sec": 0, "acc_per_sec": 10.501581708833482, "mobile_acc_per_sec": 57352.638239175925 }, "started": "2026-08-19T02:34:58.03049531+10:00", "ended": "2026-08-19T02:35:00.434135107+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": 23120, "total_correct": 6996, "total_train": 531, "infer_ms": 739.527041, "train_ms": 1578.050693, "blocked_train": 1578050693, "duration": 2562221513, "avg_accuracy": 31.32276384525172, "soft_acc": 25.528748680025252, "adapt_pct": 25.555478793325687, "stability": 99.74582826741909, "consistency": 100, "throughput": 9023.41967027267, "availability": 31.909481617413572, "score": 735.0560107870638, "zero_downtime": 8.146091367208367, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 38344320, "heap_mib": 36.5679931640625, "mobile_score": 8028771.787156835, "mobile_throughput": 98559805.2518316, "mobile_availability": 348536.63121313596, "mobile_accuracy": 278842.0122490225, "soft_acc_blocks": [ 25.27913386111111, 25.89432775135135, 25.303833019978967, 25.637700087659574 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.115843129, "time_to_acc50_sec": 0, "acc_per_sec": 9.963521323390454, "mobile_acc_per_sec": 108828.22224161947 }, "started": "2026-08-19T02:35:02.489691405+10:00", "ended": "2026-08-19T02:35:05.052350364+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": 9552, "total_correct": 3351, "total_train": 494, "infer_ms": 448.663419, "train_ms": 1734.645597, "blocked_train": 1734645597, "duration": 2435325602, "avg_accuracy": 31.807842939853884, "soft_acc": 25.434416761982636, "adapt_pct": 25.55984257870872, "stability": 99.8463269631797, "consistency": 100, "throughput": 3922.268132095135, "availability": 20.549698449099427, "score": 205.0050294857717, "zero_downtime": 5.226695946874631, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 52636400, "heap_mib": 50.19798278808594, "mobile_score": 2239201.602063256, "mobile_throughput": 42841627.38416446, "mobile_availability": 224457.50626003, "mobile_accuracy": 277811.65615221567, "soft_acc_blocks": [ 25.249273783333333, 25.42842526910299, 25.625551233511587 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.173182508, "time_to_acc50_sec": 0, "acc_per_sec": 10.443949154517465, "mobile_acc_per_sec": 114075.77529840944 }, "started": "2026-08-19T02:35:07.207614055+10:00", "ended": "2026-08-19T02:35:09.643709864+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": 20696, "total_correct": 7218, "total_train": 479, "infer_ms": 670.877151, "train_ms": 1430.702231, "blocked_train": 1430702231, "duration": 2574524662, "avg_accuracy": 32.741590559835046, "soft_acc": 25.46280724417163, "adapt_pct": 25.66064176890756, "stability": 99.70046948336226, "consistency": 100, "throughput": 8038.765487654125, "availability": 31.922522496464044, "score": 653.4206320727125, "zero_downtime": 8.128370370751965, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70629856, "heap_mib": 67.35787963867188, "mobile_score": 892136.96965661, "mobile_throughput": 10975594.479143765, "mobile_availability": 43584.88404850558, "mobile_accuracy": 34765.219490708994, "soft_acc_blocks": [ 24.995207470588234, 25.408834167658732, 25.69817358496732, 25.749013753472223 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 0.752582686, "time_to_acc50_sec": 0, "acc_per_sec": 9.890294554176474, "mobile_acc_per_sec": 13503.54883130228 }, "started": "2026-08-19T02:35:11.89801772+10:00", "ended": "2026-08-19T02:35:14.472998995+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": 18128, "total_correct": 6303, "total_train": 486, "infer_ms": 694.192146, "train_ms": 1462.711367, "blocked_train": 1462711367, "duration": 2080589154, "avg_accuracy": 29.587837898785654, "soft_acc": 25.440818180006328, "adapt_pct": 25.457052697286496, "stability": 99.96145364625309, "consistency": 100, "throughput": 8712.91670686081, "availability": 32.18466388579709, "score": 713.4172637894296, "zero_downtime": 8.188041821031797, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 71098416, "heap_mib": 67.80473327636719, "mobile_score": 1948104.7416543358, "mobile_throughput": 23792071.220867917, "mobile_availability": 87885.5888508166, "mobile_accuracy": 69470.39417687061, "soft_acc_blocks": [ 25.39311600729927, 25.48751897357992, 25.441819559139784 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.842167187, "time_to_acc50_sec": 0, "acc_per_sec": 12.227699126036262, "mobile_acc_per_sec": 33389.77041349635 }, "started": "2026-08-19T02:35:16.713520171+10:00", "ended": "2026-08-19T02:35:18.856275566+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": 22736, "total_correct": 7580, "total_train": 402, "infer_ms": 758.393811, "train_ms": 1181.209094, "blocked_train": 1181209094, "duration": 2251666097, "avg_accuracy": 30.521290567812127, "soft_acc": 25.280796397068567, "adapt_pct": 25.39281303730711, "stability": 99.8351548314445, "consistency": 100, "throughput": 10097.411881047654, "availability": 39.100467886750245, "score": 998.120044131035, "zero_downtime": 9.884909676750508, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 107495088, "heap_mib": 102.51530456542969, "mobile_score": 5451066.267680959, "mobile_throughput": 55145332.08636159, "mobile_availability": 213540.68861883867, "mobile_accuracy": 138066.8560565238, "soft_acc_blocks": [ 25.17739472222222, 25.151549826045628, 25.513444642937852 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.488855159, "time_to_acc50_sec": 0, "acc_per_sec": 11.22759561497655, "mobile_acc_per_sec": 61317.6421852586 }, "started": "2026-08-19T02:35:21.820657737+10:00", "ended": "2026-08-19T02:35:24.072808885+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": 32904, "total_correct": 10722, "total_train": 693, "infer_ms": 675.546239, "train_ms": 1464.241869, "blocked_train": 1464241869, "duration": 2043862069, "avg_accuracy": 29.687590355640236, "soft_acc": 25.289136624109346, "adapt_pct": 25.50216867830238, "stability": 99.67774277503763, "consistency": 100, "throughput": 16098.933728976603, "availability": 31.570707233783736, "score": 1285.3323143290302, "zero_downtime": 7.983959285549141, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 39412056, "heap_mib": 37.586265563964844, "mobile_score": 14039256.42531122, "mobile_throughput": 175843286.81036845, "mobile_availability": 344836.3115455418, "mobile_accuracy": 276224.80963293836, "soft_acc_blocks": [ 24.86307251572327, 25.362073674038967, 25.64226368256579 ], "phase_blocks": [ "A", "B", "B" ], "switch_blocks": [ false, true, false ], "time_to_acc25_sec": 0.721644228, "time_to_acc50_sec": 0, "acc_per_sec": 12.373210994850822, "mobile_acc_per_sec": 135148.4592930906 }, "started": "2026-08-19T02:35:26.257253444+10:00", "ended": "2026-08-19T02:35:28.30212202+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": 12544, "total_correct": 4351, "total_train": 439, "infer_ms": 409.151107, "train_ms": 1401.571182, "blocked_train": 1401571182, "duration": 2494521290, "avg_accuracy": 33.458424347208606, "soft_acc": 25.490504806868667, "adapt_pct": 25.614047013350724, "stability": 99.84428922585187, "consistency": 100, "throughput": 5028.620140580159, "availability": 22.596016489417615, "score": 289.64040739416316, "zero_downtime": 5.759838669395833, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 101745320, "heap_mib": 97.03189849853516, "mobile_score": 391378.839979049, "mobile_throughput": 6794961.846042502, "mobile_availability": 30533.041992793253, "mobile_accuracy": 34444.2417118133, "soft_acc_blocks": [ 25.33118986259542, 25.43850807596899, 25.70181648204159 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.427255375, "time_to_acc50_sec": 0, "acc_per_sec": 10.218595811971872, "mobile_acc_per_sec": 13807.956600688425 }, "started": "2026-08-19T02:35:30.687786045+10:00", "ended": "2026-08-19T02:35:33.182760407+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": 21344, "total_correct": 6483, "total_train": 487, "infer_ms": 669.552616, "train_ms": 1434.941336, "blocked_train": 1434941336, "duration": 2084741651, "avg_accuracy": 28.176093001957582, "soft_acc": 25.274720164569967, "adapt_pct": 25.28488209641247, "stability": 99.97690325692949, "consistency": 100, "throughput": 10238.199054430463, "availability": 31.815373732183577, "score": 823.2788415686204, "zero_downtime": 8.041246680121498, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 67169944, "heap_mib": 64.0582504272461, "mobile_score": 2202220.4963690247, "mobile_throughput": 27386555.64208795, "mobile_availability": 85104.17685356665, "mobile_accuracy": 67608.32900837786, "soft_acc_blocks": [ 25.254396300884956, 25.26273723844538, 25.307026954379563 ], "phase_blocks": [ "A", "B", "B" ], "switch_blocks": [ false, true, false ], "time_to_acc25_sec": 0.761908966, "time_to_acc50_sec": 0, "acc_per_sec": 12.123670169129253, "mobile_acc_per_sec": 32430.075436900195 }, "started": "2026-08-19T02:35:35.376838693+10:00", "ended": "2026-08-19T02:35:37.461999666+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": 15496, "total_correct": 5195, "total_train": 404, "infer_ms": 547.10731, "train_ms": 1610.155947, "blocked_train": 1610155947, "duration": 2190151685, "avg_accuracy": 32.240070357828834, "soft_acc": 25.386660315656428, "adapt_pct": 25.40655587003637, "stability": 99.96485955324681, "consistency": 100, "throughput": 7075.309032762268, "availability": 25.36117500841484, "score": 455.53353774215105, "zero_downtime": 6.438355351445426, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 38926864, "heap_mib": 37.12355041503906, "mobile_score": 2388307.674357569, "mobile_throughput": 37094996.221688636, "mobile_availability": 132965.597228118, "mobile_accuracy": 133099.21363574878, "soft_acc_blocks": [ 25.346869206896553, 25.38077259552042, 25.43233914455232 ], "phase_blocks": [ "A", "B", "B" ], "switch_blocks": [ false, true, false ], "time_to_acc25_sec": 0.115225631, "time_to_acc50_sec": 0, "acc_per_sec": 11.591279494258604, "mobile_acc_per_sec": 60771.68743485855 }, "started": "2026-08-19T02:35:39.767715418+10:00", "ended": "2026-08-19T02:35:41.958481164+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": 27848, "total_correct": 9333, "total_train": 486, "infer_ms": 596.406786, "train_ms": 1102.61614, "blocked_train": 1102616140, "duration": 2492525208, "avg_accuracy": 31.204286596654622, "soft_acc": 25.298668744757975, "adapt_pct": 25.483781204911015, "stability": 99.77245534604381, "consistency": 100, "throughput": 11172.605159867253, "availability": 35.10292750458154, "score": 992.191396226965, "zero_downtime": 8.88057334909662, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 67664608, "heap_mib": 64.52999877929688, "mobile_score": 10003731.591250828, "mobile_throughput": 112647361.80877851, "mobile_availability": 353923.916452347, "mobile_accuracy": 255072.85459330134, "soft_acc_blocks": [ 25.00727716875, 25.326114516314778, 25.562614549209137 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.61629175, "time_to_acc50_sec": 0, "acc_per_sec": 10.149814599089895, "mobile_acc_per_sec": 102335.11531783929 }, "started": "2026-08-19T02:35:44.860360128+10:00", "ended": "2026-08-19T02:35:47.407802586+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": 27576, "total_correct": 7381, "total_train": 599, "infer_ms": 598.380673, "train_ms": 1571.363696, "blocked_train": 1571363696, "duration": 2477964780, "avg_accuracy": 26.622616296588518, "soft_acc": 25.172894779343864, "adapt_pct": 25.253850842490017, "stability": 99.87390449375593, "consistency": 100, "throughput": 11128.487467848516, "availability": 27.578395019676165, "score": 772.57079986052, "zero_downtime": 6.942280360134889, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39176416, "heap_mib": 37.361541748046875, "mobile_score": 16877066.646553013, "mobile_throughput": 243105518.23097345, "mobile_availability": 602459.2320031658, "mobile_accuracy": 549910.2774196932, "soft_acc_blocks": [ 25.00839838235294, 25.09710725759494, 25.261977819693097, 25.32409565773447 ], "phase_blocks": [ "A", "B", "A2", "A2" ], "switch_blocks": [ false, true, true, false ], "time_to_acc25_sec": 1.364555129, "time_to_acc50_sec": 0, "acc_per_sec": 10.158697566050098, "mobile_acc_per_sec": 221920.1345628864 }, "started": "2026-08-19T02:35:49.605038787+10:00", "ended": "2026-08-19T02:35:52.083408617+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": 7688, "total_correct": 2587, "total_train": 359, "infer_ms": 402.037011, "train_ms": 1290.641136, "blocked_train": 1290641136, "duration": 2022206095, "avg_accuracy": 27.75514579759863, "soft_acc": 25.261844625643224, "adapt_pct": 25.187057410377356, "stability": 99.92521278473413, "consistency": 100, "throughput": 3801.788561022016, "availability": 23.751533137740683, "score": 228.11018011349077, "zero_downtime": 6.000075397464214, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 101732096, "heap_mib": 97.019287109375, "mobile_score": 4271265.361119351, "mobile_throughput": 71186861.46718253, "mobile_availability": 444737.2787757067, "mobile_accuracy": 473017.2141103298, "soft_acc_blocks": [ 25.336631840909092, 25.187057410377356 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.540397264, "time_to_acc50_sec": 0, "acc_per_sec": 12.49222059418391, "mobile_acc_per_sec": 233911.47681726766 }, "started": "2026-08-19T02:35:54.966557532+10:00", "ended": "2026-08-19T02:35:56.989279823+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": 29672, "total_correct": 7380, "total_train": 472, "infer_ms": 619.00045, "train_ms": 1339.529356, "blocked_train": 1339529356, "duration": 2120824585, "avg_accuracy": 24.77848924120706, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 13990.784626820045, "availability": 31.605362762602756, "score": 1105.4595586602334, "zero_downtime": 7.901340690650688, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 73795520, "heap_mib": 70.37689208984375, "mobile_score": 24149132.545452353, "mobile_throughput": 305633353.7677595, "mobile_availability": 690429.6846699781, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.316131245, "time_to_acc50_sec": 0, "acc_per_sec": 11.78786787781414, "mobile_acc_per_sec": 257509.90308014248 }, "started": "2026-08-19T02:35:59.246777014+10:00", "ended": "2026-08-19T02:36:01.368317222+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": 19520, "total_correct": 5146, "total_train": 568, "infer_ms": 535.738189, "train_ms": 1419.469007, "blocked_train": 1419469007, "duration": 2492681934, "avg_accuracy": 25.512861591363844, "soft_acc": 24.887774163291795, "adapt_pct": 25.04532095848451, "stability": 99.7324138448073, "consistency": 100, "throughput": 7830.9228842030025, "availability": 27.400583943022685, "score": 534.0215989493969, "zero_downtime": 6.81939545116268, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 81829208, "heap_mib": 78.03841400146484, "mobile_score": 23331759.67249845, "mobile_throughput": 342138241.4260853, "mobile_availability": 1197149.7795266232, "mobile_accuracy": 1087363.4450436607, "soft_acc_blocks": [ 24.78254718435754, 24.625587735582155, 25.25518756993569 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.835516697, "time_to_acc50_sec": 0, "acc_per_sec": 9.984336077469157, "mobile_acc_per_sec": 436222.29944867914 }, "started": "2026-08-19T02:36:03.575182674+10:00", "ended": "2026-08-19T02:36:06.068353513+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": 19528, "total_correct": 4764, "total_train": 446, "infer_ms": 685.015014, "train_ms": 1317.024681, "blocked_train": 1317024681, "duration": 2294389285, "avg_accuracy": 26.05399600528656, "soft_acc": 25.43172555900036, "adapt_pct": 25.135734972108338, "stability": 99.6342361548311, "consistency": 100, "throughput": 8511.197348971233, "availability": 34.21585574505804, "score": 740.6173728727991, "zero_downtime": 8.70168253074662, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 51670944, "heap_mib": 49.277252197265625, "mobile_score": 24268550.074295882, "mobile_throughput": 278894914.73108935, "mobile_availability": 1121185.161054062, "mobile_accuracy": 833346.7831173238, "soft_acc_blocks": [ 25.841305414141416, 25.500537609394318, 24.953333653465346 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.366269602, "time_to_acc50_sec": 0, "acc_per_sec": 11.084311509500603, "mobile_acc_per_sec": 363210.71954331576 }, "started": "2026-08-19T02:36:08.33008804+10:00", "ended": "2026-08-19T02:36:10.62842596+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": 24928, "total_correct": 7971, "total_train": 579, "infer_ms": 569.531612, "train_ms": 1596.637328, "blocked_train": 1596637328, "duration": 2154377106, "avg_accuracy": 31.88555778459059, "soft_acc": 25.479635006165307, "adapt_pct": 25.39547531927181, "stability": 99.89531320575574, "consistency": 100, "throughput": 11570.86191204633, "availability": 26.292114224479647, "score": 775.147630044354, "zero_downtime": 6.699134739801484, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 42805352, "heap_mib": 40.822364807128906, "mobile_score": 33866716.72172452, "mobile_throughput": 505538670.84524554, "mobile_availability": 1148719.9985436655, "mobile_accuracy": 1113222.2398426996, "soft_acc_blocks": [ 25.59293147770701, 25.505521123762378, 25.340452417026526 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.112595066, "time_to_acc50_sec": 0, "acc_per_sec": 11.826915044354962, "mobile_acc_per_sec": 516725.80289789784 }, "started": "2026-08-19T02:36:13.094354947+10:00", "ended": "2026-08-19T02:36:15.249175645+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": 29208, "total_correct": 7544, "total_train": 470, "infer_ms": 608.306851, "train_ms": 1020.809282, "blocked_train": 1020809282, "duration": 2361591246, "avg_accuracy": 25.88966636863833, "soft_acc": 25.508872065797302, "adapt_pct": 25.67389600783767, "stability": 99.64783859103345, "consistency": 100, "throughput": 12367.932024422824, "availability": 37.33968614501469, "score": 1178.037210180307, "zero_downtime": 9.524932768502037, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 133780624, "heap_mib": 127.58314514160156, "mobile_score": 102938462.14183547, "mobile_throughput": 1080726390.8700988, "mobile_availability": 3262791.561599577, "mobile_accuracy": 2228999.2529387893, "soft_acc_blocks": [ 25.057414224299066, 25.916715922672672, 25.552486050420168 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.199150731, "time_to_acc50_sec": 0, "acc_per_sec": 10.801561069894523, "mobile_acc_per_sec": 943854.80836881 }, "started": "2026-08-19T02:36:18.506497904+10:00", "ended": "2026-08-19T02:36:20.868528836+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": 16296, "total_correct": 5396, "total_train": 463, "infer_ms": 708.451464, "train_ms": 1620.66801, "blocked_train": 1620668010, "duration": 2401253487, "avg_accuracy": 30.3734984579892, "soft_acc": 25.35826611217229, "adapt_pct": 25.387289772712887, "stability": 99.96424552769713, "consistency": 100, "throughput": 6786.455527591703, "availability": 30.4171371159125, "score": 523.4568628226285, "zero_downtime": 7.71325857355742, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43907408, "heap_mib": 41.87336730957031, "mobile_score": 714693.1033738288, "mobile_throughput": 9265773.947005205, "mobile_availability": 41529.531208925866, "mobile_accuracy": 34622.4859984859, "soft_acc_blocks": [ 25.31200821590909, 25.363710923076923, 25.399079197530863 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.112443921, "time_to_acc50_sec": 0, "acc_per_sec": 10.560428646728829, "mobile_acc_per_sec": 14418.505245667095 }, "started": "2026-08-19T02:36:23.173195599+10:00", "ended": "2026-08-19T02:36:25.575075595+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": 11832, "total_correct": 3864, "total_train": 466, "infer_ms": 460.352742, "train_ms": 1662.01335, "blocked_train": 1662013350, "duration": 2262713231, "avg_accuracy": 28.865696670362116, "soft_acc": 25.268884944318938, "adapt_pct": 25.38790071180173, "stability": 99.78774304578737, "consistency": 100, "throughput": 5229.12043731272, "availability": 21.69054357470389, "score": 286.60592106788135, "zero_downtime": 5.480958499689291, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40756296, "heap_mib": 38.86823272705078, "mobile_score": 387278.4668681376, "mobile_throughput": 7065889.4222624, "mobile_availability": 29309.514715707097, "mobile_accuracy": 34144.77615898734, "soft_acc_blocks": [ 25.199461900900904, 25.050683728706623, 25.556509203349282 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.128938721, "time_to_acc50_sec": 0, "acc_per_sec": 11.16751544036865, "mobile_acc_per_sec": 15090.191585567007 }, "started": "2026-08-19T02:36:28.388520648+10:00", "ended": "2026-08-19T02:36:30.651821377+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": 20528, "total_correct": 7149, "total_train": 491, "infer_ms": 727.085846, "train_ms": 1490.923875, "blocked_train": 1490923875, "duration": 2110118428, "avg_accuracy": 32.22413347569187, "soft_acc": 25.36647581343722, "adapt_pct": 25.491096394663316, "stability": 99.83783768718024, "consistency": 100, "throughput": 9728.363928586099, "availability": 32.78100357793698, "score": 808.9509483285702, "zero_downtime": 8.315385343999374, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 58244376, "heap_mib": 55.546165466308594, "mobile_score": 1093101.2237043541, "mobile_throughput": 13145526.977810692, "mobile_availability": 44295.584546055215, "mobile_accuracy": 34276.64657545199, "soft_acc_blocks": [ 25.14080748039216, 25.443950735849057, 25.51466922407045 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.200760771, "time_to_acc50_sec": 0, "acc_per_sec": 12.021351729286552, "mobile_acc_per_sec": 16243.9444727943 }, "started": "2026-08-19T02:36:33.126520662+10:00", "ended": "2026-08-19T02:36:35.272261652+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": 9176, "total_correct": 2610, "total_train": 290, "infer_ms": 358.878229, "train_ms": 1057.653503, "blocked_train": 1057653503, "duration": 2230406132, "avg_accuracy": 25.019932671863927, "soft_acc": 25.080307904216866, "adapt_pct": 25.155290872289157, "stability": 99.77505109578313, "consistency": 100, "throughput": 4114.04894756629, "availability": 25.334993978094662, "score": 261.41055779028574, "zero_downtime": 6.3540944972209426, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 111914440, "heap_mib": 106.72992706298828, "mobile_score": 356912.5482363368, "mobile_throughput": 5617048.163077175, "mobile_availability": 34590.711778091914, "mobile_accuracy": 34242.980391890764, "soft_acc_blocks": [ 24.855359, 25.305256808433736 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 1.604622215, "time_to_acc50_sec": 0, "acc_per_sec": 11.244726933084339, "mobile_acc_per_sec": 15352.80050597115 }, "started": "2026-08-19T02:36:37.397068375+10:00", "ended": "2026-08-19T02:36:39.628125443+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": 17344, "total_correct": 5797, "total_train": 451, "infer_ms": 678.852201, "train_ms": 1531.915942, "blocked_train": 1531915942, "duration": 2197563981, "avg_accuracy": 29.877420033670035, "soft_acc": 25.29914970958815, "adapt_pct": 25.45212137323232, "stability": 99.81251156085236, "consistency": 100, "throughput": 7892.375443880193, "availability": 30.70662127774292, "score": 613.1202982208818, "zero_downtime": 7.768514087812431, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 41936272, "heap_mib": 39.99354553222656, "mobile_score": 418556.7902521219, "mobile_throughput": 5387861.636355545, "mobile_availability": 20962.3867922725, "mobile_accuracy": 17270.88620174551, "soft_acc_blocks": [ 25.064621711340205, 25.309290715151516, 25.523536702272725 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.125448522, "time_to_acc50_sec": 0, "acc_per_sec": 11.512360927064243, "mobile_acc_per_sec": 7859.105059542523 }, "started": "2026-08-19T02:36:42.332835478+10:00", "ended": "2026-08-19T02:36:44.530993832+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": 14192, "total_correct": 4351, "total_train": 526, "infer_ms": 559.092338, "train_ms": 1666.221479, "blocked_train": 1666221479, "duration": 2701222703, "avg_accuracy": 26.96816508491219, "soft_acc": 25.191186643701517, "adapt_pct": 25.365274683808774, "stability": 99.75160474270685, "consistency": 100, "throughput": 5253.91704439558, "availability": 25.124201976767754, "score": 332.5248552212894, "zero_downtime": 6.329084612708112, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 40756832, "heap_mib": 38.868743896484375, "mobile_score": 7264116.303927474, "mobile_throughput": 114773569.14050291, "mobile_availability": 548846.5669164838, "mobile_accuracy": 550309.8692938742, "soft_acc_blocks": [ 24.816106226190477, 25.332425892817678, 25.13660486016949, 25.479609595628418 ], "phase_blocks": [ "A", "A", "B", "A2" ], "switch_blocks": [ false, false, true, true ], "time_to_acc25_sec": 0.64832964, "time_to_acc50_sec": 0, "acc_per_sec": 9.325845890353275, "mobile_acc_per_sec": 203726.21209006407 }, "started": "2026-08-19T02:36:46.918229136+10:00", "ended": "2026-08-19T02:36:49.619989754+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": 10440, "total_correct": 3227, "total_train": 330, "infer_ms": 646.291455, "train_ms": 1573.12266, "blocked_train": 1573122660, "duration": 2245554952, "avg_accuracy": 29.07216826387186, "soft_acc": 25.194608452038008, "adapt_pct": 25.2555566128829, "stability": 99.92400061777786, "consistency": 100, "throughput": 4649.184822086688, "availability": 29.119912801852216, "score": 341.0943258239011, "zero_downtime": 7.336648012001556, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 71317136, "heap_mib": 68.01332092285156, "mobile_score": 4967546.1638211515, "mobile_throughput": 67708661.44450516, "mobile_availability": 424089.4678627082, "mobile_accuracy": 366923.0798917251, "soft_acc_blocks": [ 25.09308946296296, 25.21480194765343, 25.27593394549763 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.767889846, "time_to_acc50_sec": 0, "acc_per_sec": 11.219769273336405, "mobile_acc_per_sec": 163399.7331327499 }, "started": "2026-08-19T02:36:52.816997295+10:00", "ended": "2026-08-19T02:36:55.063022558+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": 7944, "total_correct": 2292, "total_train": 313, "infer_ms": 465.018608, "train_ms": 1711.364965, "blocked_train": 1711364965, "duration": 2161974706, "avg_accuracy": 26.552788828219477, "soft_acc": 25.067921730382675, "adapt_pct": 25.245015814320055, "stability": 99.77436228537347, "consistency": 100, "throughput": 3674.4185664862257, "availability": 21.366574062080552, "score": 196.80759280484097, "zero_downtime": 5.356156062346599, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 38599184, "heap_mib": 36.81105041503906, "mobile_score": 2866218.311568457, "mobile_throughput": 53512598.927386954, "mobile_availability": 311173.28838500247, "mobile_accuracy": 365078.0707827464, "soft_acc_blocks": [ 24.758298185185186, 25.155886568965517, 25.28958043699732 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.750862756, "time_to_acc50_sec": 0, "acc_per_sec": 11.59491906210242, "mobile_acc_per_sec": 168863.2479230987 }, "started": "2026-08-19T02:36:57.307814856+10:00", "ended": "2026-08-19T02:36:59.470230498+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": 5864, "total_correct": 1639, "total_train": 309, "infer_ms": 339.657531, "train_ms": 1755.482185, "blocked_train": 1755482185, "duration": 2447291506, "avg_accuracy": 25.864638519746254, "soft_acc": 25.18345118245759, "adapt_pct": 25.192667944160803, "stability": 99.92334817682273, "consistency": 100, "throughput": 2396.1183151346254, "availability": 16.211688815124347, "score": 97.82542962498177, "zero_downtime": 4.082662738608777, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 43556576, "heap_mib": 41.538787841796875, "mobile_score": 1282217.471180561, "mobile_throughput": 31406401.98013256, "mobile_availability": 212489.84763759785, "mobile_accuracy": 330084.5313387081, "soft_acc_blocks": [ 25.22323610869565, 25.076231044871793, 25.25088639380531 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.00643729, "time_to_acc50_sec": 0, "acc_per_sec": 10.290335712241706, "mobile_acc_per_sec": 134877.4882474945 }, "started": "2026-08-19T02:37:02.572719178+10:00", "ended": "2026-08-19T02:37:05.020763599+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": 10000, "total_correct": 3284, "total_train": 308, "infer_ms": 619.641008, "train_ms": 1433.450432, "blocked_train": 1433450432, "duration": 2407642654, "avg_accuracy": 32.835713463088794, "soft_acc": 25.308420285764797, "adapt_pct": 25.40402671898494, "stability": 99.88250035970007, "consistency": 100, "throughput": 4153.440288734808, "availability": 30.180877282309453, "score": 317.252365331196, "zero_downtime": 7.638303268537785, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 71224440, "heap_mib": 67.92491912841797, "mobile_score": 5544386.937158736, "mobile_throughput": 72586630.0700065, "mobile_availability": 527449.0596195819, "mobile_accuracy": 442296.7018261018, "soft_acc_blocks": [ 25.171912822580648, 25.29461591247265, 25.458732122241084 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.317024006, "time_to_acc50_sec": 0, "acc_per_sec": 10.511701245912882, "mobile_acc_per_sec": 183705.29409390577 }, "started": "2026-08-19T02:37:07.370295884+10:00", "ended": "2026-08-19T02:37:09.779112389+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": 6064, "total_correct": 1935, "total_train": 308, "infer_ms": 455.601424, "train_ms": 1658.04588, "blocked_train": 1658045880, "duration": 2644129011, "avg_accuracy": 31.718180394167234, "soft_acc": 25.1898935978336, "adapt_pct": 25.269752977737905, "stability": 99.90097698192459, "consistency": 100, "throughput": 2293.38280196344, "availability": 21.55522461755048, "score": 124.52468083052186, "zero_downtime": 5.4297381459350005, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 72609472, "heap_mib": 69.24578857421875, "mobile_score": 1920199.8783315483, "mobile_throughput": 35364502.42575906, "mobile_availability": 332386.63542018546, "mobile_accuracy": 388434.08631238184, "soft_acc_blocks": [ 25.081042472727272, 25.16801770833333, 25.32062061244019 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.227912523, "time_to_acc50_sec": 0, "acc_per_sec": 9.526726378720406, "mobile_acc_per_sec": 146904.362342546 }, "started": "2026-08-19T02:37:12.5919396+10:00", "ended": "2026-08-19T02:37:15.236603089+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": 12776, "total_correct": 3046, "total_train": 407, "infer_ms": 649.804918, "train_ms": 1676.48605, "blocked_train": 1676486050, "duration": 2069497456, "avg_accuracy": 22.786661502222398, "soft_acc": 24.886652754678483, "adapt_pct": 25.073900829892153, "stability": 99.76653980427538, "consistency": 100, "throughput": 6173.479442054458, "availability": 27.93308863502409, "score": 429.1562619168059, "zero_downtime": 6.951610772255005, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 43535248, "heap_mib": 41.51844787597656, "mobile_score": 12500082.124879906, "mobile_throughput": 179815621.65088043, "mobile_availability": 813610.1763488618, "mobile_accuracy": 724876.2999691595, "soft_acc_blocks": [ 24.636691, 24.824832038394415, 25.198435225641028 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.025457041527517, "mobile_acc_per_sec": 350266.8234104655 }, "started": "2026-08-19T02:37:17.626807927+10:00", "ended": "2026-08-19T02:37:19.696873194+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": 11656, "total_correct": 2376, "total_train": 406, "infer_ms": 629.431968, "train_ms": 1698.424535, "blocked_train": 1698424535, "duration": 2311024737, "avg_accuracy": 18.833106979658705, "soft_acc": 24.912647854541543, "adapt_pct": 24.995548430617617, "stability": 99.8891140711327, "consistency": 100, "throughput": 5043.650036879722, "availability": 27.03912235091924, "score": 339.74840361883196, "zero_downtime": 6.736161334243145, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 39301208, "heap_mib": 37.480552673339844, "mobile_score": 8096636.865295917, "mobile_throughput": 120196599.56979981, "mobile_availability": 644376.6990508521, "mobile_accuracy": 593700.1053800853, "soft_acc_blocks": [ 24.819816277777775, 24.84960927984085, 25.068518006006006 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.779913973089394, "mobile_acc_per_sec": 256899.06986923146 }, "started": "2026-08-19T02:37:22.041123885+10:00", "ended": "2026-08-19T02:37:24.35298789+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": 8768, "total_correct": 1975, "total_train": 241, "infer_ms": 638.935688, "train_ms": 1688.969186, "blocked_train": 1688969186, "duration": 2147054391, "avg_accuracy": 20.738942637525728, "soft_acc": 24.989607029646326, "adapt_pct": 24.996707388930115, "stability": 99.99121330686116, "consistency": 100, "throughput": 4083.734458127195, "availability": 27.44681258827074, "score": 280.09724570923373, "zero_downtime": 6.858850607972357, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43630040, "heap_mib": 41.608848571777344, "mobile_score": 127475.36871389126, "mobile_throughput": 1858552.926720999, "mobile_availability": 12491.349373506328, "mobile_accuracy": 11373.047821492371, "soft_acc_blocks": [ 24.979846244444445, 24.98782752219873, 25.001147322295807 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.397807096, "time_to_acc50_sec": 0, "acc_per_sec": 11.639019083260068, "mobile_acc_per_sec": 5297.046907225916 }, "started": "2026-08-19T02:37:27.30303537+10:00", "ended": "2026-08-19T02:37:29.450779654+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": 10392, "total_correct": 3054, "total_train": 385, "infer_ms": 514.209271, "train_ms": 1721.38156, "blocked_train": 1721381560, "duration": 2226626317, "avg_accuracy": 31.461655003246516, "soft_acc": 25.06376339733283, "adapt_pct": 25.068496415837984, "stability": 99.99130497917874, "consistency": 100, "throughput": 4667.150442199682, "availability": 23.00104580273258, "score": 269.05784859212565, "zero_downtime": 5.764927698909048, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 40789904, "heap_mib": 38.90028381347656, "mobile_score": 244902.43285185483, "mobile_throughput": 4248144.046944422, "mobile_availability": 20936.063023998366, "mobile_accuracy": 22813.594416772285, "soft_acc_blocks": [ 25.05208122891566, 25.07292867865169, 25.066280284431137 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.117539274, "time_to_acc50_sec": 0, "acc_per_sec": 11.25638514463531, "mobile_acc_per_sec": 10245.811900539162 }, "started": "2026-08-19T02:37:31.821344289+10:00", "ended": "2026-08-19T02:37:34.048532219+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": 4136, "total_correct": 949, "total_train": 173, "infer_ms": 430.326654, "train_ms": 1168.814839, "blocked_train": 1168814839, "duration": 2292597759, "avg_accuracy": 20.79600977198697, "soft_acc": 24.998154373982086, "adapt_pct": 24.998982206976113, "stability": 99.99751650101791, "consistency": 100, "throughput": 1804.067016886585, "availability": 26.909854811703024, "score": 121.3589937433741, "zero_downtime": 6.726967047643968, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 106050568, "heap_mib": 101.13770294189453, "mobile_score": 220927.30594349347, "mobile_throughput": 3284203.7782966453, "mobile_availability": 48987.89569277137, "mobile_accuracy": 45507.75125148028, "soft_acc_blocks": [ 24.995670875000002, 25.00063787296417 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.903855364879158, "mobile_acc_per_sec": 19849.862922020013 }, "started": "2026-08-19T02:37:36.967933065+10:00", "ended": "2026-08-19T02:37:39.261425614+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": 7960, "total_correct": 2005, "total_train": 281, "infer_ms": 510.569858, "train_ms": 1697.112455, "blocked_train": 1697112455, "duration": 2185548252, "avg_accuracy": 25.879009501508964, "soft_acc": 25.005760130698956, "adapt_pct": 25.003149021415325, "stability": 99.99677856310288, "consistency": 100, "throughput": 3642.1067312129976, "availability": 23.126962380116694, "score": 210.62568147216626, "zero_downtime": 5.783072738288967, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 38602072, "heap_mib": 36.813804626464844, "mobile_score": 383432.3516933302, "mobile_throughput": 6630252.964910417, "mobile_availability": 42101.3501817591, "mobile_accuracy": 45521.5971090413, "soft_acc_blocks": [ 25.0094021875, 25.006309344947734, 25.001568859649122 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.112893297, "time_to_acc50_sec": 0, "acc_per_sec": 11.44141297627089, "mobile_acc_per_sec": 20828.456689246916 }, "started": "2026-08-19T02:37:41.536740191+10:00", "ended": "2026-08-19T02:37:43.722764691+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": 4224, "total_correct": 1232, "total_train": 206, "infer_ms": 381.431598, "train_ms": 1404.752433, "blocked_train": 1404752433, "duration": 2053949277, "avg_accuracy": 22.224783330260003, "soft_acc": 25.002591336529598, "adapt_pct": 24.994288914438503, "stability": 99.99169757790891, "consistency": 100, "throughput": 2056.525955777047, "availability": 21.354552015922707, "score": 109.80185639970726, "zero_downtime": 5.3391913722877975, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 131836664, "heap_mib": 125.72924041748047, "mobile_score": 399776.3589450675, "mobile_throughput": 7487582.502100253, "mobile_availability": 77749.5511619728, "mobile_accuracy": 91031.65699060021, "soft_acc_blocks": [ 25.01089375862069, 24.994288914438503 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.172935143290589, "mobile_acc_per_sec": 44320.30430837178 }, "started": "2026-08-19T02:37:45.872821058+10:00", "ended": "2026-08-19T02:37:47.927268667+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": 6720, "total_correct": 1737, "total_train": 247, "infer_ms": 555.010266, "train_ms": 1723.36478, "blocked_train": 1723364780, "duration": 2116783227, "avg_accuracy": 26.70922188270943, "soft_acc": 24.99488769621505, "adapt_pct": 24.994720580738033, "stability": 99.99895484264543, "consistency": 100, "throughput": 3174.6283295733992, "availability": 24.359916817663386, "score": 193.29466976097677, "zero_downtime": 6.088733851466365, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 40833800, "heap_mib": 38.94214630126953, "mobile_score": 703764.4154141875, "mobile_throughput": 11558469.011495683, "mobile_availability": 88691.7504756882, "mobile_accuracy": 91003.60889217496, "soft_acc_blocks": [ 24.99441364102564, 24.99633715302491, 24.993912294594594 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.109045494, "time_to_acc50_sec": 0, "acc_per_sec": 11.807958121266353, "mobile_acc_per_sec": 42991.463524183986 }, "started": "2026-08-19T02:37:50.603727138+10:00", "ended": "2026-08-19T02:37:52.720999739+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": 5088, "total_correct": 1154, "total_train": 225, "infer_ms": 523.867026, "train_ms": 1789.949608, "blocked_train": 1789949608, "duration": 2145600340, "avg_accuracy": 22.21095012994454, "soft_acc": 25.00280306280312, "adapt_pct": 24.999055968097082, "stability": 99.99540741625769, "consistency": 100, "throughput": 2371.364277468375, "availability": 22.64081856367189, "score": 134.2391204263513, "zero_downtime": 5.660839277281452, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39536376, "heap_mib": 37.70482635498047, "mobile_score": 61093.71525181499, "mobile_throughput": 1079234.2311678294, "mobile_availability": 10304.088092977785, "mobile_accuracy": 11379.05348280462, "soft_acc_blocks": [ 25.008299714285712, 25.003051043956045, 24.9970584301676 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.653057000728813, "mobile_acc_per_sec": 5303.435719442802 }, "started": "2026-08-19T02:37:54.865350863+10:00", "ended": "2026-08-19T02:37:57.011507607+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": 2736, "total_correct": 766, "total_train": 145, "infer_ms": 293.219693, "train_ms": 1244.299639, "blocked_train": 1244299639, "duration": 2297629472, "avg_accuracy": 30.15747438215793, "soft_acc": 25.002608106088005, "adapt_pct": 24.998339236688768, "stability": 99.9871933918023, "consistency": 100, "throughput": 1190.7925247922656, "availability": 19.070959752979547, "score": 56.77981367936345, "zero_downtime": 4.7682373291072455, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 132097128, "heap_mib": 125.9776382446289, "mobile_score": 51682.24818459393, "mobile_throughput": 1083885.8181220265, "mobile_availability": 17358.811366267604, "mobile_accuracy": 22757.92951167477, "soft_acc_blocks": [ 25.015414714285715, 24.989801497890294 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0.676782385, "time_to_acc50_sec": 0, "acc_per_sec": 10.881914778157931, "mobile_acc_per_sec": 9904.960651407753 }, "started": "2026-08-19T02:38:00.321898319+10:00", "ended": "2026-08-19T02:38:02.620479977+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": 5920, "total_correct": 1289, "total_train": 247, "infer_ms": 560.742063, "train_ms": 1665.798071, "blocked_train": 1665798071, "duration": 2438800978, "avg_accuracy": 19.560969607481237, "soft_acc": 24.989003661877693, "adapt_pct": 24.99355448, "stability": 99.99101466188166, "consistency": 100, "throughput": 2427.422349508341, "availability": 25.18445791464903, "score": 152.76606574434834, "zero_downtime": 6.293345110515693, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 63899120, "heap_mib": 60.93894958496094, "mobile_score": 278102.1356839337, "mobile_throughput": 4418987.53048274, "mobile_availability": 45846.90649706774, "mobile_accuracy": 45491.09288846712, "soft_acc_blocks": [ 24.98716097674419, 24.979036577777777, 25.000813431111112 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.246430064322244, "mobile_acc_per_sec": 18653.05668598396 }, "started": "2026-08-19T02:38:05.099152828+10:00", "ended": "2026-08-19T02:38:07.538627919+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": 6936, "total_correct": 2233, "total_train": 306, "infer_ms": 511.326879, "train_ms": 1725.104105, "blocked_train": 1725104105, "duration": 2361008059, "avg_accuracy": 29.00924402007831, "soft_acc": 25.007495539329756, "adapt_pct": 25.01607400549479, "stability": 99.98727246307848, "consistency": 100, "throughput": 2937.7282189107514, "availability": 22.86352150628226, "score": 167.96737593003002, "zero_downtime": 5.717594120817235, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 38378048, "heap_mib": 36.60015869140625, "mobile_score": 611550.5527194693, "mobile_throughput": 10695942.0308075, "mobile_availability": 83243.54141309524, "mobile_accuracy": 91049.51264808416, "soft_acc_blocks": [ 24.989548220338982, 25.017654778816198, 25.015283618834083 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.95017625, "time_to_acc50_sec": 0, "acc_per_sec": 10.591872164096563, "mobile_acc_per_sec": 38563.829674790686 }, "started": "2026-08-19T02:38:09.939330196+10:00", "ended": "2026-08-19T02:38:12.300988722+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": 5008, "total_correct": 1434, "total_train": 241, "infer_ms": 403.74371, "train_ms": 1760.253341, "blocked_train": 1760253341, "duration": 2151023093, "avg_accuracy": 27.022626238906525, "soft_acc": 25.007631598709537, "adapt_pct": 25.00671732358187, "stability": 99.9987055758449, "consistency": 100, "throughput": 2328.194437473666, "availability": 18.657313318122444, "score": 108.62778273999524, "zero_downtime": 4.665752180813031, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 43777208, "heap_mib": 41.74919891357422, "mobile_score": 49012.257278129626, "mobile_throughput": 1050468.5070862249, "mobile_availability": 8418.077009407729, "mobile_accuracy": 11283.305641673172, "soft_acc_blocks": [ 25.0094621875, 25.006713246511627, 25.00671936211699 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.80842527, "time_to_acc50_sec": 0, "acc_per_sec": 11.625924277656994, "mobile_acc_per_sec": 5245.553001449423 }, "started": "2026-08-19T02:38:14.903435053+10:00", "ended": "2026-08-19T02:38:17.055034602+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": 4152, "total_correct": 846, "total_train": 212, "infer_ms": 455.747045, "train_ms": 1802.83327, "blocked_train": 1802833270, "duration": 2498112806, "avg_accuracy": 20.13030187049795, "soft_acc": 24.996715769405682, "adapt_pct": 25.001301876232116, "stability": 99.99351274313167, "consistency": 100, "throughput": 1662.0546478236179, "availability": 20.178474149147092, "score": 83.83330230112246, "zero_downtime": 5.0439558296653, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 40813360, "heap_mib": 38.92265319824219, "mobile_score": 75004.76859530869, "mobile_throughput": 1487022.7085292644, "mobile_availability": 18053.467328853294, "mobile_accuracy": 22364.29712851564, "soft_acc_blocks": [ 24.992131814814815, 24.992125358108108, 25.00589013529412 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.648586186, "time_to_acc50_sec": 0, "acc_per_sec": 10.006239794043024, "mobile_acc_per_sec": 8952.476875664213 }, "started": "2026-08-19T02:38:19.696656717+10:00", "ended": "2026-08-19T02:38:22.195548584+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": 5592, "total_correct": 1500, "total_train": 246, "infer_ms": 491.974431, "train_ms": 1740.824078, "blocked_train": 1740824078, "duration": 2381299625, "avg_accuracy": 26.116915352098843, "soft_acc": 24.99316713754084, "adapt_pct": 24.994910009989823, "stability": 99.99780270454352, "consistency": 100, "throughput": 2348.29751841917, "availability": 22.033982422370023, "score": 129.32051077483837, "zero_downtime": 5.50699005387931, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 42198200, "heap_mib": 40.24333953857422, "mobile_score": 227520.7783661693, "mobile_throughput": 4131490.635358892, "mobile_availability": 38765.61267201186, "mobile_accuracy": 43971.87118190272, "soft_acc_blocks": [ 24.99018425, 24.99390429527559, 24.99541286734694 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.123434207, "time_to_acc50_sec": 0, "acc_per_sec": 10.495599493298052, "mobile_acc_per_sec": 18465.492842759224 }, "started": "2026-08-19T02:38:24.947895097+10:00", "ended": "2026-08-19T02:38:27.329787273+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": 9960, "total_correct": 2813, "total_train": 236, "infer_ms": 614.66317, "train_ms": 1310.239266, "blocked_train": 1310239266, "duration": 2628197155, "avg_accuracy": 29.31733500626612, "soft_acc": 25.004682151787502, "adapt_pct": 25.008662094684137, "stability": 99.99294287051745, "consistency": 100, "throughput": 3789.670033335075, "availability": 31.932172691166983, "score": 302.58765470902614, "zero_downtime": 7.9845382855861935, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 95031728, "heap_mib": 90.62931823730469, "mobile_score": 1030149.8461823759, "mobile_throughput": 12901808.587254414, "mobile_availability": 108712.04516822439, "mobile_accuracy": 85127.62854543095, "soft_acc_blocks": [ 24.995103694915255, 25.011899236842105, 25.00704352360515 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.599793164, "time_to_acc50_sec": 0, "acc_per_sec": 9.51400548631501, "mobile_acc_per_sec": 32390.12278187743 }, "started": "2026-08-19T02:38:29.385479369+10:00", "ended": "2026-08-19T02:38:32.014353033+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": 11176, "total_correct": 2264, "total_train": 329, "infer_ms": 619.032386, "train_ms": 1619.419283, "blocked_train": 1619419283, "duration": 2403709413, "avg_accuracy": 19.71016642326883, "soft_acc": 24.990797240990123, "adapt_pct": 24.99364578559471, "stability": 99.99551566752424, "consistency": 100, "throughput": 4649.480481940434, "availability": 27.65448968914057, "score": 321.3291969548854, "zero_downtime": 6.911077446243639, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 40110512, "heap_mib": 38.25236511230469, "mobile_score": 2339847.805737263, "mobile_throughput": 33856483.65160537, "mobile_availability": 201373.84847416848, "mobile_accuracy": 181977.43199839207, "soft_acc_blocks": [ 24.98851665, 24.986812789156627, 24.997062283813747 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.396763063718186, "mobile_acc_per_sec": 75706.9182382039 }, "started": "2026-08-19T02:38:34.986200587+10:00", "ended": "2026-08-19T02:38:37.390437499+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": 4696, "total_correct": 1076, "total_train": 233, "infer_ms": 396.177076, "train_ms": 1727.47807, "blocked_train": 1727478070, "duration": 2372538715, "avg_accuracy": 23.329648156203177, "soft_acc": 24.995148427691817, "adapt_pct": 24.99277025216968, "stability": 99.995702853419, "consistency": 100, "throughput": 1979.3143818097822, "availability": 18.65543361624496, "score": 92.29450572357844, "zero_downtime": 4.662953322209943, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 46301976, "heap_mib": 44.157005310058594, "mobile_score": 590108.558741506, "mobile_throughput": 12655253.397686427, "mobile_availability": 119278.29243651021, "mobile_accuracy": 159812.88266899617, "soft_acc_blocks": [ 25.000949733333336, 24.990680342975207, 24.993815206766918 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.535190962180701, "mobile_acc_per_sec": 67359.44145341215 }, "started": "2026-08-19T02:38:39.973579306+10:00", "ended": "2026-08-19T02:38:42.346792291+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": 4256, "total_correct": 1053, "total_train": 200, "infer_ms": 267.253051, "train_ms": 1133.824054, "blocked_train": 1133824054, "duration": 2452977881, "avg_accuracy": 25.036481005144438, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 1735.0339898967889, "availability": 19.074828219393396, "score": 82.73868828022496, "zero_downtime": 4.768707054848349, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 131202160, "heap_mib": 125.12413024902344, "mobile_score": 602484.7416814248, "mobile_throughput": 12634131.951319551, "mobile_availability": 138898.6602429073, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 1.608711244, "time_to_acc50_sec": 0, "acc_per_sec": 10.191694019600497, "mobile_acc_per_sec": 74213.65102983758 }, "started": "2026-08-19T02:38:45.411447054+10:00", "ended": "2026-08-19T02:38:47.959329581+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": 7016, "total_correct": 1740, "total_train": 278, "infer_ms": 434.279871, "train_ms": 1723.973596, "blocked_train": 1723973596, "duration": 2412774863, "avg_accuracy": 25.320558043308946, "soft_acc": 24.987940682988604, "adapt_pct": 24.982734938981384, "stability": 99.99184941124021, "consistency": 100, "throughput": 2907.8552282646187, "availability": 20.121819686158297, "score": 146.20778576341772, "zero_downtime": 5.028028367515159, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 44240264, "heap_mib": 42.19080352783203, "mobile_score": 2129305.2106202985, "mobile_throughput": 42348711.16434446, "mobile_availability": 293045.2388782378, "mobile_accuracy": 363913.2623556314, "soft_acc_blocks": [ 24.99215886440678, 24.995121552173913, 24.97654163238512 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.13776818, "time_to_acc50_sec": 0, "acc_per_sec": 10.356515672547689, "mobile_acc_per_sec": 150827.69135913008 }, "started": "2026-08-19T02:38:50.277543025+10:00", "ended": "2026-08-19T02:38:52.690858199+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": 3328, "total_correct": 748, "total_train": 179, "infer_ms": 465.63596, "train_ms": 1691.387854, "blocked_train": 1691387854, "duration": 2783277538, "avg_accuracy": 22.918821482886283, "soft_acc": 24.98985294452504, "adapt_pct": 24.977269315201983, "stability": 99.98355672928292, "consistency": 100, "throughput": 1195.7125922811942, "availability": 21.58696426890723, "score": 64.50332113191152, "zero_downtime": 5.394550625987082, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 63020328, "heap_mib": 60.100868225097656, "mobile_score": 735180.8093392962, "mobile_throughput": 13628212.251780929, "mobile_availability": 246038.83310036597, "mobile_accuracy": 284823.47870824224, "soft_acc_blocks": [ 25.012781755102043, 24.98174621134021, 24.97503086713287 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.978570265932653, "mobile_acc_per_sec": 102333.8401648978 }, "started": "2026-08-19T02:38:55.327785078+10:00", "ended": "2026-08-19T02:38:58.112103863+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": 9960, "total_correct": 1945, "total_train": 258, "infer_ms": 670.121243, "train_ms": 1613.643197, "blocked_train": 1613643197, "duration": 2385827651, "avg_accuracy": 18.215992768298452, "soft_acc": 24.96407816075121, "adapt_pct": 24.958849365013155, "stability": 99.99338463470362, "consistency": 100, "throughput": 4174.651926691078, "availability": 29.342835507150646, "score": 305.8002833509537, "zero_downtime": 7.3251683905857465, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43748872, "heap_mib": 41.72217559814453, "mobile_score": 4453539.4154862445, "mobile_throughput": 60797775.25947256, "mobile_availability": 427336.0150659166, "mobile_accuracy": 363565.7391873314, "soft_acc_blocks": [ 24.970748196078432, 24.966424477310927, 24.95506180886427 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.463487649783806, "mobile_acc_per_sec": 152385.5836924959 }, "started": "2026-08-19T02:39:00.705395338+10:00", "ended": "2026-08-19T02:39:03.091819238+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": 6224, "total_correct": 1552, "total_train": 214, "infer_ms": 624.818238, "train_ms": 1771.45429, "blocked_train": 1771454290, "duration": 2541017329, "avg_accuracy": 28.146051667793557, "soft_acc": 25.04920517436049, "adapt_pct": 25.042668016122946, "stability": 99.98701892345801, "consistency": 100, "throughput": 2449.4126541236196, "availability": 26.074590043457693, "score": 159.98283781569197, "zero_downtime": 6.53147755835909, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 39441616, "heap_mib": 37.61445617675781, "mobile_score": 4659837.892928529, "mobile_throughput": 71344314.53362024, "mobile_availability": 759477.4813724637, "mobile_accuracy": 729610.9823586174, "soft_acc_blocks": [ 25.0662361, 25.03475479779412, 25.046624625287357 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.106275075, "time_to_acc50_sec": 0, "acc_per_sec": 9.857943465587635, "mobile_acc_per_sec": 287133.41464922274 }, "started": "2026-08-19T02:39:05.412338477+10:00", "ended": "2026-08-19T02:39:07.968302438+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": 4520, "total_correct": 1157, "total_train": 199, "infer_ms": 570.034443, "train_ms": 1795.081545, "blocked_train": 1795081545, "duration": 2341021808, "avg_accuracy": 26.16912525879917, "soft_acc": 24.99884320829352, "adapt_pct": 24.99885235939242, "stability": 99.99933474608986, "consistency": 100, "throughput": 1930.780817399374, "availability": 24.10175424343713, "score": 116.33262874336347, "zero_downtime": 6.025159753765078, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37999688, "heap_mib": 36.23932647705078, "mobile_score": 52944.27192586853, "mobile_throughput": 878719.8031186485, "mobile_availability": 10968.97615345761, "mobile_accuracy": 11377.251309018917, "soft_acc_blocks": [ 24.998359142857144, 24.99978388586956, 24.998386596153846 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.104276319, "time_to_acc50_sec": 0, "acc_per_sec": 10.678603301714103, "mobile_acc_per_sec": 4859.951013757885 }, "started": "2026-08-19T02:39:10.50578873+10:00", "ended": "2026-08-19T02:39:12.847530747+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": 3800, "total_correct": 980, "total_train": 166, "infer_ms": 358.470669, "train_ms": 1291.529992, "blocked_train": 1291529992, "duration": 2184963441, "avg_accuracy": 26.001315160210424, "soft_acc": 25.0057331235055, "adapt_pct": 24.998328776422763, "stability": 99.99259565291726, "consistency": 100, "throughput": 1739.1595340656322, "availability": 21.725486387547573, "score": 94.4818790413982, "zero_downtime": 5.432617145853662, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 101644136, "heap_mib": 96.9354019165039, "mobile_score": 42629.70344135678, "mobile_throughput": 784699.2029227213, "mobile_availability": 9802.419799616646, "mobile_accuracy": 11282.449060117428, "soft_acc_blocks": [ 25.013137470588237, 24.998328776422763 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.660227514, "time_to_acc50_sec": 0, "acc_per_sec": 11.444462938959308, "mobile_acc_per_sec": 5163.678644871857 }, "started": "2026-08-19T02:39:14.967099301+10:00", "ended": "2026-08-19T02:39:17.152851962+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": 4440, "total_correct": 1296, "total_train": 188, "infer_ms": 511.213992, "train_ms": 1430.799429, "blocked_train": 1430799429, "duration": 2700298926, "avg_accuracy": 27.396973413434893, "soft_acc": 25.00834421228595, "adapt_pct": 25.017700090109013, "stability": 99.98847402694574, "consistency": 100, "throughput": 1644.26240267297, "availability": 26.323916532809587, "score": 108.24468222470651, "zero_downtime": 6.583175656679871, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 101156824, "heap_mib": 96.47066497802734, "mobile_score": 48839.4044356514, "mobile_throughput": 741882.1399075784, "mobile_availability": 11877.206154177, "mobile_accuracy": 11283.627168993957, "soft_acc_blocks": [ 24.99343023076923, 25.010104541850218, 25.021497864238412 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.975682778, "time_to_acc50_sec": 0, "acc_per_sec": 9.261324356163504, "mobile_acc_per_sec": 4178.658540485586 }, "started": "2026-08-19T02:39:20.188318599+10:00", "ended": "2026-08-19T02:39:22.898703318+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": 5352, "total_correct": 1437, "total_train": 201, "infer_ms": 639.157929, "train_ms": 1615.233426, "blocked_train": 1615233426, "duration": 2465885887, "avg_accuracy": 27.610790086166016, "soft_acc": 25.001516537973135, "adapt_pct": 24.99915657285807, "stability": 99.99443631894475, "consistency": 100, "throughput": 2170.416736725498, "availability": 28.351684705604278, "score": 153.84675951053927, "zero_downtime": 7.088351140465653, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 67040776, "heap_mib": 63.93506622314453, "mobile_score": 70017.36966168543, "mobile_throughput": 987780.7726252933, "mobile_availability": 12903.166728239457, "mobile_accuracy": 11378.467971059774, "soft_acc_blocks": [ 25.001694909090908, 25.008239691082803, 24.994615013745705 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.213876373, "time_to_acc50_sec": 0, "acc_per_sec": 10.138959255892418, "mobile_acc_per_sec": 4614.353012459483 }, "started": "2026-08-19T02:39:25.254113237+10:00", "ended": "2026-08-19T02:39:27.720532249+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": 2960, "total_correct": 741, "total_train": 181, "infer_ms": 379.070493, "train_ms": 1554.033354, "blocked_train": 1554033354, "duration": 2028684261, "avg_accuracy": 26.061702127659572, "soft_acc": 25.001080431829784, "adapt_pct": 24.994661735999998, "stability": 99.9935813041702, "consistency": 100, "throughput": 1459.0737735308926, "availability": 19.609422100539643, "score": 71.53207504011809, "zero_downtime": 4.902567391572921, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 103803528, "heap_mib": 98.99475860595703, "mobile_score": 16277.521075795761, "mobile_throughput": 332020.3431323631, "mobile_availability": 4462.2329402116875, "mobile_accuracy": 5689.134747154156, "soft_acc_blocks": [ 25.007499127659575, 24.994661735999998 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.421525901, "time_to_acc50_sec": 0, "acc_per_sec": 12.323790800006499, "mobile_acc_per_sec": 2804.3470620459234 }, "started": "2026-08-19T02:39:30.968517029+10:00", "ended": "2026-08-19T02:39:32.998406135+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": 4928, "total_correct": 1484, "total_train": 208, "infer_ms": 623.167449, "train_ms": 1845.474702, "blocked_train": 1845474702, "duration": 2307832713, "avg_accuracy": 34.31031434143565, "soft_acc": 25.008621221502736, "adapt_pct": 25.00361128852576, "stability": 99.99341651671513, "consistency": 100, "throughput": 2135.336747867652, "availability": 25.243328554021762, "score": 134.80398872613583, "zero_downtime": 6.313008421774746, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39323320, "heap_mib": 37.50164031982422, "mobile_score": 981612.689461782, "mobile_throughput": 15549047.678694937, "mobile_availability": 183816.3089018189, "mobile_accuracy": 182107.22226360036, "soft_acc_blocks": [ 25.01444894736842, 25.01199556870229, 24.9994191484375 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.12712919, "time_to_acc50_sec": 0, "acc_per_sec": 10.83640988388344, "mobile_acc_per_sec": 78908.3286833539 }, "started": "2026-08-19T02:39:35.243827671+10:00", "ended": "2026-08-19T02:39:37.553009708+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": 1240, "total_correct": 330, "total_train": 73, "infer_ms": 489.68844, "train_ms": 1323.199396, "blocked_train": 1323199396, "duration": 2277958446, "avg_accuracy": 23.984375, "soft_acc": 25.0056868375, "adapt_pct": 25.037013175000002, "stability": 99.9686736625, "consistency": 100, "throughput": 544.3470675145055, "availability": 27.011513358733797, "score": 36.767456934934444, "zero_downtime": 6.754414440554451, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 123070592, "heap_mib": 117.3692626953125, "mobile_score": 178488.30056947138, "mobile_throughput": 2642542.919750417, "mobile_availability": 131127.89181318355, "mobile_accuracy": 121390.56982091852, "soft_acc_blocks": [ 24.9743605, 25.037013175000002 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.499892647, "time_to_acc50_sec": 0, "acc_per_sec": 10.977235726757415, "mobile_acc_per_sec": 53289.19411768696 }, "started": "2026-08-19T02:39:40.372060594+10:00", "ended": "2026-08-19T02:39:42.651125343+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": 2656, "total_correct": 661, "total_train": 148, "infer_ms": 519.278977, "train_ms": 1786.737139, "blocked_train": 1786737139, "duration": 2466851056, "avg_accuracy": 24.77451641925326, "soft_acc": 25.00345999087462, "adapt_pct": 24.99933889807853, "stability": 99.99487793971153, "consistency": 100, "throughput": 1076.6762725864387, "availability": 22.518445270050318, "score": 60.62107806857255, "zero_downtime": 5.63039045366403, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 42391832, "heap_mib": 40.428001403808594, "mobile_score": 294286.1460964423, "mobile_throughput": 5226744.903720359, "mobile_availability": 109316.20957170501, "mobile_accuracy": 121379.75955273771, "soft_acc_blocks": [ 25.01025823076923, 25.002226789473685, 24.99789495238095 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.621925791, "time_to_acc50_sec": 0, "acc_per_sec": 10.135780159916806, "mobile_acc_per_sec": 49204.332485948726 }, "started": "2026-08-19T02:39:45.043355376+10:00", "ended": "2026-08-19T02:39:47.510767422+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": 1912, "total_correct": 488, "total_train": 124, "infer_ms": 536.016159, "train_ms": 1840.984165, "blocked_train": 1840984165, "duration": 2902419134, "avg_accuracy": 28.179354520817938, "soft_acc": 25.005900015999718, "adapt_pct": 24.998018479907085, "stability": 99.98980184852556, "consistency": 100, "throughput": 658.7608170033515, "availability": 22.55010878997255, "score": 37.14658477433282, "zero_downtime": 5.6388576575197, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 40647976, "heap_mib": 38.764930725097656, "mobile_score": 165046.6833742831, "mobile_throughput": 2926952.4680089247, "mobile_availability": 100192.80879048414, "mobile_accuracy": 111104.18057278356, "soft_acc_blocks": [ 25.01539590909091, 25.01055283809524, 24.991751300813007 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.114228958, "time_to_acc50_sec": 0, "acc_per_sec": 8.615537198977037, "mobile_acc_per_sec": 38279.85395743452 }, "started": "2026-08-19T02:39:50.022676817+10:00", "ended": "2026-08-19T02:39:52.925803608+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": 2464, "total_correct": 665, "total_train": 133, "infer_ms": 403.482025, "train_ms": 1328.468813, "blocked_train": 1328468813, "duration": 2880865900, "avg_accuracy": 24.99286149827766, "soft_acc": 25.004630842990505, "adapt_pct": 25.01399142459581, "stability": 99.98526565467432, "consistency": 100, "throughput": 855.2984017756606, "availability": 23.296390183102876, "score": 49.82264035069419, "zero_downtime": 5.825176365027554, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 100097896, "heap_mib": 95.4607925415039, "mobile_score": 290237.91626871953, "mobile_throughput": 4982474.316335084, "mobile_availability": 135711.30907020712, "mobile_accuracy": 145662.53217122005, "soft_acc_blocks": [ 24.997134823529414, 24.991541137096775, 25.025216568345325 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.957368953, "time_to_acc50_sec": 0, "acc_per_sec": 8.679553894886432, "mobile_acc_per_sec": 50562.06613824686 }, "started": "2026-08-19T02:39:55.329916836+10:00", "ended": "2026-08-19T02:39:58.211463621+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": 2824, "total_correct": 619, "total_train": 159, "infer_ms": 459.502471, "train_ms": 1700.612162, "blocked_train": 1700612162, "duration": 2472578390, "avg_accuracy": 22.295799105055767, "soft_acc": 24.9977398314967, "adapt_pct": 24.993665287673366, "stability": 99.99500867831911, "consistency": 100, "throughput": 1142.1275909476828, "availability": 21.27213361643849, "score": 60.733235613860145, "zero_downtime": 5.317552618045644, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 67369448, "heap_mib": 64.2485122680664, "mobile_score": 318417.0663351951, "mobile_throughput": 5988037.904027787, "mobile_availability": 111527.24389495303, "mobile_accuracy": 131060.15020775741, "soft_acc_blocks": [ 25.00377942857143, 24.997884268817206, 24.991555797101448 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.10998880059641, "mobile_acc_per_sec": 53005.45808287091 }, "started": "2026-08-19T02:40:00.358319473+10:00", "ended": "2026-08-19T02:40:02.831471717+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": 2704, "total_correct": 622, "total_train": 156, "infer_ms": 443.238174, "train_ms": 1810.995542, "blocked_train": 1810995542, "duration": 2565503327, "avg_accuracy": 24.200962379702535, "soft_acc": 24.99553587958005, "adapt_pct": 25.00423210582677, "stability": 99.98934737144556, "consistency": 100, "throughput": 1053.984211028856, "availability": 19.662476470563092, "score": 51.80059795798787, "zero_downtime": 4.914741361013583, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 39722792, "heap_mib": 37.882606506347656, "mobile_score": 502933.9241147693, "mobile_throughput": 10233171.741331423, "mobile_availability": 190903.71229256634, "mobile_accuracy": 242682.58361543083, "soft_acc_blocks": [ 24.9826364, 24.995246159999997, 25.008725078740156 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.117108221, "time_to_acc50_sec": 0, "acc_per_sec": 9.742936450918135, "mobile_acc_per_sec": 94594.53085146236 }, "started": "2026-08-19T02:40:06.252044911+10:00", "ended": "2026-08-19T02:40:08.818088291+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": 3312, "total_correct": 760, "total_train": 172, "infer_ms": 430.724667, "train_ms": 1825.239027, "blocked_train": 1825239027, "duration": 2472555524, "avg_accuracy": 23.99316707601234, "soft_acc": 24.9996346151554, "adapt_pct": 24.99888223364192, "stability": 99.99754741393284, "consistency": 100, "throughput": 1339.5048029667623, "availability": 19.09271271277826, "score": 63.936016487362096, "zero_downtime": 4.773108416315889, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 40850392, "heap_mib": 38.957969665527344, "mobile_score": 523763.8470644703, "mobile_throughput": 10973223.345903717, "mobile_availability": 156407.5025430795, "mobile_accuracy": 204797.00676735304, "soft_acc_blocks": [ 25.00237036842105, 24.99642025316456, 25.000113223880597 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.105756437, "time_to_acc50_sec": 0, "acc_per_sec": 10.11084862301171, "mobile_acc_per_sec": 82828.07191971193 }, "started": "2026-08-19T02:40:11.352203795+10:00", "ended": "2026-08-19T02:40:13.825306091+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": 2720, "total_correct": 550, "total_train": 152, "infer_ms": 328.035397, "train_ms": 1207.829613, "blocked_train": 1207829613, "duration": 2411598370, "avg_accuracy": 21.11931818181818, "soft_acc": 24.99035511435065, "adapt_pct": 24.987860878658008, "stability": 99.99251729292207, "consistency": 100, "throughput": 1127.8826664657265, "availability": 21.358348218376303, "score": 60.201042599073226, "zero_downtime": 5.337527066331823, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 128689024, "heap_mib": 122.7274169921875, "mobile_score": 22416.679135073085, "mobile_throughput": 419982.49107669236, "mobile_availability": 7953.0722093153945, "mobile_accuracy": 9305.499504398205, "soft_acc_blocks": [ 24.997837821428572, 24.982872407272726 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.3625692508453, "mobile_acc_per_sec": 3858.643968314759 }, "started": "2026-08-19T02:40:16.871379827+10:00", "ended": "2026-08-19T02:40:19.283750073+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": 10752, "total_correct": 2773, "total_train": 274, "infer_ms": 742.555536, "train_ms": 1544.004708, "blocked_train": 1544004708, "duration": 2475390223, "avg_accuracy": 24.747713885874877, "soft_acc": 25.01084896315703, "adapt_pct": 25.021697097808467, "stability": 99.98666304686074, "consistency": 100, "throughput": 4343.557593505127, "availability": 32.47478556265846, "score": 352.79328481508645, "zero_downtime": 8.122219568185633, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 42036440, "heap_mib": 40.089073181152344, "mobile_score": 262734.78083683527, "mobile_throughput": 3234765.8005449097, "mobile_availability": 24184.858484481647, "mobile_accuracy": 18626.261336925672, "soft_acc_blocks": [ 24.995398734693875, 25.009205016129034, 25.02794313864818 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.020596001, "time_to_acc50_sec": 0, "acc_per_sec": 10.103800496087292, "mobile_acc_per_sec": 7524.575787631554 }, "started": "2026-08-19T02:40:21.875749635+10:00", "ended": "2026-08-19T02:40:24.351746733+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": 3480, "total_correct": 987, "total_train": 103, "infer_ms": 460.26475, "train_ms": 1369.77111, "blocked_train": 1369771110, "duration": 2466080773, "avg_accuracy": 28.974637139009428, "soft_acc": 25.017778106501574, "adapt_pct": 25.00470343251534, "stability": 99.98692532601376, "consistency": 100, "throughput": 1411.1459924998978, "availability": 25.150586393427286, "score": 88.79096953829915, "zero_downtime": 6.292117896391615, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 101907568, "heap_mib": 97.18663024902344, "mobile_score": 132250.11317413577, "mobile_throughput": 2101837.812828939, "mobile_availability": 37460.65522453751, "mobile_accuracy": 37262.84331790198, "soft_acc_blocks": [ 25.030852780487805, 25.00470343251534 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.59588677, "time_to_acc50_sec": 0, "acc_per_sec": 10.144752102368212, "mobile_acc_per_sec": 15110.14713138189 }, "started": "2026-08-19T02:40:26.817038321+10:00", "ended": "2026-08-19T02:40:29.283987584+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": 5976, "total_correct": 1491, "total_train": 294, "infer_ms": 444.411488, "train_ms": 1762.936653, "blocked_train": 1762936653, "duration": 2370799240, "avg_accuracy": 24.121007969322577, "soft_acc": 25.00033091069079, "adapt_pct": 25.00066593900482, "stability": 99.99958965555253, "consistency": 100, "throughput": 2520.6689369446567, "availability": 20.13327575045173, "score": 126.87498630710792, "zero_downtime": 5.033385560774796, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 40206752, "heap_mib": 38.344146728515625, "mobile_score": 188974.5250596051, "mobile_throughput": 3754421.8057182957, "mobile_availability": 29987.599081400105, "mobile_accuracy": 37236.85651279617, "soft_acc_blocks": [ 24.999825486486486, 25.000336674157303, 25.000830571428573 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.10611002, "time_to_acc50_sec": 0, "acc_per_sec": 10.545106683386143, "mobile_acc_per_sec": 15706.457081872597 }, "started": "2026-08-19T02:40:31.596291189+10:00", "ended": "2026-08-19T02:40:33.967597824+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": 4880, "total_correct": 1161, "total_train": 218, "infer_ms": 577.601346, "train_ms": 1713.646622, "blocked_train": 1713646622, "duration": 2529184638, "avg_accuracy": 24.544957703640335, "soft_acc": 25.014400088252064, "adapt_pct": 25.015609805389218, "stability": 99.99660778930246, "consistency": 100, "throughput": 1929.4755814502141, "availability": 25.20902818319488, "score": 121.67055310238044, "zero_downtime": 6.305887168104587, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 73129488, "heap_mib": 69.74171447753906, "mobile_score": 362445.5167326184, "mobile_throughput": 5747732.350269147, "mobile_availability": 75095.40322790272, "mobile_accuracy": 74515.62382653124, "soft_acc_blocks": [ 25.014743285714285, 25.010084541916168, 25.018372437125745 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.300194882, "time_to_acc50_sec": 0, "acc_per_sec": 9.89030208092386, "mobile_acc_per_sec": 29462.310780701184 }, "started": "2026-08-19T02:40:36.707221854+10:00", "ended": "2026-08-19T02:40:39.237176752+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": 5728, "total_correct": 1322, "total_train": 205, "infer_ms": 665.840213, "train_ms": 1713.224121, "blocked_train": 1713224121, "duration": 2445534096, "avg_accuracy": 20.892707228702722, "soft_acc": 24.955213176999695, "adapt_pct": 24.9886281958731, "stability": 99.95799871423449, "consistency": 100, "throughput": 2342.228640103164, "availability": 27.987482451998293, "score": 163.58911597625695, "zero_downtime": 6.9843359087715555, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 38459760, "heap_mib": 36.67808532714844, "mobile_score": 487317.1047554534, "mobile_throughput": 6977286.1889909515, "mobile_availability": 83372.16590791637, "mobile_accuracy": 74339.31139853873, "soft_acc_blocks": [ 24.91177132142857, 24.94185183152174, 25.01201637804878 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.685692698, "time_to_acc50_sec": 0, "acc_per_sec": 10.204402064079705, "mobile_acc_per_sec": 30397.986075978526 }, "started": "2026-08-19T02:40:42.174912597+10:00", "ended": "2026-08-19T02:40:44.620966068+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": 4160, "total_correct": 1002, "total_train": 174, "infer_ms": 455.94689, "train_ms": 1381.844086, "blocked_train": 1381844086, "duration": 2759728328, "avg_accuracy": 24.125595030767446, "soft_acc": 24.995259348629975, "adapt_pct": 24.988219057504438, "stability": 99.99042960186756, "consistency": 100, "throughput": 1507.3947525171036, "availability": 24.80950749863732, "score": 93.47657458402242, "zero_downtime": 6.2012007424022, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 97858032, "heap_mib": 93.32469177246094, "mobile_score": 34807.27722692326, "mobile_throughput": 561298.9914827324, "mobile_availability": 9238.158428583496, "mobile_accuracy": 9307.325662908035, "soft_acc_blocks": [ 25.008756107142858, 24.989386704980845, 24.987635233766234 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.05714489902137, "mobile_acc_per_sec": 3372.5514096719576 }, "started": "2026-08-19T02:40:46.98912019+10:00", "ended": "2026-08-19T02:40:49.749676123+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": 4520, "total_correct": 1074, "total_train": 195, "infer_ms": 496.668503, "train_ms": 1582.727643, "blocked_train": 1582727643, "duration": 2620883794, "avg_accuracy": 26.43786417520595, "soft_acc": 25.014592706339158, "adapt_pct": 25.007246387281498, "stability": 99.98733390212826, "consistency": 100, "throughput": 1724.609084289679, "availability": 23.88522763954377, "score": 103.04181268779469, "zero_downtime": 5.97479241101382, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 72695544, "heap_mib": 69.32787322998047, "mobile_score": 76738.04813985583, "mobile_throughput": 1284363.4198637318, "mobile_availability": 17787.980438467508, "mobile_accuracy": 18629.04940457549, "soft_acc_blocks": [ 25.03191605, 25.001984976190474, 25.009877092827004 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.325327995, "time_to_acc50_sec": 0, "acc_per_sec": 9.544334916185589, "mobile_acc_per_sec": 7107.926512126577 }, "started": "2026-08-19T02:40:52.726719376+10:00", "ended": "2026-08-19T02:40:55.3486439+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": 3776, "total_correct": 1002, "total_train": 212, "infer_ms": 495.143625, "train_ms": 1821.994095, "blocked_train": 1821994095, "duration": 2505752939, "avg_accuracy": 28.01200953428676, "soft_acc": 25.00894786451045, "adapt_pct": 24.99971251339934, "stability": 99.98848829813141, "consistency": 100, "throughput": 1506.9322841967544, "availability": 21.36876115417084, "score": 80.53200340679557, "zero_downtime": 5.344102336338347, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 39287528, "heap_mib": 37.467506408691406, "mobile_score": 119948.7585288126, "mobile_throughput": 2244507.140389057, "mobile_availability": 31827.798431812276, "mobile_accuracy": 37249.691073830836, "soft_acc_blocks": [ 25.021287333333333, 25.01197498019802, 24.993581279999997 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.107483912, "time_to_acc50_sec": 0, "acc_per_sec": 9.980612004985241, "mobile_acc_per_sec": 14865.667917243472 }, "started": "2026-08-19T02:40:57.575349061+10:00", "ended": "2026-08-19T02:41:00.081634343+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": 6040, "total_correct": 1537, "total_train": 237, "infer_ms": 474.757364, "train_ms": 1579.37906, "blocked_train": 1579379060, "duration": 2671108250, "avg_accuracy": 24.45465413952211, "soft_acc": 24.99874810988568, "adapt_pct": 25.003488899239954, "stability": 99.99407900629485, "consistency": 100, "throughput": 2261.233703276533, "availability": 23.112260629481934, "score": 130.64901407974529, "zero_downtime": 5.777775817264467, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 91378240, "heap_mib": 87.14508056640625, "mobile_score": 389191.53576046304, "mobile_throughput": 6736009.635360494, "mobile_availability": 68849.323300624, "mobile_accuracy": 74468.9980058849, "soft_acc_blocks": [ 24.9908167, 25.000388561594203, 25.00503906806283 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.171910273, "time_to_acc50_sec": 0, "acc_per_sec": 9.358942345330137, "mobile_acc_per_sec": 27879.438433797994 }, "started": "2026-08-19T02:41:03.772803577+10:00", "ended": "2026-08-19T02:41:06.444644588+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": 4112, "total_correct": 867, "total_train": 189, "infer_ms": 520.26405, "train_ms": 1790.763347, "blocked_train": 1790763347, "duration": 2583017047, "avg_accuracy": 20.830378963883774, "soft_acc": 24.983673845870925, "adapt_pct": 24.991655443257, "stability": 99.98963655625448, "consistency": 100, "throughput": 1591.9368417548037, "availability": 22.512240688940654, "score": 89.53665358009238, "zero_downtime": 5.624384789122379, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 39325312, "heap_mib": 37.5035400390625, "mobile_score": 33058.44579732357, "mobile_throughput": 587769.9879506638, "mobile_availability": 8311.899750931914, "mobile_accuracy": 9224.394643171814, "soft_acc_blocks": [ 24.974134772727272, 24.978807200000002, 24.998079564885497 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.672283764014555, "mobile_acc_per_sec": 3571.1706408927203 }, "started": "2026-08-19T02:41:08.799182391+10:00", "ended": "2026-08-19T02:41:11.383004751+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": 3136, "total_correct": 977, "total_train": 152, "infer_ms": 432.885659, "train_ms": 1697.279346, "blocked_train": 1697279346, "duration": 2716348850, "avg_accuracy": 32.30544096594334, "soft_acc": 25.03160066477672, "adapt_pct": 25.027310869637834, "stability": 99.99117067463982, "consistency": 100, "throughput": 1154.4908894893967, "availability": 20.321696111987343, "score": 58.72717154344456, "zero_downtime": 5.086845819062129, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 64256512, "heap_mib": 61.27978515625, "mobile_score": 43002.72529911936, "mobile_throughput": 845371.1165762806, "mobile_availability": 14880.476831231314, "mobile_accuracy": 18329.284705774382, "soft_acc_blocks": [ 25.043053000000004, 25.021565379746836, 25.030183614583333 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.242497035, "time_to_acc50_sec": 0, "acc_per_sec": 9.215164195415003, "mobile_acc_per_sec": 6747.76537106947 }, "started": "2026-08-19T02:41:14.711807567+10:00", "ended": "2026-08-19T02:41:17.428864594+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": 5928, "total_correct": 1462, "total_train": 180, "infer_ms": 758.323176, "train_ms": 1598.43669, "blocked_train": 1598436690, "duration": 2687998873, "avg_accuracy": 25.272865853658534, "soft_acc": 24.991739678607342, "adapt_pct": 24.990311669013845, "stability": 99.9981343713518, "consistency": 100, "throughput": 2205.358067499458, "availability": 32.176514329695394, "score": 177.34322280439739, "zero_downtime": 8.041470698927261, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 68533792, "heap_mib": 65.35891723632812, "mobile_score": 255436.6032903074, "mobile_throughput": 3176491.1277284496, "mobile_availability": 46345.4954529872, "mobile_accuracy": 35996.89344125738, "soft_acc_blocks": [ 24.99342248, 24.99265810460251, 24.98913845121951 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.261811725, "time_to_acc50_sec": 0, "acc_per_sec": 9.297526100044367, "mobile_acc_per_sec": 13391.707043791377 }, "started": "2026-08-19T02:41:19.862762925+10:00", "ended": "2026-08-19T02:41:22.551485651+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": 5448, "total_correct": 1393, "total_train": 220, "infer_ms": 407.71176, "train_ms": 1443.467181, "blocked_train": 1443467181, "duration": 2344111377, "avg_accuracy": 20.90126811594203, "soft_acc": 24.999254029244305, "adapt_pct": 24.99797547515528, "stability": 99.99872144591097, "consistency": 100, "throughput": 2324.1216494466935, "availability": 22.02443810103823, "score": 127.96486508298193, "zero_downtime": 5.505945229392218, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 106509168, "heap_mib": 101.57505798339844, "mobile_score": 356864.0594926938, "mobile_throughput": 6481431.336942064, "mobile_availability": 61421.003208069844, "mobile_accuracy": 69717.06859832148, "soft_acc_blocks": [ 25.000532583333335, 24.99797547515528 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.664704021546287, "mobile_acc_per_sec": 29741.36352153436 }, "started": "2026-08-19T02:41:25.303448107+10:00", "ended": "2026-08-19T02:41:27.648672714+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": 6728, "total_correct": 1696, "total_train": 245, "infer_ms": 466.819124, "train_ms": 1759.481209, "blocked_train": 1759481209, "duration": 2562015618, "avg_accuracy": 24.81258383157117, "soft_acc": 24.9915615218401, "adapt_pct": 24.99725243992962, "stability": 99.99282395566493, "consistency": 100, "throughput": 2626.0573716768026, "availability": 20.968380459744555, "score": 137.61395941643005, "zero_downtime": 5.2403257027305585, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 39324480, "heap_mib": 37.50274658203125, "mobile_score": 819878.9494831964, "mobile_throughput": 15645572.355473721, "mobile_availability": 124925.79834634719, "mobile_accuracy": 148895.17962684663, "soft_acc_blocks": [ 24.984232577777775, 24.9891466556962, 25.001305332046332 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.105312695, "time_to_acc50_sec": 0, "acc_per_sec": 9.754648389438545, "mobile_acc_per_sec": 58116.42153184041 }, "started": "2026-08-19T02:41:30.170332671+10:00", "ended": "2026-08-19T02:41:32.733050424+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": 2656, "total_correct": 594, "total_train": 149, "infer_ms": 375.852372, "train_ms": 1470.774093, "blocked_train": 1470774093, "duration": 2135653015, "avg_accuracy": 24.5307881773399, "soft_acc": 24.99990873950739, "adapt_pct": 25.003312651428573, "stability": 99.99659608807882, "consistency": 100, "throughput": 1243.647718681492, "availability": 20.353459626172963, "score": 63.281103074985815, "zero_downtime": 5.088346331875723, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 104417064, "heap_mib": 99.57987213134766, "mobile_score": 331775.2296897816, "mobile_throughput": 6520295.751320821, "mobile_availability": 106710.7464048697, "mobile_accuracy": 131071.5215321885, "soft_acc_blocks": [ 24.996504827586207, 25.003312651428573 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.361769891, "time_to_acc50_sec": 0, "acc_per_sec": 11.705978716541363, "mobile_acc_per_sec": 61373.04169338038 }, "started": "2026-08-19T02:41:35.387899219+10:00", "ended": "2026-08-19T02:41:37.524084057+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": 7152, "total_correct": 1788, "total_train": 239, "infer_ms": 545.823229, "train_ms": 1746.392319, "blocked_train": 1746392319, "duration": 2524520687, "avg_accuracy": 25.79417163023935, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2833.0130296927928, "availability": 23.81203763652335, "score": 168.64953221951455, "zero_downtime": 5.953009409130837, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40711520, "heap_mib": 38.825531005859375, "mobile_score": 1004783.2494125551, "mobile_throughput": 16878576.537631534, "mobile_availability": 141867.79077701765, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25, 25 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.130307334, "time_to_acc50_sec": 0, "acc_per_sec": 9.902869930413845, "mobile_acc_per_sec": 58999.49852360016 }, "started": "2026-08-19T02:41:40.467243195+10:00", "ended": "2026-08-19T02:41:42.992555184+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": 7992, "total_correct": 2012, "total_train": 277, "infer_ms": 522.844312, "train_ms": 1712.929923, "blocked_train": 1712929923, "duration": 2653145923, "avg_accuracy": 26.36824619961996, "soft_acc": 25.0251079739849, "adapt_pct": 25.02281011161116, "stability": 99.99415895136495, "consistency": 100, "throughput": 3012.273064484588, "availability": 23.385380501086235, "score": 176.284747947609, "zero_downtime": 5.852216720524041, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 43615848, "heap_mib": 41.595314025878906, "mobile_score": 2100544.9529990004, "mobile_throughput": 35893150.4643749, "mobile_availability": 278651.6902762159, "mobile_accuracy": 298190.0865787408, "soft_acc_blocks": [ 25.024935541666665, 25.032346425742574, 25.018041954545453 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.124984412, "time_to_acc50_sec": 0, "acc_per_sec": 9.432239575306955, "mobile_acc_per_sec": 112391.13687405757 }, "started": "2026-08-19T02:41:45.502050366+10:00", "ended": "2026-08-19T02:41:48.155734467+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": 4024, "total_correct": 936, "total_train": 213, "infer_ms": 440.346319, "train_ms": 1796.179532, "blocked_train": 1796179532, "duration": 2425094015, "avg_accuracy": 23.579703407740244, "soft_acc": 24.9989871359075, "adapt_pct": 25.008524573468673, "stability": 99.98580514760953, "consistency": 100, "throughput": 1659.3171131140662, "availability": 19.688854425854785, "score": 81.67182368371404, "zero_downtime": 4.922014185126993, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 48288736, "heap_mib": 46.051727294921875, "mobile_score": 764634.9481336976, "mobile_throughput": 15535000.903577635, "mobile_availability": 184332.68052183132, "mobile_accuracy": 234047.66013411916, "soft_acc_blocks": [ 24.99038403846154, 24.98758101811594, 25.018996351145038 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.651746421, "time_to_acc50_sec": 0, "acc_per_sec": 10.308461025131638, "mobile_acc_per_sec": 96510.75739186101 }, "started": "2026-08-19T02:41:51.833316828+10:00", "ended": "2026-08-19T02:41:54.259441884+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": 9016, "total_correct": 2264, "total_train": 237, "infer_ms": 710.807673, "train_ms": 1576.633493, "blocked_train": 1576633493, "duration": 2689636208, "avg_accuracy": 27.015173077186905, "soft_acc": 25.009747316437014, "adapt_pct": 24.99648958602782, "stability": 99.98359813706105, "consistency": 100, "throughput": 3352.126199514637, "availability": 31.074358701123423, "score": 260.5144629271354, "zero_downtime": 7.771618591354227, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 62619768, "heap_mib": 59.71886444091797, "mobile_score": 3104195.607707772, "mobile_throughput": 39942716.83843477, "mobile_availability": 370270.7585157863, "mobile_accuracy": 298007.05456909386, "soft_acc_blocks": [ 25.02799531746032, 25.013024505617977, 24.988222126232742 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.23894912, "time_to_acc50_sec": 0, "acc_per_sec": 9.298561360100866, "mobile_acc_per_sec": 110798.27587192188 }, "started": "2026-08-19T02:41:56.67582988+10:00", "ended": "2026-08-19T02:41:59.365994838+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": 7832, "total_correct": 1855, "total_train": 239, "infer_ms": 502.470057, "train_ms": 1494.053494, "blocked_train": 1494053494, "duration": 2675708374, "avg_accuracy": 22.564340182686166, "soft_acc": 25.003728476596653, "adapt_pct": 25.029318964206933, "stability": 99.9641855328712, "consistency": 100, "throughput": 2927.0753405355977, "availability": 25.167249179120752, "score": 184.19355251098258, "zero_downtime": 6.292750649775853, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 69118424, "heap_mib": 65.91646575927734, "mobile_score": 4389566.784494456, "mobile_throughput": 69755930.73357852, "mobile_availability": 599767.5789828573, "mobile_accuracy": 595870.6725244502, "soft_acc_blocks": [ 24.953087818181817, 25.02823833059548, 25.02985928101266 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.02973699, "time_to_acc50_sec": 0, "acc_per_sec": 9.344713616610541, "mobile_acc_per_sec": 222696.4187557049 }, "started": "2026-08-19T02:42:02.415304581+10:00", "ended": "2026-08-19T02:42:05.094114622+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": 3840, "total_correct": 1001, "total_train": 168, "infer_ms": 523.035573, "train_ms": 1788.749768, "blocked_train": 1788749768, "duration": 2645478045, "avg_accuracy": 23.2078853046595, "soft_acc": 25.01000547293209, "adapt_pct": 25.009934158357776, "stability": 99.99494529452568, "consistency": 100, "throughput": 1451.5334977954808, "availability": 22.624746498900826, "score": 82.13430210656124, "zero_downtime": 5.658450337612108, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40731776, "heap_mib": 38.8448486328125, "mobile_score": 30583.82740258862, "mobile_throughput": 540498.2915427536, "mobile_availability": 8424.632878136163, "mobile_accuracy": 9312.81658337544, "soft_acc_blocks": [ 25.00653876190476, 25.017152838709677, 25.00632481818182 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.874755248, "time_to_acc50_sec": 0, "acc_per_sec": 9.453869980210737, "mobile_acc_per_sec": 3520.277403540289 }, "started": "2026-08-19T02:42:07.506536245+10:00", "ended": "2026-08-19T02:42:10.152719395+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": 4096, "total_correct": 1065, "total_train": 181, "infer_ms": 489.854779, "train_ms": 1574.389317, "blocked_train": 1574389317, "duration": 2781633145, "avg_accuracy": 25.86637921676908, "soft_acc": 25.000181197357946, "adapt_pct": 25.00480784801431, "stability": 99.9916460887398, "consistency": 100, "throughput": 1472.5162472853697, "availability": 23.730467726622965, "score": 87.35938137480831, "zero_downtime": 5.93265993063629, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 73869624, "heap_mib": 70.44756317138672, "mobile_score": 32254.560100165843, "mobile_throughput": 543677.8860963042, "mobile_availability": 8761.689762996974, "mobile_accuracy": 9230.489436338312, "soft_acc_blocks": [ 24.988900772727273, 25.00886209465021, 25.002780724696358 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.370254226, "time_to_acc50_sec": 0, "acc_per_sec": 8.987591064010688, "mobile_acc_per_sec": 3318.370523780307 }, "started": "2026-08-19T02:42:13.912441136+10:00", "ended": "2026-08-19T02:42:16.695096364+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": 3952, "total_correct": 868, "total_train": 189, "infer_ms": 488.240129, "train_ms": 1795.976067, "blocked_train": 1795976067, "duration": 2634354936, "avg_accuracy": 22.3363497851537, "soft_acc": 25.004621867421957, "adapt_pct": 25.002099586222865, "stability": 99.99671942745478, "consistency": 100, "throughput": 1500.177499240368, "availability": 21.374514805340254, "score": 80.17873569994282, "zero_downtime": 5.344616603071453, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 38835000, "heap_mib": 37.03594207763672, "mobile_score": 29603.344353980014, "mobile_throughput": 553890.887832207, "mobile_availability": 7891.832125536783, "mobile_accuracy": 9232.129006779523, "soft_acc_blocks": [ 25.00918609090909, 25.003060264044947, 25.001619247311826 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.491743700030387, "mobile_acc_per_sec": 3504.5121978884026 }, "started": "2026-08-19T02:42:19.141870002+10:00", "ended": "2026-08-19T02:42:21.776947959+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": 3856, "total_correct": 1025, "total_train": 206, "infer_ms": 505.026416, "train_ms": 1786.577022, "blocked_train": 1786577022, "duration": 2721777018, "avg_accuracy": 28.132262922807925, "soft_acc": 25.01863930521745, "adapt_pct": 25.019584321403286, "stability": 99.98838058347604, "consistency": 100, "throughput": 1416.721492796439, "availability": 22.03812438162348, "score": 78.11290660433248, "zero_downtime": 5.513638848673562, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41289216, "heap_mib": 39.37646484375, "mobile_score": 29086.40595012235, "mobile_throughput": 527535.5667722012, "mobile_availability": 8206.196133375433, "mobile_accuracy": 9316.03150856097, "soft_acc_blocks": [ 25.02539708695652, 25.002288693181814, 25.02823213551402 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.141206944, "time_to_acc50_sec": 0, "acc_per_sec": 9.192023865203145, "mobile_acc_per_sec": 3422.775431988371 }, "started": "2026-08-19T02:42:24.553057673+10:00", "ended": "2026-08-19T02:42:27.275688546+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": 4432, "total_correct": 1185, "total_train": 173, "infer_ms": 531.378842, "train_ms": 1450.796168, "blocked_train": 1450796168, "duration": 2877355090, "avg_accuracy": 28.37754622569184, "soft_acc": 25.02206684777099, "adapt_pct": 25.046241444869448, "stability": 99.96112035730278, "consistency": 100, "throughput": 1540.303459730443, "availability": 26.807867081322954, "score": 103.3217450137883, "zero_downtime": 6.707882421550223, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 104292488, "heap_mib": 99.46106719970703, "mobile_score": 19236.630344385314, "mobile_throughput": 286776.49868435884, "mobile_availability": 4991.137434777219, "mobile_accuracy": 4658.653900384998, "soft_acc_blocks": [ 25.003623620689655, 24.9864295106383, 25.07614741198502 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.513924056, "time_to_acc50_sec": 0, "acc_per_sec": 8.696204001630884, "mobile_acc_per_sec": 1619.0750723036408 }, "started": "2026-08-19T02:42:30.004019178+10:00", "ended": "2026-08-19T02:42:32.882398956+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": 3320, "total_correct": 928, "total_train": 153, "infer_ms": 491.806546, "train_ms": 1583.307642, "blocked_train": 1583307642, "duration": 2100323510, "avg_accuracy": 30.61397147691564, "soft_acc": 25.029026164491178, "adapt_pct": 25.02134285279188, "stability": 99.9923166883007, "consistency": 100, "throughput": 1580.7088689875209, "availability": 23.70021605770063, "score": 93.76659542970975, "zero_downtime": 5.93193327812283, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 47168824, "heap_mib": 44.98369598388672, "mobile_score": 558644.3270983144, "mobile_throughput": 9417576.039815105, "mobile_availability": 141201.57814158805, "mobile_accuracy": 149118.38715600854, "soft_acc_blocks": [ 25.036709476190474, 25.02134285279188 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.354730283, "time_to_acc50_sec": 0, "acc_per_sec": 11.916748084437325, "mobile_acc_per_sec": 70997.81840560769 }, "started": "2026-08-19T02:42:36.548584791+10:00", "ended": "2026-08-19T02:42:38.666875854+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": 1616, "total_correct": 416, "total_train": 118, "infer_ms": 360.865531, "train_ms": 1830.947157, "blocked_train": 1830947157, "duration": 2586365048, "avg_accuracy": 26.293752543752543, "soft_acc": 24.995283288278387, "adapt_pct": 24.998082188278385, "stability": 99.99540325365555, "consistency": 100, "throughput": 624.8151247054742, "availability": 16.464250479783697, "score": 25.71292965725729, "zero_downtime": 4.115286048713668, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 46706064, "heap_mib": 44.54237365722656, "mobile_score": 102128.63987987963, "mobile_throughput": 2481689.9401635127, "mobile_availability": 65394.007238976024, "mobile_accuracy": 99278.23548973408, "soft_acc_blocks": [ 24.993250500000002, 24.99095216483516, 25.0016472 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.158487716, "time_to_acc50_sec": 0, "acc_per_sec": 9.664251884167275, "mobile_acc_per_sec": 38385.237059441606 }, "started": "2026-08-19T02:42:41.096986026+10:00", "ended": "2026-08-19T02:42:43.683966907+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": 1472, "total_correct": 377, "total_train": 87, "infer_ms": 332.83068, "train_ms": 1419.296631, "blocked_train": 1419296631, "duration": 2255491749, "avg_accuracy": 24.394329896907216, "soft_acc": 25.002447327147767, "adapt_pct": 25.014173587628868, "stability": 99.9882737395189, "consistency": 100, "throughput": 652.6292994211259, "availability": 18.995804580549684, "score": 30.99608059333419, "zero_downtime": 4.749416034619858, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 119261872, "heap_mib": 113.73698425292969, "mobile_score": 123112.67501604542, "mobile_throughput": 2592164.470718964, "mobile_availability": 75449.033272176, "mobile_accuracy": 99306.69018375491, "soft_acc_blocks": [ 24.990721066666666, 25.014173587628868 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.463024814, "time_to_acc50_sec": 0, "acc_per_sec": 11.085142447642697, "mobile_acc_per_sec": 44028.84214840678 }, "started": "2026-08-19T02:42:47.113351632+10:00", "ended": "2026-08-19T02:42:49.36983885+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": 1808, "total_correct": 427, "total_train": 119, "infer_ms": 357.447024, "train_ms": 1859.48296, "blocked_train": 1859482960, "duration": 2761933056, "avg_accuracy": 25.89961495819374, "soft_acc": 25.006463235615964, "adapt_pct": 24.99043710126359, "stability": 99.97806149057241, "consistency": 100, "throughput": 654.6139835186505, "availability": 16.12351434550312, "score": 26.393516622121517, "zero_downtime": 4.031920687097504, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44070624, "heap_mib": 42.029022216796875, "mobile_score": 96095.86140818644, "mobile_throughput": 2383376.7791043487, "mobile_availability": 58703.92423038292, "mobile_accuracy": 91045.75414496266, "soft_acc_blocks": [ 25.03743218181818, 24.992603746268657, 24.98935377876106 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.107744323, "time_to_acc50_sec": 0, "acc_per_sec": 9.053971522333654, "mobile_acc_per_sec": 32964.50431598102 }, "started": "2026-08-19T02:42:51.675598651+10:00", "ended": "2026-08-19T02:42:54.438159467+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": 1664, "total_correct": 489, "total_train": 91, "infer_ms": 357.533588, "train_ms": 1398.015162, "blocked_train": 1398015162, "duration": 2355618889, "avg_accuracy": 29.728682170542633, "soft_acc": 24.97849061027132, "adapt_pct": 25.004926170542635, "stability": 99.97356443972868, "consistency": 100, "throughput": 706.3961015809293, "availability": 20.365916241289227, "score": 35.9350653182316, "zero_downtime": 5.087098476026151, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 100787544, "heap_mib": 96.11849212646484, "mobile_score": 171275.66841422737, "mobile_throughput": 3366863.630051475, "mobile_availability": 97069.14085739134, "mobile_accuracy": 119053.84440979935, "soft_acc_blocks": [ 24.952055050000002, 25.004926170542635 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.615504359, "time_to_acc50_sec": 0, "acc_per_sec": 10.603791100042974, "mobile_acc_per_sec": 50540.36752963028 }, "started": "2026-08-19T02:42:57.399152486+10:00", "ended": "2026-08-19T02:42:59.755560698+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": 2016, "total_correct": 557, "total_train": 130, "infer_ms": 418.33586, "train_ms": 1832.895535, "blocked_train": 1832895535, "duration": 2691901116, "avg_accuracy": 28.377411091018686, "soft_acc": 24.99420223432791, "adapt_pct": 24.993472254370104, "stability": 99.99756500439564, "consistency": 100, "throughput": 748.9130964051355, "availability": 18.58253491529688, "score": 34.78369082744455, "zero_downtime": 4.644556356993897, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 39348248, "heap_mib": 37.525413513183594, "mobile_score": 149480.9155454037, "mobile_throughput": 3218411.061377506, "mobile_availability": 79857.37758746861, "mobile_accuracy": 107411.15000845338, "soft_acc_blocks": [ 24.99689875, 24.990999142857145, 24.994708810126582 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.108214527, "time_to_acc50_sec": 0, "acc_per_sec": 9.28496298982474, "mobile_acc_per_sec": 39901.59570499371 }, "started": "2026-08-19T02:43:02.196433675+10:00", "ended": "2026-08-19T02:43:04.888977656+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": 1296, "total_correct": 291, "total_train": 86, "infer_ms": 311.601534, "train_ms": 1554.604368, "blocked_train": 1554604368, "duration": 2380190245, "avg_accuracy": 22.55913091309131, "soft_acc": 25.000881036303632, "adapt_pct": 24.995972405940595, "stability": 99.99509136963697, "consistency": 100, "throughput": 544.4942910435295, "availability": 16.697060794098807, "score": 22.729436689111164, "zero_downtime": 4.174412305691937, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 69402792, "heap_mib": 66.18766021728516, "mobile_score": 180557.134891829, "mobile_throughput": 4325330.649433788, "mobile_availability": 132637.4031760072, "mobile_accuracy": 198600.9381327509, "soft_acc_blocks": [ 25.00578966666667, 24.995972405940595 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.50373224947976, "mobile_acc_per_sec": 83439.102630534 }, "started": "2026-08-19T02:43:07.806302113+10:00", "ended": "2026-08-19T02:43:10.18719241+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": 2576, "total_correct": 693, "total_train": 150, "infer_ms": 524.258023, "train_ms": 1792.484616, "blocked_train": 1792484616, "duration": 2769239848, "avg_accuracy": 26.804545242961666, "soft_acc": 25.000866959196063, "adapt_pct": 25.011078753102876, "stability": 99.98691653978875, "consistency": 100, "throughput": 930.219172550344, "availability": 22.629100624931347, "score": 52.626883098329444, "zero_downtime": 5.657471341301691, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 54059848, "heap_mib": 51.55548858642578, "mobile_score": 353739.0164853455, "mobile_throughput": 6252599.35305224, "mobile_availability": 152104.69113389752, "mobile_accuracy": 168046.85302952546, "soft_acc_blocks": [ 24.9882655, 24.995434495867766, 25.01890088172043 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.240910761, "time_to_acc50_sec": 0, "acc_per_sec": 9.028061248379114, "mobile_acc_per_sec": 60683.38686910499 }, "started": "2026-08-19T02:43:12.767858553+10:00", "ended": "2026-08-19T02:43:15.537934858+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": 24976, "total_correct": 8774, "total_train": 898, "infer_ms": 695.069781, "train_ms": 1511.798765, "blocked_train": 1511798765, "duration": 2845333374, "avg_accuracy": 34.38839556419083, "soft_acc": 25.647204210725594, "adapt_pct": 25.904430014625422, "stability": 99.68166663726676, "consistency": 100, "throughput": 8777.881786445458, "availability": 31.495749135571756, "score": 709.0579002363478, "zero_downtime": 8.07777909849793, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 41135360, "heap_mib": 39.229736328125, "mobile_score": 968100.3864560268, "mobile_throughput": 11984734.599093532, "mobile_availability": 43002.19615310064, "mobile_accuracy": 35016.982815710675, "soft_acc_blocks": [ 25.22905096835443, 25.711833283768446, 26.00072838005391 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.121178476, "time_to_acc50_sec": 0, "acc_per_sec": 9.013778295746935, "mobile_acc_per_sec": 12306.811966459814 }, "started": "2026-08-19T02:43:18.019180644+10:00", "ended": "2026-08-19T02:43:20.864993393+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": 35936, "total_correct": 13019, "total_train": 601, "infer_ms": 631.223448, "train_ms": 1342.479598, "blocked_train": 1342479598, "duration": 2881691744, "avg_accuracy": 31.678781818211036, "soft_acc": 25.35966713238562, "adapt_pct": 25.627562078699455, "stability": 99.66860718526831, "consistency": 100, "throughput": 12470.452495421383, "availability": 31.981682820993125, "score": 1011.4096032576215, "zero_downtime": 8.110448306739212, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 75525864, "heap_mib": 72.0270767211914, "mobile_score": 2761822.489962145, "mobile_throughput": 34052648.94749732, "mobile_availability": 87331.3152231919, "mobile_accuracy": 69248.79771616767, "soft_acc_blocks": [ 24.924888074766358, 25.425540408682636, 25.728572913707865 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.185917656, "time_to_acc50_sec": 0, "acc_per_sec": 8.800270599791682, "mobile_acc_per_sec": 24030.605584497822 }, "started": "2026-08-19T02:43:23.576227742+10:00", "ended": "2026-08-19T02:43:26.458404851+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": 19408, "total_correct": 7009, "total_train": 778, "infer_ms": 529.688522, "train_ms": 1583.796362, "blocked_train": 1583796362, "duration": 2166133829, "avg_accuracy": 31.852146397940718, "soft_acc": 25.454810935925607, "adapt_pct": 25.730652569034316, "stability": 99.72415836689129, "consistency": 100, "throughput": 8959.741886751171, "availability": 25.06232838521688, "score": 571.5928537601432, "zero_downtime": 6.379568306597775, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 43706056, "heap_mib": 41.68134307861328, "mobile_score": 3121659.1053353953, "mobile_throughput": 48932137.02417707, "mobile_availability": 136873.7294211311, "mobile_accuracy": 139017.20745806838, "soft_acc_blocks": [ 25.178969302816903, 25.730652569034316 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.134752271, "time_to_acc50_sec": 0, "acc_per_sec": 11.751264208673973, "mobile_acc_per_sec": 64177.570931638125 }, "started": "2026-08-19T02:43:29.062491136+10:00", "ended": "2026-08-19T02:43:31.229046267+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": 29088, "total_correct": 9922, "total_train": 622, "infer_ms": 643.192025, "train_ms": 1468.747135, "blocked_train": 1468747135, "duration": 2032279696, "avg_accuracy": 26.435560807907176, "soft_acc": 24.911931505846155, "adapt_pct": 25.23139901169231, "stability": 99.68053249415385, "consistency": 100, "throughput": 14312.990508763121, "availability": 30.455045163327526, "score": 1085.9180008406659, "zero_downtime": 7.586939991162666, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41355296, "heap_mib": 39.439483642578125, "mobile_score": 5930560.175257823, "mobile_throughput": 78168012.16519167, "mobile_availability": 166325.15331865274, "mobile_accuracy": 136052.36193059446, "soft_acc_blocks": [ 24.592464, 25.23139901169231 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.101205382, "time_to_acc50_sec": 0, "acc_per_sec": 12.25812153458928, "mobile_acc_per_sec": 66945.6877409036 }, "started": "2026-08-19T02:43:34.139077765+10:00", "ended": "2026-08-19T02:43:36.172605794+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": 25552, "total_correct": 7196, "total_train": 518, "infer_ms": 711.652644, "train_ms": 1059.676893, "blocked_train": 1059676893, "duration": 2348155796, "avg_accuracy": 28.04969694396145, "soft_acc": 25.25369019556725, "adapt_pct": 25.202228456827925, "stability": 99.94853826126068, "consistency": 100, "throughput": 10881.731120024882, "availability": 40.17618569186655, "score": 1104.0571169209156, "zero_downtime": 10.145969467019794, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 58751808, "heap_mib": 56.03009033203125, "mobile_score": 12059247.869088188, "mobile_throughput": 118857521.78032511, "mobile_availability": 438831.084250361, "mobile_accuracy": 275837.6401094492, "soft_acc_blocks": [ 25.305151934306572, 25.202228456827925 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.550216197, "time_to_acc50_sec": 0, "acc_per_sec": 10.754691080798818, "mobile_acc_per_sec": 117469.90577853855 }, "started": "2026-08-19T02:43:38.709009338+10:00", "ended": "2026-08-19T02:43:41.05764727+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": 21528, "total_correct": 7312, "total_train": 688, "infer_ms": 753.020965, "train_ms": 1561.293051, "blocked_train": 1561293051, "duration": 2767395759, "avg_accuracy": 31.734295209881207, "soft_acc": 25.40684171819241, "adapt_pct": 25.572574426390577, "stability": 99.77196862395917, "consistency": 100, "throughput": 7779.154799232312, "availability": 32.53754502604196, "score": 643.0842567192592, "zero_downtime": 8.266762563752069, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40112928, "heap_mib": 38.254669189453125, "mobile_score": 7024194.974725562, "mobile_throughput": 84969114.8204148, "mobile_availability": 355396.7584711143, "mobile_accuracy": 277510.4631405763, "soft_acc_blocks": [ 25.08476710687023, 25.553792816242257, 25.58196523146474 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.121729193, "time_to_acc50_sec": 0, "acc_per_sec": 9.180776416081951, "mobile_acc_per_sec": 100278.56053405779 }, "started": "2026-08-19T02:43:44.229106623+10:00", "ended": "2026-08-19T02:43:46.997031758+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": 25688, "total_correct": 8658, "total_train": 478, "infer_ms": 870.69889, "train_ms": 1062.969756, "blocked_train": 1062969756, "duration": 2823335688, "avg_accuracy": 28.250709092099612, "soft_acc": 25.311072465310847, "adapt_pct": 25.65694372354102, "stability": 99.57040675341354, "consistency": 100, "throughput": 9098.457583057336, "availability": 45.02833987617959, "score": 1036.9653803136973, "zero_downtime": 11.397155735986276, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 98749512, "heap_mib": 94.17487335205078, "mobile_score": 1415803.3992549682, "mobile_throughput": 12422427.420067616, "mobile_availability": 61478.69337761053, "mobile_accuracy": 34558.05093930441, "soft_acc_blocks": [ 24.741718735294118, 25.412166150653782, 25.77933250998464 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.158829105, "time_to_acc50_sec": 0, "acc_per_sec": 8.964953254722873, "mobile_acc_per_sec": 12240.149510448296 }, "started": "2026-08-19T02:43:49.7400339+10:00", "ended": "2026-08-19T02:43:52.564015317+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": 3428, "total_train": 424, "infer_ms": 451.079715, "train_ms": 1342.655914, "blocked_train": 1342655914, "duration": 2283214933, "avg_accuracy": 30.010069919440646, "soft_acc": 25.302092703100776, "adapt_pct": 25.414793266666667, "stability": 99.8872994364341, "consistency": 100, "throughput": 4908.867683899298, "availability": 25.14750265910005, "score": 312.3436142622194, "zero_downtime": 6.362844435320227, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 107290576, "heap_mib": 102.32026672363281, "mobile_score": 852906.2960120337, "mobile_throughput": 13404481.355501017, "mobile_availability": 68669.44726111587, "mobile_accuracy": 69091.58114126719, "soft_acc_blocks": [ 25.18939213953488, 25.414793266666667 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.468663526, "time_to_acc50_sec": 0, "acc_per_sec": 11.081783119671273, "mobile_acc_per_sec": 30260.65577211569 }, "started": "2026-08-19T02:43:55.800357956+10:00", "ended": "2026-08-19T02:43:58.083991431+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": 19896, "total_correct": 6399, "total_train": 573, "infer_ms": 722.462863, "train_ms": 1518.01323, "blocked_train": 1518013230, "duration": 2920699560, "avg_accuracy": 30.45062846594026, "soft_acc": 25.354479849411764, "adapt_pct": 25.51899662073585, "stability": 99.79091288952516, "consistency": 100, "throughput": 6812.066626941937, "availability": 32.24595278017991, "score": 556.9405073065482, "zero_downtime": 8.175793599901548, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 39650584, "heap_mib": 37.813743591308594, "mobile_score": 3041637.7572368286, "mobile_throughput": 37202966.53860556, "mobile_availability": 176105.89678348924, "mobile_accuracy": 138469.2659509208, "soft_acc_blocks": [ 25.068215657894736, 25.433457918473547, 25.561765971867008 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.109546793, "time_to_acc50_sec": 0, "acc_per_sec": 8.680961300042707, "mobile_acc_per_sec": 47409.623313299904 }, "started": "2026-08-19T02:44:00.47800444+10:00", "ended": "2026-08-19T02:44:03.39930176+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": 16816, "total_correct": 6164, "total_train": 752, "infer_ms": 513.616322, "train_ms": 1607.692867, "blocked_train": 1607692867, "duration": 2084058556, "avg_accuracy": 25.046674573888595, "soft_acc": 25.246866915546477, "adapt_pct": 25.556995485854856, "stability": 99.68987142969162, "consistency": 100, "throughput": 8068.871170431739, "availability": 24.212232929708957, "score": 493.2363957261534, "zero_downtime": 6.11283022504574, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 41261192, "heap_mib": 39.34973907470703, "mobile_score": 5387456.738384864, "mobile_throughput": 88133590.17090242, "mobile_availability": 264462.14954690106, "mobile_accuracy": 275763.111696209, "soft_acc_blocks": [ 24.936738345238094, 25.556995485854856 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.061914066, "time_to_acc50_sec": 0, "acc_per_sec": 12.114279055576823, "mobile_acc_per_sec": 132320.2320310471 }, "started": "2026-08-19T02:44:05.839744554+10:00", "ended": "2026-08-19T02:44:07.924210609+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": 22808, "total_correct": 8086, "total_train": 630, "infer_ms": 690.175078, "train_ms": 1413.873946, "blocked_train": 1413873946, "duration": 2824095265, "avg_accuracy": 30.568745805941088, "soft_acc": 25.335786518830847, "adapt_pct": 25.521514102688773, "stability": 99.7687572560245, "consistency": 100, "throughput": 8076.214808568081, "availability": 32.802233699284756, "score": 671.1902993473833, "zero_downtime": 8.310703903458776, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39582968, "heap_mib": 37.74925994873047, "mobile_score": 906951.0816088683, "mobile_throughput": 10913047.70503748, "mobile_availability": 44324.27191167682, "mobile_accuracy": 34235.17742882677, "soft_acc_blocks": [ 25.027774881889766, 25.39462704113924, 25.584957633463542 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.077651855, "time_to_acc50_sec": 0, "acc_per_sec": 8.971293154599318, "mobile_acc_per_sec": 12122.52924082105 }, "started": "2026-08-19T02:44:10.643370985+10:00", "ended": "2026-08-19T02:44:13.467900781+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": 16920, "total_correct": 5714, "total_train": 701, "infer_ms": 571.452937, "train_ms": 1469.841747, "blocked_train": 1469841747, "duration": 2146252675, "avg_accuracy": 29.646925225682782, "soft_acc": 25.240266627955176, "adapt_pct": 25.377263927552143, "stability": 99.86300270040303, "consistency": 100, "throughput": 7883.507937852658, "availability": 27.994632106728204, "score": 557.0423471527488, "zero_downtime": 7.065919785253344, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 44291464, "heap_mib": 42.23963165283203, "mobile_score": 1490054.174000104, "mobile_throughput": 21087901.070004564, "mobile_availability": 74883.92692843018, "mobile_accuracy": 67516.16790733348, "soft_acc_blocks": [ 25.10326932835821, 25.377263927552143 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.306508077, "time_to_acc50_sec": 0, "acc_per_sec": 11.760156165189253, "mobile_acc_per_sec": 31457.697732320117 }, "started": "2026-08-19T02:44:16.286088154+10:00", "ended": "2026-08-19T02:44:18.432870933+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": 22384, "total_correct": 7549, "total_train": 515, "infer_ms": 798.244454, "train_ms": 1315.35121, "blocked_train": 1315351210, "duration": 2250848174, "avg_accuracy": 27.61370573870574, "soft_acc": 25.1581111862899, "adapt_pct": 25.351819539246467, "stability": 99.80629164704344, "consistency": 100, "throughput": 9944.695630101614, "availability": 37.7671315094068, "score": 944.8949506889619, "zero_downtime": 9.501496937008891, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 36454040, "heap_mib": 34.765281677246094, "mobile_score": 4953970.839068145, "mobile_throughput": 52138845.82514715, "mobile_availability": 198008.53844803874, "mobile_accuracy": 131900.9579763756, "soft_acc_blocks": [ 24.96440283333333, 25.351819539246467 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.373311294, "time_to_acc50_sec": 0, "acc_per_sec": 11.177169334163139, "mobile_acc_per_sec": 58600.55755869724 }, "started": "2026-08-19T02:44:21.28210434+10:00", "ended": "2026-08-19T02:44:23.53367668+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": 37024, "total_correct": 12791, "total_train": 558, "infer_ms": 827.208229, "train_ms": 1030.334375, "blocked_train": 1030334375, "duration": 2199844821, "avg_accuracy": 29.317219755961478, "soft_acc": 25.122187278983954, "adapt_pct": 25.415984657305657, "stability": 99.7062026216783, "consistency": 100, "throughput": 16830.278048053282, "availability": 44.532396038653665, "score": 1882.8893649240345, "zero_downtime": 11.187511932649407, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 104761464, "heap_mib": 99.90831756591797, "mobile_score": 18984159.603024848, "mobile_throughput": 169690631.10111076, "mobile_availability": 448996.17027526256, "mobile_accuracy": 253293.48700238345, "soft_acc_blocks": [ 24.828389900662252, 25.415984657305657 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.25514798, "time_to_acc50_sec": 0, "acc_per_sec": 11.419981554682558, "mobile_acc_per_sec": 115141.52479502709 }, "started": "2026-08-19T02:44:26.08862483+10:00", "ended": "2026-08-19T02:44:28.28910189+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": 36168, "total_correct": 10074, "total_train": 694, "infer_ms": 943.311829, "train_ms": 1397.593778, "blocked_train": 1397593778, "duration": 2782757464, "avg_accuracy": 26.38726362235585, "soft_acc": 25.195159947832718, "adapt_pct": 25.24588264801393, "stability": 99.92963823438686, "consistency": 100, "throughput": 12997.180123635813, "availability": 40.29687596882244, "score": 1319.5858078963772, "zero_downtime": 10.15286235432458, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41433896, "heap_mib": 39.514442443847656, "mobile_score": 28826791.835432325, "mobile_throughput": 283927732.1941989, "mobile_availability": 880298.6878309158, "mobile_accuracy": 550396.667447055, "soft_acc_blocks": [ 25.095713646067416, 25.241884450819672, 25.24788174661105 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.992680452, "time_to_acc50_sec": 0, "acc_per_sec": 9.054026545172432, "mobile_acc_per_sec": 197788.22788814016 }, "started": "2026-08-19T02:44:32.075203593+10:00", "ended": "2026-08-19T02:44:34.858843973+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": 20224, "total_correct": 6025, "total_train": 702, "infer_ms": 732.560933, "train_ms": 1509.613084, "blocked_train": 1509613084, "duration": 2803593188, "avg_accuracy": 25.886400982586753, "soft_acc": 24.93794928763435, "adapt_pct": 25.241419770796384, "stability": 99.61467302797111, "consistency": 100, "throughput": 7213.600063862047, "availability": 32.67190358311961, "score": 587.7426905510105, "zero_downtime": 8.147702746863159, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 42434072, "heap_mib": 40.468284606933594, "mobile_score": 11005229.990843149, "mobile_throughput": 135071569.65293232, "mobile_availability": 611767.3923495219, "mobile_accuracy": 466952.41271840135, "soft_acc_blocks": [ 24.410856936363636, 25.081722540689658, 25.321268385849745 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.021773912, "time_to_acc50_sec": 0, "acc_per_sec": 8.894995677109753, "mobile_acc_per_sec": 166554.98191287564 }, "started": "2026-08-19T02:44:37.279960098+10:00", "ended": "2026-08-19T02:44:40.083941306+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": 37032, "total_correct": 9191, "total_train": 557, "infer_ms": 860.897049, "train_ms": 1374.654465, "blocked_train": 1374654465, "duration": 2808975626, "avg_accuracy": 24.842181375806557, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 13183.45366091119, "availability": 38.509380956273496, "score": 1269.2165983685186, "zero_downtime": 9.627345239068374, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 62251488, "heap_mib": 59.367645263671875, "mobile_score": 27726459.663559746, "mobile_throughput": 287996939.70715857, "mobile_availability": 841250.2634501132, "mobile_accuracy": 546133.3333333334, "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": 8.900041626776295, "mobile_acc_per_sec": 194424.3760174704 }, "started": "2026-08-19T02:44:43.623352127+10:00", "ended": "2026-08-19T02:44:46.432911189+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": 31400, "total_correct": 9113, "total_train": 747, "infer_ms": 674.266846, "train_ms": 1496.219141, "blocked_train": 1496219141, "duration": 2061947211, "avg_accuracy": 32.16237110051641, "soft_acc": 25.130438197012683, "adapt_pct": 25.037081511343803, "stability": 99.90664331433112, "consistency": 100, "throughput": 15228.323903002189, "availability": 31.06524760069782, "score": 1188.84979281814, "zero_downtime": 7.8068328490423315, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 42524288, "heap_mib": 40.5543212890625, "mobile_score": 51941640.01475308, "mobile_throughput": 665335623.538101, "mobile_availability": 1357261.3778395548, "mobile_accuracy": 1097965.5984529487, "soft_acc_blocks": [ 25.223794882681563, 25.037081511343803 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.108293182, "time_to_acc50_sec": 0, "acc_per_sec": 12.187721423200239, "mobile_acc_per_sec": 532489.6741272339 }, "started": "2026-08-19T02:44:49.034715734+10:00", "ended": "2026-08-19T02:44:51.097233153+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": 17832, "total_correct": 4792, "total_train": 422, "infer_ms": 671.641513, "train_ms": 1528.409348, "blocked_train": 1528409348, "duration": 2205341170, "avg_accuracy": 26.23091674240061, "soft_acc": 25.522859460636433, "adapt_pct": 25.609455883889694, "stability": 99.91340357674675, "consistency": 100, "throughput": 8085.823745810721, "availability": 30.528453905593597, "score": 630.0259091799275, "zero_downtime": 7.7917343858298285, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 40242488, "heap_mib": 38.37822723388672, "mobile_score": 20644688.992007863, "mobile_throughput": 264956272.50272572, "mobile_availability": 1000356.377578491, "mobile_accuracy": 836333.0588061346, "soft_acc_blocks": [ 25.436263037383174, 25.609455883889694 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.126022494, "time_to_acc50_sec": 0, "acc_per_sec": 11.573202281729694, "mobile_acc_per_sec": 379230.6923677186 }, "started": "2026-08-19T02:44:54.384276615+10:00", "ended": "2026-08-19T02:44:56.59008164+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": 31648, "total_correct": 8248, "total_train": 752, "infer_ms": 785.63678, "train_ms": 1427.046044, "blocked_train": 1427046044, "duration": 2929883182, "avg_accuracy": 24.45510186033863, "soft_acc": 24.65210128865201, "adapt_pct": 25.035379382080325, "stability": 99.5288677547844, "consistency": 100, "throughput": 10801.795851258617, "availability": 35.50607305658735, "score": 945.4804448381677, "zero_downtime": 8.752993093532693, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 39396488, "heap_mib": 37.57141876220703, "mobile_score": 41308670.95527611, "mobile_throughput": 471937661.93872315, "mobile_availability": 1551284.0025576723, "mobile_accuracy": 1077066.7400353986, "soft_acc_blocks": [ 24.048790072289155, 24.708889441092772, 25.198624352574104 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 1.072739855, "time_to_acc50_sec": 0, "acc_per_sec": 8.414021910533636, "mobile_acc_per_sec": 367614.2266191549 }, "started": "2026-08-19T02:44:59.265974603+10:00", "ended": "2026-08-19T02:45:02.19628466+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": 17648, "total_correct": 4558, "total_train": 565, "infer_ms": 533.412653, "train_ms": 1180.025566, "blocked_train": 1180025566, "duration": 2380763195, "avg_accuracy": 24.235317888413803, "soft_acc": 25.380504035172198, "adapt_pct": 25.43174377841893, "stability": 99.94876025675327, "consistency": 100, "throughput": 7412.749002951551, "availability": 31.13112845768733, "score": 585.6988902438717, "zero_downtime": 7.9012373143979735, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 121149416, "heap_mib": 115.5370864868164, "mobile_score": 51179149.96136317, "mobile_throughput": 647735891.5432438, "mobile_availability": 2720279.5128039955, "mobile_accuracy": 2217782.2832653937, "soft_acc_blocks": [ 25.329264291925465, 25.43174377841893 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.42588841, "time_to_acc50_sec": 0, "acc_per_sec": 10.660658770462971, "mobile_acc_per_sec": 931542.5775747484 }, "started": "2026-08-19T02:45:04.934396138+10:00", "ended": "2026-08-19T02:45:07.315582874+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": 19320, "total_correct": 6075, "total_train": 497, "infer_ms": 759.405285, "train_ms": 1243.745365, "blocked_train": 1243745365, "duration": 2176968731, "avg_accuracy": 29.47667400281178, "soft_acc": 25.36201230737099, "adapt_pct": 25.354110206974983, "stability": 99.99209789960399, "consistency": 100, "throughput": 8874.725541475864, "availability": 37.910542824125585, "score": 853.2939037968314, "zero_downtime": 9.61487653684588, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70432752, "heap_mib": 67.16990661621094, "mobile_score": 1165030.6099839404, "mobile_throughput": 12116958.605961712, "mobile_availability": 51760.527802539465, "mobile_accuracy": 34627.60080366386, "soft_acc_blocks": [ 25.36991440776699, 25.354110206974983 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.38922902, "time_to_acc50_sec": 0, "acc_per_sec": 11.650150021089571, "mobile_acc_per_sec": 15906.338162127628 }, "started": "2026-08-19T02:45:09.873021847+10:00", "ended": "2026-08-19T02:45:12.050428703+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": 20568, "total_correct": 7036, "total_train": 632, "infer_ms": 779.482413, "train_ms": 1504.782534, "blocked_train": 1504782534, "duration": 2892312173, "avg_accuracy": 31.974508885467515, "soft_acc": 25.354149252026804, "adapt_pct": 25.597012986581685, "stability": 99.70243319038701, "consistency": 100, "throughput": 7111.265579146045, "availability": 34.12399310437784, "score": 615.2558989129874, "zero_downtime": 8.651848142435291, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40387312, "heap_mib": 38.51634216308594, "mobile_score": 831369.2905394132, "mobile_throughput": 9609152.597833304, "mobile_availability": 46110.30952759806, "mobile_accuracy": 34259.9902140377, "soft_acc_blocks": [ 24.995845971962616, 25.342164608490563, 25.72443717562724 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.121036187, "time_to_acc50_sec": 0, "acc_per_sec": 8.766048661244149, "mobile_acc_per_sec": 11845.191032232919 }, "started": "2026-08-19T02:45:14.611875655+10:00", "ended": "2026-08-19T02:45:17.504787619+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": 16464, "total_correct": 5467, "total_train": 631, "infer_ms": 628.891287, "train_ms": 1590.330317, "blocked_train": 1590330317, "duration": 2008638073, "avg_accuracy": 27.462895069532237, "soft_acc": 25.16762253741087, "adapt_pct": 25.522409366857143, "stability": 99.64521317055373, "consistency": 100, "throughput": 8196.59859150743, "availability": 28.33837260174762, "score": 584.5891695984265, "zero_downtime": 7.132094649652901, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39432440, "heap_mib": 37.60570526123047, "mobile_score": 789930.6354392263, "mobile_throughput": 11075717.22253672, "mobile_availability": 38292.44508923983, "mobile_accuracy": 34007.94454869606, "soft_acc_blocks": [ 24.8128357079646, 25.522409366857143 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.049412087, "time_to_acc50_sec": 0, "acc_per_sec": 12.529695058414273, "mobile_acc_per_sec": 16930.84732676779 }, "started": "2026-08-19T02:45:20.539779168+10:00", "ended": "2026-08-19T02:45:22.548860886+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": 19144, "total_correct": 6213, "total_train": 424, "infer_ms": 676.847839, "train_ms": 1028.828179, "blocked_train": 1028828179, "duration": 2475527209, "avg_accuracy": 29.92973805589977, "soft_acc": 25.29308770214099, "adapt_pct": 25.37084875613383, "stability": 99.92223894600716, "consistency": 100, "throughput": 7733.302195346623, "availability": 39.68208685924082, "score": 776.1780104922992, "zero_downtime": 10.036825031347545, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 97850608, "heap_mib": 93.31761169433594, "mobile_score": 1059741.7103254858, "mobile_throughput": 10558535.264046589, "mobile_availability": 54179.275925150134, "mobile_accuracy": 34533.4957426565, "soft_acc_blocks": [ 25.21532664814815, 25.37084875613383 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.642384018, "time_to_acc50_sec": 0, "acc_per_sec": 10.217252959363853, "mobile_acc_per_sec": 13949.956040518113 }, "started": "2026-08-19T02:45:25.020111659+10:00", "ended": "2026-08-19T02:45:27.496055118+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": 22480, "total_correct": 7792, "total_train": 503, "infer_ms": 824.200382, "train_ms": 1324.220322, "blocked_train": 1324220322, "duration": 2223806631, "avg_accuracy": 34.64297335579205, "soft_acc": 25.52122491037248, "adapt_pct": 25.52949417209632, "stability": 99.99173073827616, "consistency": 100, "throughput": 10108.792593127222, "availability": 38.36308133064798, "score": 989.7244140642026, "zero_downtime": 9.790728268943788, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 72199416, "heap_mib": 68.85472869873047, "mobile_score": 675651.866667829, "mobile_throughput": 6900935.74357485, "mobile_availability": 26189.19685505569, "mobile_accuracy": 17422.48953881428, "soft_acc_blocks": [ 25.512955648648646, 25.52949417209632 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.324929344, "time_to_acc50_sec": 0, "acc_per_sec": 11.476368742949612, "mobile_acc_per_sec": 7834.534395186935 }, "started": "2026-08-19T02:45:31.349170529+10:00", "ended": "2026-08-19T02:45:33.573887159+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": 18896, "total_correct": 5452, "total_train": 479, "infer_ms": 715.731416, "train_ms": 1278.935904, "blocked_train": 1278935904, "duration": 2271939747, "avg_accuracy": 22.196822855216585, "soft_acc": 24.85844516488286, "adapt_pct": 25.07742398662846, "stability": 99.78102117825439, "consistency": 100, "throughput": 8317.121976914821, "availability": 35.88224506530743, "score": 741.8680023739007, "zero_downtime": 8.919768213488332, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 54400144, "heap_mib": 51.88002014160156, "mobile_score": 16206353.801191986, "mobile_throughput": 181690301.95969656, "mobile_availability": 783859.6041999959, "mobile_accuracy": 543041.0207752544, "soft_acc_blocks": [ 24.639466343137254, 25.07742398662846 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.94150722866105, "mobile_acc_per_sec": 239020.87257917688 }, "started": "2026-08-19T02:45:36.170382097+10:00", "ended": "2026-08-19T02:45:38.442903822+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": 8192, "total_correct": 2740, "total_train": 340, "infer_ms": 701.469966, "train_ms": 1583.03726, "blocked_train": 1583037260, "duration": 2348266013, "avg_accuracy": 27.65437687312687, "soft_acc": 25.43432699182068, "adapt_pct": 25.48372743006993, "stability": 99.95059956175075, "consistency": 100, "throughput": 3488.531518426401, "availability": 30.705526251638126, "score": 272.4453792530226, "zero_downtime": 7.80974395140098, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 45507696, "heap_mib": 43.39952087402344, "mobile_score": 3967773.416605798, "mobile_throughput": 50805422.575909466, "mobile_availability": 447181.6374283014, "mobile_accuracy": 370414.2341635467, "soft_acc_blocks": [ 25.38492655357143, 25.48372743006993 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.425321683, "time_to_acc50_sec": 0, "acc_per_sec": 10.83110978526975, "mobile_acc_per_sec": 157739.4690860974 }, "started": "2026-08-19T02:45:42.038768481+10:00", "ended": "2026-08-19T02:45:44.388208087+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": 12760, "total_correct": 4020, "total_train": 395, "infer_ms": 798.038034, "train_ms": 1371.385284, "blocked_train": 1371385284, "duration": 2215735488, "avg_accuracy": 23.819986979166664, "soft_acc": 24.962757261935764, "adapt_pct": 25.14438237109375, "stability": 99.81837489084201, "consistency": 100, "throughput": 5758.8101418719525, "availability": 36.78572214922602, "score": 528.8160168989443, "zero_downtime": 9.18273052716143, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 99787480, "heap_mib": 95.16475677490234, "mobile_score": 7701441.440775381, "mobile_throughput": 83868751.43504895, "mobile_availability": 535730.9081714837, "mobile_accuracy": 363546.5022040494, "soft_acc_blocks": [ 24.781132152777776, 25.14438237109375 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.26340593, "time_to_acc50_sec": 0, "acc_per_sec": 11.26612693488428, "mobile_acc_per_sec": 164074.86551212805 }, "started": "2026-08-19T02:45:47.164540641+10:00", "ended": "2026-08-19T02:45:49.398036743+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": 7632, "total_correct": 2278, "total_train": 329, "infer_ms": 506.109004, "train_ms": 1307.713632, "blocked_train": 1307713632, "duration": 2572341630, "avg_accuracy": 31.670521936225043, "soft_acc": 25.31056962298569, "adapt_pct": 25.2615714552737, "stability": 99.95100183228801, "consistency": 100, "throughput": 2966.9465015811293, "availability": 27.902893808631468, "score": 209.53707681527214, "zero_downtime": 7.062381364261431, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 117791600, "heap_mib": 112.33482360839844, "mobile_score": 2746444.373233135, "mobile_throughput": 38888361.18552418, "mobile_availability": 365728.8097284944, "mobile_accuracy": 331750.698162398, "soft_acc_blocks": [ 25.359567790697675, 25.2615714552737 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.54097606, "time_to_acc50_sec": 0, "acc_per_sec": 9.839505502613076, "mobile_acc_per_sec": 128968.3665238501 }, "started": "2026-08-19T02:45:52.431686227+10:00", "ended": "2026-08-19T02:45:55.004595356+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": 11568, "total_correct": 3704, "total_train": 467, "infer_ms": 701.147233, "train_ms": 1661.038802, "blocked_train": 1661038802, "duration": 2928593801, "avg_accuracy": 30.2292388577487, "soft_acc": 25.21000388087644, "adapt_pct": 25.44230311484291, "stability": 99.70559272130119, "consistency": 100, "throughput": 3950.018604850554, "availability": 29.682134370928154, "score": 295.5746476363636, "zero_downtime": 7.482867226837946, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 42598400, "heap_mib": 40.625, "mobile_score": 5165541.361999126, "mobile_throughput": 69031578.4766629, "mobile_availability": 518732.89550217264, "mobile_accuracy": 440576.7504898982, "soft_acc_blocks": [ 24.808023522388062, 25.317066895953758, 25.504921224287486 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.104126078, "time_to_acc50_sec": 0, "acc_per_sec": 8.608228246699221, "mobile_acc_per_sec": 150439.69236684806 }, "started": "2026-08-19T02:45:57.801872705+10:00", "ended": "2026-08-19T02:46:00.730898954+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": 6280, "total_correct": 1914, "total_train": 327, "infer_ms": 652.022785, "train_ms": 1436.288668, "blocked_train": 1436288668, "duration": 2268112947, "avg_accuracy": 23.51120183548148, "soft_acc": 24.819905986166404, "adapt_pct": 25.187149246305417, "stability": 99.632756739861, "consistency": 100, "throughput": 2768.82154758054, "availability": 31.222487625747846, "score": 214.56683758610538, "zero_downtime": 7.749392075253054, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 69999584, "heap_mib": 66.75680541992188, "mobile_score": 3308671.121892471, "mobile_throughput": 42695879.75111489, "mobile_availability": 481458.1056567084, "mobile_accuracy": 382728.79028456507, "soft_acc_blocks": [ 24.452662726027395, 25.187149246305417 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.270048675, "time_to_acc50_sec": 0, "acc_per_sec": 10.942976194812225, "mobile_acc_per_sec": 168743.2677419327 }, "started": "2026-08-19T02:46:04.046099399+10:00", "ended": "2026-08-19T02:46:06.314742919+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": 14392, "total_correct": 4138, "total_train": 482, "infer_ms": 878.778066, "train_ms": 1516.080308, "blocked_train": 1516080308, "duration": 2164583195, "avg_accuracy": 28.123051937399524, "soft_acc": 25.368836733330053, "adapt_pct": 25.30216997240723, "stability": 99.93333323907717, "consistency": 100, "throughput": 6648.855092862346, "availability": 36.694364708182114, "score": 618.9374973207948, "zero_downtime": 9.308933473151404, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 39858432, "heap_mib": 38.011962890625, "mobile_score": 18027861.255295828, "mobile_throughput": 193661941.05147853, "mobile_availability": 1068800.8380068548, "mobile_accuracy": 738920.9262913414, "soft_acc_blocks": [ 25.435503494252874, 25.30216997240723 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.132058607, "time_to_acc50_sec": 0, "acc_per_sec": 11.719963821178078, "mobile_acc_per_sec": 341368.68843765627 }, "started": "2026-08-19T02:46:09.058769432+10:00", "ended": "2026-08-19T02:46:11.223791741+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": 12696, "total_correct": 3568, "total_train": 515, "infer_ms": 618.231244, "train_ms": 1623.649068, "blocked_train": 1623649068, "duration": 2048171372, "avg_accuracy": 25.440445226438186, "soft_acc": 24.88406869018513, "adapt_pct": 24.82773921787026, "stability": 99.94367052768513, "consistency": 100, "throughput": 6198.700056823174, "availability": 27.576460736589045, "score": 425.36381279358716, "zero_downtime": 6.862145432014751, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 38593544, "heap_mib": 36.80567169189453, "mobile_score": 10136961.030996555, "mobile_throughput": 147722911.608714, "mobile_availability": 657182.1566665816, "mobile_accuracy": 593019.0275199901, "soft_acc_blocks": [ 24.9403981625, 24.82773921787026 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.018669337, "time_to_acc50_sec": 0, "acc_per_sec": 12.14940753023333, "mobile_acc_per_sec": 289535.84432777145 }, "started": "2026-08-19T02:46:13.992797782+10:00", "ended": "2026-08-19T02:46:16.041390456+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": 9104, "total_correct": 2091, "total_train": 349, "infer_ms": 613.278302, "train_ms": 1686.950258, "blocked_train": 1686950258, "duration": 2028698231, "avg_accuracy": 17.276967435549523, "soft_acc": 24.980220187245592, "adapt_pct": 24.97704568358209, "stability": 99.9968254963365, "consistency": 100, "throughput": 4487.606811542589, "availability": 26.661624530042356, "score": 298.8805603156949, "zero_downtime": 6.660132513101264, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39856600, "heap_mib": 38.010215759277344, "mobile_score": 136023.86389478736, "mobile_throughput": 2042359.7222309383, "mobile_availability": 12134.001563894832, "mobile_accuracy": 11368.77576521755, "soft_acc_blocks": [ 24.98339469090909, 24.97704568358209 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.313423359634996, "mobile_acc_per_sec": 5603.975786784994 }, "started": "2026-08-19T02:46:19.350352011+10:00", "ended": "2026-08-19T02:46:21.379790136+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": 12304, "total_correct": 3216, "total_train": 433, "infer_ms": 556.14923, "train_ms": 1654.474891, "blocked_train": 1654474891, "duration": 2025875549, "avg_accuracy": 21.474789915966387, "soft_acc": 25.002639515210085, "adapt_pct": 25.00531654470588, "stability": 99.9973229705042, "consistency": 100, "throughput": 6073.42341738288, "availability": 25.15801871140444, "score": 382.0285804938328, "zero_downtime": 6.290168727581554, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 41225992, "heap_mib": 39.31616973876953, "mobile_score": 347730.9034894976, "mobile_throughput": 5528164.959466728, "mobile_availability": 22899.387698202798, "mobile_accuracy": 22757.958100955668, "soft_acc_blocks": [ 24.999962485714285, 25.00531654470588 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.341646320550998, "mobile_acc_per_sec": 11233.640739772642 }, "started": "2026-08-19T02:46:24.224718543+10:00", "ended": "2026-08-19T02:46:26.251036852+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": 3736, "total_correct": 849, "total_train": 217, "infer_ms": 320.595215, "train_ms": 1312.273029, "blocked_train": 1312273029, "duration": 2664361131, "avg_accuracy": 24.871170767475967, "soft_acc": 25.008002452990063, "adapt_pct": 24.97257314127424, "stability": 99.96457068828418, "consistency": 100, "throughput": 1402.2123189425854, "availability": 19.633869185589965, "score": 68.84916453723707, "zero_downtime": 4.9100384875491985, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 72161024, "heap_mib": 68.818115234375, "mobile_score": 125336.07908645469, "mobile_throughput": 2552649.625950591, "mobile_availability": 35742.36808185622, "mobile_accuracy": 45525.6791321988, "soft_acc_blocks": [ 25.043431764705883, 24.97257314127424 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.641420771, "time_to_acc50_sec": 0, "acc_per_sec": 9.386115929263667, "mobile_acc_per_sec": 17086.902598339548 }, "started": "2026-08-19T02:46:29.912740134+10:00", "ended": "2026-08-19T02:46:32.577842932+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": 9120, "total_correct": 2360, "total_train": 322, "infer_ms": 630.94072, "train_ms": 1729.570762, "blocked_train": 1729570762, "duration": 2018268878, "avg_accuracy": 26.520188221007892, "soft_acc": 25.000768865664845, "adapt_pct": 25.001244286885246, "stability": 99.9995245787796, "consistency": 100, "throughput": 4518.723991343239, "availability": 26.72898330769484, "score": 301.96153177028873, "zero_downtime": 6.682451336898925, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 41778968, "heap_mib": 39.843528747558594, "mobile_score": 549704.1929471567, "mobile_throughput": 8226085.986018624, "mobile_availability": 48658.629168141364, "mobile_accuracy": 45512.510788339205, "soft_acc_blocks": [ 25.000293444444445, 25.001244286885246 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.107435908, "time_to_acc50_sec": 0, "acc_per_sec": 12.387233999485396, "mobile_acc_per_sec": 22550.271316396524 }, "started": "2026-08-19T02:46:35.512120402+10:00", "ended": "2026-08-19T02:46:37.531028029+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": 3704, "total_correct": 974, "total_train": 254, "infer_ms": 273.307896, "train_ms": 1237.489716, "blocked_train": 1237489716, "duration": 2680810313, "avg_accuracy": 29.423253676470587, "soft_acc": 25.00511709617313, "adapt_pct": 25.004685492814172, "stability": 99.99870518992313, "consistency": 100, "throughput": 1381.6717960380363, "availability": 18.09030500373865, "score": 62.49995062587597, "zero_downtime": 4.523501949239717, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 139060976, "heap_mib": 132.61888122558594, "mobile_score": 227555.37578985596, "mobile_throughput": 5030513.490286041, "mobile_availability": 65864.79048472311, "mobile_accuracy": 91040.85300082235, "soft_acc_blocks": [ 25.00641190625, 25.003822286096256 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0.670960001, "time_to_acc50_sec": 0, "acc_per_sec": 9.32744736728157, "mobile_acc_per_sec": 33960.199481231386 }, "started": "2026-08-19T02:46:40.696546792+10:00", "ended": "2026-08-19T02:46:43.37816903+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": 6320, "total_correct": 1403, "total_train": 285, "infer_ms": 534.907081, "train_ms": 1427.445078, "blocked_train": 1427445078, "duration": 2315231502, "avg_accuracy": 23.407404376057183, "soft_acc": 24.994317174878596, "adapt_pct": 24.993529935123043, "stability": 99.99921276024445, "consistency": 100, "throughput": 2729.748621051719, "availability": 27.258465232488373, "score": 185.9796095050749, "zero_downtime": 6.813067257212152, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 54834104, "heap_mib": 52.29387664794922, "mobile_score": 677131.0938069216, "mobile_throughput": 9938711.42384697, "mobile_availability": 99245.043193131, "mobile_accuracy": 91001.53168738021, "soft_acc_blocks": [ 24.99510441463415, 24.993529935123043 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.79560171554654, "mobile_acc_per_sec": 39305.58633500323 }, "started": "2026-08-19T02:46:46.041409181+10:00", "ended": "2026-08-19T02:46:48.357380318+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": 3680, "total_correct": 829, "total_train": 219, "infer_ms": 402.246406, "train_ms": 1644.539931, "blocked_train": 1644539931, "duration": 2501034188, "avg_accuracy": 25.220304459691253, "soft_acc": 25.011947211749572, "adapt_pct": 25.006557196226414, "stability": 99.99460998447684, "consistency": 100, "throughput": 1471.3913219006345, "availability": 19.652584088946845, "score": 72.32615152762261, "zero_downtime": 4.91549395807208, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 69904808, "heap_mib": 66.66641998291016, "mobile_score": 32916.435184126916, "mobile_throughput": 669646.5393894443, "mobile_availability": 8944.109380925142, "mobile_accuracy": 11383.215086591805, "soft_acc_blocks": [ 25.01733722727273, 25.006557196226414 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.250327404, "time_to_acc50_sec": 0, "acc_per_sec": 10.000641867175295, "mobile_acc_per_sec": 4551.403231994445 }, "started": "2026-08-19T02:46:50.877101174+10:00", "ended": "2026-08-19T02:46:53.378632183+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": 7208, "total_correct": 1949, "total_train": 236, "infer_ms": 681.455383, "train_ms": 1267.435122, "blocked_train": 1267435122, "duration": 2514745808, "avg_accuracy": 28.28579418344519, "soft_acc": 25.014057536819536, "adapt_pct": 25.013644545861297, "stability": 99.99958700904176, "consistency": 100, "throughput": 2866.29367352742, "availability": 34.96632474998897, "score": 250.70027845669384, "zero_downtime": 8.74649659147341, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 96562360, "heap_mib": 92.08904266357422, "mobile_score": 228192.96456858178, "mobile_throughput": 2608964.1970596253, "mobile_availability": 31827.125816878848, "mobile_accuracy": 22768.351037958404, "soft_acc_blocks": [ 25.014470527777778, 25.013644545861297 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.58787025, "time_to_acc50_sec": 0, "acc_per_sec": 9.946952673007313, "mobile_acc_per_sec": 9053.93736636399 }, "started": "2026-08-19T02:46:56.120508971+10:00", "ended": "2026-08-19T02:46:58.635848373+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": 6472, "total_correct": 1591, "total_train": 302, "infer_ms": 557.016677, "train_ms": 1673.611267, "blocked_train": 1673611267, "duration": 2096446904, "avg_accuracy": 22.31993006993007, "soft_acc": 25.00247568004662, "adapt_pct": 25.003343847272724, "stability": 99.9991318327739, "consistency": 100, "throughput": 3087.1280296445802, "availability": 24.971294675038823, "score": 192.74304423399073, "zero_downtime": 6.243441878119358, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 38800520, "heap_mib": 37.00305938720703, "mobile_score": 350878.0040810782, "mobile_throughput": 5619945.0708552, "mobile_availability": 45458.854661759564, "mobile_accuracy": 45515.6179490982, "soft_acc_blocks": [ 25.001607512820513, 25.003343847272724 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.02643394, "time_to_acc50_sec": 0, "acc_per_sec": 11.926119203086966, "mobile_acc_per_sec": 21710.83744704187 }, "started": "2026-08-19T02:47:01.408175827+10:00", "ended": "2026-08-19T02:47:03.505124502+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": 12312, "total_correct": 2941, "total_train": 378, "infer_ms": 761.350437, "train_ms": 1679.094366, "blocked_train": 1679094366, "duration": 2227066295, "avg_accuracy": 22.566089835616083, "soft_acc": 25.001375565203894, "adapt_pct": 25.00362208815427, "stability": 99.99775347704963, "consistency": 100, "throughput": 5528.349123527101, "availability": 31.197199627874557, "score": 431.1962522852091, "zero_downtime": 7.7997290447913095, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41069360, "heap_mib": 39.16679382324219, "mobile_score": 1569937.643875748, "mobile_throughput": 20128104.89774845, "mobile_availability": 113585.53748957705, "mobile_accuracy": 91027.23050228902, "soft_acc_blocks": [ 24.99912904225352, 25.00362208815427 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.226147879537592, "mobile_acc_per_sec": 40873.15707963198 }, "started": "2026-08-19T02:47:06.965960249+10:00", "ended": "2026-08-19T02:47:09.193693158+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": 7408, "total_correct": 1956, "total_train": 265, "infer_ms": 643.6431, "train_ms": 1552.675393, "blocked_train": 1552675393, "duration": 2174048502, "avg_accuracy": 27.18642611683849, "soft_acc": 24.99828203129791, "adapt_pct": 24.998174806185567, "stability": 99.99989277488766, "consistency": 100, "throughput": 3407.4676775541416, "availability": 29.305544803788166, "score": 249.62708649029932, "zero_downtime": 7.325882740859336, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 44822336, "heap_mib": 42.74591064453125, "mobile_score": 112630.36654201898, "mobile_throughput": 1537430.648648456, "mobile_availability": 13222.500407993537, "mobile_accuracy": 11279.087168352082, "soft_acc_blocks": [ 24.998389256410256, 24.998174806185567 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.162700851, "time_to_acc50_sec": 0, "acc_per_sec": 11.49849325270385, "mobile_acc_per_sec": 5188.0568248481895 }, "started": "2026-08-19T02:47:11.708559403+10:00", "ended": "2026-08-19T02:47:13.883322852+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": 4184, "total_correct": 1032, "total_train": 260, "infer_ms": 475.896994, "train_ms": 1512.166396, "blocked_train": 1512166396, "duration": 2401324991, "avg_accuracy": 28.14668131359852, "soft_acc": 24.995503180215078, "adapt_pct": 24.99795519021739, "stability": 99.99754798999768, "consistency": 100, "throughput": 1742.371405653688, "availability": 23.937717297837267, "score": 104.25222982773833, "zero_downtime": 5.983352888451809, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 99017272, "heap_mib": 94.43022918701172, "mobile_score": 93273.36701693734, "mobile_throughput": 1558881.2619920832, "mobile_availability": 21416.82240042407, "mobile_accuracy": 22363.21223779625, "soft_acc_blocks": [ 24.993051170212766, 24.99795519021739 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.387087268, "time_to_acc50_sec": 0, "acc_per_sec": 10.40904636977356, "mobile_acc_per_sec": 9312.863657194266 }, "started": "2026-08-19T02:47:17.364478698+10:00", "ended": "2026-08-19T02:47:19.766487855+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": 7768, "total_correct": 2116, "total_train": 287, "infer_ms": 672.90942, "train_ms": 1642.306944, "blocked_train": 1642306944, "duration": 2131319524, "avg_accuracy": 24.36217857818113, "soft_acc": 24.997890299536778, "adapt_pct": 25.012395296747968, "stability": 99.98549500278881, "consistency": 100, "throughput": 3644.690489871382, "availability": 29.064645121867322, "score": 264.80674076580755, "zero_downtime": 7.265548103514061, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 39844976, "heap_mib": 37.99913024902344, "mobile_score": 465889.2500088044, "mobile_throughput": 6412307.005213715, "mobile_availability": 51135.04920017978, "mobile_accuracy": 43980.18090390449, "soft_acc_blocks": [ 24.983385302325583, 25.012395296747968 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.272207732, "time_to_acc50_sec": 0, "acc_per_sec": 11.728832780840598, "mobile_acc_per_sec": 20635.188862420655 }, "started": "2026-08-19T02:47:22.337973828+10:00", "ended": "2026-08-19T02:47:24.469812258+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": 7536, "total_correct": 2096, "total_train": 280, "infer_ms": 664.664573, "train_ms": 1594.261074, "blocked_train": 1594261074, "duration": 2599106266, "avg_accuracy": 24.635276791128824, "soft_acc": 25.009945248921426, "adapt_pct": 25.018485533136964, "stability": 99.99145971578446, "consistency": 100, "throughput": 2899.4582093781924, "availability": 29.423924328041423, "score": 213.36844370132116, "zero_downtime": 7.358907364527231, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 67005064, "heap_mib": 63.90100860595703, "mobile_score": 726405.9390342744, "mobile_throughput": 9871111.335574504, "mobile_availability": 100172.79505259858, "mobile_accuracy": 85145.54658874361, "soft_acc_blocks": [ 25.001404964705884, 25.018485533136964 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5699889599999999, "time_to_acc50_sec": 0, "acc_per_sec": 9.622517392261724, "mobile_acc_per_sec": 32759.548042559185 }, "started": "2026-08-19T02:47:27.179709692+10:00", "ended": "2026-08-19T02:47:29.77959554+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": 11872, "total_correct": 3215, "total_train": 382, "infer_ms": 734.885178, "train_ms": 1649.464962, "blocked_train": 1649464962, "duration": 2104038038, "avg_accuracy": 26.431233062330623, "soft_acc": 25.007337725309874, "adapt_pct": 25.00278102439024, "stability": 99.99544329908036, "consistency": 100, "throughput": 5642.4835414501185, "availability": 30.821193820132475, "score": 434.8978061160367, "zero_downtime": 7.707560029572863, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 38447320, "heap_mib": 36.666221618652344, "mobile_score": 3166829.1801800644, "mobile_throughput": 41087311.26360833, "mobile_availability": 224433.08424402244, "mobile_accuracy": 182097.87612954533, "soft_acc_blocks": [ 25.01189442622951, 25.00278102439024 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.115579322, "time_to_acc50_sec": 0, "acc_per_sec": 11.885401914634906, "mobile_acc_per_sec": 86546.85554194592 }, "started": "2026-08-19T02:47:32.262724134+10:00", "ended": "2026-08-19T02:47:34.367435349+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": 5536, "total_correct": 1342, "total_train": 287, "infer_ms": 463.813744, "train_ms": 1706.184621, "blocked_train": 1706184621, "duration": 2137441265, "avg_accuracy": 25.953563616478306, "soft_acc": 24.994658234384495, "adapt_pct": 24.991713443127964, "stability": 99.99705520874346, "consistency": 100, "throughput": 2590.012689775595, "availability": 21.37392135777024, "score": 138.36724753249354, "zero_downtime": 5.342338594660785, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 38790720, "heap_mib": 36.99371337890625, "mobile_score": 884686.4326136094, "mobile_throughput": 16559909.428013014, "mobile_availability": 136659.64001003222, "mobile_accuracy": 159809.7484925485, "soft_acc_blocks": [ 24.997603025641027, 24.991713443127964 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.135639147, "time_to_acc50_sec": 0, "acc_per_sec": 11.693728685632209, "mobile_acc_per_sec": 74766.84908698463 }, "started": "2026-08-19T02:47:37.061864191+10:00", "ended": "2026-08-19T02:47:39.199791653+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": 9280, "total_correct": 2245, "total_train": 265, "infer_ms": 677.729218, "train_ms": 1664.786313, "blocked_train": 1664786313, "duration": 2101643145, "avg_accuracy": 23.496982032565974, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4415.5926385875555, "availability": 28.931685149198696, "score": 319.3763399168367, "zero_downtime": 7.232921287299674, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39317000, "heap_mib": 37.49561309814453, "mobile_score": 2325627.5347544234, "mobile_throughput": 32153364.351386003, "mobile_availability": 210674.10199309842, "mobile_accuracy": 182044.44444444444, "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": 11.895454306539753, "mobile_acc_per_sec": 86620.05482593214 }, "started": "2026-08-19T02:47:42.502350367+10:00", "ended": "2026-08-19T02:47:44.604744918+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": 8928, "total_correct": 2406, "total_train": 402, "infer_ms": 475.175328, "train_ms": 1771.65421, "blocked_train": 1771654210, "duration": 2032591311, "avg_accuracy": 25.13053581191908, "soft_acc": 24.996383711262986, "adapt_pct": 24.982888490322583, "stability": 99.9865047790596, "consistency": 100, "throughput": 4392.422594588175, "availability": 21.14870398325696, "score": 232.20151988683972, "zero_downtime": 5.286411197614069, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 37076984, "heap_mib": 35.35936737060547, "mobile_score": 3381679.7349564284, "mobile_throughput": 63969290.47976237, "mobile_availability": 308000.3253881618, "mobile_accuracy": 364036.22286696243, "soft_acc_blocks": [ 25.009878932203392, 24.982888490322583 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.105977291, "time_to_acc50_sec": 0, "acc_per_sec": 12.297791285433172, "mobile_acc_per_sec": 179099.56659603296 }, "started": "2026-08-19T02:47:47.459764897+10:00", "ended": "2026-08-19T02:47:49.492869489+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": 3920, "total_correct": 1003, "total_train": 199, "infer_ms": 431.112834, "train_ms": 1188.769742, "blocked_train": 1188769742, "duration": 2732236867, "avg_accuracy": 30.544519152404234, "soft_acc": 25.007911052821925, "adapt_pct": 25.00602333431812, "stability": 99.99433684448859, "consistency": 100, "throughput": 1434.7218747195097, "availability": 26.613832409047408, "score": 95.48882594547959, "zero_downtime": 6.6555635366016705, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 111647968, "heap_mib": 106.47579956054688, "mobile_score": 1088340.1212457304, "mobile_throughput": 16352336.13593353, "mobile_availability": 303332.8905668402, "mobile_accuracy": 285029.29717525875, "soft_acc_blocks": [ 25.013574208333335, 25.00224789731051 ], "phase_blocks": [ "B", "A2" ], "switch_blocks": [ true, true ], "time_to_acc25_sec": 0.720504313, "time_to_acc50_sec": 0, "acc_per_sec": 9.152907405235567, "mobile_acc_per_sec": 104320.85907991619 }, "started": "2026-08-19T02:47:52.485916075+10:00", "ended": "2026-08-19T02:47:55.218722681+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": 10448, "total_correct": 2850, "total_train": 356, "infer_ms": 589.557858, "train_ms": 1706.128927, "blocked_train": 1706128927, "duration": 2109973845, "avg_accuracy": 23.350694444444443, "soft_acc": 25.005260502579365, "adapt_pct": 25.011802344444444, "stability": 99.99345815813493, "consistency": 100, "throughput": 4951.720147981266, "availability": 25.681110413326703, "score": 317.9810751749839, "zero_downtime": 6.421628558807379, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 38623248, "heap_mib": 36.83399963378906, "mobile_score": 4630935.053926166, "mobile_throughput": 72114651.47068894, "mobile_availability": 374008.2782328397, "mobile_accuracy": 364165.5005104536, "soft_acc_blocks": [ 24.998718660714285, 25.011802344444444 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.180087506, "time_to_acc50_sec": 0, "acc_per_sec": 11.850981263030475, "mobile_acc_per_sec": 172592.42401199226 }, "started": "2026-08-19T02:47:57.59915987+10:00", "ended": "2026-08-19T02:47:59.70962809+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": 4608, "total_correct": 1084, "total_train": 262, "infer_ms": 322.688422, "train_ms": 1774.984001, "blocked_train": 1774984001, "duration": 2341287032, "avg_accuracy": 21.88548846269104, "soft_acc": 24.964264157941265, "adapt_pct": 25.01219255531915, "stability": 99.95207160262211, "consistency": 100, "throughput": 1968.1482607724965, "availability": 15.38316557255899, "score": 75.58268132882128, "zero_downtime": 3.8402940893871045, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 39521440, "heap_mib": 37.690582275390625, "mobile_score": 2201505.1571402806, "mobile_throughput": 57326473.07466059, "mobile_availability": 448067.1728725449, "mobile_accuracy": 727136.8959354839, "soft_acc_blocks": [ 24.91633576056338, 25.01219255531915 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.662624367169547, "mobile_acc_per_sec": 310571.4446785882 }, "started": "2026-08-19T02:48:02.461612131+10:00", "ended": "2026-08-19T02:48:04.803482392+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": 5880, "total_correct": 1537, "total_train": 237, "infer_ms": 663.923303, "train_ms": 1729.162751, "blocked_train": 1729162751, "duration": 2043253394, "avg_accuracy": 25.470890410958905, "soft_acc": 25.01244258411815, "adapt_pct": 25.0101976369863, "stability": 99.99775505286814, "consistency": 100, "throughput": 2877.763481155387, "availability": 27.743394429559444, "score": 199.69665858861387, "zero_downtime": 6.93930060257899, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 37490896, "heap_mib": 35.75410461425781, "mobile_score": 90884.16817544027, "mobile_throughput": 1309702.1354236072, "mobile_availability": 12626.32706483061, "mobile_accuracy": 11383.440536060883, "soft_acc_blocks": [ 25.01468753125, 25.0101976369863 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112108483, "time_to_acc50_sec": 0, "acc_per_sec": 12.241478544739982, "mobile_acc_per_sec": 5571.232902139441 }, "started": "2026-08-19T02:48:07.667148531+10:00", "ended": "2026-08-19T02:48:09.7109263+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": 5032, "total_correct": 1165, "total_train": 303, "infer_ms": 462.896479, "train_ms": 1741.256688, "blocked_train": 1741256688, "duration": 2107255183, "avg_accuracy": 19.58853805227851, "soft_acc": 24.974993466227154, "adapt_pct": 24.9843774173028, "stability": 99.99061604892435, "consistency": 100, "throughput": 2387.9405022206083, "availability": 21.00110309620783, "score": 125.2480554587076, "zero_downtime": 5.245024126113534, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 38654536, "heap_mib": 36.86383819580078, "mobile_score": 56511.23278858424, "mobile_throughput": 1077425.60243394, "mobile_availability": 9475.582048282798, "mobile_accuracy": 11268.579496059641, "soft_acc_blocks": [ 24.965609515151513, 24.9843774173028 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.851907480266075, "mobile_acc_per_sec": 5347.515377808726 }, "started": "2026-08-19T02:48:12.431794685+10:00", "ended": "2026-08-19T02:48:14.539568357+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": 5360, "total_correct": 1190, "total_train": 265, "infer_ms": 555.177187, "train_ms": 1693.367623, "blocked_train": 1693367623, "duration": 2348605642, "avg_accuracy": 22.56582899479375, "soft_acc": 25.00267081102323, "adapt_pct": 25.00437023568282, "stability": 99.99830057534041, "consistency": 100, "throughput": 2282.2051962012615, "availability": 24.6905102593886, "score": 140.887076729599, "zero_downtime": 6.173287001716849, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 39109376, "heap_mib": 37.297607421875, "mobile_score": 63567.47305026506, "mobile_throughput": 1029718.414721142, "mobile_availability": 11140.22223999512, "mobile_accuracy": 11281.067361591864, "soft_acc_blocks": [ 25.000971386363634, 25.00437023568282 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.645750978325902, "mobile_acc_per_sec": 4803.304207336085 }, "started": "2026-08-19T02:48:17.825471456+10:00", "ended": "2026-08-19T02:48:20.174712722+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": 7128, "total_correct": 1638, "total_train": 238, "infer_ms": 697.104133, "train_ms": 1349.7483, "blocked_train": 1349748300, "duration": 2430229386, "avg_accuracy": 22.08153735632184, "soft_acc": 25.002867596623567, "adapt_pct": 25.005427422413796, "stability": 99.99744017420977, "consistency": 100, "throughput": 2933.0564600456196, "availability": 34.05737129658531, "score": 249.75912728556074, "zero_downtime": 8.515319452175705, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 101593184, "heap_mib": 96.88681030273438, "mobile_score": 113668.15392907297, "mobile_throughput": 1334866.5844829842, "mobile_availability": 15499.888092312603, "mobile_accuracy": 11379.082852863348, "soft_acc_blocks": [ 25.000307770833334, 25.005427422413796 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.28827473680444, "mobile_acc_per_sec": 4682.3081468834425 }, "started": "2026-08-19T02:48:22.902306715+10:00", "ended": "2026-08-19T02:48:25.333265787+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": 5888, "total_correct": 1467, "total_train": 223, "infer_ms": 661.441706, "train_ms": 1554.688504, "blocked_train": 1554688504, "duration": 2220718896, "avg_accuracy": 30.362660678971654, "soft_acc": 25.00950843581081, "adapt_pct": 25.01385425, "stability": 99.9956541858108, "consistency": 100, "throughput": 2651.393659326074, "availability": 29.84669867390148, "score": 197.91361437681292, "zero_downtime": 7.464512622660424, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 62988968, "heap_mib": 60.070960998535156, "mobile_score": 45036.34247152365, "mobile_throughput": 603339.3571444222, "mobile_availability": 6791.782098238914, "mobile_accuracy": 5691.052586282282, "soft_acc_blocks": [ 25.005162621621622, 25.01385425 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.232908977, "time_to_acc50_sec": 0, "acc_per_sec": 11.261897433690685, "mobile_acc_per_sec": 2562.707327133169 }, "started": "2026-08-19T02:48:28.674276719+10:00", "ended": "2026-08-19T02:48:30.895480667+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": 4584, "total_correct": 1199, "total_train": 240, "infer_ms": 520.487938, "train_ms": 1779.568179, "blocked_train": 1779568179, "duration": 2237036823, "avg_accuracy": 27.89066339066339, "soft_acc": 25.013482692727273, "adapt_pct": 25.014563545454546, "stability": 99.99891914727273, "consistency": 100, "throughput": 2049.139268906885, "availability": 22.629358221002047, "score": 115.98928660085095, "zero_downtime": 5.660390602085602, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 37738136, "heap_mib": 35.989891052246094, "mobile_score": 844608.2096303742, "mobile_throughput": 14921376.791897956, "mobile_availability": 164781.95781906557, "mobile_accuracy": 182142.6224167305, "soft_acc_blocks": [ 25.012401840000003, 25.014563545454546 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.117731388, "time_to_acc50_sec": 0, "acc_per_sec": 11.181524790093844, "mobile_acc_per_sec": 81421.37873817669 }, "started": "2026-08-19T02:48:33.81519851+10:00", "ended": "2026-08-19T02:48:36.053133145+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": 1400, "total_correct": 355, "total_train": 135, "infer_ms": 267.419664, "train_ms": 1534.494672, "blocked_train": 1534494672, "duration": 2498606519, "avg_accuracy": 20.2468487394958, "soft_acc": 24.995443981092436, "adapt_pct": 24.995011033613444, "stability": 99.999567052521, "consistency": 100, "throughput": 560.3123138253527, "availability": 14.84086444384668, "score": 20.785009173027724, "zero_downtime": 3.7095399583715625, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 71851032, "heap_mib": 68.5224838256836, "mobile_score": 100901.21193804036, "mobile_throughput": 2720046.5036191344, "mobile_availability": 72045.25127347674, "mobile_accuracy": 121340.84568480548, "soft_acc_blocks": [ 24.995876928571427, 24.995011033613444 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.00375360866992, "mobile_acc_per_sec": 48563.40714798458 }, "started": "2026-08-19T02:48:39.463944811+10:00", "ended": "2026-08-19T02:48:41.963519766+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": 1968, "total_correct": 526, "total_train": 166, "infer_ms": 404.012322, "train_ms": 1748.375896, "blocked_train": 1748375896, "duration": 2289378800, "avg_accuracy": 26.5890731292517, "soft_acc": 24.991674720663266, "adapt_pct": 24.995295816326532, "stability": 99.99637890433674, "consistency": 100, "throughput": 859.6218327871298, "availability": 18.77042062492836, "score": 40.32522522547921, "zero_downtime": 4.691042466282385, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 37766848, "heap_mib": 36.01727294921875, "mobile_score": 195759.55262051892, "mobile_throughput": 4173050.1061879513, "mobile_availability": 91121.35452409666, "mobile_accuracy": 121322.54774025094, "soft_acc_blocks": [ 24.988053625, 24.995295816326532 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.11956357, "time_to_acc50_sec": 0, "acc_per_sec": 10.916356314937163, "mobile_acc_per_sec": 52993.653885609034 }, "started": "2026-08-19T02:48:44.55936997+10:00", "ended": "2026-08-19T02:48:46.849698091+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": 1144, "total_correct": 246, "total_train": 144, "infer_ms": 270.481689, "train_ms": 1545.54088, "blocked_train": 1545540880, "duration": 2641839852, "avg_accuracy": 22.145432692307693, "soft_acc": 24.9872031875, "adapt_pct": 24.99369275, "stability": 99.99351043749999, "consistency": 100, "throughput": 433.03154774273577, "availability": 14.894181031513382, "score": 16.115872164579386, "zero_downtime": 3.7216392774583325, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 89791728, "heap_mib": 85.63206481933594, "mobile_score": 71604.73207985591, "mobile_throughput": 1924010.5432452834, "mobile_availability": 66176.61342923803, "mobile_accuracy": 111021.10834549152, "soft_acc_blocks": [ 24.980713625, 24.99369275 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.458258103186491, "mobile_acc_per_sec": 42024.16291867321 }, "started": "2026-08-19T02:48:49.486190932+10:00", "ended": "2026-08-19T02:48:52.179307865+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": 2576, "total_correct": 715, "total_train": 179, "infer_ms": 448.816909, "train_ms": 1835.194035, "blocked_train": 1835194035, "duration": 2269075126, "avg_accuracy": 27.19844504830918, "soft_acc": 24.998045410175123, "adapt_pct": 25.008843632850244, "stability": 99.98920177732488, "consistency": 100, "throughput": 1135.2643068019775, "availability": 19.650383470316683, "score": 55.76658704900106, "zero_downtime": 4.91221178318331, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 38323464, "heap_mib": 36.54810333251953, "mobile_score": 324863.91545274074, "mobile_throughput": 6613393.920939947, "mobile_availability": 114471.78054317103, "mobile_accuracy": 145624.1692445544, "soft_acc_blocks": [ 24.9872471875, 25.008843632850244 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.115209874, "time_to_acc50_sec": 0, "acc_per_sec": 11.016843437106683, "mobile_acc_per_sec": 64177.764577264315 }, "started": "2026-08-19T02:48:54.929562011+10:00", "ended": "2026-08-19T02:48:57.19945047+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": 2120, "total_correct": 424, "total_train": 180, "infer_ms": 355.68476, "train_ms": 1671.633528, "blocked_train": 1671633528, "duration": 2338630860, "avg_accuracy": 15.757518796992482, "soft_acc": 24.970302302105264, "adapt_pct": 24.97678692, "stability": 99.99351538210527, "consistency": 100, "throughput": 906.5133092445382, "availability": 17.54459386596329, "score": 39.7137871820276, "zero_downtime": 4.38093812600765, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 38650048, "heap_mib": 36.85955810546875, "mobile_score": 208214.6205409089, "mobile_throughput": 4752740.498772005, "mobile_availability": 91984.20028798161, "mobile_accuracy": 130916.29853366164, "soft_acc_blocks": [ 24.96381768421053, 24.97678692 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.677316685244316, "mobile_acc_per_sec": 55979.89010273372 }, "started": "2026-08-19T02:48:59.827825035+10:00", "ended": "2026-08-19T02:49:02.167022353+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": 3768, "total_correct": 734, "total_train": 192, "infer_ms": 575.524426, "train_ms": 1737.188381, "blocked_train": 1737188381, "duration": 2183035437, "avg_accuracy": 20.115388230870465, "soft_acc": 25.00401841389359, "adapt_pct": 25.00392756852792, "stability": 99.99990915463434, "consistency": 100, "throughput": 1726.037029054421, "availability": 24.88525268931068, "score": 107.39942928781689, "zero_downtime": 6.222313164779192, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 38198168, "heap_mib": 36.428611755371094, "mobile_score": 1042745.0367120544, "mobile_throughput": 16758157.442386746, "mobile_availability": 241611.8400365429, "mobile_accuracy": 242764.94085524895, "soft_acc_blocks": [ 25.00410925925926, 25.00392756852792 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.453784940960439, "mobile_acc_per_sec": 111205.22220604197 }, "started": "2026-08-19T02:49:04.937497307+10:00", "ended": "2026-08-19T02:49:07.121317065+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": 4240, "total_correct": 1355, "total_train": 198, "infer_ms": 547.28119, "train_ms": 1418.721849, "blocked_train": 1418721849, "duration": 2641840318, "avg_accuracy": 29.23412292660759, "soft_acc": 24.99926464644399, "adapt_pct": 25.01410955214724, "stability": 99.98515509429674, "consistency": 100, "throughput": 1604.941816926272, "availability": 27.837250459102673, "score": 111.68963297377302, "zero_downtime": 6.959107912564522, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 100664072, "heap_mib": 96.00074005126953, "mobile_score": 914961.4733211485, "mobile_throughput": 13147683.36426002, "mobile_availability": 228042.7557609691, "mobile_accuracy": 204793.97598366917, "soft_acc_blocks": [ 24.98441974074074, 25.01410955214724 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.512388514, "time_to_acc50_sec": 0, "acc_per_sec": 9.46282198667088, "mobile_acc_per_sec": 77519.43771480785 }, "started": "2026-08-19T02:49:09.56218137+10:00", "ended": "2026-08-19T02:49:12.205421009+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": 8984, "total_correct": 2304, "total_train": 232, "infer_ms": 825.224166, "train_ms": 1603.714576, "blocked_train": 1603714576, "duration": 2117388328, "avg_accuracy": 23.511729485669413, "soft_acc": 25.004727374872402, "adapt_pct": 24.999908505300354, "stability": 99.99518113042795, "consistency": 100, "throughput": 4242.962843044443, "availability": 33.974680041560305, "score": 360.4514092228529, "zero_downtime": 8.49527612087734, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 48302416, "heap_mib": 46.06477355957031, "mobile_score": 134218.99747061866, "mobile_throughput": 1579925.0731918216, "mobile_availability": 12650.935404566455, "mobile_accuracy": 9310.851211588852, "soft_acc_blocks": [ 25.009546244444447, 24.999908505300354 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.809230760467477, "mobile_acc_per_sec": 4397.328108624981 }, "started": "2026-08-19T02:49:15.980984302+10:00", "ended": "2026-08-19T02:49:18.098881483+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": 8560, "total_correct": 2445, "total_train": 386, "infer_ms": 564.043875, "train_ms": 1738.617478, "blocked_train": 1738617478, "duration": 2241812956, "avg_accuracy": 26.28903708523097, "soft_acc": 25.02274556319128, "adapt_pct": 25.045462316037735, "stability": 99.97728324715355, "consistency": 100, "throughput": 3818.3381789680407, "availability": 24.495302979100288, "score": 234.0411187506972, "zero_downtime": 6.129397339393079, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 39261168, "heap_mib": 37.44236755371094, "mobile_score": 174296.8040732465, "mobile_throughput": 2843620.57837329, "mobile_availability": 18242.320182253596, "mobile_accuracy": 18635.121059423906, "soft_acc_blocks": [ 25.000028810344826, 25.045462316037735 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.224580059, "time_to_acc50_sec": 0, "acc_per_sec": 11.161834664315, "mobile_acc_per_sec": 8312.522688188044 }, "started": "2026-08-19T02:49:20.970036077+10:00", "ended": "2026-08-19T02:49:23.212564605+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": 3576, "total_correct": 849, "total_train": 198, "infer_ms": 430.639398, "train_ms": 1540.846286, "blocked_train": 1540846286, "duration": 2587225085, "avg_accuracy": 23.288789287295266, "soft_acc": 24.991862081617974, "adapt_pct": 25.00062213545817, "stability": 99.99123994615981, "consistency": 100, "throughput": 1382.175838017588, "availability": 21.843394628474513, "score": 75.45396116450777, "zero_downtime": 5.459071059491899, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 90905896, "heap_mib": 86.69461822509766, "mobile_score": 112385.24542902685, "mobile_throughput": 2058688.0845527418, "mobile_availability": 32534.743417538764, "mobile_accuracy": 37224.24257683899, "soft_acc_blocks": [ 24.983102027777775, 25.00062213545817 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.519645955, "time_to_acc50_sec": 0, "acc_per_sec": 9.659716978825587, "mobile_acc_per_sec": 14387.70936191622 }, "started": "2026-08-19T02:49:26.555256961+10:00", "ended": "2026-08-19T02:49:29.142981941+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": 8728, "total_correct": 2344, "total_train": 261, "infer_ms": 740.88774, "train_ms": 1659.637444, "blocked_train": 1659637444, "duration": 2245097853, "avg_accuracy": 28.269104084321476, "soft_acc": 25.011911983842044, "adapt_pct": 25.00762758132045, "stability": 99.99571559747841, "consistency": 100, "throughput": 3887.5811084747406, "availability": 30.863568728133785, "score": 300.104492312499, "zero_downtime": 7.71956864535342, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 38181008, "heap_mib": 36.41224670410156, "mobile_score": 446992.00018618035, "mobile_throughput": 5790375.352840923, "mobile_availability": 45969.88273106763, "mobile_accuracy": 37254.105994842546, "soft_acc_blocks": [ 25.01619638636364, 25.00762758132045 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.146747381, "time_to_acc50_sec": 0, "acc_per_sec": 11.14067787754552, "mobile_acc_per_sec": 16593.533304155073 }, "started": "2026-08-19T02:49:31.876331582+10:00", "ended": "2026-08-19T02:49:34.122302559+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": 3040, "total_correct": 763, "total_train": 238, "infer_ms": 312.231979, "train_ms": 1800.479141, "blocked_train": 1800479141, "duration": 2552803044, "avg_accuracy": 21.108926128590973, "soft_acc": 24.978589564500684, "adapt_pct": 24.97873959411765, "stability": 99.99984997038304, "consistency": 100, "throughput": 1190.8478435675197, "availability": 14.778735059623298, "score": 43.960381234328935, "zero_downtime": 3.6915195733682693, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 38877104, "heap_mib": 37.07609558105469, "mobile_score": 130953.97929877187, "mobile_throughput": 3547427.4670927715, "mobile_availability": 44024.50822124875, "mobile_accuracy": 74408.94753177803, "soft_acc_blocks": [ 24.97843953488372, 24.97873959411765 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.784769578369668, "mobile_acc_per_sec": 29147.939049456116 }, "started": "2026-08-19T02:49:36.577051875+10:00", "ended": "2026-08-19T02:49:39.13040997+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": 8080, "total_correct": 1884, "total_train": 246, "infer_ms": 761.755161, "train_ms": 1432.927935, "blocked_train": 1432927935, "duration": 2347714096, "avg_accuracy": 22.695195195195197, "soft_acc": 24.99181027077077, "adapt_pct": 24.99764317117117, "stability": 99.9941670995996, "consistency": 100, "throughput": 3441.6456474689926, "availability": 34.70911870549169, "score": 298.5433866720174, "zero_downtime": 8.67443709353309, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 72278880, "heap_mib": 68.93051147460938, "mobile_score": 889333.6085880605, "mobile_throughput": 10252349.506933086, "mobile_availability": 103395.30924923197, "mobile_accuracy": 74448.33081387424, "soft_acc_blocks": [ 24.98597737037037, 24.99764317117117 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.64516770306548, "mobile_acc_per_sec": 31710.986844913605 }, "started": "2026-08-19T02:49:41.729887686+10:00", "ended": "2026-08-19T02:49:44.078138396+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": 5296, "total_correct": 1329, "total_train": 219, "infer_ms": 577.925969, "train_ms": 1630.485088, "blocked_train": 1630485088, "duration": 2382697572, "avg_accuracy": 25.57717678100264, "soft_acc": 25.000548363762146, "adapt_pct": 25.009386654353563, "stability": 99.99116170940859, "consistency": 100, "throughput": 2222.6908115555, "availability": 26.169311513277762, "score": 145.41891024170533, "zero_downtime": 6.542471381340582, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 82572784, "heap_mib": 78.74754333496094, "mobile_score": 54148.71421363864, "mobile_throughput": 827649.233102848, "mobile_availability": 9744.499996216882, "mobile_accuracy": 9309.295099815432, "soft_acc_blocks": [ 24.99171007317073, 25.009386654353563 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.303019691, "time_to_acc50_sec": 0, "acc_per_sec": 10.492539488667488, "mobile_acc_per_sec": 3907.0401586892754 }, "started": "2026-08-19T02:49:47.06849057+10:00", "ended": "2026-08-19T02:49:49.4519246+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": 5272, "total_correct": 1278, "total_train": 271, "infer_ms": 644.764673, "train_ms": 1659.101079, "blocked_train": 1659101079, "duration": 2323376002, "avg_accuracy": 23.591485507246375, "soft_acc": 24.998146017028986, "adapt_pct": 24.995458367391304, "stability": 99.99731235036232, "consistency": 100, "throughput": 2269.1118421907504, "availability": 27.986208503697572, "score": 158.74781933113508, "zero_downtime": 6.996033266384502, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 39798416, "heap_mib": 37.95472717285156, "mobile_score": 118223.83054187805, "mobile_throughput": 1689869.4737478753, "mobile_availability": 20842.0927329355, "mobile_accuracy": 18616.801106500134, "soft_acc_blocks": [ 25.000833666666665, 24.995458367391304 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.759406138098257, "mobile_acc_per_sec": 8012.823189390992 }, "started": "2026-08-19T02:49:53.273452776+10:00", "ended": "2026-08-19T02:49:55.597420548+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": 5096, "total_correct": 1328, "total_train": 255, "infer_ms": 570.544457, "train_ms": 1653.43252, "blocked_train": 1653432520, "duration": 2302218350, "avg_accuracy": 23.905151683314834, "soft_acc": 25.00648112190159, "adapt_pct": 25.001912449685534, "stability": 99.99543132778395, "consistency": 100, "throughput": 2213.5172365384024, "availability": 25.654242957569966, "score": 142.00207621177222, "zero_downtime": 6.415223422151501, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 46428624, "heap_mib": 44.27778625488281, "mobile_score": 211505.6378776069, "mobile_throughput": 3296933.3094041077, "mobile_availability": 38210.828783347846, "mobile_accuracy": 37246.01697283961, "soft_acc_blocks": [ 25.011049794117646, 25.001912449685534 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.861906787382521, "mobile_acc_per_sec": 16178.316436770476 }, "started": "2026-08-19T02:49:58.206811402+10:00", "ended": "2026-08-19T02:50:00.509655742+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": 9496, "total_correct": 2355, "total_train": 336, "infer_ms": 584.759911, "train_ms": 1527.70641, "blocked_train": 1527706410, "duration": 2318547419, "avg_accuracy": 25.950567772170153, "soft_acc": 25.015574976369862, "adapt_pct": 25.006900202739725, "stability": 99.99132522636987, "consistency": 100, "throughput": 4095.667797079461, "availability": 27.681383849148713, "score": 283.61096037535884, "zero_downtime": 6.924657331280534, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 68469920, "heap_mib": 65.29800415039062, "mobile_score": 844851.2681436144, "mobile_throughput": 12200622.034063615, "mobile_availability": 82460.32599717319, "mobile_accuracy": 74519.12371142615, "soft_acc_blocks": [ 25.02424975, 25.006900202739725 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.300871663, "time_to_acc50_sec": 0, "acc_per_sec": 10.789330755701856, "mobile_acc_per_sec": 32140.43547298531 }, "started": "2026-08-19T02:50:04.516711843+10:00", "ended": "2026-08-19T02:50:06.836680615+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": 5816, "total_correct": 1564, "total_train": 246, "infer_ms": 601.95076, "train_ms": 1581.723826, "blocked_train": 1581723826, "duration": 2311006470, "avg_accuracy": 23.463458243313717, "soft_acc": 25.000761966251957, "adapt_pct": 25.008801706697458, "stability": 99.9919602595545, "consistency": 100, "throughput": 2516.6524090259254, "availability": 27.56595528744226, "score": 173.44010551227979, "zero_downtime": 6.891698865136886, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 70359656, "heap_mib": 67.1001968383789, "mobile_score": 64037.01833719869, "mobile_throughput": 929190.604382665, "mobile_availability": 10177.81659559333, "mobile_accuracy": 9230.703866029793, "soft_acc_blocks": [ 24.992722225806453, 25.008801706697458 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.184021821, "time_to_acc50_sec": 0, "acc_per_sec": 10.818127205957998, "mobile_acc_per_sec": 3994.2354060262724 }, "started": "2026-08-19T02:50:09.570370064+10:00", "ended": "2026-08-19T02:50:11.8822232+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": 3112, "total_correct": 759, "total_train": 201, "infer_ms": 357.052259, "train_ms": 1620.118399, "blocked_train": 1620118399, "duration": 2696201802, "avg_accuracy": 25.16429539295393, "soft_acc": 25.000186559620598, "adapt_pct": 25.01605500813008, "stability": 99.98413155149052, "consistency": 100, "throughput": 1154.2162747949976, "availability": 18.05874761267067, "score": 52.109639851683276, "zero_downtime": 4.514720593498698, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 98543656, "heap_mib": 93.97855377197266, "mobile_score": 38157.06544491526, "mobile_throughput": 845170.0311169269, "mobile_availability": 13223.442274234469, "mobile_accuracy": 18306.281858897157, "soft_acc_blocks": [ 24.984318111111115, 25.01605500813008 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.337242915, "time_to_acc50_sec": 0, "acc_per_sec": 9.27237217224462, "mobile_acc_per_sec": 6789.6556724047305 }, "started": "2026-08-19T02:50:14.844201248+10:00", "ended": "2026-08-19T02:50:17.541368361+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": 5576, "total_correct": 1455, "total_train": 287, "infer_ms": 632.528165, "train_ms": 1739.788284, "blocked_train": 1739788284, "duration": 2473193880, "avg_accuracy": 23.566698966408268, "soft_acc": 25.007985041545545, "adapt_pct": 24.995807364341086, "stability": 99.98782232279554, "consistency": 100, "throughput": 2254.574558465267, "availability": 26.662891675629062, "score": 150.33169392878204, "zero_downtime": 6.667851961884809, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 41384592, "heap_mib": 39.46742248535156, "mobile_score": 216530.5031498167, "mobile_throughput": 3247380.181617137, "mobile_availability": 38403.939974813766, "mobile_accuracy": 36020.292476543495, "soft_acc_blocks": [ 25.02016271875, 24.995807364341086 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.103508671, "time_to_acc50_sec": 0, "acc_per_sec": 10.111615285715304, "mobile_acc_per_sec": 14564.281744277761 }, "started": "2026-08-19T02:50:20.050092676+10:00", "ended": "2026-08-19T02:50:22.523838691+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": 5456, "total_correct": 1446, "total_train": 313, "infer_ms": 382.974629, "train_ms": 1764.877406, "blocked_train": 1764877406, "duration": 2531515972, "avg_accuracy": 27.25140056022409, "soft_acc": 24.99490140304122, "adapt_pct": 24.99493135510204, "stability": 99.99997004793917, "consistency": 100, "throughput": 2155.230328525061, "availability": 17.83058715215455, "score": 96.05296210475726, "zero_downtime": 4.456737678264364, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 41540128, "heap_mib": 39.615753173828125, "mobile_score": 267869.2308296754, "mobile_throughput": 6010432.970647591, "mobile_availability": 49725.334451217044, "mobile_accuracy": 69704.93014254082, "soft_acc_blocks": [ 24.994871450980394, 24.99493135510204 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112562566, "time_to_acc50_sec": 0, "acc_per_sec": 9.873491488696487, "mobile_acc_per_sec": 27534.856944817573 }, "started": "2026-08-19T02:50:25.078291364+10:00", "ended": "2026-08-19T02:50:27.610361242+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": 8768, "total_correct": 1953, "total_train": 277, "infer_ms": 592.745812, "train_ms": 1641.384633, "blocked_train": 1641384633, "duration": 2396966537, "avg_accuracy": 20.860503554770638, "soft_acc": 24.996767578589864, "adapt_pct": 25.00141527482679, "stability": 99.99535230376307, "consistency": 100, "throughput": 3657.956781897285, "availability": 26.531387785640245, "score": 242.59530384275382, "zero_downtime": 6.631989340150872, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 37820544, "heap_mib": 36.0684814453125, "mobile_score": 1445338.712058065, "mobile_throughput": 21793441.42349277, "mobile_availability": 158069.1845381563, "mobile_accuracy": 148926.19636640593, "soft_acc_blocks": [ 24.992119882352938, 25.00141527482679 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.42850085419856, "mobile_acc_per_sec": 62131.11199825062 }, "started": "2026-08-19T02:50:30.326580927+10:00", "ended": "2026-08-19T02:50:32.72407611+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": 5080, "total_correct": 1214, "total_train": 209, "infer_ms": 620.775502, "train_ms": 1579.133503, "blocked_train": 1579133503, "duration": 2568233433, "avg_accuracy": 28.830609046126288, "soft_acc": 25.002862200223912, "adapt_pct": 24.985229503896104, "stability": 99.98236730367219, "consistency": 100, "throughput": 1978.0133436180527, "availability": 28.21823541742355, "score": 139.5560911425383, "zero_downtime": 7.055366516753189, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 68842120, "heap_mib": 65.65296173095703, "mobile_score": 731675.8391293911, "mobile_throughput": 10370486.598988216, "mobile_availability": 147944.82210530157, "mobile_accuracy": 131087.00617230995, "soft_acc_blocks": [ 25.02049489655172, 24.985229503896104 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.294249729, "time_to_acc50_sec": 0, "acc_per_sec": 9.735432098560299, "mobile_acc_per_sec": 51041.70224089982 }, "started": "2026-08-19T02:50:35.517426923+10:00", "ended": "2026-08-19T02:50:38.086637906+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": 6832, "total_correct": 1662, "total_train": 341, "infer_ms": 536.62886, "train_ms": 1733.986361, "blocked_train": 1733986361, "duration": 2481897113, "avg_accuracy": 24.58667101341282, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2752.73296552644, "availability": 23.63363264004122, "score": 162.64269915845782, "zero_downtime": 5.908408160010305, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 39299992, "heap_mib": 37.479393005371094, "mobile_score": 968995.6301862447, "mobile_throughput": 16400282.511703705, "mobile_availability": 140804.88624524922, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.372357659, "time_to_acc50_sec": 0, "acc_per_sec": 10.07293971577298, "mobile_acc_per_sec": 60012.74338299073 }, "started": "2026-08-19T02:50:41.343796169+10:00", "ended": "2026-08-19T02:50:43.826491302+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": 9208, "total_correct": 2504, "total_train": 297, "infer_ms": 584.017993, "train_ms": 1515.538343, "blocked_train": 1515538343, "duration": 2570866558, "avg_accuracy": 26.514185219542362, "soft_acc": 25.02055024497526, "adapt_pct": 25.00925867176871, "stability": 99.98870842679345, "consistency": 100, "throughput": 3581.671701841788, "availability": 27.816257319994104, "score": 249.2764936580692, "zero_downtime": 6.9597806390207335, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 68382880, "heap_mib": 65.21499633789062, "mobile_score": 2970288.0524318586, "mobile_throughput": 42677897.57307335, "mobile_availability": 331448.4072223879, "mobile_accuracy": 298135.7783372179, "soft_acc_blocks": [ 25.031841818181817, 25.00925867176871 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.346355905, "time_to_acc50_sec": 0, "acc_per_sec": 9.732341092195755, "mobile_acc_per_sec": 115967.03742148019 }, "started": "2026-08-19T02:50:46.63582949+10:00", "ended": "2026-08-19T02:50:49.207327245+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": 4624, "total_correct": 1340, "total_train": 240, "infer_ms": 553.292927, "train_ms": 1771.043938, "blocked_train": 1771043938, "duration": 2208270600, "avg_accuracy": 33.93436266215454, "soft_acc": 25.03429804939838, "adapt_pct": 25.033037728426393, "stability": 99.998739679028, "consistency": 100, "throughput": 2093.946276330446, "availability": 23.80433470429855, "score": 124.78345365689054, "zero_downtime": 5.959248098550473, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 38183424, "heap_mib": 36.41455078125, "mobile_score": 1168258.34555114, "mobile_throughput": 19604123.3093703, "mobile_availability": 222862.98274012998, "mobile_accuracy": 234378.25099505318, "soft_acc_blocks": [ 25.035558370370367, 25.033037728426393 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.121517497, "time_to_acc50_sec": 0, "acc_per_sec": 11.33660795438674, "mobile_acc_per_sec": 106136.56269981277 }, "started": "2026-08-19T02:50:52.992643301+10:00", "ended": "2026-08-19T02:50:55.20162614+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": 9800, "total_correct": 2519, "total_train": 326, "infer_ms": 640.643025, "train_ms": 1499.156419, "blocked_train": 1499156419, "duration": 2424281237, "avg_accuracy": 24.83323494687131, "soft_acc": 25.0019708120425, "adapt_pct": 24.990288676033057, "stability": 99.98831786399056, "consistency": 100, "throughput": 4042.4352795500354, "availability": 29.93939580629221, "score": 302.59402699717526, "zero_downtime": 7.485439000791055, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 68878384, "heap_mib": 65.68754577636719, "mobile_score": 3605600.391506705, "mobile_throughput": 48168188.81465293, "mobile_availability": 356746.9533747575, "mobile_accuracy": 297914.39257054863, "soft_acc_blocks": [ 25.01365294805195, 24.990288676033057 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.278169947, "time_to_acc50_sec": 0, "acc_per_sec": 10.313147843763353, "mobile_acc_per_sec": 122887.71947070457 }, "started": "2026-08-19T02:50:57.66293265+10:00", "ended": "2026-08-19T02:51:00.087750917+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": 7856, "total_correct": 1642, "total_train": 221, "infer_ms": 543.465859, "train_ms": 1180.177029, "blocked_train": 1180177029, "duration": 2692546378, "avg_accuracy": 20.558000891464232, "soft_acc": 24.951945355694228, "adapt_pct": 24.922122711388457, "stability": 99.97017735569423, "consistency": 100, "throughput": 2917.6841907679113, "availability": 31.53007289291818, "score": 229.54491031737174, "zero_downtime": 7.867366558851503, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 103021160, "heap_mib": 98.2486343383789, "mobile_score": 5470347.360930645, "mobile_throughput": 69532127.68224213, "mobile_availability": 751401.7662219221, "mobile_accuracy": 594636.6148475553, "soft_acc_blocks": [ 24.981768, 24.922122711388457 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.267043850969177, "mobile_acc_per_sec": 220845.44938804218 }, "started": "2026-08-19T02:51:03.483509869+10:00", "ended": "2026-08-19T02:51:06.177122548+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": 4704, "total_correct": 1071, "total_train": 198, "infer_ms": 563.586747, "train_ms": 1442.652403, "blocked_train": 1442652403, "duration": 2561154708, "avg_accuracy": 20.980438931297712, "soft_acc": 24.98279461561705, "adapt_pct": 24.993194022900763, "stability": 99.98960059271629, "consistency": 100, "throughput": 1836.6715549461449, "availability": 28.09170317506764, "score": 128.89930879894294, "zero_downtime": 7.018092508255921, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 88448264, "heap_mib": 84.35083770751953, "mobile_score": 47997.41534913366, "mobile_throughput": 683909.6990054009, "mobile_availability": 10460.328745916095, "mobile_accuracy": 9302.68424959704, "soft_acc_blocks": [ 24.972395208333335, 24.993194022900763 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.754504301353219, "mobile_acc_per_sec": 3632.2226925766167 }, "started": "2026-08-19T02:51:08.993581927+10:00", "ended": "2026-08-19T02:51:11.555647779+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": 2872, "total_correct": 737, "total_train": 198, "infer_ms": 320.064148, "train_ms": 1692.084242, "blocked_train": 1692084242, "duration": 2721903897, "avg_accuracy": 21.603154388714735, "soft_acc": 24.99382546819488, "adapt_pct": 25.006304978056427, "stability": 99.98752049013845, "consistency": 100, "throughput": 1055.1437922424195, "availability": 15.906587684619026, "score": 41.948979956017105, "zero_downtime": 3.975664763839061, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 68795592, "heap_mib": 65.60858917236328, "mobile_score": 15488.272396605842, "mobile_throughput": 389576.9215121082, "mobile_availability": 5872.981016896859, "mobile_accuracy": 9228.142793710535, "soft_acc_blocks": [ 24.981345958333335, 25.006304978056427 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.433798128, "time_to_acc50_sec": 0, "acc_per_sec": 9.18247903452518, "mobile_acc_per_sec": 3390.3264563754487 }, "started": "2026-08-19T02:51:14.390725547+10:00", "ended": "2026-08-19T02:51:17.113524234+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": 4336, "total_correct": 1128, "total_train": 192, "infer_ms": 484.449388, "train_ms": 1767.41314, "blocked_train": 1767413140, "duration": 2391690415, "avg_accuracy": 25.478232189973614, "soft_acc": 25.004143113229006, "adapt_pct": 25.00732281266491, "stability": 99.9968203005641, "consistency": 100, "throughput": 1812.9436706380745, "availability": 21.513275432060478, "score": 97.52205044104896, "zero_downtime": 5.379210177375538, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 39374240, "heap_mib": 37.550201416015625, "mobile_score": 36006.78928284273, "mobile_throughput": 669369.4445010527, "mobile_availability": 7943.064894171918, "mobile_accuracy": 9231.952242639865, "soft_acc_blocks": [ 25.0009634137931, 25.00732281266491 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112861879, "time_to_acc50_sec": 0, "acc_per_sec": 10.45459017455192, "mobile_acc_per_sec": 3860.0113897432934 }, "started": "2026-08-19T02:51:19.800456448+10:00", "ended": "2026-08-19T02:51:22.19270233+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": 3952, "total_correct": 1070, "total_train": 214, "infer_ms": 456.9439, "train_ms": 1771.855353, "blocked_train": 1771855353, "duration": 2468888416, "avg_accuracy": 25.525586701434158, "soft_acc": 25.00988798772273, "adapt_pct": 25.023628206214692, "stability": 99.98625978150804, "consistency": 100, "throughput": 1600.7203786078278, "availability": 20.501797072344942, "score": 82.07656097592584, "zero_downtime": 5.127476483263688, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40059544, "heap_mib": 38.203758239746094, "mobile_score": 30562.326705217478, "mobile_throughput": 596050.0609797875, "mobile_availability": 7634.123709847717, "mobile_accuracy": 9312.772836155664, "soft_acc_blocks": [ 24.99614776923077, 25.023628206214692 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.156940721, "time_to_acc50_sec": 0, "acc_per_sec": 10.130019577086765, "mobile_acc_per_sec": 3772.0509261588536 }, "started": "2026-08-19T02:51:24.84455082+10:00", "ended": "2026-08-19T02:51:27.313987673+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": 4688, "total_correct": 1148, "total_train": 195, "infer_ms": 623.947356, "train_ms": 1372.491208, "blocked_train": 1372491208, "duration": 2856388594, "avg_accuracy": 25.109649122807017, "soft_acc": 25.012213758145364, "adapt_pct": 25.005712147869673, "stability": 99.99349838972431, "consistency": 100, "throughput": 1641.2332726182283, "availability": 31.253020616365934, "score": 128.29639190055985, "zero_downtime": 7.817072322442687, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 71017048, "heap_mib": 67.72713470458984, "mobile_score": 23886.455510213327, "mobile_throughput": 305567.7947565574, "mobile_availability": 5818.744202028857, "mobile_accuracy": 4656.819434243792, "soft_acc_blocks": [ 25.018715368421052, 25.005712147869673 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.541375771, "time_to_acc50_sec": 0, "acc_per_sec": 8.756586485005885, "mobile_acc_per_sec": 1630.317192844732 }, "started": "2026-08-19T02:51:30.24799133+10:00", "ended": "2026-08-19T02:51:33.104983048+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": 2704, "total_correct": 594, "total_train": 186, "infer_ms": 366.013656, "train_ms": 1795.272949, "blocked_train": 1795272949, "duration": 2435191339, "avg_accuracy": 27.21987315010571, "soft_acc": 25.005271640591964, "adapt_pct": 24.98283087209302, "stability": 99.97755923150106, "consistency": 100, "throughput": 1110.3850267102152, "availability": 16.934989332430536, "score": 47.02080943757102, "zero_downtime": 4.234640084879527, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 38654848, "heap_mib": 36.8641357421875, "mobile_score": 280141.43339096854, "mobile_throughput": 6615472.100952788, "mobile_availability": 100895.5873536516, "mobile_accuracy": 148976.86202162135, "soft_acc_blocks": [ 25.02771240909091, 24.98283087209302 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.108727768, "time_to_acc50_sec": 0, "acc_per_sec": 10.26829852756468, "mobile_acc_per_sec": 61176.65566386171 }, "started": "2026-08-19T02:51:35.698429179+10:00", "ended": "2026-08-19T02:51:38.134607391+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": 2112, "total_correct": 573, "total_train": 148, "infer_ms": 445.919163, "train_ms": 1843.290055, "blocked_train": 1843290055, "duration": 2336279789, "avg_accuracy": 27.734375, "soft_acc": 25.023808333333335, "adapt_pct": 25.0208425, "stability": 99.99703416666667, "consistency": 100, "throughput": 904.001314373396, "availability": 19.479179076064685, "score": 44.06493329782999, "zero_downtime": 4.874432436901198, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 37935632, "heap_mib": 36.17823791503906, "mobile_score": 175020.5738549446, "mobile_throughput": 3590583.6447742353, "mobile_availability": 77368.93817751366, "mobile_accuracy": 99391.53351111112, "soft_acc_blocks": [ 25.026774166666666, 25.0208425 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.111769793, "time_to_acc50_sec": 0, "acc_per_sec": 10.710963837102875, "mobile_acc_per_sec": 42542.6500623257 }, "started": "2026-08-19T02:51:40.930506034+10:00", "ended": "2026-08-19T02:51:43.267573948+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": 2136, "total_correct": 640, "total_train": 164, "infer_ms": 510.498514, "train_ms": 1806.909772, "blocked_train": 1806909772, "duration": 2523173626, "avg_accuracy": 28.090659340659343, "soft_acc": 25.028239708791208, "adapt_pct": 25.020993186813186, "stability": 99.99275347802198, "consistency": 100, "throughput": 846.5529196998668, "availability": 22.028855125962902, "score": 46.67414214100747, "zero_downtime": 5.513434666028335, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 39349640, "heap_mib": 37.52674102783203, "mobile_score": 185384.035112307, "mobile_throughput": 3362405.5845727557, "mobile_availability": 87495.94239606695, "mobile_accuracy": 99409.13439729337, "soft_acc_blocks": [ 25.03548623076923, 25.020993186813186 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.116812494, "time_to_acc50_sec": 0, "acc_per_sec": 9.919348970236584, "mobile_acc_per_sec": 39398.45176444999 }, "started": "2026-08-19T02:51:46.136067834+10:00", "ended": "2026-08-19T02:51:48.659903178+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": 2280, "total_correct": 610, "total_train": 135, "infer_ms": 544.498047, "train_ms": 1800.386495, "blocked_train": 1800386495, "duration": 2496271558, "avg_accuracy": 32.838901689708145, "soft_acc": 25.035918181259603, "adapt_pct": 25.018931695852537, "stability": 99.98301351459294, "consistency": 100, "throughput": 913.3621671460794, "availability": 23.220676210163703, "score": 53.098396330063466, "zero_downtime": 5.813509497111798, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 40394168, "heap_mib": 38.52288055419922, "mobile_score": 193325.3612159466, "mobile_throughput": 3325450.1658936366, "mobile_availability": 84543.90200607158, "mobile_accuracy": 91152.99632927941, "soft_acc_blocks": [ 25.052904666666667, 25.018931695852537 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.134018719, "time_to_acc50_sec": 0, "acc_per_sec": 10.029324774792633, "mobile_acc_per_sec": 36515.65713560055 }, "started": "2026-08-19T02:51:52.247982911+10:00", "ended": "2026-08-19T02:51:54.744915145+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": 2584, "total_correct": 704, "total_train": 180, "infer_ms": 679.194615, "train_ms": 1813.15265, "blocked_train": 1813152650, "duration": 2509429279, "avg_accuracy": 23.096914822266932, "soft_acc": 25.007003204896044, "adapt_pct": 25.000389981220657, "stability": 99.99338677632461, "consistency": 100, "throughput": 1029.7162074357068, "availability": 27.2512030942847, "score": 70.17216544287697, "zero_downtime": 6.814709231160505, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 38310040, "heap_mib": 36.535301208496094, "mobile_score": 334458.4025065008, "mobile_throughput": 4907889.554218653, "mobile_availability": 129886.17061723943, "mobile_accuracy": 119189.74269353216, "soft_acc_blocks": [ 25.013616428571428, 25.000389981220657 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.965215363575124, "mobile_acc_per_sec": 47496.753023073405 }, "started": "2026-08-19T02:51:57.911858511+10:00", "ended": "2026-08-19T02:52:00.421894612+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": 2504, "total_correct": 730, "total_train": 162, "infer_ms": 453.057383, "train_ms": 1775.286028, "blocked_train": 1775286028, "duration": 2448276220, "avg_accuracy": 32.61363636363636, "soft_acc": 25.029005275757576, "adapt_pct": 25.021400468181817, "stability": 99.99239519242424, "consistency": 100, "throughput": 1022.7604138555903, "availability": 20.33157819228071, "score": 52.04614785291813, "zero_downtime": 5.088791778390715, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 99440504, "heap_mib": 94.83385467529297, "mobile_score": 223665.33414353066, "mobile_throughput": 4395254.195569834, "mobile_availability": 87373.79071536449, "mobile_accuracy": 107560.71408210155, "soft_acc_blocks": [ 25.036610083333333, 25.021400468181817 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.330888751, "time_to_acc50_sec": 0, "acc_per_sec": 10.223113336352863, "mobile_acc_per_sec": 43933.24299089976 }, "started": "2026-08-19T02:52:03.896461893+10:00", "ended": "2026-08-19T02:52:06.345547434+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": 2336, "total_correct": 622, "total_train": 191, "infer_ms": 413.11487, "train_ms": 1829.43922, "blocked_train": 1829439220, "duration": 2493709157, "avg_accuracy": 23.57044198895028, "soft_acc": 25.01242537034991, "adapt_pct": 25.01316067403315, "stability": 99.99926469631676, "consistency": 100, "throughput": 936.7571969821338, "availability": 18.42162344454309, "score": 43.16291280453861, "zero_downtime": 4.607694816073223, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 40037344, "heap_mib": 38.182586669921875, "mobile_score": 342875.7155828172, "mobile_throughput": 7441372.080172257, "mobile_availability": 146336.91079534256, "mobile_accuracy": 198692.64352378808, "soft_acc_blocks": [ 25.011690066666667, 25.01316067403315 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.261042528, "time_to_acc50_sec": 0, "acc_per_sec": 10.030209537523028, "mobile_acc_per_sec": 79677.55300013445 }, "started": "2026-08-19T02:52:09.316513735+10:00", "ended": "2026-08-19T02:52:11.81081586+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": 2008, "total_correct": 463, "total_train": 125, "infer_ms": 416.909615, "train_ms": 1097.707391, "blocked_train": 1097707391, "duration": 2020231169, "avg_accuracy": 27.5, "soft_acc": 25.0154998, "adapt_pct": 25.0154998, "stability": 100, "consistency": 100, "throughput": 993.9456587010018, "availability": 27.52574501332385, "score": 68.44014294595375, "zero_downtime": 6.885702688756537, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 135684088, "heap_mib": 129.39842987060547, "mobile_score": 460030.072626259, "mobile_throughput": 6680945.916782446, "mobile_availability": 185018.17694289147, "mobile_accuracy": 168145.20973259487, "soft_acc_blocks": [ 25.0154998 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.886548158, "time_to_acc50_sec": 0, "acc_per_sec": 12.38249373826981, "mobile_acc_per_sec": 83230.67791089746 }, "started": "2026-08-19T02:52:15.181166671+10:00", "ended": "2026-08-19T02:52:17.202945286+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": 28680, "total_correct": 8638, "total_train": 596, "infer_ms": 740.977012, "train_ms": 1348.190466, "blocked_train": 1348190466, "duration": 2408063723, "avg_accuracy": 29.19227715143796, "soft_acc": 25.172517614643773, "adapt_pct": 25.2211828499772, "stability": 99.95133476466657, "consistency": 100, "throughput": 11909.983828945376, "availability": 35.46757355754702, "score": 1063.333027305209, "zero_downtime": 8.92808120126026, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 37960880, "heap_mib": 36.20231628417969, "mobile_score": 1451804.0266140455, "mobile_throughput": 16261097.921120087, "mobile_availability": 48425.06043057086, "mobile_accuracy": 34368.877383193634, "soft_acc_blocks": [ 25.123852379310346, 25.2211828499772 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.132378977, "time_to_acc50_sec": 0, "acc_per_sec": 10.453426698892956, "mobile_acc_per_sec": 14272.411919555183 }, "started": "2026-08-19T02:52:20.01224115+10:00", "ended": "2026-08-19T02:52:22.420851121+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": 26256, "total_correct": 7509, "total_train": 697, "infer_ms": 564.820871, "train_ms": 1395.346716, "blocked_train": 1395346716, "duration": 2804893392, "avg_accuracy": 30.590573395805954, "soft_acc": 25.323284525097613, "adapt_pct": 25.14697669205569, "stability": 99.82369216695808, "consistency": 100, "throughput": 9360.78357733177, "availability": 28.81492759833091, "score": 683.0457158389094, "zero_downtime": 7.296886101426213, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 69759792, "heap_mib": 66.52812194824219, "mobile_score": 1865170.1680507818, "mobile_throughput": 25561179.688500617, "mobile_availability": 78683.9622951756, "mobile_accuracy": 69149.44894319988, "soft_acc_blocks": [ 25.499592358139534, 25.14697669205569 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.318694436, "time_to_acc50_sec": 0, "acc_per_sec": 9.028252053116754, "mobile_acc_per_sec": 24653.146939710816 }, "started": "2026-08-19T02:52:25.120144311+10:00", "ended": "2026-08-19T02:52:27.925437129+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": 26256, "total_correct": 7796, "total_train": 519, "infer_ms": 744.861684, "train_ms": 1359.918543, "blocked_train": 1359918543, "duration": 2691788639, "avg_accuracy": 23.186864346082224, "soft_acc": 24.560454032276894, "adapt_pct": 25.003418327374302, "stability": 99.55703570490259, "consistency": 100, "throughput": 9754.109078101359, "availability": 35.38904796068287, "score": 847.7989577297363, "zero_downtime": 8.69171085684394, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 67616480, "heap_mib": 64.48410034179688, "mobile_score": 4630112.707814666, "mobile_throughput": 53270441.04520422, "mobile_availability": 193271.3872626094, "mobile_accuracy": 134132.82628827487, "soft_acc_blocks": [ 24.117489737179486, 25.003418327374302 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.454136064, "time_to_acc50_sec": 0, "acc_per_sec": 9.124213423161303, "mobile_acc_per_sec": 49830.37090835826 }, "started": "2026-08-19T02:52:30.767055769+10:00", "ended": "2026-08-19T02:52:33.459237376+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": 21232, "total_correct": 6147, "total_train": 531, "infer_ms": 499.889662, "train_ms": 1620.632303, "blocked_train": 1620632303, "duration": 2486270065, "avg_accuracy": 25.749521072796934, "soft_acc": 24.958987337335742, "adapt_pct": 25.121296529843892, "stability": 99.83769080749185, "consistency": 100, "throughput": 8539.699809320595, "availability": 23.57389691080139, "score": 502.45936505601014, "zero_downtime": 5.883805944883501, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 38530784, "heap_mib": 36.745819091796875, "mobile_score": 2744098.07902589, "mobile_throughput": 46638147.225302875, "mobile_availability": 128744.90899552334, "mobile_accuracy": 136309.34951163628, "soft_acc_blocks": [ 24.796678144827588, 25.121296529843892 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.304774136, "time_to_acc50_sec": 0, "acc_per_sec": 10.038727364613845, "mobile_acc_per_sec": 54824.83638061108 }, "started": "2026-08-19T02:52:36.290094187+10:00", "ended": "2026-08-19T02:52:38.776752533+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": 23824, "total_correct": 6710, "total_train": 640, "infer_ms": 696.56813, "train_ms": 1549.179077, "blocked_train": 1549179077, "duration": 2705987797, "avg_accuracy": 32.65098283742803, "soft_acc": 25.271533108672482, "adapt_pct": 25.210737528820374, "stability": 99.93920442014789, "consistency": 100, "throughput": 8804.17865387735, "availability": 31.017210121815815, "score": 690.1177030372697, "zero_downtime": 7.838524525321196, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40743400, "heap_mib": 38.855934143066406, "mobile_score": 7537925.631041751, "mobile_throughput": 96165108.71008433, "mobile_availability": 338790.64709055354, "mobile_accuracy": 276032.53230166, "soft_acc_blocks": [ 25.33232868852459, 25.210737528820374 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.114809988, "time_to_acc50_sec": 0, "acc_per_sec": 9.339115696194133, "mobile_acc_per_sec": 102008.04771096312 }, "started": "2026-08-19T02:52:41.767332736+10:00", "ended": "2026-08-19T02:52:44.473802825+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": 21896, "total_correct": 4685, "total_train": 459, "infer_ms": 756.072028, "train_ms": 1491.127379, "blocked_train": 1491127379, "duration": 2525093461, "avg_accuracy": 20.422151192048815, "soft_acc": 24.761123177077437, "adapt_pct": 24.82048592558344, "stability": 99.940637251494, "consistency": 100, "throughput": 8671.36220428397, "availability": 33.645079544113635, "score": 722.4024782325092, "zero_downtime": 8.33089958894366, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 38199224, "heap_mib": 36.42961883544922, "mobile_score": 7890561.468907621, "mobile_throughput": 94714398.90332572, "mobile_availability": 367493.98883383855, "mobile_accuracy": 270457.49475549115, "soft_acc_blocks": [ 24.70176042857143, 24.82048592558344 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.806022454024896, "mobile_acc_per_sec": 107107.9145911626 }, "started": "2026-08-19T02:52:47.434628153+10:00", "ended": "2026-08-19T02:52:49.960135051+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": 20184, "total_correct": 5780, "total_train": 515, "infer_ms": 699.651764, "train_ms": 1497.514243, "blocked_train": 1497514243, "duration": 2521877406, "avg_accuracy": 27.55458167467164, "soft_acc": 25.050280618735055, "adapt_pct": 25.18858404480956, "stability": 99.8616965739255, "consistency": 100, "throughput": 8003.5611374203345, "availability": 31.84337286172114, "score": 638.4324075685317, "zero_downtime": 7.976854260331269, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40743736, "heap_mib": 38.85625457763672, "mobile_score": 871673.0471335687, "mobile_throughput": 10927528.80629123, "mobile_availability": 43476.81841386993, "mobile_accuracy": 34201.983138112926, "soft_acc_blocks": [ 24.91197719266055, 25.18858404480956 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.4424987470000001, "time_to_acc50_sec": 0, "acc_per_sec": 9.933187298928939, "mobile_acc_per_sec": 13562.111725470977 }, "started": "2026-08-19T02:52:52.88552187+10:00", "ended": "2026-08-19T02:52:55.40788865+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": 15080, "total_correct": 4505, "total_train": 545, "infer_ms": 617.623093, "train_ms": 1639.610841, "blocked_train": 1639610841, "duration": 2454818790, "avg_accuracy": 31.044599397695837, "soft_acc": 24.950394603731134, "adapt_pct": 25.06432454956753, "stability": 99.88607005416361, "consistency": 100, "throughput": 6143.019623863967, "availability": 27.36194435574173, "score": 419.3786107006472, "zero_downtime": 6.8269130880109, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 39400024, "heap_mib": 37.574790954589844, "mobile_score": 1145183.1929532338, "mobile_throughput": 16774538.91956454, "mobile_availability": 74716.34938741209, "mobile_accuracy": 68131.21086458849, "soft_acc_blocks": [ 24.836464657894737, 25.06432454956753 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.117422117, "time_to_acc50_sec": 0, "acc_per_sec": 10.163843744951592, "mobile_acc_per_sec": 27754.069319547812 }, "started": "2026-08-19T02:52:58.476892213+10:00", "ended": "2026-08-19T02:53:00.932292097+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": 18112, "total_correct": 5407, "total_train": 499, "infer_ms": 629.380073, "train_ms": 1545.076332, "blocked_train": 1545076332, "duration": 2613982024, "avg_accuracy": 27.973434744268076, "soft_acc": 25.10012846615961, "adapt_pct": 25.122340985890652, "stability": 99.97778748026896, "consistency": 100, "throughput": 6928.892331204493, "availability": 28.944248850093643, "score": 503.38705197279825, "zero_downtime": 7.26504364493843, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 39544472, "heap_mib": 37.712547302246094, "mobile_score": 2749164.4865074423, "mobile_throughput": 37840990.6514848, "mobile_availability": 158074.19105331143, "mobile_accuracy": 137080.16826318635, "soft_acc_blocks": [ 25.077915946428572, 25.122340985890652 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.419584594, "time_to_acc50_sec": 0, "acc_per_sec": 9.602257489036049, "mobile_acc_per_sec": 52441.12890012221 }, "started": "2026-08-19T02:53:04.017829311+10:00", "ended": "2026-08-19T02:53:06.632224512+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": 32624, "total_correct": 9197, "total_train": 577, "infer_ms": 697.805349, "train_ms": 1330.263153, "blocked_train": 1330263153, "duration": 2574417535, "avg_accuracy": 27.277902083484925, "soft_acc": 24.825426045065367, "adapt_pct": 25.080182225933203, "stability": 99.74524381913216, "consistency": 100, "throughput": 12672.381055701595, "availability": 34.40738556473079, "score": 1082.4469178152685, "zero_downtime": 8.541780057412739, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 54339976, "heap_mib": 51.82263946533203, "mobile_score": 11823206.867656907, "mobile_throughput": 138416194.14440995, "mobile_availability": 375820.4033950328, "mobile_accuracy": 271159.853548234, "soft_acc_blocks": [ 24.57066986419753, 25.080182225933203 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.212142806, "time_to_acc50_sec": 0, "acc_per_sec": 9.643123427942843, "mobile_acc_per_sec": 105328.6228289437 }, "started": "2026-08-19T02:53:09.512560242+10:00", "ended": "2026-08-19T02:53:12.087649077+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": 20248, "total_correct": 5129, "total_train": 455, "infer_ms": 659.429721, "train_ms": 1435.340679, "blocked_train": 1435340679, "duration": 2677485797, "avg_accuracy": 24.30893399237176, "soft_acc": 24.939929868539352, "adapt_pct": 25.01471970259594, "stability": 99.92521016594341, "consistency": 100, "throughput": 7562.318359517333, "availability": 31.479809004366302, "score": 593.7208123920992, "zero_downtime": 7.851042288439092, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39198440, "heap_mib": 37.382545471191406, "mobile_score": 802269.8383696622, "mobile_throughput": 10218641.154831504, "mobile_availability": 42537.33531773505, "mobile_accuracy": 33700.27306937309, "soft_acc_blocks": [ 24.86514003448276, 25.01471970259594 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.314682414555998, "mobile_acc_per_sec": 12586.53663340911 }, "started": "2026-08-19T02:53:15.541683713+10:00", "ended": "2026-08-19T02:53:18.220421748+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": 20360, "total_correct": 6171, "total_train": 557, "infer_ms": 635.452854, "train_ms": 1548.681142, "blocked_train": 1548681142, "duration": 2776000160, "avg_accuracy": 34.88218359162194, "soft_acc": 25.339150714392105, "adapt_pct": 25.13848967671809, "stability": 99.79933896232599, "consistency": 100, "throughput": 7334.293525400949, "availability": 29.09404162765479, "score": 540.697544625814, "zero_downtime": 7.372183056939425, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 39383024, "heap_mib": 37.55857849121094, "mobile_score": 1446332.8279427488, "mobile_throughput": 19618786.14206843, "mobile_availability": 77824.78008612181, "mobile_accuracy": 67780.67678442453, "soft_acc_blocks": [ 25.539811752066118, 25.13848967671809 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.108274628, "time_to_acc50_sec": 0, "acc_per_sec": 9.127935610202595, "mobile_acc_per_sec": 24416.66890409132 }, "started": "2026-08-19T02:53:21.015728034+10:00", "ended": "2026-08-19T02:53:23.792160121+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": 21648, "total_correct": 6460, "total_train": 378, "infer_ms": 675.71037, "train_ms": 999.903819, "blocked_train": 999903819, "duration": 3167108291, "avg_accuracy": 27.173753665689148, "soft_acc": 24.967289503323556, "adapt_pct": 25.076358179374388, "stability": 99.89093132394916, "consistency": 100, "throughput": 6835.257279177134, "availability": 40.32613082628892, "score": 688.1970677515412, "zero_downtime": 10.068341828888558, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 100546472, "heap_mib": 95.88858795166016, "mobile_score": 3608134.6425732006, "mobile_throughput": 35836433.68385221, "mobile_availability": 211425.06478653365, "mobile_accuracy": 130900.502791185, "soft_acc_blocks": [ 24.858220827272724, 25.076358179374388 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.7017259980000001, "time_to_acc50_sec": 0, "acc_per_sec": 7.883307802980191, "mobile_acc_per_sec": 41331.236814088785 }, "started": "2026-08-19T02:53:27.379757368+10:00", "ended": "2026-08-19T02:53:30.547510971+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": 32240, "total_correct": 9565, "total_train": 480, "infer_ms": 830.332023, "train_ms": 1296.310659, "blocked_train": 1296310659, "duration": 2543638289, "avg_accuracy": 25.197396145230336, "soft_acc": 25.00294418009071, "adapt_pct": 25.096022098276663, "stability": 99.90692208181405, "consistency": 100, "throughput": 12674.758097258695, "availability": 39.04426587634904, "score": 1237.337263260129, "zero_downtime": 9.762216002589755, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 62730888, "heap_mib": 59.82483673095703, "mobile_score": 12475405.36692551, "mobile_throughput": 127792761.02491474, "mobile_availability": 393662.30899575545, "mobile_accuracy": 252091.22304406535, "soft_acc_blocks": [ 24.90986626190476, 25.096022098276663 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.457020476, "time_to_acc50_sec": 0, "acc_per_sec": 9.829598920654835, "mobile_acc_per_sec": 99106.55305600542 }, "started": "2026-08-19T02:53:33.291326513+10:00", "ended": "2026-08-19T02:53:35.835385738+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": 12992, "total_correct": 4226, "total_train": 389, "infer_ms": 288.838978, "train_ms": 1215.909947, "blocked_train": 1215909947, "duration": 2238231084, "avg_accuracy": 27.286585365853657, "soft_acc": 24.94337575609756, "adapt_pct": 24.94337575609756, "stability": 100, "consistency": 100, "throughput": 5804.583848769388, "availability": 19.19516094686693, "score": 277.9188961373818, "zero_downtime": 4.787921121964713, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 77304192, "heap_mib": 73.7230224609375, "mobile_score": 6071230.925753151, "mobile_throughput": 126803069.03765021, "mobile_availability": 419324.6892712904, "mobile_accuracy": 544896.3578505366, "soft_acc_blocks": [ 24.94337575609756 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.671582404, "time_to_acc50_sec": 0, "acc_per_sec": 11.144236148986284, "mobile_acc_per_sec": 243449.55341998837 }, "started": "2026-08-19T02:53:39.493543086+10:00", "ended": "2026-08-19T02:53:41.732686513+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": 18784, "total_correct": 4472, "total_train": 503, "infer_ms": 676.065638, "train_ms": 1574.325908, "blocked_train": 1574325908, "duration": 2694436770, "avg_accuracy": 22.235137498013035, "soft_acc": 24.83491688481561, "adapt_pct": 24.88479526037196, "stability": 99.95012162444365, "consistency": 100, "throughput": 6971.401299574753, "availability": 30.042133743422802, "score": 520.1319946143299, "zero_downtime": 7.460938945604197, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 37770720, "heap_mib": 36.020965576171875, "mobile_score": 9739248.685441349, "mobile_throughput": 130536501.59112313, "mobile_availability": 562526.0791454163, "mobile_accuracy": 465023.1751323645, "soft_acc_blocks": [ 24.78503850925926, 24.88479526037196 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.217108807795704, "mobile_acc_per_sec": 172586.41223648548 }, "started": "2026-08-19T02:53:44.73212553+10:00", "ended": "2026-08-19T02:53:47.426995789+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": 13424, "total_correct": 3303, "total_train": 522, "infer_ms": 402.904322, "train_ms": 1448.140615, "blocked_train": 1448140615, "duration": 2832368983, "avg_accuracy": 24.80886850152905, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 4739.495482605347, "availability": 21.76631771311773, "score": 257.90341118568557, "zero_downtime": 5.441579428279432, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 97923024, "heap_mib": 93.38667297363281, "mobile_score": 5633985.98515503, "mobile_throughput": 103535858.64934134, "mobile_availability": 475492.4658822945, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.436776405, "time_to_acc50_sec": 0, "acc_per_sec": 8.826533601395536, "mobile_acc_per_sec": 192818.5687003526 }, "started": "2026-08-19T02:53:51.312133516+10:00", "ended": "2026-08-19T02:53:54.145181821+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": 32096, "total_correct": 8604, "total_train": 594, "infer_ms": 698.16913, "train_ms": 1571.1764, "blocked_train": 1571176400, "duration": 2465885528, "avg_accuracy": 28.408025649873476, "soft_acc": 25.375032622171613, "adapt_pct": 25.43025002074074, "stability": 99.94478260143087, "consistency": 100, "throughput": 13016.013774991425, "availability": 30.765219344980046, "score": 1016.1191227405982, "zero_downtime": 7.806684445071338, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 38219000, "heap_mib": 36.44847869873047, "mobile_score": 44394921.88528523, "mobile_throughput": 568678319.171892, "mobile_availability": 1344152.9433284083, "mobile_accuracy": 1108652.0919510925, "soft_acc_blocks": [ 25.319815223602486, 25.43025002074074 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.107049261, "time_to_acc50_sec": 0, "acc_per_sec": 10.290434139800675, "mobile_acc_per_sec": 449595.927857318 }, "started": "2026-08-19T02:53:56.854360414+10:00", "ended": "2026-08-19T02:53:59.320853701+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": 10928, "total_correct": 2632, "total_train": 496, "infer_ms": 494.078757, "train_ms": 1515.497621, "blocked_train": 1515497621, "duration": 3138165604, "avg_accuracy": 26.43896875917371, "soft_acc": 25.054673225426047, "adapt_pct": 24.8094156627165, "stability": 99.75474243729045, "consistency": 100, "throughput": 3482.289139257292, "availability": 24.586214408617018, "score": 214.50886049396593, "zero_downtime": 6.159995678581608, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 72902968, "heap_mib": 69.52568817138672, "mobile_score": 7029026.3406662755, "mobile_throughput": 114107650.51518294, "mobile_availability": 805641.0737415624, "mobile_accuracy": 820991.5322507607, "soft_acc_blocks": [ 25.299930788135594, 24.8094156627165 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.377207326, "time_to_acc50_sec": 0, "acc_per_sec": 7.983859485774303, "mobile_acc_per_sec": 261615.10762985237 }, "started": "2026-08-19T02:54:02.221105521+10:00", "ended": "2026-08-19T02:54:05.360646488+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": 26120, "total_correct": 5879, "total_train": 655, "infer_ms": 570.330653, "train_ms": 1529.441977, "blocked_train": 1529441977, "duration": 2668498458, "avg_accuracy": 19.108168658088236, "soft_acc": 24.136685886293655, "adapt_pct": 24.617773090234373, "stability": 99.51891279605928, "consistency": 100, "throughput": 9788.276220169357, "availability": 27.161543342909468, "score": 641.7092481979704, "zero_downtime": 6.555896398547564, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41053288, "heap_mib": 39.151466369628906, "mobile_score": 28036704.859934792, "mobile_throughput": 427656313.5766793, "mobile_availability": 1186705.9363472767, "mobile_accuracy": 1054547.897496094, "soft_acc_blocks": [ 23.65559868235294, 24.617773090234373 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.045043969927471, "mobile_acc_per_sec": 395184.0010754445 }, "started": "2026-08-19T02:54:08.246432009+10:00", "ended": "2026-08-19T02:54:10.915363643+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": 21032, "total_correct": 5217, "total_train": 689, "infer_ms": 472.396927, "train_ms": 1602.579864, "blocked_train": 1602579864, "duration": 2727975536, "avg_accuracy": 29.880429185311456, "soft_acc": 25.136630402390086, "adapt_pct": 24.82575820221607, "stability": 99.68912779982598, "consistency": 100, "throughput": 7709.746558372362, "availability": 22.766371607093316, "score": 441.20556506004266, "zero_downtime": 5.722698686909723, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 39622224, "heap_mib": 37.78669738769531, "mobile_score": 38553130.54903328, "mobile_throughput": 673687933.9326549, "mobile_availability": 1989355.9061899567, "mobile_accuracy": 2196472.2800680487, "soft_acc_blocks": [ 25.447502602564104, 24.82575820221607 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.115642422, "time_to_acc50_sec": 0, "acc_per_sec": 9.214389964525726, "mobile_acc_per_sec": 805165.680953544 }, "started": "2026-08-19T02:54:13.591069269+10:00", "ended": "2026-08-19T02:54:16.319449023+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": 15664, "total_correct": 4276, "total_train": 458, "infer_ms": 720.805494, "train_ms": 1610.565114, "blocked_train": 1610565114, "duration": 2732329106, "avg_accuracy": 25.88404605263158, "soft_acc": 25.069011696546053, "adapt_pct": 25.130655278508772, "stability": 99.93835641803727, "consistency": 100, "throughput": 5732.837953379398, "availability": 30.917670984037724, "score": 444.33819881883545, "zero_downtime": 7.750754555288043, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45359352, "heap_mib": 43.25804901123047, "mobile_score": 606669.75412065, "mobile_throughput": 7827234.752347338, "mobile_availability": 42212.92678353951, "mobile_accuracy": 34227.557303017544, "soft_acc_blocks": [ 25.007368114583333, 25.130655278508772 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5076177149999999, "time_to_acc50_sec": 0, "acc_per_sec": 9.174960527813539, "mobile_acc_per_sec": 12526.879440641418 }, "started": "2026-08-19T02:54:19.113066947+10:00", "ended": "2026-08-19T02:54:21.846051989+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": 13632, "total_correct": 3926, "total_train": 508, "infer_ms": 487.952918, "train_ms": 1677.566125, "blocked_train": 1677566125, "duration": 2646864850, "avg_accuracy": 28.15524176403558, "soft_acc": 24.840324640815005, "adapt_pct": 25.011379132693843, "stability": 99.82894550812117, "consistency": 100, "throughput": 5150.244070829684, "availability": 22.532838931954842, "score": 288.2710237932448, "zero_downtime": 5.597230341489535, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39386880, "heap_mib": 37.562255859375, "mobile_score": 389528.4498002906, "mobile_throughput": 6959307.122183384, "mobile_availability": 30447.672829785413, "mobile_accuracy": 33565.68073526706, "soft_acc_blocks": [ 24.66927014893617, 25.011379132693843 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112818674, "time_to_acc50_sec": 0, "acc_per_sec": 9.38481035056059, "mobile_acc_per_sec": 12681.297549161625 }, "started": "2026-08-19T02:54:24.669361047+10:00", "ended": "2026-08-19T02:54:27.316904907+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": 17120, "total_correct": 5127, "total_train": 448, "infer_ms": 636.552185, "train_ms": 1570.543951, "blocked_train": 1570543951, "duration": 3026663967, "avg_accuracy": 29.837999394673126, "soft_acc": 25.207013403980028, "adapt_pct": 25.205385084745764, "stability": 99.99837168076574, "consistency": 100, "throughput": 5656.392710476273, "availability": 28.8411625854072, "score": 411.2195078882888, "zero_downtime": 7.269995718767266, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 37842200, "heap_mib": 36.089134216308594, "mobile_score": 555663.5395663277, "mobile_throughput": 7643244.385026248, "mobile_availability": 38971.843942211264, "mobile_accuracy": 34061.171761716185, "soft_acc_blocks": [ 25.20864172321429, 25.205385084745764 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.132574997, "time_to_acc50_sec": 0, "acc_per_sec": 8.328315821912987, "mobile_acc_per_sec": 11253.701148554423 }, "started": "2026-08-19T02:54:30.399763742+10:00", "ended": "2026-08-19T02:54:33.427252186+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": 18320, "total_correct": 5534, "total_train": 414, "infer_ms": 676.295312, "train_ms": 1556.240588, "blocked_train": 1556240588, "duration": 2506526137, "avg_accuracy": 31.961639240832305, "soft_acc": 25.09371598104012, "adapt_pct": 25.08849972249691, "stability": 99.99478374145679, "consistency": 100, "throughput": 7308.920393675512, "availability": 30.29269594276177, "score": 555.5921944024843, "zero_downtime": 7.601563082876703, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45493152, "heap_mib": 43.385650634765625, "mobile_score": 758568.5427575252, "mobile_throughput": 9979112.644164966, "mobile_availability": 41359.62752718407, "mobile_accuracy": 34261.28688611344, "soft_acc_blocks": [ 25.098932239583334, 25.08849972249691 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.157788393, "time_to_acc50_sec": 0, "acc_per_sec": 10.011352209985002, "mobile_acc_per_sec": 13668.832884032856 }, "started": "2026-08-19T02:54:36.394576603+10:00", "ended": "2026-08-19T02:54:38.901915395+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": 18464, "total_correct": 5321, "total_train": 408, "infer_ms": 706.784156, "train_ms": 1415.377407, "blocked_train": 1415377407, "duration": 2747103026, "avg_accuracy": 29.540413175932976, "soft_acc": 25.270069849320898, "adapt_pct": 25.156843064026404, "stability": 99.88677321470551, "consistency": 100, "throughput": 6721.262298955365, "availability": 33.304917416412565, "score": 565.6732574031421, "zero_downtime": 8.416175894386095, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 73817744, "heap_mib": 70.39808654785156, "mobile_score": 386166.27705387835, "mobile_throughput": 4588381.729420195, "mobile_availability": 22736.156956270977, "mobile_accuracy": 17251.034350469734, "soft_acc_blocks": [ 25.383296634615387, 25.156843064026404 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.27787523, "time_to_acc50_sec": 0, "acc_per_sec": 9.198806746653446, "mobile_acc_per_sec": 6279.7187390487525 }, "started": "2026-08-19T02:54:42.084936843+10:00", "ended": "2026-08-19T02:54:44.832434973+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": 15680, "total_correct": 3915, "total_train": 479, "infer_ms": 627.277393, "train_ms": 1618.999504, "blocked_train": 1618999504, "duration": 2766270530, "avg_accuracy": 22.393316573070393, "soft_acc": 24.87876600525663, "adapt_pct": 24.992217087436334, "stability": 99.88654891782029, "consistency": 100, "throughput": 5668.281474986468, "availability": 27.925203426067203, "score": 393.8007955585402, "zero_downtime": 6.947446016863166, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 37835808, "heap_mib": 36.083038330078125, "mobile_score": 8602709.645908164, "mobile_throughput": 123825498.24823773, "mobile_availability": 610035.3772435801, "mobile_accuracy": 543484.9363068328, "soft_acc_blocks": [ 24.76531492307692, 24.992217087436334 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5370352779999998, "time_to_acc50_sec": 0, "acc_per_sec": 8.993612784956586, "mobile_acc_per_sec": 196468.46915830494 }, "started": "2026-08-19T02:54:48.004514753+10:00", "ended": "2026-08-19T02:54:50.771268407+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": 9760, "total_correct": 2592, "total_train": 315, "infer_ms": 605.822663, "train_ms": 1564.336173, "blocked_train": 1564336173, "duration": 2746805283, "avg_accuracy": 25.192841597852173, "soft_acc": 24.789888642873123, "adapt_pct": 25.030056947036567, "stability": 99.75983169583655, "consistency": 100, "throughput": 3553.21873756568, "availability": 27.916051717055055, "score": 245.89546192908435, "zero_downtime": 6.920358134144818, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 70620344, "heap_mib": 67.34880828857422, "mobile_score": 3581112.220663216, "mobile_throughput": 51747498.48557875, "mobile_availability": 406556.97007309337, "mobile_accuracy": 361028.92046651844, "soft_acc_blocks": [ 24.549720338709676, 25.030056947036567 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.660300276, "time_to_acc50_sec": 0, "acc_per_sec": 9.02498942910076, "mobile_acc_per_sec": 131435.93493901053 }, "started": "2026-08-19T02:54:54.259825102+10:00", "ended": "2026-08-19T02:54:57.007219187+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": 10792, "total_correct": 3014, "total_train": 335, "infer_ms": 658.094362, "train_ms": 1651.226466, "blocked_train": 1651226466, "duration": 2779917870, "avg_accuracy": 23.218381389252947, "soft_acc": 25.00561604267147, "adapt_pct": 25.036358268676278, "stability": 99.9692577739952, "consistency": 100, "throughput": 3882.129078870952, "availability": 28.497312024416562, "score": 276.6377396160419, "zero_downtime": 7.125928427307653, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39418520, "heap_mib": 37.592430114746094, "mobile_score": 4028829.0896615386, "mobile_throughput": 56537602.51397482, "mobile_availability": 415022.186851592, "mobile_accuracy": 364170.6784383372, "soft_acc_blocks": [ 24.974873816666666, 25.036358268676278 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.459125178, "time_to_acc50_sec": 0, "acc_per_sec": 8.995091658111276, "mobile_acc_per_sec": 131000.51709021791 }, "started": "2026-08-19T02:55:00.090878707+10:00", "ended": "2026-08-19T02:55:02.87121694+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": 9336, "total_correct": 2741, "total_train": 383, "infer_ms": 669.437836, "train_ms": 1725.37655, "blocked_train": 1725376550, "duration": 2614509478, "avg_accuracy": 28.902883905829704, "soft_acc": 25.19463226582399, "adapt_pct": 25.186897987788328, "stability": 99.99226572196434, "consistency": 100, "throughput": 3570.8419030638524, "availability": 27.953641831847587, "score": 251.48787003482258, "zero_downtime": 7.042817264439544, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 38027520, "heap_mib": 36.265869140625, "mobile_score": 3296301.8101204266, "mobile_throughput": 46803738.99183853, "mobile_availability": 366393.9742183927, "mobile_accuracy": 330231.0840346082, "soft_acc_blocks": [ 25.20236654385965, 25.186897987788328 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.108562167, "time_to_acc50_sec": 0, "acc_per_sec": 9.636466219696754, "mobile_acc_per_sec": 126307.09003480928 }, "started": "2026-08-19T02:55:06.112103685+10:00", "ended": "2026-08-19T02:55:08.72706061+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": 9360, "total_correct": 2618, "total_train": 426, "infer_ms": 545.091701, "train_ms": 1720.261561, "blocked_train": 1720261561, "duration": 2568874017, "avg_accuracy": 28.342957213176824, "soft_acc": 25.257577443645083, "adapt_pct": 25.073175553956833, "stability": 99.81559811031175, "consistency": 100, "throughput": 3643.6197096698656, "availability": 24.062105903904712, "score": 221.44117124769798, "zero_downtime": 6.077505033250628, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 37802608, "heap_mib": 36.05137634277344, "mobile_score": 3869964.959703769, "mobile_throughput": 63676869.67811315, "mobile_availability": 420515.7793382131, "mobile_accuracy": 441408.15875912644, "soft_acc_blocks": [ 25.441979333333332, 25.073175553956833 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.126397501, "time_to_acc50_sec": 0, "acc_per_sec": 9.83215886668571, "mobile_acc_per_sec": 171829.43026323058 }, "started": "2026-08-19T02:55:11.767221102+10:00", "ended": "2026-08-19T02:55:14.336701212+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": 9528, "total_correct": 2786, "total_train": 372, "infer_ms": 512.841564, "train_ms": 1724.690973, "blocked_train": 1724690973, "duration": 2681761107, "avg_accuracy": 28.07033588293981, "soft_acc": 25.117617302377784, "adapt_pct": 25.078444814432988, "stability": 99.9608275120552, "consistency": 100, "throughput": 3552.889172391149, "availability": 22.91996006849575, "score": 204.53797703114557, "zero_downtime": 5.756947855862568, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 38777544, "heap_mib": 36.98114776611328, "mobile_score": 3154023.732403096, "mobile_throughput": 54786387.01219443, "mobile_availability": 353431.1771879853, "mobile_accuracy": 387319.568830266, "soft_acc_blocks": [ 25.15678979032258, 25.078444814432988 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.116585329, "time_to_acc50_sec": 0, "acc_per_sec": 9.366090527905396, "mobile_acc_per_sec": 144427.31972630776 }, "started": "2026-08-19T02:55:18.056053591+10:00", "ended": "2026-08-19T02:55:20.738365895+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": 11176, "total_correct": 3243, "total_train": 413, "infer_ms": 566.655923, "train_ms": 1415.975001, "blocked_train": 1415975001, "duration": 2846962539, "avg_accuracy": 27.952430919902064, "soft_acc": 24.967675503057013, "adapt_pct": 24.98528495278069, "stability": 99.98239055027632, "consistency": 100, "throughput": 3925.587304680724, "availability": 28.5810090088154, "score": 280.1304433460062, "zero_downtime": 7.136013584820521, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 46534544, "heap_mib": 44.37879943847656, "mobile_score": 8159390.548943939, "mobile_throughput": 114341017.59980264, "mobile_availability": 832482.2250674338, "mobile_accuracy": 727236.2585637086, "soft_acc_blocks": [ 24.950066053333334, 24.98528495278069 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.36675403, "time_to_acc50_sec": 0, "acc_per_sec": 8.769934679866546, "mobile_acc_per_sec": 255442.86185765953 }, "started": "2026-08-19T02:55:23.553918806+10:00", "ended": "2026-08-19T02:55:26.401540093+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": 12848, "total_correct": 3074, "total_train": 418, "infer_ms": 626.973029, "train_ms": 1514.312958, "blocked_train": 1514312958, "duration": 2786831110, "avg_accuracy": 23.160435878399497, "soft_acc": 24.839893704692873, "adapt_pct": 24.775774177242887, "stability": 99.93588047255001, "consistency": 100, "throughput": 4610.254261156141, "availability": 29.28020978077787, "score": 335.31176751091834, "zero_downtime": 7.273172986056308, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 61395496, "heap_mib": 58.551307678222656, "mobile_score": 7990906.180216562, "mobile_throughput": 109868226.63968323, "mobile_availability": 697784.6647974758, "mobile_accuracy": 591966.2813930007, "soft_acc_blocks": [ 24.90401323214286, 24.775774177242887 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.913311472503574, "mobile_acc_per_sec": 212415.55660436154 }, "started": "2026-08-19T02:55:30.250595965+10:00", "ended": "2026-08-19T02:55:33.038015876+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": 8432, "total_correct": 2305, "total_train": 307, "infer_ms": 661.157534, "train_ms": 1648.01357, "blocked_train": 1648013570, "duration": 2572174109, "avg_accuracy": 26.52081202937622, "soft_acc": 25.023274087245515, "adapt_pct": 25.037329916426515, "stability": 99.985944170819, "consistency": 100, "throughput": 3278.160669799355, "availability": 28.63181220545881, "score": 234.86765153223183, "zero_downtime": 7.164616844317374, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38608896, "heap_mib": 36.8203125, "mobile_score": 106890.87785289128, "mobile_throughput": 1491927.3448331289, "mobile_availability": 13030.655865951032, "mobile_accuracy": 11388.37007348418, "soft_acc_blocks": [ 25.009218258064514, 25.037329916426515 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.293998996, "time_to_acc50_sec": 0, "acc_per_sec": 9.728452673436623, "mobile_acc_per_sec": 4427.5269055996005 }, "started": "2026-08-19T02:55:35.699179739+10:00", "ended": "2026-08-19T02:55:38.271855618+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": 7728, "total_correct": 1915, "total_train": 378, "infer_ms": 398.657967, "train_ms": 1773.224443, "blocked_train": 1773224443, "duration": 2716237654, "avg_accuracy": 23.33511333145036, "soft_acc": 24.992291896677727, "adapt_pct": 25.003226409793815, "stability": 99.98906548688392, "consistency": 100, "throughput": 2845.1118732632076, "availability": 18.3554121145997, "score": 130.51774818184626, "zero_downtime": 4.587438174518903, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 40360696, "heap_mib": 38.49095916748047, "mobile_score": 118800.1547895205, "mobile_throughput": 2589684.0517524662, "mobile_availability": 16707.50400475564, "mobile_accuracy": 22748.539468620438, "soft_acc_blocks": [ 24.981357383561644, 25.003226409793815 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.201069670716569, "mobile_acc_per_sec": 8375.018082501127 }, "started": "2026-08-19T02:55:42.323805951+10:00", "ended": "2026-08-19T02:55:45.041024438+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": 8184, "total_correct": 2290, "total_train": 240, "infer_ms": 647.991307, "train_ms": 1294.067208, "blocked_train": 1294067208, "duration": 3112326143, "avg_accuracy": 31.48100083056478, "soft_acc": 25.00368947806419, "adapt_pct": 25.008323095663265, "stability": 99.99536638240093, "consistency": 100, "throughput": 2629.5444705905293, "availability": 33.366209205081546, "score": 219.37719801662507, "zero_downtime": 8.34278334023986, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 68500016, "heap_mib": 65.32670593261719, "mobile_score": 399364.0013671539, "mobile_throughput": 4786939.622906137, "mobile_availability": 60741.33017956178, "mobile_accuracy": 45517.82760095596, "soft_acc_blocks": [ 24.999055860465116, 25.008323095663265 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.470087495, "time_to_acc50_sec": 0, "acc_per_sec": 8.033762635802333, "mobile_acc_per_sec": 14625.018558331714 }, "started": "2026-08-19T02:55:47.996233717+10:00", "ended": "2026-08-19T02:55:51.109121369+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": 6512, "total_correct": 1645, "total_train": 196, "infer_ms": 459.628878, "train_ms": 1267.444122, "blocked_train": 1267444122, "duration": 2096050697, "avg_accuracy": 27.30263157894737, "soft_acc": 25.006466, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3106.795083401554, "availability": 26.61317025974003, "score": 206.75762825729166, "zero_downtime": 6.655013372524003, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 75908992, "heap_mib": 72.3924560546875, "mobile_score": 376390.7757074963, "mobile_throughput": 5655747.849605674, "mobile_availability": 48447.79794839785, "mobile_accuracy": 45522.882104888886, "soft_acc_blocks": [ 25.006466 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.585570163, "time_to_acc50_sec": 0, "acc_per_sec": 11.93027727611304, "mobile_acc_per_sec": 21718.406987981783 }, "started": "2026-08-19T02:55:55.038132747+10:00", "ended": "2026-08-19T02:55:57.135069536+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": 8696, "total_correct": 2445, "total_train": 290, "infer_ms": 698.344612, "train_ms": 1518.380613, "blocked_train": 1518380613, "duration": 2687912398, "avg_accuracy": 30.110524891774894, "soft_acc": 25.016708416309523, "adapt_pct": 25.003667118333333, "stability": 99.98695870202381, "consistency": 100, "throughput": 3235.2244836812574, "availability": 31.503435975020313, "score": 254.97201179371717, "zero_downtime": 7.881122718989588, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 68704648, "heap_mib": 65.52185821533203, "mobile_score": 928324.7647173916, "mobile_throughput": 11779092.875696383, "mobile_availability": 114700.51000327396, "mobile_accuracy": 91083.05570951449, "soft_acc_blocks": [ 25.029749714285714, 25.003667118333333 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.258812897, "time_to_acc50_sec": 0, "acc_per_sec": 9.30711448591991, "mobile_acc_per_sec": 33886.16971940263 }, "started": "2026-08-19T02:55:59.998251907+10:00", "ended": "2026-08-19T02:56:02.686661283+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": 5368, "total_correct": 1504, "total_train": 282, "infer_ms": 399.331355, "train_ms": 1599.628446, "blocked_train": 1599628446, "duration": 3107213238, "avg_accuracy": 29.061682909436655, "soft_acc": 25.002017825956738, "adapt_pct": 24.999937851913476, "stability": 99.99792002595674, "consistency": 100, "throughput": 1727.5930516616831, "availability": 19.97695775574028, "score": 86.28709746210924, "zero_downtime": 4.994642539174032, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 73471192, "heap_mib": 70.06758880615234, "mobile_score": 314161.7344042662, "mobile_throughput": 6289974.34631667, "mobile_availability": 72733.8835266775, "mobile_accuracy": 91029.56890232782, "soft_acc_blocks": [ 25.0040978, 24.999937851913476 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.28555457, "time_to_acc50_sec": 0, "acc_per_sec": 8.04644416424076, "mobile_acc_per_sec": 29296.209152649026 }, "started": "2026-08-19T02:56:05.55834675+10:00", "ended": "2026-08-19T02:56:08.666248424+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": 6184, "total_correct": 1536, "total_train": 262, "infer_ms": 658.57201, "train_ms": 1735.314144, "blocked_train": 1735314144, "duration": 2732141098, "avg_accuracy": 24.591503267973856, "soft_acc": 25.010752952614382, "adapt_pct": 25.004793238562094, "stability": 99.99404028594772, "consistency": 100, "throughput": 2263.4262939519676, "availability": 27.510581858689346, "score": 155.73739252499578, "zero_downtime": 6.880603664503542, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39944448, "heap_mib": 38.093994140625, "mobile_score": 70877.81775359808, "mobile_throughput": 1030110.4555585844, "mobile_availability": 12520.371477021285, "mobile_accuracy": 11382.671565989835, "soft_acc_blocks": [ 25.016712666666667, 25.004793238562094 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.540734212, "time_to_acc50_sec": 0, "acc_per_sec": 9.154268412756178, "mobile_acc_per_sec": 4166.209268738811 }, "started": "2026-08-19T02:56:11.526796967+10:00", "ended": "2026-08-19T02:56:14.25948296+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": 3960, "total_correct": 912, "total_train": 234, "infer_ms": 583.318337, "train_ms": 1757.565139, "blocked_train": 1757565139, "duration": 2886874571, "avg_accuracy": 21.79803174829157, "soft_acc": 24.994600554491743, "adapt_pct": 25.001673202733485, "stability": 99.99292735175825, "consistency": 100, "throughput": 1371.7256855493636, "availability": 24.918725899024633, "score": 85.43568471804713, "zero_downtime": 6.228336001729889, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 41515040, "heap_mib": 39.591827392578125, "mobile_score": 77765.45880113801, "mobile_throughput": 1248575.2017800428, "mobile_availability": 22681.578062756642, "mobile_accuracy": 22750.640860266263, "soft_acc_blocks": [ 24.98752790625, 25.001673202733485 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.658014035515832, "mobile_acc_per_sec": 7880.71677543841 }, "started": "2026-08-19T02:56:17.081877804+10:00", "ended": "2026-08-19T02:56:19.969259979+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": 6984, "total_correct": 1498, "total_train": 214, "infer_ms": 990.262238, "train_ms": 1689.34061, "blocked_train": 1689340610, "duration": 2890868456, "avg_accuracy": 20.26909722222222, "soft_acc": 24.992963583506945, "adapt_pct": 24.99844984201389, "stability": 99.99451374149305, "consistency": 100, "throughput": 2415.883014498533, "availability": 36.95555999050797, "score": 223.1379528365261, "zero_downtime": 9.23628965050872, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 39963216, "heap_mib": 38.11189270019531, "mobile_score": 406210.2465859604, "mobile_throughput": 4397980.812171552, "mobile_availability": 67275.54387605362, "mobile_accuracy": 45498.30170579753, "soft_acc_blocks": [ 24.987477325, 24.99844984201389 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.64548628341564, "mobile_acc_per_sec": 15738.627474164648 }, "started": "2026-08-19T02:56:22.808850978+10:00", "ended": "2026-08-19T02:56:25.70032511+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": 8256, "total_correct": 1986, "total_train": 312, "infer_ms": 482.466612, "train_ms": 1389.781623, "blocked_train": 1389781623, "duration": 3018346610, "avg_accuracy": 25.74154135338346, "soft_acc": 25.00337648010025, "adapt_pct": 24.995730580200505, "stability": 99.99235410010026, "consistency": 100, "throughput": 2735.2723417010084, "availability": 25.769371976467642, "score": 176.23942561778438, "zero_downtime": 6.443213091833655, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 106684064, "heap_mib": 101.74185180664062, "mobile_score": 641668.1665159509, "mobile_throughput": 9958822.676984293, "mobile_availability": 93823.42010276574, "mobile_accuracy": 91034.51561110278, "soft_acc_blocks": [ 25.01102238, 24.995730580200505 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.459912547, "time_to_acc50_sec": 0, "acc_per_sec": 8.283798950479133, "mobile_acc_per_sec": 30160.391556588915 }, "started": "2026-08-19T02:56:28.452830879+10:00", "ended": "2026-08-19T02:56:31.471686134+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": 5776, "total_correct": 1357, "total_train": 265, "infer_ms": 531.807168, "train_ms": 1531.073678, "blocked_train": 1531073678, "duration": 2810904242, "avg_accuracy": 23.22854419946425, "soft_acc": 24.996902902998144, "adapt_pct": 24.993747414691942, "stability": 99.9968445116938, "consistency": 100, "throughput": 2054.8547736689497, "availability": 25.779829650907526, "score": 132.41810855476822, "zero_downtime": 6.4441589863956805, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 67432536, "heap_mib": 64.30867767333984, "mobile_score": 59746.32125470079, "mobile_throughput": 927139.1562627766, "mobile_availability": 11631.717149754737, "mobile_accuracy": 11278.464913259115, "soft_acc_blocks": [ 25.00005839130435, 24.993747414691942 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5355242420000002, "time_to_acc50_sec": 0, "acc_per_sec": 8.892833320146288, "mobile_acc_per_sec": 4012.3974145893776 }, "started": "2026-08-19T02:56:34.582872265+10:00", "ended": "2026-08-19T02:56:37.394316245+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": 4712, "total_correct": 1302, "total_train": 301, "infer_ms": 473.906121, "train_ms": 1758.35157, "blocked_train": 1758351570, "duration": 2777884545, "avg_accuracy": 30.6866403277729, "soft_acc": 25.02742964479075, "adapt_pct": 25.02115202487562, "stability": 99.99372238008488, "consistency": 100, "throughput": 1696.2548024111636, "availability": 21.229902036431152, "score": 90.12708599064975, "zero_downtime": 5.313298795825806, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 42214008, "heap_mib": 40.25841522216797, "mobile_score": 80635.7502728085, "mobile_throughput": 1517621.2249941027, "mobile_availability": 18994.168735283987, "mobile_accuracy": 22391.77650786357, "soft_acc_blocks": [ 25.033707264705882, 25.02115202487562 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.110689914, "time_to_acc50_sec": 0, "acc_per_sec": 9.009528380089947, "mobile_acc_per_sec": 8060.7297190112595 }, "started": "2026-08-19T02:56:40.506113453+10:00", "ended": "2026-08-19T02:56:43.284538675+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": 5824, "total_correct": 1369, "total_train": 248, "infer_ms": 484.20734, "train_ms": 1738.207104, "blocked_train": 1738207104, "duration": 2875081343, "avg_accuracy": 22.34975555208821, "soft_acc": 24.997593146096634, "adapt_pct": 25.00308601014199, "stability": 99.99450713595465, "consistency": 100, "throughput": 2025.681817378758, "availability": 21.787445690305276, "score": 110.32545894181317, "zero_downtime": 5.446337030589278, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 37862968, "heap_mib": 36.10894012451172, "mobile_score": 194101.7255627025, "mobile_throughput": 3563894.861308303, "mobile_availability": 38331.86686603615, "mobile_accuracy": 43979.6581053044, "soft_acc_blocks": [ 24.992100282051283, 25.00308601014199 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.694569010006836, "mobile_acc_per_sec": 15296.839587645853 }, "started": "2026-08-19T02:56:46.419485099+10:00", "ended": "2026-08-19T02:56:49.29510165+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": 8096, "total_correct": 1730, "total_train": 248, "infer_ms": 688.646728, "train_ms": 1696.851037, "blocked_train": 1696851037, "duration": 2820283039, "avg_accuracy": 20.359996448863637, "soft_acc": 24.987586340980116, "adapt_pct": 24.990886554687503, "stability": 99.99669978629261, "consistency": 100, "throughput": 2870.633864773599, "availability": 28.868051695701336, "score": 207.07114551508565, "zero_downtime": 7.213429342422146, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 39468928, "heap_mib": 37.6405029296875, "mobile_score": 704966.991816969, "mobile_throughput": 9772979.790223511, "mobile_availability": 98280.3447236095, "mobile_accuracy": 85069.42641259599, "soft_acc_blocks": [ 24.98428612727273, 24.990886554687503 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.85995696014967, "mobile_acc_per_sec": 30163.435809889288 }, "started": "2026-08-19T02:56:52.219546755+10:00", "ended": "2026-08-19T02:56:55.040371721+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": 10184, "total_correct": 2385, "total_train": 311, "infer_ms": 590.446399, "train_ms": 1398.452624, "blocked_train": 1398452624, "duration": 2947777492, "avg_accuracy": 25.709117684722756, "soft_acc": 25.000267825617875, "adapt_pct": 25.00410438807786, "stability": 99.99616343754002, "consistency": 100, "throughput": 3454.806215068284, "availability": 29.68709784518809, "score": 256.41067226168167, "zero_downtime": 7.421853970950256, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 69364048, "heap_mib": 66.15071105957031, "mobile_score": 1867125.5352601744, "mobile_throughput": 25157131.123412784, "mobile_availability": 216174.8493758052, "mobile_accuracy": 182046.394691077, "soft_acc_blocks": [ 24.996431263157895, 25.00410438807786 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.42862483, "time_to_acc50_sec": 0, "acc_per_sec": 8.481056624343706, "mobile_acc_per_sec": 61757.169659221014 }, "started": "2026-08-19T02:56:57.88875434+10:00", "ended": "2026-08-19T02:57:00.837989539+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": 4264, "total_correct": 942, "total_train": 238, "infer_ms": 460.650699, "train_ms": 1739.859888, "blocked_train": 1739859888, "duration": 2911267126, "avg_accuracy": 18.30060341089753, "soft_acc": 24.984633803367537, "adapt_pct": 24.995174547911546, "stability": 99.98945925545598, "consistency": 100, "throughput": 1464.654329353355, "availability": 20.933809713136363, "score": 76.60487358498318, "zero_downtime": 5.230235697920905, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 39463336, "heap_mib": 37.635169982910156, "mobile_score": 489792.87758687395, "mobile_throughput": 9364642.549122095, "mobile_availability": 133845.6734985468, "mobile_accuracy": 159745.65472560926, "soft_acc_blocks": [ 24.974093058823527, 24.995174547911546 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.582047858210705, "mobile_acc_per_sec": 54871.52082299481 }, "started": "2026-08-19T02:57:03.839172452+10:00", "ended": "2026-08-19T02:57:06.751023014+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": 8216, "total_correct": 2063, "total_train": 311, "infer_ms": 467.990784, "train_ms": 1720.208299, "blocked_train": 1720208299, "duration": 3062185078, "avg_accuracy": 25.108957526867165, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2683.0514128708714, "availability": 21.387029527422573, "score": 143.45624947665544, "zero_downtime": 5.346757381855643, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39266328, "heap_mib": 37.447288513183594, "mobile_score": 1044616.5295224546, "mobile_throughput": 19537384.15487838, "mobile_availability": 155735.59634546287, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112253815, "time_to_acc50_sec": 0, "acc_per_sec": 8.164104834684979, "mobile_acc_per_sec": 59449.1971606572 }, "started": "2026-08-19T02:57:09.794721309+10:00", "ended": "2026-08-19T02:57:12.857643521+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": 9472, "total_correct": 2471, "total_train": 294, "infer_ms": 657.182122, "train_ms": 1641.667968, "blocked_train": 1641667968, "duration": 2942227461, "avg_accuracy": 26.87784724241543, "soft_acc": 24.987459789968014, "adapt_pct": 24.981015843093925, "stability": 99.99355605312591, "consistency": 100, "throughput": 3219.3296152503012, "availability": 28.58742833465927, "score": 229.965476148316, "zero_downtime": 7.143272160108908, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41060872, "heap_mib": 39.15869903564453, "mobile_score": 3349114.987745786, "mobile_throughput": 46884885.703343056, "mobile_availability": 416334.60074227327, "mobile_accuracy": 363906.2588434097, "soft_acc_blocks": [ 24.993903736842107, 24.981015843093925 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.117780524, "time_to_acc50_sec": 0, "acc_per_sec": 8.492701574294774, "mobile_acc_per_sec": 123683.93119399606 }, "started": "2026-08-19T02:57:15.8078266+10:00", "ended": "2026-08-19T02:57:18.750612133+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": 6256, "total_correct": 1662, "total_train": 240, "infer_ms": 675.229684, "train_ms": 1693.765209, "blocked_train": 1693765209, "duration": 3009586444, "avg_accuracy": 29.637096774193548, "soft_acc": 25.005751634467043, "adapt_pct": 25.004203010869567, "stability": 99.99845137640253, "consistency": 100, "throughput": 2078.6909153156726, "availability": 28.502791880016094, "score": 148.15531392363982, "zero_downtime": 7.127337346405864, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 41102928, "heap_mib": 39.19880676269531, "mobile_score": 1688609.8527477668, "mobile_throughput": 23692015.274109203, "mobile_availability": 324862.42933021474, "mobile_accuracy": 285004.6850637273, "soft_acc_blocks": [ 25.007300258064518, 25.004203010869567 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.133980807, "time_to_acc50_sec": 0, "acc_per_sec": 8.308700248274723, "mobile_acc_per_sec": 94698.95295146648 }, "started": "2026-08-19T02:57:22.054415152+10:00", "ended": "2026-08-19T02:57:25.06449899+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": 8864, "total_correct": 2064, "total_train": 273, "infer_ms": 554.009617, "train_ms": 1563.43902, "blocked_train": 1563439020, "duration": 3025208538, "avg_accuracy": 26.778377110694187, "soft_acc": 24.97129737893058, "adapt_pct": 24.985048411707314, "stability": 99.98624896722326, "consistency": 100, "throughput": 2930.0459418444234, "availability": 26.164016794519302, "score": 191.43438870081079, "zero_downtime": 6.533494440032755, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 73708632, "heap_mib": 70.29402923583984, "mobile_score": 2787965.3550880747, "mobile_throughput": 42671886.85438136, "mobile_availability": 381041.11214347044, "mobile_accuracy": 363670.8766723543, "soft_acc_blocks": [ 24.957546346153848, 24.985048411707314 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.283695387, "time_to_acc50_sec": 0, "acc_per_sec": 8.254405296449214, "mobile_acc_per_sec": 120213.49011291015 }, "started": "2026-08-19T02:57:28.135248913+10:00", "ended": "2026-08-19T02:57:31.160972866+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": 10096, "total_correct": 2541, "total_train": 332, "infer_ms": 562.688195, "train_ms": 1631.794726, "blocked_train": 1631794726, "duration": 2824895700, "avg_accuracy": 26.474439274636126, "soft_acc": 24.973983852230973, "adapt_pct": 24.980030037795274, "stability": 99.9939538144357, "consistency": 100, "throughput": 3573.9372607632913, "availability": 25.641037786869155, "score": 228.86024030363112, "zero_downtime": 6.403588636437145, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 39245864, "heap_mib": 37.427772521972656, "mobile_score": 6666037.648239452, "mobile_throughput": 104098467.69839247, "mobile_availability": 746849.3566223364, "mobile_accuracy": 727420.0025510262, "soft_acc_blocks": [ 24.967937666666668, 24.980030037795274 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.127892848, "time_to_acc50_sec": 0, "acc_per_sec": 8.840674667114603, "mobile_acc_per_sec": 257503.31332623228 }, "started": "2026-08-19T02:57:34.272465151+10:00", "ended": "2026-08-19T02:57:37.097851995+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": 4168, "total_correct": 1040, "total_train": 207, "infer_ms": 433.601527, "train_ms": 1799.78167, "blocked_train": 1799781670, "duration": 2979715102, "avg_accuracy": 26.636610671936758, "soft_acc": 25.016763162055334, "adapt_pct": 25.012674869565217, "stability": 99.99591170750988, "consistency": 100, "throughput": 1398.791447277096, "availability": 19.414560277091578, "score": 67.93782575714718, "zero_downtime": 4.856894563474474, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38120464, "heap_mib": 36.35450744628906, "mobile_score": 30919.259366808317, "mobile_throughput": 636605.5297829984, "mobile_availability": 8835.782099440788, "mobile_accuracy": 11385.406879086517, "soft_acc_blocks": [ 25.020851454545454, 25.012674869565217 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.120280361, "time_to_acc50_sec": 0, "acc_per_sec": 8.395689623234098, "mobile_acc_per_sec": 3820.9716329740963 }, "started": "2026-08-19T02:57:39.900483978+10:00", "ended": "2026-08-19T02:57:42.88071585+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": 4824, "total_correct": 1392, "total_train": 240, "infer_ms": 566.732849, "train_ms": 1609.723708, "blocked_train": 1609723708, "duration": 2886132651, "avg_accuracy": 27.276894865525673, "soft_acc": 25.021784621853875, "adapt_pct": 25.021324567237162, "stability": 99.99953994538329, "consistency": 100, "throughput": 1671.4408460500106, "availability": 26.039244715326518, "score": 108.90245637806233, "zero_downtime": 6.515483729826468, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 52877776, "heap_mib": 50.42817687988281, "mobile_score": 49136.188510793065, "mobile_throughput": 754144.9038673562, "mobile_availability": 11748.763798028494, "mobile_accuracy": 11289.69140776465, "soft_acc_blocks": [ 25.02224467647059, 25.021324567237162 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.196767777, "time_to_acc50_sec": 0, "acc_per_sec": 8.669658552660154, "mobile_acc_per_sec": 3911.7021886894036 }, "started": "2026-08-19T02:57:45.926907807+10:00", "ended": "2026-08-19T02:57:48.813595039+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": 4648, "total_correct": 1236, "total_train": 234, "infer_ms": 538.879248, "train_ms": 1807.601273, "blocked_train": 1807601273, "duration": 2865945173, "avg_accuracy": 24.142765928073445, "soft_acc": 24.997438987954716, "adapt_pct": 24.998643733485192, "stability": 99.99879525446953, "consistency": 100, "throughput": 1621.8035305729834, "availability": 22.965426014716954, "score": 93.10398388534556, "zero_downtime": 5.740768356352751, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 37972984, "heap_mib": 36.21385955810547, "mobile_score": 42008.00473604135, "mobile_throughput": 731748.820513811, "mobile_availability": 10361.873730123858, "mobile_accuracy": 11278.7067918389, "soft_acc_blocks": [ 24.99623424242424, 24.998643733485192 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.72223210110751, "mobile_acc_per_sec": 3935.4230841871376 }, "started": "2026-08-19T02:57:52.040356402+10:00", "ended": "2026-08-19T02:57:54.906899543+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": 5200, "total_correct": 1479, "total_train": 254, "infer_ms": 527.503333, "train_ms": 1742.673513, "blocked_train": 1742673513, "duration": 3027488571, "avg_accuracy": 28.068438914027148, "soft_acc": 25.008338760326026, "adapt_pct": 25.00960784418146, "stability": 99.99873091614457, "consistency": 100, "throughput": 1717.5952536403481, "availability": 23.236222055979862, "score": 99.80934213633202, "zero_downtime": 5.810993126861036, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39459088, "heap_mib": 37.63111877441406, "mobile_score": 45424.34059893511, "mobile_throughput": 781696.6843234296, "mobile_availability": 10575.062837921501, "mobile_accuracy": 11381.572840255045, "soft_acc_blocks": [ 25.00706967647059, 25.00960784418146 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.116766615, "time_to_acc50_sec": 0, "acc_per_sec": 8.260423837724217, "mobile_acc_per_sec": 3759.4106710353767 }, "started": "2026-08-19T02:57:58.068549341+10:00", "ended": "2026-08-19T02:58:01.096651089+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": 3856, "total_correct": 994, "total_train": 181, "infer_ms": 436.820591, "train_ms": 1632.60823, "blocked_train": 1632608230, "duration": 3033310006, "avg_accuracy": 24.898979862215157, "soft_acc": 24.99968921654743, "adapt_pct": 25.004020786036033, "stability": 99.9956684305114, "consistency": 100, "throughput": 1271.2185672986568, "availability": 21.108268453945534, "score": 67.08222302328821, "zero_downtime": 5.277001512480905, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 73124104, "heap_mib": 69.73657989501953, "mobile_score": 15264.932527966028, "mobile_throughput": 289272.84731418325, "mobile_availability": 4803.303754853384, "mobile_accuracy": 5688.818168387682, "soft_acc_blocks": [ 24.995357647058825, 25.004020786036033 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.748499538, "time_to_acc50_sec": 0, "acc_per_sec": 8.241719167212423, "mobile_acc_per_sec": 1875.4489838278937 }, "started": "2026-08-19T02:58:04.291145397+10:00", "ended": "2026-08-19T02:58:07.325160767+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": 4752, "total_correct": 1143, "total_train": 193, "infer_ms": 606.096044, "train_ms": 1722.244118, "blocked_train": 1722244118, "duration": 2941067553, "avg_accuracy": 19.125446074544012, "soft_acc": 24.98666602002379, "adapt_pct": 24.999063309278352, "stability": 99.98760271074543, "consistency": 100, "throughput": 1615.7398340452196, "availability": 26.031249810138355, "score": 105.09323576446324, "zero_downtime": 6.504341450897348, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 39259616, "heap_mib": 37.440887451171875, "mobile_score": 765265.5887844292, "mobile_throughput": 11765458.418220835, "mobile_availability": 189553.77639524746, "mobile_accuracy": 181947.34936536435, "soft_acc_blocks": [ 24.974268730769232, 24.999063309278352 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.495781062402477, "mobile_acc_per_sec": 61864.38974506764 }, "started": "2026-08-19T02:58:10.537482269+10:00", "ended": "2026-08-19T02:58:13.479532842+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": 2208, "total_correct": 558, "total_train": 156, "infer_ms": 466.409007, "train_ms": 1802.287753, "blocked_train": 1802287753, "duration": 2927096004, "avg_accuracy": 29.86153147699758, "soft_acc": 25.00855066192494, "adapt_pct": 25.007697038135593, "stability": 99.99914637621066, "consistency": 100, "throughput": 754.3312542474436, "availability": 20.55845519874591, "score": 38.782973507082914, "zero_downtime": 5.141371683687513, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 39020472, "heap_mib": 37.21282196044922, "mobile_score": 188272.6630933471, "mobile_throughput": 3661915.0428415155, "mobile_availability": 99801.40147444533, "mobile_accuracy": 121404.47230962318, "soft_acc_blocks": [ 25.009404285714286, 25.007697038135593 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.110515375, "time_to_acc50_sec": 0, "acc_per_sec": 8.54380950530823, "mobile_acc_per_sec": 41476.08146221335 }, "started": "2026-08-19T02:58:16.614416605+10:00", "ended": "2026-08-19T02:58:19.542130681+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": 2296, "total_correct": 516, "total_train": 173, "infer_ms": 439.170246, "train_ms": 1812.503774, "blocked_train": 1812503774, "duration": 2959524736, "avg_accuracy": 30.530104712041883, "soft_acc": 25.035400117801046, "adapt_pct": 25.007185235602094, "stability": 99.97178511780105, "consistency": 100, "throughput": 775.8002398395902, "availability": 19.504166326882434, "score": 37.88190739659186, "zero_downtime": 4.882946079576437, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 39748456, "heap_mib": 37.907081604003906, "mobile_score": 183898.42097355885, "mobile_throughput": 3766136.6309723984, "mobile_availability": 94683.33662211608, "mobile_accuracy": 121534.81349038587, "soft_acc_blocks": [ 25.063615000000002, 25.007185235602094 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.130304454, "time_to_acc50_sec": 0, "acc_per_sec": 8.459263682870278, "mobile_acc_per_sec": 41065.65220152493 }, "started": "2026-08-19T02:58:22.572934513+10:00", "ended": "2026-08-19T02:58:25.533199665+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": 2024, "total_correct": 492, "total_train": 143, "infer_ms": 419.211379, "train_ms": 1828.804271, "blocked_train": 1828804271, "duration": 2866402392, "avg_accuracy": 20.33974358974359, "soft_acc": 25.005142371111113, "adapt_pct": 25.00514174222222, "stability": 99.99999937111112, "consistency": 100, "throughput": 706.1116072359181, "availability": 18.64806319297644, "score": 32.925805958292194, "zero_downtime": 4.6629747508585275, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 39681424, "heap_mib": 37.84315490722656, "mobile_score": 146293.2623242466, "mobile_throughput": 3137337.646902585, "mobile_availability": 82855.55724846807, "mobile_accuracy": 111100.81426665341, "soft_acc_blocks": [ 25.005143, 25.00514174222222 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.723528294875605, "mobile_acc_per_sec": 38759.671209014756 }, "started": "2026-08-19T02:58:28.449237389+10:00", "ended": "2026-08-19T02:58:31.316323218+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": 3216, "total_correct": 802, "total_train": 156, "infer_ms": 633.473692, "train_ms": 1782.713923, "blocked_train": 1782713923, "duration": 2925768784, "avg_accuracy": 28.493142985611513, "soft_acc": 25.013591968974822, "adapt_pct": 24.99932281294964, "stability": 99.98573084397482, "consistency": 100, "throughput": 1099.1982748558848, "availability": 26.217901625987768, "score": 72.08585084396258, "zero_downtime": 6.558038935551796, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 39586152, "heap_mib": 37.752296447753906, "mobile_score": 419930.5174142161, "mobile_throughput": 6403294.056973802, "mobile_availability": 152730.34675206526, "mobile_accuracy": 145714.73451366523, "soft_acc_blocks": [ 25.027861125, 24.99932281294964 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.131780648, "time_to_acc50_sec": 0, "acc_per_sec": 8.549408314753155, "mobile_acc_per_sec": 49803.913183614466 }, "started": "2026-08-19T02:58:34.473592267+10:00", "ended": "2026-08-19T02:58:37.400071362+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": 1872, "total_correct": 455, "total_train": 172, "infer_ms": 277.05658, "train_ms": 1826.358211, "blocked_train": 1826358211, "duration": 2964923544, "avg_accuracy": 24.623842592592595, "soft_acc": 25.00318365277778, "adapt_pct": 25.00472986111111, "stability": 99.99845379166666, "consistency": 100, "throughput": 631.3822168495013, "availability": 13.17175200942095, "score": 20.7936726149247, "zero_downtime": 3.293357345203968, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 50187808, "heap_mib": 47.862823486328125, "mobile_score": 109018.7302793364, "mobile_throughput": 3310261.1970759137, "mobile_availability": 69057.91517515291, "mobile_accuracy": 131088.69150947555, "soft_acc_blocks": [ 25.001637444444444, 25.00472986111111 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.159034764, "time_to_acc50_sec": 0, "acc_per_sec": 8.432994403304512, "mobile_acc_per_sec": 44213.17769719716 }, "started": "2026-08-19T02:58:40.691133386+10:00", "ended": "2026-08-19T02:58:43.656886408+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": 2584, "total_correct": 638, "total_train": 180, "infer_ms": 399.917974, "train_ms": 1799.575904, "blocked_train": 1799575904, "duration": 2990598798, "avg_accuracy": 24.034248154981547, "soft_acc": 25.002359593480936, "adapt_pct": 25.005391520295202, "stability": 99.99696807318574, "consistency": 100, "throughput": 864.0410080175523, "availability": 18.182272658273796, "score": 39.279279964701594, "zero_downtime": 4.545997192288779, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 42396256, "heap_mib": 40.432220458984375, "mobile_score": 381363.9839654346, "mobile_throughput": 8389006.14836123, "mobile_availability": 176532.35865668615, "mobile_accuracy": 242748.83530642468, "soft_acc_blocks": [ 24.99932766666667, 25.005391520295202 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.360318880018802, "mobile_acc_per_sec": 81170.64564754255 }, "started": "2026-08-19T02:58:46.93349308+10:00", "ended": "2026-08-19T02:58:49.924866201+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": 2760, "total_correct": 546, "total_train": 206, "infer_ms": 479.203097, "train_ms": 1765.095841, "blocked_train": 1765095841, "duration": 2947967458, "avg_accuracy": 18.824676402256888, "soft_acc": 24.994012145370064, "adapt_pct": 25.000847160305344, "stability": 99.99316498506472, "consistency": 100, "throughput": 936.2382859790714, "availability": 21.35201727747732, "score": 49.96447007881178, "zero_downtime": 5.336725791614196, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 41273224, "heap_mib": 39.36121368408203, "mobile_score": 409308.9388856261, "mobile_throughput": 7669664.038740553, "mobile_availability": 174915.7255370942, "mobile_accuracy": 204750.94749487157, "soft_acc_blocks": [ 24.98717713043478, 25.000847160305344 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.478388076348319, "mobile_acc_per_sec": 69454.95512144543 }, "started": "2026-08-19T02:58:52.934953552+10:00", "ended": "2026-08-19T02:58:55.883641634+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": 6408, "total_correct": 1497, "total_train": 265, "infer_ms": 636.834942, "train_ms": 1691.756202, "blocked_train": 1691756202, "duration": 2932538673, "avg_accuracy": 21.955449461911797, "soft_acc": 24.97886202398537, "adapt_pct": 24.986787952732644, "stability": 99.99207407125273, "consistency": 100, "throughput": 2185.1374234204345, "availability": 27.348508287550196, "score": 149.27430126376538, "zero_downtime": 6.831346150765367, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 39037424, "heap_mib": 37.22898864746094, "mobile_score": 55584.321634216634, "mobile_throughput": 813665.7169391, "mobile_availability": 10183.589995073236, "mobile_accuracy": 9301.219895476735, "soft_acc_blocks": [ 24.9709360952381, 24.986787952732644 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.517828683374834, "mobile_acc_per_sec": 3171.729662463938 }, "started": "2026-08-19T02:58:58.879420822+10:00", "ended": "2026-08-19T02:59:01.812481057+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": 7112, "total_correct": 1939, "total_train": 266, "infer_ms": 472.01304, "train_ms": 1727.744977, "blocked_train": 1727744977, "duration": 3044927051, "avg_accuracy": 26.10351135867191, "soft_acc": 24.995777311675404, "adapt_pct": 25.002657306684142, "stability": 99.99312000499125, "consistency": 100, "throughput": 2335.688139938956, "availability": 21.45749834082773, "score": 125.2738976889346, "zero_downtime": 5.363468501929744, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 39931928, "heap_mib": 38.082054138183594, "mobile_score": 93294.88816979565, "mobile_throughput": 1739450.6583981751, "mobile_availability": 15979.984218914615, "mobile_accuracy": 18615.037067022266, "soft_acc_blocks": [ 24.988897316666666, 25.002657306684142 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.124455346, "time_to_acc50_sec": 0, "acc_per_sec": 8.208990525229959, "mobile_acc_per_sec": 6113.4591256985295 }, "started": "2026-08-19T02:59:04.972565039+10:00", "ended": "2026-08-19T02:59:08.01801162+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": 4128, "total_correct": 1154, "total_train": 258, "infer_ms": 376.673265, "train_ms": 1777.537895, "blocked_train": 1777537895, "duration": 2994712079, "avg_accuracy": 29.690995525727068, "soft_acc": 24.99779312905481, "adapt_pct": 24.994898633109617, "stability": 99.99710550405482, "consistency": 100, "throughput": 1378.4296757431284, "availability": 17.485438382001515, "score": 60.25079879878765, "zero_downtime": 4.370973714441087, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 42288184, "heap_mib": 40.32915496826172, "mobile_score": 89740.82613812153, "mobile_throughput": 2053108.3461250379, "mobile_availability": 26043.76567733753, "mobile_accuracy": 37233.07660240309, "soft_acc_blocks": [ 25.000687625, 24.994898633109617 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.107319387, "time_to_acc50_sec": 0, "acc_per_sec": 8.347311016757951, "mobile_acc_per_sec": 12432.940336232934 }, "started": "2026-08-19T02:59:11.205299655+10:00", "ended": "2026-08-19T02:59:14.200611055+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": 5040, "total_correct": 1450, "total_train": 257, "infer_ms": 533.513274, "train_ms": 1716.710763, "blocked_train": 1716710763, "duration": 3028670131, "avg_accuracy": 30.928066865566866, "soft_acc": 25.01684657116532, "adapt_pct": 25.012311915057914, "stability": 99.99546534389259, "consistency": 100, "throughput": 1664.0967097779985, "availability": 23.709340280236283, "score": 98.70305541025832, "zero_downtime": 5.931329280942209, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 41114896, "heap_mib": 39.21022033691406, "mobile_score": 147013.71453106112, "mobile_throughput": 2478596.4084547935, "mobile_availability": 35313.98465012648, "mobile_accuracy": 37261.455838361144, "soft_acc_blocks": [ 25.021381227272727, 25.012311915057914 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.113258074, "time_to_acc50_sec": 0, "acc_per_sec": 8.260010330971669, "mobile_acc_per_sec": 12302.909932967257 }, "started": "2026-08-19T02:59:17.223533077+10:00", "ended": "2026-08-19T02:59:20.252887685+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": 5808, "total_correct": 1677, "total_train": 269, "infer_ms": 574.90654, "train_ms": 1751.521164, "blocked_train": 1751521164, "duration": 2942051424, "avg_accuracy": 27.71386222473179, "soft_acc": 24.997857065876154, "adapt_pct": 25.01561743478261, "stability": 99.98223963109355, "consistency": 100, "throughput": 1974.1327267840443, "availability": 24.711988213152743, "score": 121.95140743930715, "zero_downtime": 6.177467491660085, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42753200, "heap_mib": 40.77262878417969, "mobile_score": 363282.1562701106, "mobile_throughput": 5880761.926478142, "mobile_availability": 73614.766342599, "mobile_accuracy": 74466.34366678452, "soft_acc_blocks": [ 24.9800966969697, 25.01561743478261 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.5654741589999999, "time_to_acc50_sec": 0, "acc_per_sec": 8.496743755718988, "mobile_acc_per_sec": 25311.027217036346 }, "started": "2026-08-19T02:59:23.417925997+10:00", "ended": "2026-08-19T02:59:26.360521274+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": 3968, "total_correct": 1034, "total_train": 169, "infer_ms": 406.56254, "train_ms": 1066.559752, "blocked_train": 1066559752, "duration": 2162086285, "avg_accuracy": 25.5, "soft_acc": 25.00572692, "adapt_pct": 25.00572692, "stability": 100, "consistency": 100, "throughput": 1835.2644052778865, "availability": 27.598695791102724, "score": 126.65626741128222, "zero_downtime": 6.90125450300468, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 107660512, "heap_mib": 102.67306518554688, "mobile_score": 377297.5064120814, "mobile_throughput": 5467085.821104162, "mobile_availability": 82214.00578935037, "mobile_accuracy": 74489.78724677819, "soft_acc_blocks": [ 25.00572692 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.836643878, "time_to_acc50_sec": 0, "acc_per_sec": 11.565554572675161, "mobile_acc_per_sec": 34452.73565794725 }, "started": "2026-08-19T02:59:29.533923153+10:00", "ended": "2026-08-19T02:59:31.697087301+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": 4496, "total_correct": 1001, "total_train": 235, "infer_ms": 473.627831, "train_ms": 1738.770802, "blocked_train": 1738770802, "duration": 3165583648, "avg_accuracy": 23.743386243386244, "soft_acc": 24.995825113000755, "adapt_pct": 24.991754263038548, "stability": 99.9959291500378, "consistency": 100, "throughput": 1420.2752161802928, "availability": 21.40788843092727, "score": 76.00003964009525, "zero_downtime": 5.351078352580902, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41467520, "heap_mib": 39.5465087890625, "mobile_score": 28299.65112416638, "mobile_throughput": 528858.8441340436, "mobile_availability": 7971.519183007099, "mobile_accuracy": 9307.536332986463, "soft_acc_blocks": [ 24.999895962962963, 24.991754263038548 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.149403319, "time_to_acc50_sec": 0, "acc_per_sec": 7.896118975972406, "mobile_acc_per_sec": 2940.227575052998 }, "started": "2026-08-19T02:59:35.106418371+10:00", "ended": "2026-08-19T02:59:38.273092538+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": 4184, "total_correct": 1109, "total_train": 228, "infer_ms": 534.299278, "train_ms": 1745.822092, "blocked_train": 1745822092, "duration": 3064873041, "avg_accuracy": 23.164902022756003, "soft_acc": 24.986104203065736, "adapt_pct": 25.002158763274334, "stability": 99.9839454397914, "consistency": 100, "throughput": 1365.146270018041, "availability": 23.432931467152557, "score": 79.92899567848222, "zero_downtime": 5.854976674215718, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 42612152, "heap_mib": 40.63811492919922, "mobile_score": 59525.302963466034, "mobile_throughput": 1016661.6585443447, "mobile_availability": 17451.143143537614, "mobile_accuracy": 18607.833239228592, "soft_acc_blocks": [ 24.97004964285714, 25.002158763274334 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.637476666, "time_to_acc50_sec": 0, "acc_per_sec": 8.152410840128415, "mobile_acc_per_sec": 6071.322691121089 }, "started": "2026-08-19T02:59:41.472894085+10:00", "ended": "2026-08-19T02:59:44.538333219+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": 4352, "total_correct": 1040, "total_train": 221, "infer_ms": 467.004281, "train_ms": 1732.072151, "blocked_train": 1732072151, "duration": 3028371847, "avg_accuracy": 17.779006882989187, "soft_acc": 25.000672941986235, "adapt_pct": 25.00150810619469, "stability": 99.99916483579155, "consistency": 100, "throughput": 1437.0758347629032, "availability": 21.236382428748616, "score": 76.29778371934933, "zero_downtime": 5.309238515720875, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 41263504, "heap_mib": 39.35194396972656, "mobile_score": 113642.08076889267, "mobile_throughput": 2140459.1342504914, "mobile_availability": 31630.626337510665, "mobile_accuracy": 37237.36595286386, "soft_acc_blocks": [ 24.999837777777778, 25.00150810619469 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.25548321179669, "mobile_acc_per_sec": 12296.16699473427 }, "started": "2026-08-19T02:59:47.840131962+10:00", "ended": "2026-08-19T02:59:50.869032245+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": 7520, "total_correct": 1901, "total_train": 286, "infer_ms": 503.26073, "train_ms": 1702.152525, "blocked_train": 1702152525, "duration": 2961312325, "avg_accuracy": 20.414520503632925, "soft_acc": 24.99087731713447, "adapt_pct": 24.999934555837562, "stability": 99.9909427612969, "consistency": 100, "throughput": 2539.4146833194977, "availability": 22.81933913560341, "score": 144.8165482533338, "zero_downtime": 5.702753047959502, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 44039928, "heap_mib": 41.99974822998047, "mobile_score": 431395.33210593107, "mobile_throughput": 7564685.485728482, "mobile_availability": 67976.7367995866, "mobile_accuracy": 74445.55162980566, "soft_acc_blocks": [ 24.981820078431372, 24.999934555837562 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.508743663, "time_to_acc50_sec": 0, "acc_per_sec": 8.439122447894608, "mobile_acc_per_sec": 25139.37857932823 }, "started": "2026-08-19T02:59:54.397021547+10:00", "ended": "2026-08-19T02:59:57.358862152+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": 4496, "total_correct": 1020, "total_train": 230, "infer_ms": 517.122149, "train_ms": 1821.772349, "blocked_train": 1821772349, "duration": 3071621380, "avg_accuracy": 21.670383374454353, "soft_acc": 24.983869699025746, "adapt_pct": 24.987835064718162, "stability": 99.99603463430759, "consistency": 100, "throughput": 1463.722068505722, "availability": 22.109682563373152, "score": 80.85387416507088, "zero_downtime": 5.523854282501364, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 38422240, "heap_mib": 36.642303466796875, "mobile_score": 29852.616886096253, "mobile_throughput": 540430.9266568507, "mobile_availability": 8163.268487173087, "mobile_accuracy": 9224.466955466767, "soft_acc_blocks": [ 24.979904333333334, 24.987835064718162 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.133772561195595, "mobile_acc_per_sec": 3003.1263018057157 }, "started": "2026-08-19T03:00:00.632397486+10:00", "ended": "2026-08-19T03:00:03.704640167+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": 4440, "total_correct": 1034, "total_train": 200, "infer_ms": 544.335516, "train_ms": 1787.417926, "blocked_train": 1787417926, "duration": 3046305479, "avg_accuracy": 24.359504132231407, "soft_acc": 25.01377720778237, "adapt_pct": 24.999036882231405, "stability": 99.98525967444904, "consistency": 100, "throughput": 1457.503205311341, "availability": 23.344471426323295, "score": 85.1084812815723, "zero_downtime": 5.839334072914924, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 39027408, "heap_mib": 37.21943664550781, "mobile_score": 62320.32881864941, "mobile_throughput": 1067250.6152322239, "mobile_availability": 17093.891389894117, "mobile_accuracy": 18316.233554069557, "soft_acc_blocks": [ 25.028517533333336, 24.999036882231405 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.108323288, "time_to_acc50_sec": 0, "acc_per_sec": 8.211184787677155, "mobile_acc_per_sec": 6012.605656371062 }, "started": "2026-08-19T03:00:06.860872322+10:00", "ended": "2026-08-19T03:00:09.907716394+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": 6280, "total_correct": 1583, "total_train": 217, "infer_ms": 688.762693, "train_ms": 1506.806776, "blocked_train": 1506806776, "duration": 3026887796, "avg_accuracy": 25.95974119338605, "soft_acc": 24.995242579349387, "adapt_pct": 24.9964018317757, "stability": 99.9988407475737, "consistency": 100, "throughput": 2074.7382867309957, "availability": 31.370571631864863, "score": 162.6833510854553, "zero_downtime": 7.841150477913186, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 73773232, "heap_mib": 70.35563659667969, "mobile_score": 234321.2328953055, "mobile_throughput": 2988352.7111912644, "mobile_availability": 45184.65455969001, "mobile_accuracy": 36001.9388501152, "soft_acc_blocks": [ 24.994083326923075, 24.9964018317757 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.314448268, "time_to_acc50_sec": 0, "acc_per_sec": 8.25773674609952, "mobile_acc_per_sec": 11894.04473389842 }, "started": "2026-08-19T03:00:13.312213597+10:00", "ended": "2026-08-19T03:00:16.339729048+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": 4160, "total_correct": 969, "total_train": 222, "infer_ms": 351.423089, "train_ms": 1533.302251, "blocked_train": 1533302251, "duration": 3345278441, "avg_accuracy": 26.129373589164786, "soft_acc": 25.004415046049658, "adapt_pct": 25.00026849209932, "stability": 99.99585344604967, "consistency": 100, "throughput": 1243.543720909658, "availability": 18.645851548852207, "score": 57.97756617355483, "zero_downtime": 4.662286110145285, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 71470800, "heap_mib": 68.15986633300781, "mobile_score": 161685.86284042933, "mobile_throughput": 3467952.3954695896, "mobile_availability": 51998.91604704588, "mobile_accuracy": 69731.46146629406, "soft_acc_blocks": [ 25.0085616, 25.00026849209932 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.35813553, "time_to_acc50_sec": 0, "acc_per_sec": 7.47453926094568, "mobile_acc_per_sec": 20844.74063852494 }, "started": "2026-08-19T03:00:19.993413847+10:00", "ended": "2026-08-19T03:00:23.354275331+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": 7064, "total_correct": 1888, "total_train": 306, "infer_ms": 489.262577, "train_ms": 1678.018993, "blocked_train": 1678018993, "duration": 3051608092, "avg_accuracy": 24.72613760926389, "soft_acc": 25.00506278266674, "adapt_pct": 25.016944373844122, "stability": 99.98811840882261, "consistency": 100, "throughput": 2314.8450872570306, "availability": 22.574942904165425, "score": 130.67019602637023, "zero_downtime": 5.644878646337735, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 44650816, "heap_mib": 42.58233642578125, "mobile_score": 778509.2697076545, "mobile_throughput": 13791426.148952432, "mobile_availability": 134497.40528794413, "mobile_accuracy": 148975.61768407703, "soft_acc_blocks": [ 24.99318119148936, 25.016944373844122 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.572722943, "time_to_acc50_sec": 0, "acc_per_sec": 8.194060976643504, "mobile_acc_per_sec": 48818.72546957352 }, "started": "2026-08-19T03:00:26.959551353+10:00", "ended": "2026-08-19T03:00:30.011858975+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": 3728, "total_correct": 862, "total_train": 164, "infer_ms": 539.4705, "train_ms": 1242.681365, "blocked_train": 1242681365, "duration": 2180908464, "avg_accuracy": 27.272727272727273, "soft_acc": 25.00954631818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1709.3793992446995, "availability": 30.27073677584711, "score": 129.40983124623747, "zero_downtime": 7.570573934810381, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 117598576, "heap_mib": 112.15074157714844, "mobile_score": 678480.2160442736, "mobile_throughput": 8962071.06471205, "mobile_availability": 158705.84042735328, "mobile_accuracy": 131122.0502006691, "soft_acc_blocks": [ 25.00954631818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.668369112, "time_to_acc50_sec": 0, "acc_per_sec": 11.467490145052608, "mobile_acc_per_sec": 60122.67473169342 }, "started": "2026-08-19T03:00:33.777634683+10:00", "ended": "2026-08-19T03:00:35.959466999+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": 5280, "total_correct": 1371, "total_train": 235, "infer_ms": 443.800726, "train_ms": 1726.253952, "blocked_train": 1726253952, "duration": 3107012552, "avg_accuracy": 25.244364375461938, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 1699.3816122825885, "availability": 20.451131047491515, "score": 86.88569013122158, "zero_downtime": 5.112782761872879, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 39106456, "heap_mib": 37.294822692871094, "mobile_score": 517649.1444036125, "mobile_throughput": 10124606.667504702, "mobile_availability": 121844.12039349126, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.72807087, "time_to_acc50_sec": 0, "acc_per_sec": 8.04631445209559, "mobile_acc_per_sec": 47938.478539321506 }, "started": "2026-08-19T03:00:39.27994426+10:00", "ended": "2026-08-19T03:00:42.387831967+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": 6624, "total_correct": 1742, "total_train": 184, "infer_ms": 451.235529, "train_ms": 1256.438577, "blocked_train": 1256438577, "duration": 2185065995, "avg_accuracy": 30.98404255319149, "soft_acc": 25.069273117021275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3031.4873853501163, "availability": 26.42398379260779, "score": 200.81483903824267, "zero_downtime": 6.624300665366284, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 136389064, "heap_mib": 130.07074737548828, "mobile_score": 2392836.5984018673, "mobile_throughput": 36122101.32478277, "mobile_availability": 314858.58215133526, "mobile_accuracy": 298716.3423631102, "soft_acc_blocks": [ 25.069273117021275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.619914147, "time_to_acc50_sec": 0, "acc_per_sec": 11.47300501421298, "mobile_acc_per_sec": 136708.15574753852 }, "started": "2026-08-19T03:00:45.963724518+10:00", "ended": "2026-08-19T03:00:48.149357386+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": 3808, "total_correct": 1069, "total_train": 215, "infer_ms": 426.077058, "train_ms": 1770.259375, "blocked_train": 1770259375, "duration": 3027897786, "avg_accuracy": 25.666308812546678, "soft_acc": 25.005519333737865, "adapt_pct": 25.01410116747573, "stability": 99.99141816626214, "consistency": 100, "throughput": 1257.638225968834, "availability": 19.399444074149276, "score": 61.00717186027636, "zero_downtime": 4.850931738599062, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 39068128, "heap_mib": 37.258270263671875, "mobile_score": 571166.5735764388, "mobile_throughput": 11774368.396727642, "mobile_availability": 181623.13812049243, "mobile_accuracy": 234108.81643654924, "soft_acc_blocks": [ 24.9969375, 25.01410116747573 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.546792972, "time_to_acc50_sec": 0, "acc_per_sec": 8.258376306279272, "mobile_acc_per_sec": 77317.27851547406 }, "started": "2026-08-19T03:00:51.16157505+10:00", "ended": "2026-08-19T03:00:54.190365335+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": 5568, "total_correct": 1387, "total_train": 258, "infer_ms": 444.856924, "train_ms": 1660.059473, "blocked_train": 1660059473, "duration": 3277803034, "avg_accuracy": 20.155174268502584, "soft_acc": 24.96589376386349, "adapt_pct": 25.013836605851978, "stability": 99.95205715801151, "consistency": 100, "throughput": 1698.6987754432591, "availability": 21.134184931716316, "score": 89.62909167667519, "zero_downtime": 5.2763381579107405, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 46248184, "heap_mib": 44.10570526123047, "mobile_score": 1067987.6640222883, "mobile_throughput": 20241076.89953626, "mobile_availability": 251827.26248817463, "mobile_accuracy": 297484.5115833741, "soft_acc_blocks": [ 24.917950921875, 25.013836605851978 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.89289945, "time_to_acc50_sec": 0, "acc_per_sec": 7.616654663168357, "mobile_acc_per_sec": 90757.28727370936 }, "started": "2026-08-19T03:00:57.408911351+10:00", "ended": "2026-08-19T03:01:00.687370842+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": 8576, "total_correct": 2216, "total_train": 259, "infer_ms": 807.851641, "train_ms": 1636.351643, "blocked_train": 1636351643, "duration": 3228578012, "avg_accuracy": 25.484800838574422, "soft_acc": 25.044355045022243, "adapt_pct": 25.01600055345912, "stability": 99.97164550843688, "consistency": 100, "throughput": 2656.277769384747, "availability": 33.05173699292026, "score": 219.87589885252035, "zero_downtime": 8.277594361053907, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 41575592, "heap_mib": 39.649574279785156, "mobile_score": 5239922.511708645, "mobile_throughput": 63302479.96159956, "mobile_availability": 787664.9583883717, "mobile_accuracy": 596838.8553565737, "soft_acc_blocks": [ 25.072709536585368, 25.01600055345912 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.11729358, "time_to_acc50_sec": 0, "acc_per_sec": 7.757085302550293, "mobile_acc_per_sec": 184861.2154137949 }, "started": "2026-08-19T03:01:04.137198598+10:00", "ended": "2026-08-19T03:01:07.366303797+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": 3232, "total_correct": 828, "total_train": 180, "infer_ms": 457.526842, "train_ms": 1799.10612, "blocked_train": 1799106120, "duration": 3218556822, "avg_accuracy": 25.141961651917406, "soft_acc": 25.001011124926254, "adapt_pct": 25.007880949852506, "stability": 99.99313017507374, "consistency": 100, "throughput": 1004.1767719954829, "availability": 20.274756670863518, "score": 50.900657860551235, "zero_downtime": 5.068894170834316, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 71758808, "heap_mib": 68.43453216552734, "mobile_score": 18953.55405425617, "mobile_throughput": 373918.9143721362, "mobile_availability": 7549.582120350634, "mobile_accuracy": 9309.467415245266, "soft_acc_blocks": [ 24.994141300000003, 25.007880949852506 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.7669370199999999, "time_to_acc50_sec": 0, "acc_per_sec": 7.767770621303095, "mobile_acc_per_sec": 2892.4353149870435 }, "started": "2026-08-19T03:01:11.426734448+10:00", "ended": "2026-08-19T03:01:14.64597804+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": 4456, "total_correct": 1250, "total_train": 215, "infer_ms": 532.9504, "train_ms": 1752.989011, "blocked_train": 1752989011, "duration": 3085286128, "avg_accuracy": 25.757444598337948, "soft_acc": 24.99175448975069, "adapt_pct": 25.018965379501385, "stability": 99.97278911024931, "consistency": 100, "throughput": 1444.2744741112713, "availability": 23.31428372228191, "score": 84.15279768817729, "zero_downtime": 5.826648548916604, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41094832, "heap_mib": 39.19108581542969, "mobile_score": 31070.63520728105, "mobile_throughput": 533250.5461146833, "mobile_availability": 8608.027594498408, "mobile_accuracy": 9227.378153466485, "soft_acc_blocks": [ 24.9645436, 25.018965379501385 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.670021, "time_to_acc50_sec": 0, "acc_per_sec": 8.1003036518857, "mobile_acc_per_sec": 2990.7690148167953 }, "started": "2026-08-19T03:01:17.736698797+10:00", "ended": "2026-08-19T03:01:20.822539871+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": 3560, "total_correct": 785, "total_train": 135, "infer_ms": 522.511467, "train_ms": 1087.477985, "blocked_train": 1087477985, "duration": 2433110742, "avg_accuracy": 29.807692307692307, "soft_acc": 25.008456153846154, "adapt_pct": 25.008456153846154, "stability": 100, "consistency": 100, "throughput": 1463.1475413542848, "availability": 32.45434101142173, "score": 118.75387760309991, "zero_downtime": 8.116329641861114, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 102863904, "heap_mib": 98.09866333007812, "mobile_score": 43845.93871885496, "mobile_throughput": 540218.801522222, "mobile_availability": 11982.691225490336, "mobile_accuracy": 9233.544690132177, "soft_acc_blocks": [ 25.008456153846154 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.826572076, "time_to_acc50_sec": 0, "acc_per_sec": 10.278387959147874, "mobile_acc_per_sec": 3794.954553750508 }, "started": "2026-08-19T03:01:24.945415013+10:00", "ended": "2026-08-19T03:01:27.379647784+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": 3544, "total_correct": 1238, "total_train": 247, "infer_ms": 449.523491, "train_ms": 1775.550423, "blocked_train": 1775550423, "duration": 3052032265, "avg_accuracy": 29.37783195429472, "soft_acc": 25.003075338012216, "adapt_pct": 25.010490268617023, "stability": 99.99258506939519, "consistency": 100, "throughput": 1161.193490855838, "availability": 20.202631839402347, "score": 58.65512596123715, "zero_downtime": 5.051279259067012, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38904760, "heap_mib": 37.10247039794922, "mobile_score": 21841.035994293397, "mobile_throughput": 432386.2307768648, "mobile_availability": 7522.725455835637, "mobile_accuracy": 9310.236053136185, "soft_acc_blocks": [ 24.995660407407406, 25.010490268617023 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.499444022, "time_to_acc50_sec": 0, "acc_per_sec": 8.19227097457052, "mobile_acc_per_sec": 3050.5038101673495 }, "started": "2026-08-19T03:01:30.500794975+10:00", "ended": "2026-08-19T03:01:33.553371927+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": 2952, "total_correct": 708, "total_train": 177, "infer_ms": 437.472084, "train_ms": 1668.1777, "blocked_train": 1668177700, "duration": 2031353785, "avg_accuracy": 23.571428571428573, "soft_acc": 24.999427828571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1453.2180567453445, "availability": 20.77610851168971, "score": 75.4788125828821, "zero_downtime": 5.193908252965555, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 74294320, "heap_mib": 70.85258483886719, "mobile_score": 14052.782560885686, "mobile_throughput": 270562.78001949686, "mobile_availability": 3868.133657449139, "mobile_accuracy": 4654.438926628572, "soft_acc_blocks": [ 24.999427828571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.306781818693109, "mobile_acc_per_sec": 2291.299014971226 }, "started": "2026-08-19T03:01:37.621970637+10:00", "ended": "2026-08-19T03:01:39.65421791+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": 2808, "total_correct": 668, "total_train": 194, "infer_ms": 391.716181, "train_ms": 1814.51659, "blocked_train": 1814516590, "duration": 2998344434, "avg_accuracy": 23.527667984189723, "soft_acc": 25.014091179051384, "adapt_pct": 25.009946158102768, "stability": 99.99585497905139, "consistency": 100, "throughput": 936.5168218028683, "availability": 17.754979716961152, "score": 41.59302352234513, "zero_downtime": 4.441246815222742, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 42465400, "heap_mib": 40.49816131591797, "mobile_score": 247803.6717782191, "mobile_throughput": 5579596.948515707, "mobile_availability": 105780.9409755242, "mobile_accuracy": 149029.40722821013, "soft_acc_blocks": [ 25.0182362, 25.009946158102768 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.342634320260814, "mobile_acc_per_sec": 49703.898437510245 }, "started": "2026-08-19T03:01:42.959039211+10:00", "ended": "2026-08-19T03:01:45.958208696+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": 1456, "total_correct": 424, "total_train": 112, "infer_ms": 419.863467, "train_ms": 1506.417431, "blocked_train": 1506417431, "duration": 2029792267, "avg_accuracy": 21.59090909090909, "soft_acc": 25.010678909090906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 717.3147832275193, "availability": 21.79658571270326, "score": 39.10422937743184, "zero_downtime": 5.451474065748996, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 119753472, "heap_mib": 114.205810546875, "mobile_score": 155317.25918056807, "mobile_throughput": 2849087.371733255, "mobile_availability": 86573.39644046793, "mobile_accuracy": 99339.38502946556, "soft_acc_blocks": [ 25.010678909090906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.321792390142605, "mobile_acc_per_sec": 48940.665823053685 }, "started": "2026-08-19T03:01:49.514247685+10:00", "ended": "2026-08-19T03:01:51.544830575+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": 2008, "total_correct": 569, "total_train": 118, "infer_ms": 463.39884, "train_ms": 1556.458847, "blocked_train": 1556458847, "duration": 3412930811, "avg_accuracy": 28.071646341463413, "soft_acc": 25.013686917073173, "adapt_pct": 25.014899634146342, "stability": 99.99878728292683, "consistency": 100, "throughput": 588.3506321101333, "availability": 22.94215295376896, "score": 33.76355012278267, "zero_downtime": 5.738678311891823, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 100232400, "heap_mib": 95.58906555175781, "mobile_score": 134104.72853616273, "mobile_throughput": 2336857.395513315, "mobile_availability": 91123.45066534562, "mobile_accuracy": 99351.33247256409, "soft_acc_blocks": [ 25.0124742, 25.014899634146342 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.418857792, "time_to_acc50_sec": 0, "acc_per_sec": 7.329092883000485, "mobile_acc_per_sec": 29110.26855638302 }, "started": "2026-08-19T03:01:55.123523314+10:00", "ended": "2026-08-19T03:01:58.570570414+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": 1576, "total_correct": 403, "total_train": 140, "infer_ms": 320.502673, "train_ms": 1881.880199, "blocked_train": 1881880199, "duration": 3119484124, "avg_accuracy": 30.5666135881104, "soft_acc": 25.020414022558384, "adapt_pct": 25.01112596178344, "stability": 99.99071193922505, "consistency": 100, "throughput": 505.21173929846873, "availability": 14.55254111692892, "score": 18.395295145588136, "zero_downtime": 3.6411060382586578, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42067072, "heap_mib": 40.1182861328125, "mobile_score": 66975.22570340356, "mobile_throughput": 1839419.8081480248, "mobile_availability": 52984.18525772521, "mobile_accuracy": 91096.54741013257, "soft_acc_blocks": [ 25.029702083333333, 25.01112596178344 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.110256404, "time_to_acc50_sec": 0, "acc_per_sec": 8.020689648670379, "mobile_acc_per_sec": 29202.439823070108 }, "started": "2026-08-19T03:02:01.935676832+10:00", "ended": "2026-08-19T03:02:05.056212881+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": 2544, "total_correct": 647, "total_train": 149, "infer_ms": 557.140912, "train_ms": 1789.219478, "blocked_train": 1789219478, "duration": 3099825559, "avg_accuracy": 24.310064935064936, "soft_acc": 24.989401368506492, "adapt_pct": 24.997322653679653, "stability": 99.99207871482685, "consistency": 100, "throughput": 820.6913426511301, "availability": 23.744899307646428, "score": 48.69742943431958, "zero_downtime": 5.933708192535485, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 40874072, "heap_mib": 38.980552673339844, "mobile_score": 232104.3443932777, "mobile_throughput": 3911623.8423261424, "mobile_availability": 113174.23425643028, "mobile_accuracy": 119105.8478608321, "soft_acc_blocks": [ 24.981480083333334, 24.997322653679653 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.646401788, "time_to_acc50_sec": 0, "acc_per_sec": 8.061550849515559, "mobile_acc_per_sec": 38423.40337991648 }, "started": "2026-08-19T03:02:08.333208678+10:00", "ended": "2026-08-19T03:02:11.433787465+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": 1376, "total_correct": 373, "total_train": 128, "infer_ms": 287.20794, "train_ms": 1817.80171, "blocked_train": 1817801710, "duration": 3273497091, "avg_accuracy": 23.007629107981224, "soft_acc": 25.01056568661972, "adapt_pct": 25.005015373239438, "stability": 99.99444968661972, "consistency": 100, "throughput": 420.3455698137353, "availability": 13.644020111736781, "score": 14.344068157236526, "zero_downtime": 3.4124466123415327, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 43753056, "heap_mib": 41.726165771484375, "mobile_score": 61642.80988541987, "mobile_throughput": 1806410.9680860955, "mobile_availability": 58634.39357657585, "mobile_accuracy": 107481.47100579082, "soft_acc_blocks": [ 25.016116, 25.005015373239438 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.866352089, "time_to_acc50_sec": 0, "acc_per_sec": 7.640320119844493, "mobile_acc_per_sec": 32833.837336008444 }, "started": "2026-08-19T03:02:15.308794603+10:00", "ended": "2026-08-19T03:02:18.583189297+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": 1904, "total_correct": 353, "total_train": 145, "infer_ms": 411.949366, "train_ms": 1863.039272, "blocked_train": 1863039272, "duration": 3261197574, "avg_accuracy": 14.59647362385321, "soft_acc": 24.989389374426608, "adapt_pct": 24.98647912385321, "stability": 99.9970897494266, "consistency": 100, "throughput": 583.8346057839916, "availability": 18.107754874861932, "score": 26.4186173392447, "zero_downtime": 4.525017372645964, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 38494416, "heap_mib": 36.71113586425781, "mobile_score": 209863.09162966555, "mobile_throughput": 4637840.572686021, "mobile_availability": 143843.61496714564, "mobile_accuracy": 198509.65115665723, "soft_acc_blocks": [ 24.992299625, 24.98647912385321 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.662641961240036, "mobile_acc_per_sec": 60870.17012991842 }, "started": "2026-08-19T03:02:21.567378554+10:00", "ended": "2026-08-19T03:02:24.829335607+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": 722, "total_train": 138, "infer_ms": 440.248408, "train_ms": 1243.578641, "blocked_train": 1243578641, "duration": 2136007444, "avg_accuracy": 32.291666666666664, "soft_acc": 25.026705333333336, "adapt_pct": 25.026705333333336, "stability": 100, "consistency": 100, "throughput": 1157.299337576653, "availability": 26.145702330976153, "score": 75.72681604675137, "zero_downtime": 6.543407879703867, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 104590128, "heap_mib": 99.74491882324219, "mobile_score": 509008.4734810151, "mobile_throughput": 7778950.706402414, "mobile_availability": 175742.0254320875, "mobile_accuracy": 168220.5293051624, "soft_acc_blocks": [ 25.026705333333336 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.673939378, "time_to_acc50_sec": 0, "acc_per_sec": 11.716581514560177, "mobile_acc_per_sec": 78754.65498853495 }, "started": "2026-08-19T03:02:29.131215389+10:00", "ended": "2026-08-19T03:02:31.268032935+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": 27216, "total_correct": 9067, "total_train": 740, "infer_ms": 747.146446, "train_ms": 1496.403173, "blocked_train": 1496403173, "duration": 3043709799, "avg_accuracy": 29.744580542212887, "soft_acc": 25.210668621063007, "adapt_pct": 25.409810248882778, "stability": 99.80085837218023, "consistency": 100, "throughput": 8941.719742447758, "availability": 33.30198002632185, "score": 750.7156570730242, "zero_downtime": 8.395651828688592, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40010400, "heap_mib": 38.156890869140625, "mobile_score": 1024977.1104570357, "mobile_throughput": 12208428.021688672, "mobile_availability": 45468.3033959381, "mobile_accuracy": 34420.96622395803, "soft_acc_blocks": [ 25.01152699324324, 25.409810248882778 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.117487377, "time_to_acc50_sec": 0, "acc_per_sec": 8.282875269299945, "mobile_acc_per_sec": 11308.885701017525 }, "started": "2026-08-19T03:02:34.523795246+10:00", "ended": "2026-08-19T03:02:37.568150358+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": 27840, "total_correct": 10454, "total_train": 687, "infer_ms": 603.882309, "train_ms": 1377.844797, "blocked_train": 1377844797, "duration": 3447762291, "avg_accuracy": 34.94262107501454, "soft_acc": 25.552528073748725, "adapt_pct": 25.71814966508539, "stability": 99.83437840866333, "consistency": 100, "throughput": 8074.802625654681, "availability": 30.47252606938909, "score": 628.7445693219443, "zero_downtime": 7.786500778661047, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 72258096, "heap_mib": 68.91069030761719, "mobile_score": 1716891.8372951224, "mobile_throughput": 22049594.369787715, "mobile_availability": 83210.31118681181, "mobile_accuracy": 69775.43666004985, "soft_acc_blocks": [ 25.38690648241206, 25.71814966508539 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.29122501, "time_to_acc50_sec": 0, "acc_per_sec": 7.411336953377197, "mobile_acc_per_sec": 20237.890774022 }, "started": "2026-08-19T03:02:41.729001796+10:00", "ended": "2026-08-19T03:02:45.177432367+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": 21856, "total_correct": 7632, "total_train": 654, "infer_ms": 632.980491, "train_ms": 1522.72325, "blocked_train": 1522723250, "duration": 3240501381, "avg_accuracy": 35.15873015873016, "soft_acc": 25.57566312047212, "adapt_pct": 25.662948574277575, "stability": 99.91271454619455, "consistency": 100, "throughput": 6744.635298768292, "availability": 29.363055737258655, "score": 506.50836653338223, "zero_downtime": 7.509796217237736, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 40948608, "heap_mib": 39.0516357421875, "mobile_score": 2766211.025760978, "mobile_throughput": 36834701.5783399, "mobile_availability": 160361.43506641526, "mobile_accuracy": 139677.22152193842, "soft_acc_blocks": [ 25.488377666666665, 25.662948574277575 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.110407495, "time_to_acc50_sec": 0, "acc_per_sec": 7.892501842594377, "mobile_acc_per_sec": 43103.583396355425 }, "started": "2026-08-19T03:02:48.528919578+10:00", "ended": "2026-08-19T03:02:51.76981476+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": 32144, "total_correct": 10973, "total_train": 474, "infer_ms": 778.984687, "train_ms": 1204.644902, "blocked_train": 1204644902, "duration": 3472083942, "avg_accuracy": 29.013274710789045, "soft_acc": 25.09172396696584, "adapt_pct": 25.321321921736562, "stability": 99.77040204522928, "consistency": 100, "throughput": 9257.84069076519, "availability": 39.270672877626644, "score": 912.2388148250234, "zero_downtime": 9.8536888384242, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 72716696, "heap_mib": 69.3480453491211, "mobile_score": 4982040.247364394, "mobile_throughput": 50560153.959165625, "mobile_availability": 214470.23480901166, "mobile_accuracy": 137034.26849158944, "soft_acc_blocks": [ 24.86212601219512, 25.321321921736562 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.315725638, "time_to_acc50_sec": 0, "acc_per_sec": 7.226704303845959, "mobile_acc_per_sec": 39467.441104737394 }, "started": "2026-08-19T03:02:56.057032961+10:00", "ended": "2026-08-19T03:02:59.5296456+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": 25128, "total_correct": 7354, "total_train": 667, "infer_ms": 777.695055, "train_ms": 1465.919241, "blocked_train": 1465919241, "duration": 3343867620, "avg_accuracy": 25.352561306444986, "soft_acc": 24.918682765905622, "adapt_pct": 25.199484279842746, "stability": 99.71919848606288, "consistency": 100, "throughput": 7514.651551905634, "availability": 34.66260026897243, "score": 649.0752773912383, "zero_downtime": 8.63746339943919, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 39980432, "heap_mib": 38.12831115722656, "mobile_score": 7089632.896518699, "mobile_throughput": 82080034.0176146, "mobile_availability": 378608.0285378962, "mobile_accuracy": 272178.4656243985, "soft_acc_blocks": [ 24.6378812519685, 25.199484279842746 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.897931627, "time_to_acc50_sec": 0, "acc_per_sec": 7.452054207189464, "mobile_acc_per_sec": 81396.30408706145 }, "started": "2026-08-19T03:03:02.701616423+10:00", "ended": "2026-08-19T03:03:06.046277947+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": 26944, "total_correct": 8838, "total_train": 618, "infer_ms": 788.629488, "train_ms": 1438.471481, "blocked_train": 1438471481, "duration": 3212904168, "avg_accuracy": 27.07240068984431, "soft_acc": 25.02589491398174, "adapt_pct": 25.439893156430635, "stability": 99.5860017575511, "consistency": 100, "throughput": 8386.182279682609, "availability": 35.410585284514774, "score": 743.1680314543823, "zero_downtime": 8.86181586172855, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40472248, "heap_mib": 38.59734344482422, "mobile_score": 8117376.684899067, "mobile_throughput": 91599473.64687991, "mobile_availability": 386778.0195343267, "mobile_accuracy": 273349.50818045123, "soft_acc_blocks": [ 24.611896671532847, 25.439893156430635 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.585534625, "time_to_acc50_sec": 0, "acc_per_sec": 7.78918187577319, "mobile_acc_per_sec": 85078.63723511196 }, "started": "2026-08-19T03:03:09.480578824+10:00", "ended": "2026-08-19T03:03:12.694005126+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": 17984, "total_correct": 5887, "total_train": 464, "infer_ms": 694.872075, "train_ms": 1417.705978, "blocked_train": 1417705978, "duration": 3381810706, "avg_accuracy": 29.953621687708967, "soft_acc": 25.377088575461187, "adapt_pct": 25.429692208393632, "stability": 99.94739636706755, "consistency": 100, "throughput": 5317.861217983855, "availability": 32.89213735858118, "score": 443.88542989011853, "zero_downtime": 8.347066831849506, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 72077928, "heap_mib": 68.7388687133789, "mobile_score": 606051.5736099752, "mobile_throughput": 7260653.182953957, "mobile_availability": 44908.73154024951, "mobile_accuracy": 34648.184935029676, "soft_acc_blocks": [ 25.324484942528738, 25.429692208393632 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.25618023, "time_to_acc50_sec": 0, "acc_per_sec": 7.503994392837311, "mobile_acc_per_sec": 10245.453677687208 }, "started": "2026-08-19T03:03:15.741679664+10:00", "ended": "2026-08-19T03:03:19.124010734+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": 20200, "total_correct": 6886, "total_train": 546, "infer_ms": 758.498977, "train_ms": 1464.578713, "blocked_train": 1464578713, "duration": 3223490485, "avg_accuracy": 29.66101247837036, "soft_acc": 25.13761577695616, "adapt_pct": 25.45352317488007, "stability": 99.68409260207609, "consistency": 100, "throughput": 6266.499030785878, "availability": 34.119319374753836, "score": 537.464049268913, "zero_downtime": 8.57678341013818, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 54271152, "heap_mib": 51.75700378417969, "mobile_score": 1467635.1638703116, "mobile_throughput": 17111720.02006597, "mobile_availability": 93168.48810599447, "mobile_accuracy": 68642.44948160829, "soft_acc_blocks": [ 24.821708379032255, 25.45352317488007 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.6233180329999999, "time_to_acc50_sec": 0, "acc_per_sec": 7.798259648641761, "mobile_acc_per_sec": 21294.44768055777 }, "started": "2026-08-19T03:03:22.678344849+10:00", "ended": "2026-08-19T03:03:25.902322833+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": 11752, "total_correct": 4097, "total_train": 592, "infer_ms": 460.460313, "train_ms": 1576.402275, "blocked_train": 1576402275, "duration": 3309879423, "avg_accuracy": 30.0187265917603, "soft_acc": 25.427588905243447, "adapt_pct": 25.57734821048689, "stability": 99.85024069475655, "consistency": 100, "throughput": 3550.5825131684865, "availability": 22.60635134214562, "score": 204.096362358037, "zero_downtime": 5.748250085755773, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 72811624, "heap_mib": 69.4385757446289, "mobile_score": 1114638.266958026, "mobile_throughput": 19390914.631917495, "mobile_availability": 123460.8201299046, "mobile_accuracy": 138868.53887450288, "soft_acc_blocks": [ 25.2778296, 25.57734821048689 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.238468441, "time_to_acc50_sec": 0, "acc_per_sec": 7.682330881466508, "mobile_acc_per_sec": 41955.76972064909 }, "started": "2026-08-19T03:03:29.222800052+10:00", "ended": "2026-08-19T03:03:32.53345312+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": 25144, "total_correct": 7966, "total_train": 626, "infer_ms": 563.751767, "train_ms": 1573.054062, "blocked_train": 1573054062, "duration": 3203622800, "avg_accuracy": 27.816032406552903, "soft_acc": 25.072663089529115, "adapt_pct": 25.405111905834186, "stability": 99.66755118369493, "consistency": 100, "throughput": 7848.6143874366235, "availability": 26.382919746331336, "score": 519.178038729005, "zero_downtime": 6.614900581178505, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 41370032, "heap_mib": 39.45353698730469, "mobile_score": 5670808.657690679, "mobile_throughput": 85727798.74917443, "mobile_availability": 288171.8380825951, "mobile_accuracy": 273860.3413725633, "soft_acc_blocks": [ 24.74021427322404, 25.405111905834186 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.767955711, "time_to_acc50_sec": 0, "acc_per_sec": 7.826346812592643, "mobile_acc_per_sec": 85484.57745167858 }, "started": "2026-08-19T03:03:36.148901577+10:00", "ended": "2026-08-19T03:03:39.35292672+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": 16648, "total_correct": 5810, "total_train": 625, "infer_ms": 587.928922, "train_ms": 1363.825709, "blocked_train": 1363825709, "duration": 3527270804, "avg_accuracy": 32.96128223933504, "soft_acc": 25.525661812095098, "adapt_pct": 25.563885130363037, "stability": 99.96177668173206, "consistency": 100, "throughput": 4719.796387938463, "availability": 30.123096041983977, "score": 362.91079023106687, "zero_downtime": 7.689119623009434, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 74167296, "heap_mib": 70.7314453125, "mobile_score": 490386.01131099375, "mobile_throughput": 6377661.362472889, "mobile_availability": 40704.066437267255, "mobile_accuracy": 34491.74788695803, "soft_acc_blocks": [ 25.48743849382716, 25.563885130363037 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.371500783, "time_to_acc50_sec": 0, "acc_per_sec": 7.236660645150482, "mobile_acc_per_sec": 9778.593650321278 }, "started": "2026-08-19T03:03:42.769409099+10:00", "ended": "2026-08-19T03:03:46.298058286+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": 21216, "total_correct": 7175, "total_train": 608, "infer_ms": 746.084376, "train_ms": 1552.678692, "blocked_train": 1552678692, "duration": 3138837181, "avg_accuracy": 26.62668705303835, "soft_acc": 25.166382146823736, "adapt_pct": 25.518988766088416, "stability": 99.64739338073532, "consistency": 100, "throughput": 6759.190992264469, "availability": 32.455905803685894, "score": 552.0891848147045, "zero_downtime": 8.167977283768735, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 39115464, "heap_mib": 37.30341339111328, "mobile_score": 1476804.7680006723, "mobile_throughput": 18080422.07628752, "mobile_availability": 86817.56092858607, "mobile_accuracy": 67318.53144384654, "soft_acc_blocks": [ 24.813775527559052, 25.518988766088416 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.7019359349999998, "time_to_acc50_sec": 0, "acc_per_sec": 8.01774055027792, "mobile_acc_per_sec": 21446.965089918933 }, "started": "2026-08-19T03:03:49.694749549+10:00", "ended": "2026-08-19T03:03:52.834014647+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": 16864, "total_correct": 5907, "total_train": 471, "infer_ms": 578.933812, "train_ms": 1177.854196, "blocked_train": 1177854196, "duration": 2058763409, "avg_accuracy": 20.631067961165048, "soft_acc": 24.7832892815534, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8191.3249119729235, "availability": 32.95410768764765, "score": 668.9946666062666, "zero_downtime": 8.167111838384345, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 117770328, "heap_mib": 112.31453704833984, "mobile_score": 3507458.757656663, "mobile_throughput": 42946133.5544846, "mobile_availability": 172774.4321134141, "mobile_accuracy": 129935.81170847069, "soft_acc_blocks": [ 24.7832892815534 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.037949175321389, "mobile_acc_per_sec": 63113.522972309 }, "started": "2026-08-19T03:03:56.304694716+10:00", "ended": "2026-08-19T03:03:58.364016665+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": 24312, "total_correct": 8502, "total_train": 834, "infer_ms": 573.011818, "train_ms": 1525.324826, "blocked_train": 1525324826, "duration": 3241180717, "avg_accuracy": 31.358654263687683, "soft_acc": 25.241353433595837, "adapt_pct": 25.476694919214797, "stability": 99.76465851438104, "consistency": 100, "throughput": 7500.970208937598, "availability": 27.30790693850171, "score": 517.0332733141431, "zero_downtime": 6.892885305664658, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 41684624, "heap_mib": 39.75355529785156, "mobile_score": 5212968.092294721, "mobile_throughput": 75628243.63275914, "mobile_availability": 275330.92140333046, "mobile_accuracy": 254494.9751729441, "soft_acc_blocks": [ 25.006011947976877, 25.476694919214797 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.124420016, "time_to_acc50_sec": 0, "acc_per_sec": 7.7877031975430695, "mobile_acc_per_sec": 78519.21796218194 }, "started": "2026-08-19T03:04:01.679598803+10:00", "ended": "2026-08-19T03:04:04.921199102+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": 26400, "total_correct": 7866, "total_train": 602, "infer_ms": 672.088218, "train_ms": 1342.500014, "blocked_train": 1342500014, "duration": 3608819621, "avg_accuracy": 28.39173599589396, "soft_acc": 24.90736396472863, "adapt_pct": 25.27214209026128, "stability": 99.63522187446735, "consistency": 100, "throughput": 7315.411345686652, "availability": 33.3610713755028, "score": 607.8641180408716, "zero_downtime": 8.309363470029384, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 71976480, "heap_mib": 68.64212036132812, "mobile_score": 13278994.27997552, "mobile_throughput": 159807599.31697348, "mobile_availability": 728783.7245549839, "mobile_accuracy": 544109.6682641519, "soft_acc_blocks": [ 24.54258583919598, 25.27214209026128 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.297088999, "time_to_acc50_sec": 0, "acc_per_sec": 6.901803520406162, "mobile_acc_per_sec": 150772.19850444607 }, "started": "2026-08-19T03:04:08.73034646+10:00", "ended": "2026-08-19T03:04:12.339630091+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": 19760, "total_correct": 5755, "total_train": 621, "infer_ms": 673.317796, "train_ms": 1550.848203, "blocked_train": 1550848203, "duration": 3166901265, "avg_accuracy": 24.203466219290263, "soft_acc": 25.003512297334698, "adapt_pct": 25.16894536252654, "stability": 99.83456693480815, "consistency": 100, "throughput": 6239.537752055558, "availability": 30.27282119692183, "score": 472.28737002470615, "zero_downtime": 7.569268570722495, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 41165032, "heap_mib": 39.258033752441406, "mobile_score": 8843378.594839755, "mobile_throughput": 116832670.31963229, "mobile_availability": 566845.602846134, "mobile_accuracy": 468180.05197660765, "soft_acc_blocks": [ 24.838079232142857, 25.16894536252654 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.656596166, "time_to_acc50_sec": 0, "acc_per_sec": 7.895261078603503, "mobile_acc_per_sec": 147835.3800135312 }, "started": "2026-08-19T03:04:15.579073977+10:00", "ended": "2026-08-19T03:04:18.746406648+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": 17312, "total_correct": 4338, "total_train": 717, "infer_ms": 411.049994, "train_ms": 1648.824061, "blocked_train": 1648824061, "duration": 3293131529, "avg_accuracy": 24.685307035996164, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 5257.002293272204, "availability": 19.95510322595912, "score": 262.26005855337667, "zero_downtime": 4.98877580648978, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 40951384, "heap_mib": 39.054283142089844, "mobile_score": 5729158.399118031, "mobile_throughput": 114840967.43062906, "mobile_availability": 435925.8816721523, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.773568119, "time_to_acc50_sec": 0, "acc_per_sec": 7.59155830243791, "mobile_acc_per_sec": 165840.1216361903 }, "started": "2026-08-19T03:04:22.521550096+10:00", "ended": "2026-08-19T03:04:25.815415843+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": 27992, "total_correct": 5373, "total_train": 713, "infer_ms": 657.326954, "train_ms": 1498.357417, "blocked_train": 1498357417, "duration": 3130444291, "avg_accuracy": 13.928777646027736, "soft_acc": 24.50378849394133, "adapt_pct": 24.588094450739806, "stability": 99.91569404320153, "consistency": 100, "throughput": 8941.861728853235, "availability": 30.492727174854117, "score": 668.1245855651592, "zero_downtime": 7.471873372960824, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 39582528, "heap_mib": 37.74884033203125, "mobile_score": 29190808.559732184, "mobile_throughput": 390675900.1747504, "mobile_availability": 1332247.5787541596, "mobile_accuracy": 1070586.8551592927, "soft_acc_blocks": [ 24.419482537142855, 24.588094450739806 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.827575326732218, "mobile_acc_per_sec": 341991.98440848175 }, "started": "2026-08-19T03:04:29.844224927+10:00", "ended": "2026-08-19T03:04:32.975260727+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": 19432, "total_correct": 4427, "total_train": 608, "infer_ms": 678.964918, "train_ms": 1546.964391, "blocked_train": 1546964391, "duration": 3233166268, "avg_accuracy": 23.764270887389724, "soft_acc": 25.254355089142116, "adapt_pct": 25.036791128697455, "stability": 99.78243603955534, "consistency": 100, "throughput": 6010.207452776753, "availability": 30.502537311260138, "score": 462.97944747728894, "zero_downtime": 7.703219083783697, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 43064952, "heap_mib": 41.06993865966797, "mobile_score": 15170910.534935804, "mobile_throughput": 196942477.81258863, "mobile_availability": 999507.1426153722, "mobile_accuracy": 827534.7075610089, "soft_acc_blocks": [ 25.471919049586777, 25.036791128697455 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.133053175, "time_to_acc50_sec": 0, "acc_per_sec": 7.8110288787480675, "mobile_acc_per_sec": 255951.79429881668 }, "started": "2026-08-19T03:04:36.948057465+10:00", "ended": "2026-08-19T03:04:40.181891127+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": 24448, "total_correct": 6934, "total_train": 624, "infer_ms": 521.89784, "train_ms": 1455.407159, "blocked_train": 1455407159, "duration": 3528724374, "avg_accuracy": 25.559390005275848, "soft_acc": 25.085282475360465, "adapt_pct": 25.315813441948993, "stability": 99.76946903341147, "consistency": 100, "throughput": 6928.282690519936, "availability": 26.39440249551506, "score": 458.7292474042783, "zero_downtime": 6.621110423683544, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 44157112, "heap_mib": 42.11150360107422, "mobile_score": 20042186.63859119, "mobile_throughput": 302701289.60394305, "mobile_availability": 1153189.0412973834, "mobile_accuracy": 1095992.714870149, "soft_acc_blocks": [ 24.854751508771933, 25.315813441948993 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.8045893990000001, "time_to_acc50_sec": 0, "acc_per_sec": 7.1088812320371, "mobile_acc_per_sec": 310591.7602818556 }, "started": "2026-08-19T03:04:43.531381953+10:00", "ended": "2026-08-19T03:04:47.060797107+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": 26864, "total_correct": 6341, "total_train": 693, "infer_ms": 580.406289, "train_ms": 1576.025059, "blocked_train": 1576025059, "duration": 3343480254, "avg_accuracy": 24.52103302886902, "soft_acc": 24.814587446051974, "adapt_pct": 24.617611468791065, "stability": 99.8030240227391, "consistency": 100, "throughput": 8034.741634218127, "availability": 26.915129458598468, "score": 536.6306183390312, "zero_downtime": 6.678878335722012, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 42768432, "heap_mib": 40.78715515136719, "mobile_score": 46891498.93795567, "mobile_throughput": 702086436.9868256, "mobile_availability": 2351879.8989316123, "mobile_accuracy": 2168331.737152616, "soft_acc_blocks": [ 25.011563423312882, 24.617611468791065 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.109858533, "time_to_acc50_sec": 0, "acc_per_sec": 7.42178375851475, "mobile_acc_per_sec": 648525.3605306969 }, "started": "2026-08-19T03:04:50.901985806+10:00", "ended": "2026-08-19T03:04:54.245888246+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": 17720, "total_correct": 5257, "total_train": 456, "infer_ms": 743.234278, "train_ms": 1420.509225, "blocked_train": 1420509225, "duration": 3451215970, "avg_accuracy": 27.820540702732124, "soft_acc": 25.131592678390497, "adapt_pct": 25.430288075227597, "stability": 99.7013046031629, "consistency": 100, "throughput": 5134.42223089852, "availability": 34.349463185886684, "score": 443.2324481351071, "zero_downtime": 8.632567175090736, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70319248, "heap_mib": 67.06166076660156, "mobile_score": 605160.0358537995, "mobile_throughput": 7010197.819253446, "mobile_availability": 46898.46706979728, "mobile_accuracy": 34313.00120356249, "soft_acc_blocks": [ 24.832897281553397, 25.430288075227597 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.255941524, "time_to_acc50_sec": 0, "acc_per_sec": 7.281953055632881, "mobile_acc_per_sec": 9942.293238624094 }, "started": "2026-08-19T03:04:57.660186168+10:00", "ended": "2026-08-19T03:05:01.111927293+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": 21128, "total_correct": 7010, "total_train": 439, "infer_ms": 740.962188, "train_ms": 1080.021244, "blocked_train": 1080021244, "duration": 3667332408, "avg_accuracy": 29.548464356156664, "soft_acc": 25.313442222048465, "adapt_pct": 25.413649058382642, "stability": 99.89979316366582, "consistency": 100, "throughput": 5761.135792847933, "availability": 40.69022128258441, "score": 593.4024974426756, "zero_downtime": 10.300095654390672, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 100255816, "heap_mib": 95.61139678955078, "mobile_score": 801839.7128330554, "mobile_throughput": 7784779.284950147, "mobile_availability": 54982.9761232052, "mobile_accuracy": 34204.98452503439, "soft_acc_blocks": [ 25.213235385714285, 25.413649058382642 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.539332419, "time_to_acc50_sec": 0, "acc_per_sec": 6.902412818327884, "mobile_acc_per_sec": 9326.93868993683 }, "started": "2026-08-19T03:05:04.689927748+10:00", "ended": "2026-08-19T03:05:08.357984738+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": 18376, "total_correct": 6175, "total_train": 488, "infer_ms": 735.094181, "train_ms": 1465.83328, "blocked_train": 1465833280, "duration": 3276549063, "avg_accuracy": 29.45470761401058, "soft_acc": 25.22722991120919, "adapt_pct": 25.471251615806807, "stability": 99.75597829540239, "consistency": 100, "throughput": 5608.339642311042, "availability": 33.39929161799849, "score": 472.54277535415974, "zero_downtime": 8.4257160851877, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 55861224, "heap_mib": 53.273414611816406, "mobile_score": 638527.078878561, "mobile_throughput": 7578312.305123637, "mobile_availability": 45131.05104076596, "mobile_accuracy": 34088.48947342279, "soft_acc_blocks": [ 24.98320820661157, 25.471251615806807 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.181062609, "time_to_acc50_sec": 0, "acc_per_sec": 7.699329210749313, "mobile_acc_per_sec": 10403.778126920968 }, "started": "2026-08-19T03:05:11.914260124+10:00", "ended": "2026-08-19T03:05:15.191359654+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": 18896, "total_correct": 6826, "total_train": 613, "infer_ms": 752.123606, "train_ms": 1498.741714, "blocked_train": 1498741714, "duration": 3465220503, "avg_accuracy": 29.1333737204158, "soft_acc": 25.166519736071734, "adapt_pct": 25.607924423599783, "stability": 99.55859531247195, "consistency": 100, "throughput": 5453.044036776554, "availability": 33.4148649107091, "score": 458.5660261707948, "zero_downtime": 8.409358572535314, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 39578392, "heap_mib": 37.744895935058594, "mobile_score": 626095.4810651919, "mobile_throughput": 7445222.7915455885, "mobile_availability": 45622.42889142149, "mobile_accuracy": 34360.68827964994, "soft_acc_blocks": [ 24.72511504854369, 25.607924423599783 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.770771634, "time_to_acc50_sec": 0, "acc_per_sec": 7.2626026869816585, "mobile_acc_per_sec": 9915.87353529229 }, "started": "2026-08-19T03:05:18.5811538+10:00", "ended": "2026-08-19T03:05:22.046793001+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": 17016, "total_correct": 6302, "total_train": 592, "infer_ms": 658.028077, "train_ms": 1442.411192, "blocked_train": 1442411192, "duration": 3448919956, "avg_accuracy": 34.14297472272747, "soft_acc": 25.42326914332986, "adapt_pct": 25.72037487889273, "stability": 99.70289426443713, "consistency": 100, "throughput": 4933.718444348843, "availability": 31.328117252029916, "score": 392.9524966219024, "zero_downtime": 7.964631566521521, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 79985784, "heap_mib": 76.28038787841797, "mobile_score": 268255.5710272187, "mobile_throughput": 3368085.124675477, "mobile_availability": 21386.661377385757, "mobile_accuracy": 17355.618401846517, "soft_acc_blocks": [ 25.12616340776699, 25.72037487889273 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.255949699, "time_to_acc50_sec": 0, "acc_per_sec": 7.371371173489148, "mobile_acc_per_sec": 5032.189387768592 }, "started": "2026-08-19T03:05:26.227209109+10:00", "ended": "2026-08-19T03:05:29.676597188+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": 16600, "total_correct": 4526, "total_train": 441, "infer_ms": 755.706421, "train_ms": 1467.104353, "blocked_train": 1467104353, "duration": 3291797084, "avg_accuracy": 26.633468897944837, "soft_acc": 25.162855614950736, "adapt_pct": 25.154253697986576, "stability": 99.99139808303585, "consistency": 100, "throughput": 5042.8381751370425, "availability": 33.99778468952121, "score": 431.405399663816, "zero_downtime": 8.55481347370605, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39983552, "heap_mib": 38.13128662109375, "mobile_score": 9424194.757455949, "mobile_throughput": 110162480.88192707, "mobile_availability": 742692.9391374873, "mobile_accuracy": 549690.9685271372, "soft_acc_blocks": [ 25.171457531914896, 25.154253697986576 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.128006516, "time_to_acc50_sec": 0, "acc_per_sec": 7.644108969309341, "mobile_acc_per_sec": 166988.10847088567 }, "started": "2026-08-19T03:05:33.626801401+10:00", "ended": "2026-08-19T03:05:36.919139421+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": 7328, "total_correct": 2541, "total_train": 407, "infer_ms": 530.400816, "train_ms": 1414.213436, "blocked_train": 1414213436, "duration": 3510362213, "avg_accuracy": 30.397357258518724, "soft_acc": 25.212255529049916, "adapt_pct": 25.503879461084907, "stability": 99.708376067965, "consistency": 100, "throughput": 2087.5338655544033, "availability": 27.27537430390076, "score": 143.5542150979716, "zero_downtime": 6.87673706600428, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 77914488, "heap_mib": 74.30504608154297, "mobile_score": 2090659.7868134815, "mobile_throughput": 30401915.425105195, "mobile_availability": 397226.4289734312, "mobile_accuracy": 367180.0840781812, "soft_acc_blocks": [ 24.920631597014925, 25.503879461084907 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.475483113, "time_to_acc50_sec": 0, "acc_per_sec": 7.182237615161429, "mobile_acc_per_sec": 104598.91652160432 }, "started": "2026-08-19T03:05:41.122714943+10:00", "ended": "2026-08-19T03:05:44.733491488+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": 9000, "total_correct": 2935, "total_train": 411, "infer_ms": 591.833008, "train_ms": 1524.486531, "blocked_train": 1524486531, "duration": 3568971881, "avg_accuracy": 31.359578912062446, "soft_acc": 25.254880237544214, "adapt_pct": 25.38118394731065, "stability": 99.87369629023357, "consistency": 100, "throughput": 2521.7346339748315, "availability": 27.96520076923979, "score": 178.09947453083544, "zero_downtime": 7.062577962460303, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 73442352, "heap_mib": 70.04008483886719, "mobile_score": 2593761.5917450734, "mobile_throughput": 36725422.43826101, "mobile_availability": 407272.7550250886, "mobile_accuracy": 367800.85138837725, "soft_acc_blocks": [ 25.128576527777778, 25.38118394731065 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.284202505, "time_to_acc50_sec": 0, "acc_per_sec": 7.076234019100196, "mobile_acc_per_sec": 103055.12726127787 }, "started": "2026-08-19T03:05:47.961927958+10:00", "ended": "2026-08-19T03:05:51.531337755+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": 8960, "total_correct": 2921, "total_train": 419, "infer_ms": 689.169498, "train_ms": 1711.835003, "blocked_train": 1711835003, "duration": 3389339577, "avg_accuracy": 32.53013626834382, "soft_acc": 25.337919614308177, "adapt_pct": 25.36715874528302, "stability": 99.97076086902516, "consistency": 100, "throughput": 2643.582856318796, "availability": 28.703382176625084, "score": 192.26354883002708, "zero_downtime": 7.272839902500924, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 41155120, "heap_mib": 39.24858093261719, "mobile_score": 2520036.7872249307, "mobile_throughput": 34649969.21434172, "mobile_availability": 376220.9708654603, "mobile_accuracy": 332109.1799686601, "soft_acc_blocks": [ 25.308680483333333, 25.36715874528302 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.118213254, "time_to_acc50_sec": 0, "acc_per_sec": 7.475768962853667, "mobile_acc_per_sec": 97986.39894991559 }, "started": "2026-08-19T03:05:55.654132224+10:00", "ended": "2026-08-19T03:05:59.044095601+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": 10416, "total_correct": 3313, "total_train": 542, "infer_ms": 574.691193, "train_ms": 1679.568703, "blocked_train": 1679568703, "duration": 3292247786, "avg_accuracy": 28.271236959761552, "soft_acc": 25.32297150892946, "adapt_pct": 25.528897805737707, "stability": 99.79407370319176, "consistency": 100, "throughput": 3163.795885684286, "availability": 25.49356416355286, "score": 204.24605653058896, "zero_downtime": 6.455727989747142, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 41774128, "heap_mib": 39.83891296386719, "mobile_score": 3569458.5495436476, "mobile_throughput": 55291340.57712143, "mobile_availability": 445532.32560602674, "mobile_accuracy": 442551.0028824536, "soft_acc_blocks": [ 25.117045212121212, 25.528897805737707 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.698624205, "time_to_acc50_sec": 0, "acc_per_sec": 7.6916967236224485, "mobile_acc_per_sec": 134422.14306115222 }, "started": "2026-08-19T03:06:02.525214418+10:00", "ended": "2026-08-19T03:06:05.817871056+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": 11408, "total_correct": 3353, "total_train": 438, "infer_ms": 670.701074, "train_ms": 1392.934914, "blocked_train": 1392934914, "duration": 3431630000, "avg_accuracy": 23.749512670565302, "soft_acc": 24.8179132134308, "adapt_pct": 25.2011631637037, "stability": 99.6167500497271, "consistency": 100, "throughput": 3324.367720296186, "availability": 32.50093901735154, "score": 268.14532336499474, "zero_downtime": 8.066054838876374, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 67486440, "heap_mib": 64.3600845336914, "mobile_score": 4134863.979305481, "mobile_throughput": 51262532.45113666, "mobile_availability": 501172.1269273296, "mobile_accuracy": 382698.06126009434, "soft_acc_blocks": [ 24.434663263157894, 25.2011631637037 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.8525677470000002, "time_to_acc50_sec": 0, "acc_per_sec": 7.232106379018367, "mobile_acc_per_sec": 111520.7820365524 }, "started": "2026-08-19T03:06:09.685982789+10:00", "ended": "2026-08-19T03:06:13.118182423+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": 11616, "total_correct": 2499, "total_train": 466, "infer_ms": 616.407285, "train_ms": 1628.840998, "blocked_train": 1628840998, "duration": 3349625678, "avg_accuracy": 22.93272377773885, "soft_acc": 24.90518666593526, "adapt_pct": 24.863450243262925, "stability": 99.95826357732767, "consistency": 100, "throughput": 3467.850176899677, "availability": 27.453858429250605, "score": 237.11199095117487, "zero_downtime": 6.837434688806465, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 40050672, "heap_mib": 38.19529724121094, "mobile_score": 6906387.306211643, "mobile_throughput": 101008457.41924322, "mobile_availability": 799651.5848974967, "mobile_accuracy": 725416.1392616592, "soft_acc_blocks": [ 24.946923088607594, 24.863450243262925 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.435214874757496, "mobile_acc_per_sec": 216566.32979204768 }, "started": "2026-08-19T03:06:16.738317979+10:00", "ended": "2026-08-19T03:06:20.088531781+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": 14968, "total_correct": 3028, "total_train": 447, "infer_ms": 814.065798, "train_ms": 1464.879666, "blocked_train": 1464879666, "duration": 3393724229, "avg_accuracy": 20.989253893763177, "soft_acc": 24.604394004424268, "adapt_pct": 24.901606847928996, "stability": 99.70278715649528, "consistency": 100, "throughput": 4410.493896968904, "availability": 35.72116186453859, "score": 387.6372239807549, "zero_downtime": 8.78897540810922, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 54886368, "heap_mib": 52.343719482421875, "mobile_score": 9237888.403928274, "mobile_throughput": 105107682.92063785, "mobile_availability": 851280.7505288731, "mobile_accuracy": 586354.0238087086, "soft_acc_blocks": [ 24.30718116091954, 24.901606847928996 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.24996857263038, "mobile_acc_per_sec": 172775.97831851078 }, "started": "2026-08-19T03:06:23.597698646+10:00", "ended": "2026-08-19T03:06:26.992127041+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": 7912, "total_correct": 2287, "total_train": 343, "infer_ms": 618.231829, "train_ms": 1659.274042, "blocked_train": 1659274042, "duration": 3631551297, "avg_accuracy": 30.970527474224816, "soft_acc": 25.00722953959918, "adapt_pct": 25.009098699888018, "stability": 99.99813083971117, "consistency": 100, "throughput": 2178.683254876793, "availability": 27.14512558988701, "score": 147.89433238860155, "zero_downtime": 6.78824386507552, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40420240, "heap_mib": 38.54774475097656, "mobile_score": 67308.35394041245, "mobile_throughput": 991542.9568861494, "mobile_availability": 12354.048268464132, "mobile_accuracy": 11381.068021577583, "soft_acc_blocks": [ 25.005360379310343, 25.009098699888018 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.144082263, "time_to_acc50_sec": 0, "acc_per_sec": 6.8861011436785935, "mobile_acc_per_sec": 3133.9411427230575 }, "started": "2026-08-19T03:06:31.240395957+10:00", "ended": "2026-08-19T03:06:34.87255569+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": 13216, "total_correct": 3263, "total_train": 436, "infer_ms": 773.241186, "train_ms": 1627.911507, "blocked_train": 1627911507, "duration": 3287887658, "avg_accuracy": 23.812571168821627, "soft_acc": 24.99132623457703, "adapt_pct": 25.000298252286584, "stability": 99.99102798229045, "consistency": 100, "throughput": 4019.602059043345, "availability": 32.20291605170317, "score": 323.4949934298866, "zero_downtime": 8.047935807528113, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 40228736, "heap_mib": 38.3651123046875, "mobile_score": 294452.3317975146, "mobile_throughput": 3658731.1186314537, "mobile_availability": 29311.80981061693, "mobile_accuracy": 22747.660501517224, "soft_acc_blocks": [ 24.982354216867474, 25.000298252286584 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.601028025932944, "mobile_acc_per_sec": 6918.624620938075 }, "started": "2026-08-19T03:06:38.456336038+10:00", "ended": "2026-08-19T03:06:41.744935778+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": 7520, "total_correct": 1871, "total_train": 266, "infer_ms": 588.728402, "train_ms": 1558.751503, "blocked_train": 1558751503, "duration": 3297776694, "avg_accuracy": 24.175706462670345, "soft_acc": 25.00955716537079, "adapt_pct": 25.010147738148984, "stability": 99.9994094272218, "consistency": 100, "throughput": 2280.3241995378116, "availability": 27.414850338261953, "score": 156.34661300980287, "zero_downtime": 6.856332667148471, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 40012216, "heap_mib": 38.15862274169922, "mobile_score": 284620.32306140114, "mobile_throughput": 4151203.520580834, "mobile_availability": 49907.21199356487, "mobile_accuracy": 45528.509399715, "soft_acc_blocks": [ 25.008966592592596, 25.010147738148984 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.583763088287139, "mobile_acc_per_sec": 13805.819382055164 }, "started": "2026-08-19T03:06:46.286017005+10:00", "ended": "2026-08-19T03:06:49.584566198+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": 9640, "total_correct": 2365, "total_train": 340, "infer_ms": 635.943014, "train_ms": 1586.646079, "blocked_train": 1586646079, "duration": 3255596305, "avg_accuracy": 24.03832488512009, "soft_acc": 24.997689346637294, "adapt_pct": 25.00261714941494, "stability": 99.99507219722236, "consistency": 100, "throughput": 2961.055086957411, "availability": 28.612711904458173, "score": 211.78996360379116, "zero_downtime": 7.152516835524762, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 48699464, "heap_mib": 46.44342803955078, "mobile_score": 385551.8626316127, "mobile_throughput": 5390436.28274558, "mobile_availability": 52087.8524269603, "mobile_accuracy": 45506.90469503394, "soft_acc_blocks": [ 24.99276154385965, 25.00261714941494 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.678375020958654, "mobile_acc_per_sec": 13978.055149265178 }, "started": "2026-08-19T03:06:53.023041409+10:00", "ended": "2026-08-19T03:06:56.279198442+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": 7664, "total_correct": 1846, "total_train": 307, "infer_ms": 588.522772, "train_ms": 1645.591944, "blocked_train": 1645591944, "duration": 3470861074, "avg_accuracy": 30.267215885086607, "soft_acc": 25.008158359231096, "adapt_pct": 25.000333474017744, "stability": 99.99217511478665, "consistency": 100, "throughput": 2208.0975978585075, "availability": 26.34254936799763, "score": 145.46475461521888, "zero_downtime": 6.587786461807477, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43329312, "heap_mib": 41.322052001953125, "mobile_score": 529621.0088034992, "mobile_throughput": 8039438.009625286, "mobile_availability": 95910.2952989496, "mobile_accuracy": 91051.92590169828, "soft_acc_blocks": [ 25.015983244444445, 25.000333474017744 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.110388632, "time_to_acc50_sec": 0, "acc_per_sec": 7.205174112719643, "mobile_acc_per_sec": 26233.238369510807 }, "started": "2026-08-19T03:06:59.681492157+10:00", "ended": "2026-08-19T03:07:03.152917605+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": 7184, "total_correct": 1900, "total_train": 284, "infer_ms": 533.805489, "train_ms": 1653.654947, "blocked_train": 1653654947, "duration": 3454899694, "avg_accuracy": 27.391766524932354, "soft_acc": 24.999477113161962, "adapt_pct": 24.99596584170854, "stability": 99.99648872854658, "consistency": 100, "throughput": 2079.3657229690907, "availability": 24.402978002021335, "score": 126.85413671959773, "zero_downtime": 6.100616900545272, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 39008200, "heap_mib": 37.20111846923828, "mobile_score": 461861.8168919754, "mobile_throughput": 7570739.556694574, "mobile_availability": 88848.53146335945, "mobile_accuracy": 91020.31844934347, "soft_acc_blocks": [ 25.002988384615385, 24.99596584170854 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.113203157, "time_to_acc50_sec": 0, "acc_per_sec": 7.235948747391323, "mobile_acc_per_sec": 26345.28539494654 }, "started": "2026-08-19T03:07:06.465122537+10:00", "ended": "2026-08-19T03:07:09.920802178+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": 5488, "total_correct": 1356, "total_train": 284, "infer_ms": 595.096972, "train_ms": 1654.870094, "blocked_train": 1654870094, "duration": 3383577854, "avg_accuracy": 26.239008792965627, "soft_acc": 24.98926345603517, "adapt_pct": 24.9727152176259, "stability": 99.98345176159073, "consistency": 100, "throughput": 1621.951743629068, "availability": 26.44914145601098, "score": 107.20201880709372, "zero_downtime": 6.609445640302002, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 38960504, "heap_mib": 37.15563201904297, "mobile_score": 48788.829892650654, "mobile_throughput": 738168.2602116292, "mobile_availability": 12037.298155980108, "mobile_accuracy": 11372.891457324451, "soft_acc_blocks": [ 25.005811694444443, 24.9727152176259 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.121413922, "time_to_acc50_sec": 0, "acc_per_sec": 7.3854554363196785, "mobile_acc_per_sec": 3361.202829685045 }, "started": "2026-08-19T03:07:13.498597142+10:00", "ended": "2026-08-19T03:07:16.882832077+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": 5976, "total_correct": 1444, "total_train": 216, "infer_ms": 601.410151, "train_ms": 1428.860439, "blocked_train": 1428860439, "duration": 3667299096, "avg_accuracy": 23.088362068965516, "soft_acc": 24.99885732258621, "adapt_pct": 24.991421990000003, "stability": 99.99256466741379, "consistency": 100, "throughput": 1629.5371180709392, "availability": 29.62216730923537, "score": 120.67053711826648, "zero_downtime": 7.405203341493525, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 102826024, "heap_mib": 98.06253814697266, "mobile_score": 109837.00445253767, "mobile_throughput": 1483240.896804126, "mobile_availability": 26962.754955250683, "mobile_accuracy": 22754.515465180695, "soft_acc_blocks": [ 25.006292655172416, 24.991421990000003 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.816694430474184, "mobile_acc_per_sec": 6204.706752716058 }, "started": "2026-08-19T03:07:20.907410767+10:00", "ended": "2026-08-19T03:07:24.575223613+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": 6568, "total_correct": 1964, "total_train": 248, "infer_ms": 845.182059, "train_ms": 1473.760504, "blocked_train": 1473760504, "duration": 3580572755, "avg_accuracy": 30.264211962971757, "soft_acc": 25.015470353299314, "adapt_pct": 25.01981227023499, "stability": 99.99565808306433, "consistency": 100, "throughput": 1834.3433996218296, "availability": 36.44687335017879, "score": 167.24363263708761, "zero_downtime": 9.117356797618523, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 72682616, "heap_mib": 69.31554412841797, "mobile_score": 304457.7419028937, "mobile_throughput": 3339320.251044895, "mobile_availability": 66349.50810770325, "mobile_accuracy": 45539.27402982844, "soft_acc_blocks": [ 25.011128436363634, 25.01981227023499 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.31706363, "time_to_acc50_sec": 0, "acc_per_sec": 6.986443808010072, "mobile_acc_per_sec": 12718.432816715223 }, "started": "2026-08-19T03:07:28.056776623+10:00", "ended": "2026-08-19T03:07:31.637975992+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": 9248, "total_correct": 2554, "total_train": 365, "infer_ms": 517.440552, "train_ms": 1665.997157, "blocked_train": 1665997157, "duration": 3651793334, "avg_accuracy": 23.2177734375, "soft_acc": 24.999928997070313, "adapt_pct": 25.016885806640627, "stability": 99.98304319042968, "consistency": 100, "throughput": 2532.4543735530024, "availability": 23.698434348144715, "score": 150.03758315276554, "zero_downtime": 5.924591760453502, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 69884472, "heap_mib": 66.64702606201172, "mobile_score": 546270.1694166468, "mobile_throughput": 9220384.990287198, "mobile_availability": 86283.36630222289, "mobile_accuracy": 91021.96370844444, "soft_acc_blocks": [ 24.9829721875, 25.016885806640627 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.905418069, "time_to_acc50_sec": 0, "acc_per_sec": 6.845932042295117, "mobile_acc_per_sec": 24925.27790688071 }, "started": "2026-08-19T03:07:35.89689758+10:00", "ended": "2026-08-19T03:07:39.549220444+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": 8272, "total_correct": 2101, "total_train": 247, "infer_ms": 733.026069, "train_ms": 1245.933369, "blocked_train": 1245933369, "duration": 2285455420, "avg_accuracy": 23.511904761904763, "soft_acc": 25.004853357142856, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3619.4099117452924, "availability": 37.04098502093704, "score": 335.2313380785511, "zero_downtime": 9.262043986526558, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 65489800, "heap_mib": 62.45594024658203, "mobile_score": 151254.5333722267, "mobile_throughput": 1633057.817391666, "mobile_availability": 16712.68842913687, "mobile_accuracy": 11282.052114380132, "soft_acc_blocks": [ 25.004853357142856 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.940862437449276, "mobile_acc_per_sec": 4936.456872293809 }, "started": "2026-08-19T03:07:43.409319602+10:00", "ended": "2026-08-19T03:07:45.695470854+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": 7104, "total_correct": 1836, "total_train": 305, "infer_ms": 611.66528, "train_ms": 1628.705392, "blocked_train": 1628705392, "duration": 3470316035, "avg_accuracy": 24.846698113207545, "soft_acc": 24.993743711674526, "adapt_pct": 24.994406673349058, "stability": 99.99933703832546, "consistency": 100, "throughput": 2047.0758076072457, "availability": 27.30196782365307, "score": 139.68802868608753, "zero_downtime": 6.823783866087691, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 47518160, "heap_mib": 45.31684875488281, "mobile_score": 124977.40133749397, "mobile_throughput": 1831497.0665849617, "mobile_availability": 24426.781751411978, "mobile_accuracy": 22361.638059908557, "soft_acc_blocks": [ 24.993080749999997, 24.994406673349058 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.979817027, "time_to_acc50_sec": 0, "acc_per_sec": 7.202152040217434, "mobile_acc_per_sec": 6443.689230139109 }, "started": "2026-08-19T03:07:49.989336472+10:00", "ended": "2026-08-19T03:07:53.460551306+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": 6280, "total_correct": 1755, "total_train": 307, "infer_ms": 561.594628, "train_ms": 1647.075045, "blocked_train": 1647075045, "duration": 3520645093, "avg_accuracy": 33.54149689713533, "soft_acc": 24.999706278772017, "adapt_pct": 24.99766576684636, "stability": 99.99795948807434, "consistency": 100, "throughput": 1783.7640074787284, "availability": 25.42682750912205, "score": 113.38731715172189, "zero_downtime": 6.356632193290515, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 40132816, "heap_mib": 38.27363586425781, "mobile_score": 199488.62327128177, "mobile_throughput": 3138275.382392643, "mobile_availability": 44734.83403054557, "mobile_accuracy": 43983.37585733162, "soft_acc_blocks": [ 25.001746790697673, 24.99766576684636 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.115547005, "time_to_acc50_sec": 0, "acc_per_sec": 7.1008879391104305, "mobile_acc_per_sec": 12492.987704095065 }, "started": "2026-08-19T03:07:56.958171709+10:00", "ended": "2026-08-19T03:08:00.479336072+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": 8560, "total_correct": 2291, "total_train": 322, "infer_ms": 606.014262, "train_ms": 1693.109512, "blocked_train": 1693109512, "duration": 3599367271, "avg_accuracy": 23.189190617075234, "soft_acc": 24.99867715766765, "adapt_pct": 25.006158690335305, "stability": 99.99251846733235, "consistency": 100, "throughput": 2378.1957648411367, "availability": 26.35848790975096, "score": 156.70581846407208, "zero_downtime": 6.589273296201502, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 39039128, "heap_mib": 37.230613708496094, "mobile_score": 533499.8711096846, "mobile_throughput": 8096490.267253441, "mobile_availability": 89736.61629368513, "mobile_accuracy": 85107.18473791725, "soft_acc_blocks": [ 24.991195625, 25.006158690335305 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.9730057840000002, "time_to_acc50_sec": 0, "acc_per_sec": 6.94529768025655, "mobile_acc_per_sec": 23645.040455755494 }, "started": "2026-08-19T03:08:04.170982274+10:00", "ended": "2026-08-19T03:08:07.770855742+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": 9192, "total_correct": 2102, "total_train": 345, "infer_ms": 724.235506, "train_ms": 1729.038929, "blocked_train": 1729038929, "duration": 3525390542, "avg_accuracy": 20.10206943961566, "soft_acc": 24.998861954257404, "adapt_pct": 24.99969592575619, "stability": 99.99916602850121, "consistency": 100, "throughput": 2607.37069850572, "availability": 29.521177723437205, "score": 192.42287461358168, "zero_downtime": 7.379958466353055, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 41420680, "heap_mib": 39.50183868408203, "mobile_score": 1401180.6122972989, "mobile_throughput": 18986294.010807876, "mobile_availability": 214966.6559203534, "mobile_accuracy": 182036.1574482459, "soft_acc_blocks": [ 24.998027982758618, 24.99969592575619 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.091090095248063, "mobile_acc_per_sec": 51635.74227579745 }, "started": "2026-08-19T03:08:11.130971883+10:00", "ended": "2026-08-19T03:08:14.656863569+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": 6240, "total_correct": 1754, "total_train": 273, "infer_ms": 767.331464, "train_ms": 1747.365146, "blocked_train": 1747365146, "duration": 3494146068, "avg_accuracy": 31.54378704271408, "soft_acc": 25.002434150010217, "adapt_pct": 25.001888347639483, "stability": 99.99945419762926, "consistency": 100, "throughput": 1785.8440599112355, "availability": 30.51387833222553, "score": 136.2458353317028, "zero_downtime": 7.629212336628924, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 40031696, "heap_mib": 38.17720031738281, "mobile_score": 871122.6404193634, "mobile_throughput": 11418251.34735051, "mobile_availability": 195098.29564690072, "mobile_accuracy": 159859.4658004946, "soft_acc_blocks": [ 25.002979952380954, 25.001888347639483 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.119209757, "time_to_acc50_sec": 0, "acc_per_sec": 7.155520594570123, "mobile_acc_per_sec": 45750.65343275586 }, "started": "2026-08-19T03:08:18.292924872+10:00", "ended": "2026-08-19T03:08:21.787582971+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": 8400, "total_correct": 2085, "total_train": 281, "infer_ms": 486.308547, "train_ms": 1310.601447, "blocked_train": 1310601447, "duration": 2204860564, "avg_accuracy": 23.903508771929825, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3809.764724877178, "availability": 27.06360077153647, "score": 257.7648788688961, "zero_downtime": 6.765900192884118, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 108834768, "heap_mib": 103.79292297363281, "mobile_score": 1876986.5668391085, "mobile_throughput": 27741860.112172306, "mobile_availability": 197071.1266848238, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.338585490705887, "mobile_acc_per_sec": 82565.05985765567 }, "started": "2026-08-19T03:08:25.820269555+10:00", "ended": "2026-08-19T03:08:28.027543134+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": 8432, "total_correct": 2407, "total_train": 387, "infer_ms": 546.43957, "train_ms": 1705.006747, "blocked_train": 1705006747, "duration": 3494308142, "avg_accuracy": 27.448755281489092, "soft_acc": 24.991131621046023, "adapt_pct": 25.00993482939363, "stability": 99.9811967916524, "consistency": 100, "throughput": 2413.0670957867687, "availability": 24.270601784905896, "score": 146.3645373333354, "zero_downtime": 6.065498037285778, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39033992, "heap_mib": 37.22571563720703, "mobile_score": 2131588.0708172154, "mobile_throughput": 35142836.7087737, "mobile_availability": 353466.25746124284, "mobile_accuracy": 363959.7337593049, "soft_acc_blocks": [ 24.972328412698413, 25.00993482939363 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.117925541, "time_to_acc50_sec": 0, "acc_per_sec": 7.151954150998862, "mobile_acc_per_sec": 104157.8816088581 }, "started": "2026-08-19T03:08:31.511783174+10:00", "ended": "2026-08-19T03:08:35.006605117+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": 3488, "total_correct": 949, "total_train": 226, "infer_ms": 422.300288, "train_ms": 1357.509256, "blocked_train": 1357509256, "duration": 2283065606, "avg_accuracy": 17.67241379310345, "soft_acc": 24.98792855172414, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1527.7703763016611, "availability": 23.727274045902067, "score": 90.5808072038642, "zero_downtime": 5.928954285861794, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 93504728, "heap_mib": 89.17305755615234, "mobile_score": 1032400.6575499902, "mobile_throughput": 17412862.501096636, "mobile_availability": 270433.1533690849, "mobile_accuracy": 284801.5453157901, "soft_acc_blocks": [ 24.98792855172414 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.944901664697996, "mobile_acc_per_sec": 124745.23052133006 }, "started": "2026-08-19T03:08:38.769607396+10:00", "ended": "2026-08-19T03:08:41.053595292+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": 9840, "total_correct": 2708, "total_train": 311, "infer_ms": 696.628836, "train_ms": 1737.494897, "blocked_train": 1737494897, "duration": 3508719926, "avg_accuracy": 24.182083086388396, "soft_acc": 25.006305765599862, "adapt_pct": 25.01016482152231, "stability": 99.99614094407755, "consistency": 100, "throughput": 2804.441564880833, "availability": 28.619286133882007, "score": 200.70339975586103, "zero_downtime": 7.156626198570458, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40065224, "heap_mib": 38.20917510986328, "mobile_score": 2922955.1125333575, "mobile_throughput": 40842640.532451175, "mobile_availability": 416798.5635711314, "mobile_accuracy": 364180.7232565228, "soft_acc_blocks": [ 25.002446709677418, 25.01016482152231 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.94016323, "time_to_acc50_sec": 0, "acc_per_sec": 7.126902771663361, "mobile_acc_per_sec": 103793.04445416223 }, "started": "2026-08-19T03:08:44.628702273+10:00", "ended": "2026-08-19T03:08:48.137945115+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": 7216, "total_correct": 1627, "total_train": 279, "infer_ms": 440.101902, "train_ms": 1460.059778, "blocked_train": 1460059778, "duration": 2215289332, "avg_accuracy": 29.41176470588235, "soft_acc": 25.024085745098038, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3257.3623209232333, "availability": 23.161287096369605, "score": 188.79347392019307, "zero_downtime": 5.795900342663857, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 101683808, "heap_mib": 96.97323608398438, "mobile_score": 5499008.4919261215, "mobile_throughput": 94877554.25067778, "mobile_availability": 674621.3827323015, "mobile_accuracy": 728879.3259514422, "soft_acc_blocks": [ 25.024085745098038 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.455157091, "time_to_acc50_sec": 0, "acc_per_sec": 11.296080102776406, "mobile_acc_per_sec": 329022.1802735798 }, "started": "2026-08-19T03:08:52.319109083+10:00", "ended": "2026-08-19T03:08:54.534948205+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": 5080, "total_correct": 1301, "total_train": 263, "infer_ms": 565.63129, "train_ms": 1751.206526, "blocked_train": 1751206526, "duration": 3515320997, "avg_accuracy": 25.11593118922962, "soft_acc": 25.01501460346547, "adapt_pct": 25.01653477835951, "stability": 99.99847982510596, "consistency": 100, "throughput": 1445.102738650413, "availability": 24.413935498366364, "score": 88.25458511435247, "zero_downtime": 6.1071495301969865, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39655072, "heap_mib": 37.818023681640625, "mobile_score": 40165.64229204308, "mobile_throughput": 657682.313056899, "mobile_availability": 11111.053311256514, "mobile_accuracy": 11384.61109064384, "soft_acc_blocks": [ 25.01349442857143, 25.01653477835951 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.884660161, "time_to_acc50_sec": 0, "acc_per_sec": 7.115997265914966, "mobile_acc_per_sec": 3238.5694223541886 }, "started": "2026-08-19T03:08:58.007116064+10:00", "ended": "2026-08-19T03:09:01.52300107+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": 3248, "total_correct": 923, "total_train": 234, "infer_ms": 317.062015, "train_ms": 1587.806601, "blocked_train": 1587806601, "duration": 2103228930, "avg_accuracy": 22.265625, "soft_acc": 25.00279353125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1544.2921850642288, "availability": 16.64482328790701, "score": 64.2683569373924, "zero_downtime": 4.1616708003168075, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 101231048, "heap_mib": 96.54145050048828, "mobile_score": 28997.528676412723, "mobile_throughput": 696776.1283330072, "mobile_availability": 7510.052592056962, "mobile_accuracy": 11281.122732282272, "soft_acc_blocks": [ 25.00279353125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.88781362533369, "mobile_acc_per_sec": 5363.7160327013335 }, "started": "2026-08-19T03:09:05.581226841+10:00", "ended": "2026-08-19T03:09:07.685439519+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": 5304, "total_correct": 1373, "total_train": 266, "infer_ms": 506.230947, "train_ms": 1678.901727, "blocked_train": 1678901727, "duration": 3497536129, "avg_accuracy": 27.610565110565112, "soft_acc": 25.00369176769283, "adapt_pct": 24.997067656597775, "stability": 99.99337588890495, "consistency": 100, "throughput": 1516.4961288095387, "availability": 23.167057681368046, "score": 87.84485342061033, "zero_downtime": 5.7926196942928705, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 38149640, "heap_mib": 36.38233184814453, "mobile_score": 39635.11403630374, "mobile_throughput": 684234.7008444883, "mobile_availability": 10452.848827580972, "mobile_accuracy": 11281.528011618018, "soft_acc_blocks": [ 25.01031587878788, 24.997067656597775 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.18362749, "time_to_acc50_sec": 0, "acc_per_sec": 7.148944527083919, "mobile_acc_per_sec": 3225.5643960548828 }, "started": "2026-08-19T03:09:11.480298896+10:00", "ended": "2026-08-19T03:09:14.978466378+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": 3848, "total_correct": 1021, "total_train": 267, "infer_ms": 475.04517, "train_ms": 1753.908451, "blocked_train": 1753908451, "duration": 3583119698, "avg_accuracy": 25.997340425531917, "soft_acc": 25.047521464126667, "adapt_pct": 25.091943021276595, "stability": 99.95557844285007, "consistency": 100, "throughput": 1073.9244915953684, "availability": 21.312474406124036, "score": 57.32873767430389, "zero_downtime": 5.338246601410421, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44672784, "heap_mib": 42.60328674316406, "mobile_score": 26090.945501549857, "mobile_throughput": 488754.9686194032, "mobile_availability": 9699.543907498228, "mobile_accuracy": 11399.405324118092, "soft_acc_blocks": [ 25.003099906976743, 25.091943021276595 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.131327648, "time_to_acc50_sec": 0, "acc_per_sec": 6.990422753140932, "mobile_acc_per_sec": 3181.419066318362 }, "started": "2026-08-19T03:09:19.076815285+10:00", "ended": "2026-08-19T03:09:22.660404774+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": 7320, "total_correct": 2001, "total_train": 242, "infer_ms": 776.798579, "train_ms": 1337.447787, "blocked_train": 1337447787, "duration": 2237849584, "avg_accuracy": 20.652173913043477, "soft_acc": 25.002612434782606, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3270.9973236521155, "availability": 36.74115710883998, "score": 300.4819627276512, "zero_downtime": 9.186249115977837, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 103793032, "heap_mib": 98.98474884033203, "mobile_score": 68376.33996291441, "mobile_throughput": 744333.6132043925, "mobile_availability": 8360.654417656031, "mobile_accuracy": 5689.483362937197, "soft_acc_blocks": [ 25.002612434782606 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.172606333126366, "mobile_acc_per_sec": 2542.3886411380886 }, "started": "2026-08-19T03:09:26.231749442+10:00", "ended": "2026-08-19T03:09:28.487796541+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": 4248, "total_correct": 931, "total_train": 216, "infer_ms": 526.388684, "train_ms": 1400.090623, "blocked_train": 1400090623, "duration": 2355471216, "avg_accuracy": 21.25, "soft_acc": 24.994273749999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1803.460798478295, "availability": 27.323869095677754, "score": 123.16559939824792, "zero_downtime": 6.8294026408653465, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 108679968, "heap_mib": 103.64529418945312, "mobile_score": 896864.5246848417, "mobile_throughput": 13132400.765452616, "mobile_availability": 198966.34278381526, "mobile_accuracy": 182002.74716444442, "soft_acc_blocks": [ 24.994273749999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.611156519435049, "mobile_acc_per_sec": 77268.08373974393 }, "started": "2026-08-19T03:09:32.340638388+10:00", "ended": "2026-08-19T03:09:34.69708429+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": 2424, "total_correct": 692, "total_train": 182, "infer_ms": 593.609675, "train_ms": 1781.213902, "blocked_train": 1781213902, "duration": 3624587933, "avg_accuracy": 27.122724089635852, "soft_acc": 25.003380027310925, "adapt_pct": 25.010511054621848, "stability": 99.99286897268908, "consistency": 100, "throughput": 668.7656762112825, "availability": 24.995948362188592, "score": 41.79673097222795, "zero_downtime": 6.2498319604284145, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 42157680, "heap_mib": 40.20469665527344, "mobile_score": 202903.0045182171, "mobile_throughput": 3246535.359717231, "mobile_availability": 121343.29421217715, "mobile_accuracy": 121379.37136813694, "soft_acc_blocks": [ 24.996249000000002, 25.010511054621848 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.136228574, "time_to_acc50_sec": 0, "acc_per_sec": 6.898268296836744, "mobile_acc_per_sec": 33487.77119270318 }, "started": "2026-08-19T03:09:38.258846365+10:00", "ended": "2026-08-19T03:09:41.884041381+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": 2392, "total_correct": 612, "total_train": 150, "infer_ms": 623.050751, "train_ms": 1650.884429, "blocked_train": 1650884429, "duration": 2237640097, "avg_accuracy": 24.193548387096776, "soft_acc": 24.993852612903225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1068.9833468782358, "availability": 27.399670688941978, "score": 73.20647362232484, "zero_downtime": 6.848233308415003, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 73095120, "heap_mib": 69.70893859863281, "mobile_score": 355382.18187501334, "mobile_throughput": 5189399.453408301, "mobile_availability": 133012.2087607779, "mobile_accuracy": 121333.12035846116, "soft_acc_blocks": [ 24.993852612903225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.169737549131533, "mobile_acc_per_sec": 54223.69777925067 }, "started": "2026-08-19T03:09:46.060460108+10:00", "ended": "2026-08-19T03:09:48.298823277+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": 2984, "total_correct": 769, "total_train": 183, "infer_ms": 523.905126, "train_ms": 1795.45418, "blocked_train": 1795454180, "duration": 3549333912, "avg_accuracy": 28.371504339440694, "soft_acc": 25.003480373481196, "adapt_pct": 25.003628570491802, "stability": 99.9998518029894, "consistency": 100, "throughput": 840.7211251416348, "availability": 22.588355527524293, "score": 47.48287859142909, "zero_downtime": 5.647875041016691, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 42105800, "heap_mib": 40.15522003173828, "mobile_score": 210972.06314358625, "mobile_throughput": 3735423.705578453, "mobile_availability": 100362.74358317505, "mobile_accuracy": 111093.42981399753, "soft_acc_blocks": [ 25.00333217647059, 25.003628570491802 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112225967, "time_to_acc50_sec": 0, "acc_per_sec": 7.044555680981868, "mobile_acc_per_sec": 31299.796685344252 }, "started": "2026-08-19T03:09:51.912998569+10:00", "ended": "2026-08-19T03:09:55.550826207+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": 2712, "total_correct": 544, "total_train": 165, "infer_ms": 545.993355, "train_ms": 1661.549865, "blocked_train": 1661549865, "duration": 3839018677, "avg_accuracy": 24.289389338731443, "soft_acc": 25.00627307405533, "adapt_pct": 25.001895621794873, "stability": 99.99562254773954, "consistency": 100, "throughput": 706.430530345659, "availability": 24.73307657369444, "score": 43.69146144328942, "zero_downtime": 6.18482066763324, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 74005496, "heap_mib": 70.57714080810547, "mobile_score": 254521.2104131036, "mobile_throughput": 4115256.1099318317, "mobile_availability": 144080.61389632346, "mobile_accuracy": 145672.0988605591, "soft_acc_blocks": [ 25.01065052631579, 25.001895621794873 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.286015402, "time_to_acc50_sec": 0, "acc_per_sec": 6.513714878198112, "mobile_acc_per_sec": 37945.139400674794 }, "started": "2026-08-19T03:10:00.209618933+10:00", "ended": "2026-08-19T03:10:04.049479536+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": 3896, "total_correct": 828, "total_train": 208, "infer_ms": 629.842261, "train_ms": 1765.060543, "blocked_train": 1765060543, "duration": 3598053699, "avg_accuracy": 22.916666666666664, "soft_acc": 24.984355138690475, "adapt_pct": 24.99278240238095, "stability": 99.99157273630952, "consistency": 100, "throughput": 1082.807630437202, "availability": 26.299282791269384, "score": 71.1481082317251, "zero_downtime": 6.570706211499251, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 65227352, "heap_mib": 62.205650329589844, "mobile_score": 373020.9936859469, "mobile_throughput": 5677030.469466598, "mobile_availability": 137883.98376069043, "mobile_accuracy": 130989.97586953752, "soft_acc_blocks": [ 24.975927875, 24.99278240238095 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.189719454, "time_to_acc50_sec": 0, "acc_per_sec": 6.943852768410412, "mobile_acc_per_sec": 36405.78680244358 }, "started": "2026-08-19T03:10:07.64604225+10:00", "ended": "2026-08-19T03:10:11.244715531+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": 4016, "total_correct": 998, "total_train": 180, "infer_ms": 583.123437, "train_ms": 1731.214354, "blocked_train": 1731214354, "duration": 3850540467, "avg_accuracy": 26.20332486832205, "soft_acc": 25.00739436427765, "adapt_pct": 25.000976478555305, "stability": 99.99358211427766, "consistency": 100, "throughput": 1042.9704698387216, "availability": 25.1961247518686, "score": 65.71646668883082, "zero_downtime": 6.300894281215154, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 40079912, "heap_mib": 38.223182678222656, "mobile_score": 638043.6090250692, "mobile_throughput": 10126238.920200067, "mobile_availability": 244630.10840569786, "mobile_accuracy": 242797.718082563, "soft_acc_blocks": [ 25.01381225, 25.000976478555305 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.116907259, "time_to_acc50_sec": 0, "acc_per_sec": 6.494515400785074, "mobile_acc_per_sec": 63055.49056382972 }, "started": "2026-08-19T03:10:15.137149352+10:00", "ended": "2026-08-19T03:10:18.988234974+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": 4176, "total_correct": 1071, "total_train": 223, "infer_ms": 603.219192, "train_ms": 1754.196132, "blocked_train": 1754196132, "duration": 3563052773, "avg_accuracy": 26.767748671222474, "soft_acc": 24.998091483769933, "adapt_pct": 24.997726717539862, "stability": 99.99963523376994, "consistency": 100, "throughput": 1172.028669248116, "availability": 25.58815944983651, "score": 74.96941752030014, "zero_downtime": 6.396551508283052, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 42094120, "heap_mib": 40.144081115722656, "mobile_score": 614149.4683262988, "mobile_throughput": 9601258.858480567, "mobile_availability": 209618.2022130607, "mobile_accuracy": 204784.3654350433, "soft_acc_blocks": [ 24.99845625, 24.997726717539862 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.109155088, "time_to_acc50_sec": 0, "acc_per_sec": 7.0159195151976865, "mobile_acc_per_sec": 57474.41266849945 }, "started": "2026-08-19T03:10:22.492149068+10:00", "ended": "2026-08-19T03:10:26.055757516+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": 6504, "total_correct": 1696, "total_train": 278, "infer_ms": 558.112076, "train_ms": 1679.333984, "blocked_train": 1679333984, "duration": 3704102530, "avg_accuracy": 25.741683217477657, "soft_acc": 25.031297619201304, "adapt_pct": 25.01130834366577, "stability": 99.98001072446446, "consistency": 100, "throughput": 1755.8909202224486, "availability": 24.94415780463552, "score": 109.63513163590746, "zero_downtime": 6.243846378681548, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41319216, "heap_mib": 39.40507507324219, "mobile_score": 40824.13628915245, "mobile_throughput": 653829.9281119227, "mobile_availability": 9288.297306162463, "mobile_accuracy": 9320.745004386232, "soft_acc_blocks": [ 25.05128689473684, 25.01130834366577 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.113765964, "time_to_acc50_sec": 0, "acc_per_sec": 6.757722664658881, "mobile_acc_per_sec": 2516.330184949343 }, "started": "2026-08-19T03:10:29.670007838+10:00", "ended": "2026-08-19T03:10:33.374645054+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": 5392, "total_correct": 1536, "total_train": 278, "infer_ms": 380.148068, "train_ms": 1621.5804, "blocked_train": 1621580400, "duration": 2153602543, "avg_accuracy": 24.23076923076923, "soft_acc": 24.992360784615386, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2503.7117538359075, "availability": 18.990990740108714, "score": 118.8335939166003, "zero_downtime": 4.7462969223408695, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 43460296, "heap_mib": 41.44696807861328, "mobile_score": 88498.61830588996, "mobile_throughput": 1864582.4261294322, "mobile_availability": 14143.108740270052, "mobile_accuracy": 18612.492686142657, "soft_acc_blocks": [ 24.992360784615386 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.604908652178995, "mobile_acc_per_sec": 8642.491970786394 }, "started": "2026-08-19T03:10:37.319061878+10:00", "ended": "2026-08-19T03:10:39.474322751+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": 6480, "total_correct": 1689, "total_train": 261, "infer_ms": 610.590561, "train_ms": 1624.330913, "blocked_train": 1624330913, "duration": 2385124668, "avg_accuracy": 34.6875, "soft_acc": 25.004532675, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2716.839118281259, "availability": 27.320448083000525, "score": 185.59679910115037, "zero_downtime": 6.831350367870277, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 54565312, "heap_mib": 52.03753662109375, "mobile_score": 276437.9960430225, "mobile_throughput": 4046608.3739927406, "mobile_availability": 40692.56558108005, "mobile_accuracy": 37243.114849745456, "soft_acc_blocks": [ 25.004532675 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.20819405, "time_to_acc50_sec": 0, "acc_per_sec": 10.48353279410215, "mobile_acc_per_sec": 15614.745572597238 }, "started": "2026-08-19T03:10:43.15256387+10:00", "ended": "2026-08-19T03:10:45.538280984+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": 6344, "total_correct": 1666, "total_train": 275, "infer_ms": 524.868153, "train_ms": 1316.277163, "blocked_train": 1316277163, "duration": 2267314075, "avg_accuracy": 30.44871794871795, "soft_acc": 25.004943743589745, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2798.02435399251, "availability": 28.507698357037235, "score": 199.4525195847214, "zero_downtime": 7.128333936769419, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 101397136, "heap_mib": 96.69984436035156, "mobile_score": 297075.461897825, "mobile_throughput": 4167530.092346662, "mobile_availability": 42460.92089833619, "mobile_accuracy": 37243.72711772494, "soft_acc_blocks": [ 25.004943743589745 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.507189892, "time_to_acc50_sec": 0, "acc_per_sec": 11.028442869605415, "mobile_acc_per_sec": 16426.364361419557 }, "started": "2026-08-19T03:10:49.216240486+10:00", "ended": "2026-08-19T03:10:51.484234663+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": 6248, "total_correct": 1642, "total_train": 238, "infer_ms": 531.055971, "train_ms": 1275.143159, "blocked_train": 1275143159, "duration": 2374793122, "avg_accuracy": 38.839285714285715, "soft_acc": 25.018817964285713, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2630.966016415808, "availability": 29.40185066969886, "score": 193.5337416999638, "zero_downtime": 7.355995497183078, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 108889968, "heap_mib": 103.84556579589844, "mobile_score": 576519.4225476739, "mobile_throughput": 7837408.584173927, "mobile_availability": 87585.44024951747, "mobile_accuracy": 74528.78427761038, "soft_acc_blocks": [ 25.018817964285713 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.537972849, "time_to_acc50_sec": 0, "acc_per_sec": 10.535156823772255, "mobile_acc_per_sec": 31383.27443648811 }, "started": "2026-08-19T03:10:55.064295561+10:00", "ended": "2026-08-19T03:10:57.487574052+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": 6824, "total_correct": 1547, "total_train": 268, "infer_ms": 1043.704817, "train_ms": 1995.862912, "blocked_train": 1995862912, "duration": 3628512928, "avg_accuracy": 24.001377410468322, "soft_acc": 24.984157568870522, "adapt_pct": 24.98880262258953, "stability": 99.995354946281, "consistency": 100, "throughput": 1880.6602416492753, "availability": 34.33727786494735, "score": 161.33957794102395, "zero_downtime": 8.578879606639347, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 74904232, "heap_mib": 71.43424224853516, "mobile_score": 480615.93545195204, "mobile_throughput": 5602315.890760314, "mobile_availability": 102287.62918896317, "mobile_accuracy": 74425.53411061357, "soft_acc_blocks": [ 24.979512515151512, 24.98880262258953 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.251874584, "time_to_acc50_sec": 0, "acc_per_sec": 6.885508764782474, "mobile_acc_per_sec": 20511.30465494474 }, "started": "2026-08-19T03:11:01.220198225+10:00", "ended": "2026-08-19T03:11:04.84928136+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": 4688, "total_correct": 1325, "total_train": 246, "infer_ms": 658.193175, "train_ms": 1738.5276, "blocked_train": 1738527600, "duration": 3675700327, "avg_accuracy": 25.02099328214971, "soft_acc": 25.010298028687963, "adapt_pct": 25.04371459309021, "stability": 99.96658343559776, "consistency": 100, "throughput": 1275.403211073578, "availability": 27.46223848291214, "score": 87.59963714629042, "zero_downtime": 6.8683876899253615, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 39894592, "heap_mib": 38.04644775390625, "mobile_score": 32618.919431927778, "mobile_throughput": 474913.77750521596, "mobile_availability": 10225.938984182558, "mobile_accuracy": 9312.925520500536, "soft_acc_blocks": [ 24.976881464285714, 25.04371459309021 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.902846383, "time_to_acc50_sec": 0, "acc_per_sec": 6.80422662450849, "mobile_acc_per_sec": 2533.646568544252 }, "started": "2026-08-19T03:11:08.19302352+10:00", "ended": "2026-08-19T03:11:11.86930322+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": 5032, "total_correct": 1216, "total_train": 217, "infer_ms": 584.113415, "train_ms": 1569.49545, "blocked_train": 1569495450, "duration": 2073999933, "avg_accuracy": 23.387096774193548, "soft_acc": 24.99653758064516, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2426.2295865754013, "availability": 27.122539496047253, "score": 164.49098484454217, "zero_downtime": 6.779695777954778, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 70311432, "heap_mib": 67.05420684814453, "mobile_score": 122500.92253149905, "mobile_throughput": 1806879.3430205171, "mobile_availability": 20198.894868329007, "mobile_accuracy": 18615.60326005865, "soft_acc_blocks": [ 24.99653758064516 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.05233287760437, "mobile_acc_per_sec": 8975.700993939545 }, "started": "2026-08-19T03:11:16.115254085+10:00", "ended": "2026-08-19T03:11:18.189994434+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": 5016, "total_correct": 1253, "total_train": 239, "infer_ms": 555.779113, "train_ms": 1713.828482, "blocked_train": 1713828482, "duration": 2075829355, "avg_accuracy": 19.35483870967742, "soft_acc": 25.005245387096775, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2416.383595269082, "availability": 24.487894481160303, "score": 147.9614043487677, "zero_downtime": 6.123258105147462, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 40086800, "heap_mib": 38.22975158691406, "mobile_score": 220381.78625911, "mobile_throughput": 3599093.529535331, "mobile_availability": 36473.60574357549, "mobile_accuracy": 37244.1764020176, "soft_acc_blocks": [ 25.005245387096775 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.045906050450265, "mobile_acc_per_sec": 17941.829520961557 }, "started": "2026-08-19T03:11:21.827966031+10:00", "ended": "2026-08-19T03:11:23.904377469+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": 10248, "total_correct": 2672, "total_train": 374, "infer_ms": 699.173809, "train_ms": 1613.989797, "blocked_train": 1613989797, "duration": 2025075865, "avg_accuracy": 23.75, "soft_acc": 24.99184456, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5060.5511512527955, "availability": 30.225869332651087, "score": 382.2741493727637, "zero_downtime": 7.554002280524869, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 41984856, "heap_mib": 40.039878845214844, "mobile_score": 1138759.9387860654, "mobile_throughput": 15074921.829477418, "mobile_availability": 90040.11693566461, "mobile_accuracy": 74448.4329583709, "soft_acc_blocks": [ 24.99184456 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.341189281814883, "mobile_acc_per_sec": 36763.28094422819 }, "started": "2026-08-19T03:11:27.368706713+10:00", "ended": "2026-08-19T03:11:29.394338567+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": 5424, "total_correct": 1307, "total_train": 275, "infer_ms": 629.644006, "train_ms": 1558.226871, "blocked_train": 1558226871, "duration": 3752322185, "avg_accuracy": 23.066996594295446, "soft_acc": 25.02024245575245, "adapt_pct": 25.028200945987656, "stability": 99.99204150976479, "consistency": 100, "throughput": 1445.5048720716395, "availability": 28.778846714362107, "score": 104.08411638684619, "zero_downtime": 7.200537223902746, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 73228872, "heap_mib": 69.83649444580078, "mobile_score": 38429.6149381879, "mobile_throughput": 533704.8298371097, "mobile_availability": 10625.63660998555, "mobile_accuracy": 9237.896392001085, "soft_acc_blocks": [ 25.01228396551724, 25.028200945987656 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.6679355402293226, "mobile_acc_per_sec": 2461.9144989547544 }, "started": "2026-08-19T03:11:33.25762714+10:00", "ended": "2026-08-19T03:11:37.010790573+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": 3592, "total_correct": 860, "total_train": 214, "infer_ms": 427.459371, "train_ms": 1532.091937, "blocked_train": 1532091937, "duration": 2176290183, "avg_accuracy": 23.170731707317074, "soft_acc": 24.99477504878049, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1650.5151877533422, "availability": 21.814145373732668, "score": 89.99263340151062, "zero_downtime": 5.452396564978436, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 105934624, "heap_mib": 101.02713012695312, "mobile_score": 65896.72874414972, "mobile_throughput": 1208582.8306659556, "mobile_availability": 15973.316549865298, "mobile_accuracy": 18302.319302758417, "soft_acc_blocks": [ 24.99477504878049 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.485037815281315, "mobile_acc_per_sec": 8409.87081857292 }, "started": "2026-08-19T03:11:40.539127439+10:00", "ended": "2026-08-19T03:11:42.716182673+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": 5344, "total_correct": 1409, "total_train": 251, "infer_ms": 541.821699, "train_ms": 1538.478531, "blocked_train": 1538478531, "duration": 3669721568, "avg_accuracy": 28.25565422949144, "soft_acc": 25.01753863930488, "adapt_pct": 25.01284464784053, "stability": 99.99530600853565, "consistency": 100, "throughput": 1456.2412708908819, "availability": 26.04536072180312, "score": 94.88734412434972, "zero_downtime": 6.515908182323432, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 72953752, "heap_mib": 69.5741195678711, "mobile_score": 136671.14251721723, "mobile_throughput": 2097499.514925381, "mobile_availability": 37514.4782475624, "mobile_accuracy": 36034.05301682384, "soft_acc_blocks": [ 25.02223263076923, 25.01284464784053 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.274885264, "time_to_acc50_sec": 0, "acc_per_sec": 6.817285228791745, "mobile_acc_per_sec": 9819.288016573533 }, "started": "2026-08-19T03:11:46.547371201+10:00", "ended": "2026-08-19T03:11:50.217836049+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": 6184, "total_correct": 1623, "total_train": 279, "infer_ms": 491.388258, "train_ms": 1676.310791, "blocked_train": 1676310791, "duration": 2129724338, "avg_accuracy": 22.727272727272727, "soft_acc": 24.992313886363636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2903.66217339063, "availability": 22.668656805781527, "score": 164.5047115909037, "zero_downtime": 5.665421862723452, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 47787592, "heap_mib": 45.57379913330078, "mobile_score": 458765.13952431764, "mobile_throughput": 8097634.221077801, "mobile_availability": 63217.57840100843, "mobile_accuracy": 69697.71416411606, "soft_acc_blocks": [ 24.992313886363636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.73499942712475, "mobile_acc_per_sec": 32726.166913023302 }, "started": "2026-08-19T03:11:54.274260304+10:00", "ended": "2026-08-19T03:11:56.404878391+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": 10488, "total_correct": 2496, "total_train": 311, "infer_ms": 693.10513, "train_ms": 1506.139169, "blocked_train": 1506139169, "duration": 2097030498, "avg_accuracy": 24.096385542168676, "soft_acc": 25.000051337349397, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5001.357877247238, "availability": 31.515604260752482, "score": 394.0528482477911, "zero_downtime": 7.878917244463995, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 67931360, "heap_mib": 64.78439331054688, "mobile_score": 2347695.2238879306, "mobile_throughput": 29797180.894843183, "mobile_availability": 187764.2400756977, "mobile_accuracy": 148945.7604040482, "soft_acc_blocks": [ 25.000051337349397 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.921644134976905, "mobile_acc_per_sec": 71026.9881845315 }, "started": "2026-08-19T03:12:00.010141181+10:00", "ended": "2026-08-19T03:12:02.188894062+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": 4496, "total_correct": 1240, "total_train": 199, "infer_ms": 487.16577, "train_ms": 1382.162496, "blocked_train": 1382162496, "duration": 2292444674, "avg_accuracy": 26.470588235294116, "soft_acc": 24.993068970588237, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1961.2250847280427, "availability": 26.06100698634597, "score": 127.74332605581824, "zero_downtime": 6.513445450527268, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 109547776, "heap_mib": 104.472900390625, "mobile_score": 669742.9293115283, "mobile_throughput": 10282467.772218961, "mobile_availability": 136634.73230857356, "mobile_accuracy": 131035.66144451765, "soft_acc_blocks": [ 24.993068970588237 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.485936284, "time_to_acc50_sec": 0, "acc_per_sec": 10.902365171142288, "mobile_acc_per_sec": 57159.79230847848 }, "started": "2026-08-19T03:12:06.110109268+10:00", "ended": "2026-08-19T03:12:08.403818211+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": 8216, "total_correct": 2073, "total_train": 266, "infer_ms": 606.498757, "train_ms": 1485.130085, "blocked_train": 1485130085, "duration": 3842284844, "avg_accuracy": 25.855243612596553, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 2138.311013778655, "availability": 28.99648086799522, "score": 155.00873600214058, "zero_downtime": 7.249120216998805, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 73844440, "heap_mib": 70.42354583740234, "mobile_score": 923513.8656942077, "mobile_throughput": 12739668.236272538, "mobile_availability": 172755.76092408499, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25, 25 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.290922262, "time_to_acc50_sec": 0, "acc_per_sec": 6.50654519771986, "mobile_acc_per_sec": 38764.813279797156 }, "started": "2026-08-19T03:12:12.054979546+10:00", "ended": "2026-08-19T03:12:15.898077773+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": 6464, "total_correct": 1870, "total_train": 275, "infer_ms": 513.815445, "train_ms": 1637.595827, "blocked_train": 1637595827, "duration": 2209548279, "avg_accuracy": 27.529761904761905, "soft_acc": 25.006616333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2925.4848429587087, "availability": 23.882716042588434, "score": 174.71753682248928, "zero_downtime": 5.972259170749539, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 40184072, "heap_mib": 38.32251739501953, "mobile_score": 2081870.6351270287, "mobile_throughput": 34859013.57602581, "mobile_availability": 284577.7597394683, "mobile_accuracy": 297969.7469129697, "soft_acc_blocks": [ 25.006616333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.335940396, "time_to_acc50_sec": 0, "acc_per_sec": 11.317524297161254, "mobile_acc_per_sec": 134855.5040615927 }, "started": "2026-08-19T03:12:19.718399848+10:00", "ended": "2026-08-19T03:12:21.928536408+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": 4744, "total_correct": 1008, "total_train": 242, "infer_ms": 577.554326, "train_ms": 1705.174335, "blocked_train": 1705174335, "duration": 3690104319, "avg_accuracy": 21.545907079646017, "soft_acc": 24.982168821112516, "adapt_pct": 24.98362007079646, "stability": 99.99854875031606, "consistency": 100, "throughput": 1285.6005115014202, "availability": 25.301050267927568, "score": 81.25960836238973, "zero_downtime": 6.320751091448205, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 40196552, "heap_mib": 38.33441925048828, "mobile_score": 760775.6705196534, "mobile_throughput": 12036159.303108154, "mobile_availability": 236875.66147984302, "mobile_accuracy": 233890.2022657757, "soft_acc_blocks": [ 24.980717571428574, 24.98362007079646 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.770044058776788, "mobile_acc_per_sec": 63383.0867765708 }, "started": "2026-08-19T03:12:25.561298816+10:00", "ended": "2026-08-19T03:12:29.252069905+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": 6728, "total_correct": 1692, "total_train": 229, "infer_ms": 427.927683, "train_ms": 1269.745075, "blocked_train": 1269745075, "duration": 2456620420, "avg_accuracy": 29.326923076923077, "soft_acc": 25.024098846153848, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2738.721841284703, "availability": 25.20672379193588, "score": 172.7518769590696, "zero_downtime": 6.307755477571013, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 135065816, "heap_mib": 128.80879974365234, "mobile_score": 2058448.5469799244, "mobile_throughput": 32633613.561897144, "mobile_availability": 300354.15462332906, "mobile_accuracy": 298178.0621784616, "soft_acc_blocks": [ 25.024098846153848 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.577854894, "time_to_acc50_sec": 0, "acc_per_sec": 10.18639210291749, "mobile_acc_per_sec": 121377.34415578192 }, "started": "2026-08-19T03:12:33.132934191+10:00", "ended": "2026-08-19T03:12:35.590540337+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": 9184, "total_correct": 2615, "total_train": 295, "infer_ms": 616.874694, "train_ms": 1513.294392, "blocked_train": 1513294392, "duration": 2049384909, "avg_accuracy": 29.430379746835442, "soft_acc": 25.071327696202534, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4481.344602308673, "availability": 28.958954387905337, "score": 325.36329039902904, "zero_downtime": 7.260394351985569, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 76900272, "heap_mib": 73.33781433105469, "mobile_score": 7753821.308942097, "mobile_throughput": 106796145.40250951, "mobile_availability": 690128.7399148233, "mobile_accuracy": 597481.6479630289, "soft_acc_blocks": [ 25.071327696202534 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.260769354, "time_to_acc50_sec": 0, "acc_per_sec": 12.233586568389498, "mobile_acc_per_sec": 291541.9379439906 }, "started": "2026-08-19T03:12:39.318849103+10:00", "ended": "2026-08-19T03:12:41.368776043+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": 4024, "total_correct": 1045, "total_train": 179, "infer_ms": 524.044527, "train_ms": 1277.758437, "blocked_train": 1277758437, "duration": 2448326265, "avg_accuracy": 25, "soft_acc": 25.000052523809522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1643.5717974050326, "availability": 29.084452488446455, "score": 119.50621570878394, "zero_downtime": 7.27112839837404, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 137339440, "heap_mib": 130.9770965576172, "mobile_score": 44499.76904937991, "mobile_throughput": 612006.3711064558, "mobile_availability": 10829.992490243334, "mobile_accuracy": 9309.110467047618, "soft_acc_blocks": [ 25.000052523809522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.605445929, "time_to_acc50_sec": 0, "acc_per_sec": 10.211078842390119, "mobile_acc_per_sec": 3802.234448948175 }, "started": "2026-08-19T03:12:45.393785075+10:00", "ended": "2026-08-19T03:12:47.842645298+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": 3264, "total_correct": 856, "total_train": 185, "infer_ms": 395.144752, "train_ms": 1348.835476, "blocked_train": 1348835476, "duration": 2359080096, "avg_accuracy": 35.15625, "soft_acc": 25.0329625625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1383.5901568303511, "availability": 22.657639441999457, "score": 78.47555123680816, "zero_downtime": 5.671878399061958, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 92847280, "heap_mib": 88.54606628417969, "mobile_score": 28974.49986397442, "mobile_throughput": 510844.8705241346, "mobile_availability": 8365.583428004938, "mobile_accuracy": 9242.5928704, "soft_acc_blocks": [ 25.0329625625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.575665835, "time_to_acc50_sec": 0, "acc_per_sec": 10.611323712554437, "mobile_acc_per_sec": 3917.880060991367 }, "started": "2026-08-19T03:12:51.520276299+10:00", "ended": "2026-08-19T03:12:53.880016966+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": 4480, "total_correct": 1252, "total_train": 228, "infer_ms": 506.022311, "train_ms": 1587.723995, "blocked_train": 1587723995, "duration": 2101373807, "avg_accuracy": 30.09259259259259, "soft_acc": 25.019070333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2131.9386322778128, "availability": 24.16827241915143, "score": 128.9114445288599, "zero_downtime": 6.046677074899098, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 77267384, "heap_mib": 73.68791961669922, "mobile_score": 47596.28410503303, "mobile_throughput": 787147.7758025845, "mobile_availability": 8923.334654994413, "mobile_accuracy": 9237.463624593427, "soft_acc_blocks": [ 25.019070333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.284717845, "time_to_acc50_sec": 0, "acc_per_sec": 11.906054148952917, "mobile_acc_per_sec": 4395.916420877625 }, "started": "2026-08-19T03:12:57.656249843+10:00", "ended": "2026-08-19T03:12:59.758297399+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": 4048, "total_correct": 933, "total_train": 201, "infer_ms": 492.933049, "train_ms": 1409.914787, "blocked_train": 1409914787, "duration": 2368815436, "avg_accuracy": 15.909090909090908, "soft_acc": 24.997242954545456, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1708.8709987619313, "availability": 25.905016663665585, "score": 110.6586242671876, "zero_downtime": 6.475539952831972, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 114006944, "heap_mib": 108.72549438476562, "mobile_score": 41205.24772712731, "mobile_throughput": 636321.4191753519, "mobile_availability": 9646.086204943113, "mobile_accuracy": 9308.064285619836, "soft_acc_blocks": [ 24.997242954545456 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.552634272240303, "mobile_acc_per_sec": 3929.4172708269343 }, "started": "2026-08-19T03:13:03.496078686+10:00", "ended": "2026-08-19T03:13:05.865474434+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": 3920, "total_correct": 1087, "total_train": 183, "infer_ms": 483.879112, "train_ms": 1417.571042, "blocked_train": 1417571042, "duration": 2372125148, "avg_accuracy": 20.394736842105264, "soft_acc": 25.001288789473687, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1652.5266397959879, "availability": 25.44789885667442, "score": 105.1387467577261, "zero_downtime": 6.362302684010344, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 102197664, "heap_mib": 97.46328735351562, "mobile_score": 19574.923032711187, "mobile_throughput": 307670.41439110757, "mobile_availability": 4737.936078042656, "mobile_accuracy": 4654.785403712919, "soft_acc_blocks": [ 25.001288789473687 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.539616263734198, "mobile_acc_per_sec": 1962.2849189206943 }, "started": "2026-08-19T03:13:09.785706016+10:00", "ended": "2026-08-19T03:13:12.166099272+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": 4120, "total_correct": 891, "total_train": 209, "infer_ms": 568.827395, "train_ms": 1609.623432, "blocked_train": 1609623432, "duration": 3707515443, "avg_accuracy": 21.592946802151822, "soft_acc": 24.986016286909745, "adapt_pct": 24.989365930962343, "stability": 99.9966503559474, "consistency": 100, "throughput": 1111.2563287575226, "availability": 26.111555420479547, "score": 72.5010020122015, "zero_downtime": 6.524237490126484, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 69696552, "heap_mib": 66.46781158447266, "mobile_score": 431947.78798833065, "mobile_throughput": 6620663.1601320915, "mobile_availability": 155567.89963968613, "mobile_accuracy": 148862.1421253561, "soft_acc_blocks": [ 24.982666642857144, 24.989365930962343 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.739288526521114, "mobile_acc_per_sec": 40151.45571582616 }, "started": "2026-08-19T03:13:16.045576644+10:00", "ended": "2026-08-19T03:13:19.754703043+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": 2200, "total_correct": 627, "total_train": 158, "infer_ms": 550.785953, "train_ms": 1870.085333, "blocked_train": 1870085333, "duration": 2131399218, "avg_accuracy": 33.333333333333336, "soft_acc": 25.02118175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1032.1857967389008, "availability": 22.751558754288926, "score": 58.75933237351441, "zero_downtime": 5.692708866868668, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 40165216, "heap_mib": 38.304534912109375, "mobile_score": 233384.94584428123, "mobile_throughput": 4099716.871217006, "mobile_availability": 90366.43360733813, "mobile_accuracy": 99381.10104048485, "soft_acc_blocks": [ 25.02118175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120689912, "time_to_acc50_sec": 0, "acc_per_sec": 11.739322009078451, "mobile_acc_per_sec": 46627.164071937295 }, "started": "2026-08-19T03:13:23.480620771+10:00", "ended": "2026-08-19T03:13:25.612809529+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": 2000, "total_correct": 608, "total_train": 150, "infer_ms": 444.876603, "train_ms": 1696.136263, "blocked_train": 1696136263, "duration": 2263790036, "avg_accuracy": 37.5, "soft_acc": 25.012131666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 883.4741597917343, "availability": 20.778791667476135, "score": 45.916084512808524, "zero_downtime": 5.1972187306114925, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 70504096, "heap_mib": 67.23794555664062, "mobile_score": 182373.1220988739, "mobile_throughput": 3509052.274915824, "mobile_availability": 82530.84186180097, "mobile_accuracy": 99345.15520646464, "soft_acc_blocks": [ 25.012131666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.246841778, "time_to_acc50_sec": 0, "acc_per_sec": 11.048786004404281, "mobile_acc_per_sec": 43884.438762705395 }, "started": "2026-08-19T03:13:29.605595477+10:00", "ended": "2026-08-19T03:13:31.870245521+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": 2432, "total_correct": 631, "total_train": 166, "infer_ms": 557.447233, "train_ms": 1790.650692, "blocked_train": 1790650692, "duration": 3841707943, "avg_accuracy": 24.03678638434736, "soft_acc": 25.010765501206112, "adapt_pct": 24.99870531010453, "stability": 99.98793980889842, "consistency": 100, "throughput": 633.0517665798521, "availability": 23.740374158373314, "score": 37.588393849383124, "zero_downtime": 5.937649309859683, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42272464, "heap_mib": 40.31416320800781, "mobile_score": 136855.16551739848, "mobile_throughput": 2304871.143032066, "mobile_availability": 86436.0644912863, "mobile_accuracy": 91061.41821594688, "soft_acc_blocks": [ 25.022825692307695, 24.99870531010453 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.9679273240000001, "time_to_acc50_sec": 0, "acc_per_sec": 6.510324541140194, "mobile_acc_per_sec": 23703.368284897984 }, "started": "2026-08-19T03:13:35.59789142+10:00", "ended": "2026-08-19T03:13:39.44038557+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": 2088, "total_correct": 484, "total_train": 149, "infer_ms": 455.459189, "train_ms": 1468.721875, "blocked_train": 1468721875, "duration": 2311790432, "avg_accuracy": 22.36842105263158, "soft_acc": 25.00682242105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 903.1960557919638, "availability": 23.670287454819274, "score": 53.46186126438684, "zero_downtime": 5.919186750379354, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 109342320, "heap_mib": 104.27696228027344, "mobile_score": 254812.83925984407, "mobile_throughput": 4304862.306355065, "mobile_availability": 112818.61517374807, "mobile_accuracy": 119188.88103171674, "soft_acc_blocks": [ 25.00682242105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.817080162157461, "mobile_acc_per_sec": 51556.957491429195 }, "started": "2026-08-19T03:13:43.105419412+10:00", "ended": "2026-08-19T03:13:45.417879748+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": 1136, "total_correct": 308, "total_train": 110, "infer_ms": 216.219571, "train_ms": 1274.208302, "blocked_train": 1274208302, "duration": 2626240435, "avg_accuracy": 27.083333333333332, "soft_acc": 25.016662, "adapt_pct": 25.016662, "stability": 100, "consistency": 100, "throughput": 432.5575011565915, "availability": 14.507214667475559, "score": 15.698467059043766, "zero_downtime": 3.629220858976785, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 114604208, "heap_mib": 109.29508972167969, "mobile_score": 67463.26145452408, "mobile_throughput": 1858891.042347435, "mobile_availability": 62343.92265230677, "mobile_accuracy": 107507.6695627541, "soft_acc_blocks": [ 25.016662 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.735611044, "time_to_acc50_sec": 0, "acc_per_sec": 9.525655635562552, "mobile_acc_per_sec": 40935.958539818195 }, "started": "2026-08-19T03:13:49.539824456+10:00", "ended": "2026-08-19T03:13:52.166996254+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": 2856, "total_correct": 617, "total_train": 180, "infer_ms": 513.048254, "train_ms": 1778.602712, "blocked_train": 1778602712, "duration": 2069932492, "avg_accuracy": 22.36842105263158, "soft_acc": 25.015427210526315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1379.7551422754323, "availability": 22.387713557248578, "score": 77.27156124000705, "zero_downtime": 5.600382189014649, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 39989960, "heap_mib": 38.13739776611328, "mobile_score": 613826.5499909214, "mobile_throughput": 10960440.364140937, "mobile_availability": 177842.56917428397, "mobile_accuracy": 198716.48941443063, "soft_acc_blocks": [ 25.015427210526315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.085141572108002, "mobile_acc_per_sec": 96001.43491753576 }, "started": "2026-08-19T03:13:56.003136409+10:00", "ended": "2026-08-19T03:13:58.073809846+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": 2736, "total_correct": 715, "total_train": 204, "infer_ms": 471.138591, "train_ms": 1807.752519, "blocked_train": 1807752519, "duration": 2063232533, "avg_accuracy": 23.026315789473685, "soft_acc": 24.989233789473683, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1326.074475968919, "availability": 20.67402821190522, "score": 68.5087369278143, "zero_downtime": 5.166281243574741, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 38908424, "heap_mib": 37.10596466064453, "mobile_score": 460491.1367488449, "mobile_throughput": 8913396.60072811, "mobile_availability": 138963.3961944021, "mobile_accuracy": 167968.65903866125, "soft_acc_blocks": [ 24.989233789473683 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.111690461345438, "mobile_acc_per_sec": 81410.43549484457 }, "started": "2026-08-19T03:14:01.90721798+10:00", "ended": "2026-08-19T03:14:03.97101432+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": 27160, "total_correct": 9001, "total_train": 1067, "infer_ms": 849.623828, "train_ms": 1445.490305, "blocked_train": 1445490305, "duration": 3944952516, "avg_accuracy": 28.128266276455506, "soft_acc": 25.312098691866144, "adapt_pct": 25.33613654811585, "stability": 99.9759621437503, "consistency": 100, "throughput": 6884.747000082776, "availability": 37.01880511229461, "score": 645.1170752723427, "zero_downtime": 9.370236484573601, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 44097680, "heap_mib": 42.05482482910156, "mobile_score": 880799.8467718386, "mobile_throughput": 9399974.570779683, "mobile_availability": 50543.008579986235, "mobile_accuracy": 34559.45208062791, "soft_acc_blocks": [ 25.288060835616438, 25.33613654811585 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.9464472640000001, "time_to_acc50_sec": 0, "acc_per_sec": 6.416325314235074, "mobile_acc_per_sec": 8760.42282903562 }, "started": "2026-08-19T03:14:07.850223634+10:00", "ended": "2026-08-19T03:14:11.795581987+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": 24904, "total_correct": 7466, "total_train": 708, "infer_ms": 542.309578, "train_ms": 1060.528373, "blocked_train": 1060528373, "duration": 2645122860, "avg_accuracy": 31.073446327683616, "soft_acc": 25.74939595480226, "adapt_pct": 25.74939595480226, "stability": 100, "consistency": 100, "throughput": 9415.063616364498, "availability": 33.834336007682914, "score": 820.2532547628895, "zero_downtime": 8.71213714729651, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 125427568, "heap_mib": 119.61705017089844, "mobile_score": 2239838.2210058635, "mobile_throughput": 25709400.381752655, "mobile_availability": 92390.29352497948, "mobile_accuracy": 70313.01722058003, "soft_acc_blocks": [ 25.74939595480226 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.683168401, "time_to_acc50_sec": 0, "acc_per_sec": 9.734669169507788, "mobile_acc_per_sec": 26582.136612202597 }, "started": "2026-08-19T03:14:15.985018923+10:00", "ended": "2026-08-19T03:14:18.630657257+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": 29304, "total_correct": 8731, "total_train": 772, "infer_ms": 959.342918, "train_ms": 1383.542608, "blocked_train": 1383542608, "duration": 3919729601, "avg_accuracy": 28.78774829824403, "soft_acc": 25.334165703757982, "adapt_pct": 25.243556766993088, "stability": 99.9093910632351, "consistency": 100, "throughput": 7476.025895389307, "availability": 40.947067509434945, "score": 775.5328678047314, "zero_downtime": 10.373597933669895, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41654552, "heap_mib": 39.724876403808594, "mobile_score": 4235443.502037573, "mobile_throughput": 40829069.4233528, "mobile_availability": 223625.5846915274, "mobile_accuracy": 138358.3236301236, "soft_acc_blocks": [ 25.424774640522873, 25.243556766993088 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.112545306, "time_to_acc50_sec": 0, "acc_per_sec": 6.46324320363699, "mobile_acc_per_sec": 35297.925549462816 }, "started": "2026-08-19T03:14:22.313441005+10:00", "ended": "2026-08-19T03:14:26.234035823+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": 26960, "total_correct": 7427, "total_train": 951, "infer_ms": 632.618634, "train_ms": 1393.656289, "blocked_train": 1393656289, "duration": 2333661841, "avg_accuracy": 23.076923076923077, "soft_acc": 24.77039046153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11552.65922694581, "availability": 31.220770035656216, "score": 893.4256687510405, "zero_downtime": 7.733506642931045, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 62364448, "heap_mib": 59.475372314453125, "mobile_score": 4879295.385605683, "mobile_throughput": 63092922.92476005, "mobile_availability": 170507.0320880638, "mobile_accuracy": 135279.35910728204, "soft_acc_blocks": [ 24.77039046153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.614387237408858, "mobile_acc_per_sec": 57968.70683256891 }, "started": "2026-08-19T03:14:30.818263512+10:00", "ended": "2026-08-19T03:14:33.152352492+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": 23888, "total_correct": 6006, "total_train": 734, "infer_ms": 855.538803, "train_ms": 1488.082137, "blocked_train": 1488082137, "duration": 4007086256, "avg_accuracy": 26.648339389303246, "soft_acc": 25.490773384619963, "adapt_pct": 25.026481645783132, "stability": 99.53570826116317, "consistency": 100, "throughput": 5961.438929404469, "availability": 36.50499909767831, "score": 554.7361312368728, "zero_downtime": 9.30540659404674, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40118904, "heap_mib": 38.26036834716797, "mobile_score": 6059197.849456616, "mobile_throughput": 65114810.27957521, "mobile_availability": 398731.9368109076, "mobile_accuracy": 278427.22075574234, "soft_acc_blocks": [ 25.95506512345679, 25.026481645783132 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.12975757, "time_to_acc50_sec": 0, "acc_per_sec": 6.361423676980105, "mobile_acc_per_sec": 69483.71034909469 }, "started": "2026-08-19T03:14:36.931335085+10:00", "ended": "2026-08-19T03:14:40.938919731+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": 29168, "total_correct": 8507, "total_train": 825, "infer_ms": 936.807003, "train_ms": 1443.061019, "blocked_train": 1443061019, "duration": 3860599846, "avg_accuracy": 30.02471924899105, "soft_acc": 24.99386040870153, "adapt_pct": 25.15575541496403, "stability": 99.8381049937375, "consistency": 100, "throughput": 7555.302586001295, "availability": 39.363821621197445, "score": 743.3313633506888, "zero_downtime": 9.83853862753236, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 42047376, "heap_mib": 40.09950256347656, "mobile_score": 8119160.704758457, "mobile_throughput": 82524051.7126968, "mobile_availability": 429957.902294466, "mobile_accuracy": 272999.6059574439, "soft_acc_blocks": [ 24.831965402439025, 25.15575541496403 ], "phase_blocks": [ "A", "A2" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 0.137655382, "time_to_acc50_sec": 0, "acc_per_sec": 6.4740872936100535, "mobile_acc_per_sec": 70714.29747900474 }, "started": "2026-08-19T03:14:45.252588499+10:00", "ended": "2026-08-19T03:14:49.113597358+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": 25096, "total_correct": 8398, "total_train": 766, "infer_ms": 871.366105, "train_ms": 1369.072232, "blocked_train": 1369072232, "duration": 2141154724, "avg_accuracy": 27.649006622516556, "soft_acc": 25.274676509933776, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11720.778381263772, "availability": 38.89266178897741, "score": 1152.151864757907, "zero_downtime": 9.829994453266664, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 47591592, "heap_mib": 45.386878967285156, "mobile_score": 1573071.3460161292, "mobile_throughput": 16002769.416552136, "mobile_availability": 53101.44756255049, "mobile_accuracy": 34508.35832822958, "soft_acc_blocks": [ 25.274676509933776 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.169259293, "time_to_acc50_sec": 0, "acc_per_sec": 11.804227049373091, "mobile_acc_per_sec": 16116.70466474406 }, "started": "2026-08-19T03:14:53.013683109+10:00", "ended": "2026-08-19T03:14:55.155379453+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": 22840, "total_correct": 6867, "total_train": 818, "infer_ms": 714.656584, "train_ms": 1446.341904, "blocked_train": 1446341904, "duration": 2060547138, "avg_accuracy": 23.449612403100776, "soft_acc": 24.827444589147284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11084.43460418424, "availability": 33.070665619086725, "score": 910.0987186115372, "zero_downtime": 8.210601181840937, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 39128128, "heap_mib": 37.31549072265625, "mobile_score": 2485176.234288571, "mobile_throughput": 30267896.09249243, "mobile_availability": 90304.96425051948, "mobile_accuracy": 67795.47535809818, "soft_acc_blocks": [ 24.827444589147284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.048957352776311, "mobile_acc_per_sec": 32901.68621131451 }, "started": "2026-08-19T03:14:59.340438242+10:00", "ended": "2026-08-19T03:15:01.401392102+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": 20944, "total_correct": 6432, "total_train": 778, "infer_ms": 865.980402, "train_ms": 1316.892755, "blocked_train": 1316892755, "duration": 2089396747, "avg_accuracy": 30.2007299270073, "soft_acc": 25.351452510948906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10023.94592126739, "availability": 39.67158601144501, "score": 1008.140647519332, "zero_downtime": 10.05732328803173, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 40144960, "heap_mib": 38.28521728515625, "mobile_score": 5505792.122985578, "mobile_throughput": 54744109.991348304, "mobile_availability": 216659.755070505, "mobile_accuracy": 138452.7326464623, "soft_acc_blocks": [ 25.351452510948906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.111542547, "time_to_acc50_sec": 0, "acc_per_sec": 12.133383737362978, "mobile_acc_per_sec": 66264.45305098502 }, "started": "2026-08-19T03:15:05.253894914+10:00", "ended": "2026-08-19T03:15:07.343718853+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": 29000, "total_correct": 8866, "total_train": 648, "infer_ms": 740.549281, "train_ms": 1117.901141, "blocked_train": 1117901141, "duration": 2390761183, "avg_accuracy": 22.675879396984925, "soft_acc": 24.638688246231155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 12130.027961893675, "availability": 39.847674828099336, "score": 1190.919397881793, "zero_downtime": 9.817944374267322, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 120564968, "heap_mib": 114.9797134399414, "mobile_score": 13008015.609930197, "mobile_throughput": 132492252.08511065, "mobile_availability": 435242.86958905304, "mobile_accuracy": 269120.1788175008, "soft_acc_blocks": [ 24.638688246231155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.305792323143619, "mobile_acc_per_sec": 112566.73428159003 }, "started": "2026-08-19T03:15:11.98296138+10:00", "ended": "2026-08-19T03:15:14.374207255+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": 22704, "total_correct": 7182, "total_train": 898, "infer_ms": 709.010328, "train_ms": 1389.670929, "blocked_train": 1389670929, "duration": 2092046795, "avg_accuracy": 25, "soft_acc": 25.20635233333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10852.529711219964, "availability": 33.783611762631764, "score": 924.1597794806223, "zero_downtime": 8.515616211814406, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 46369624, "heap_mib": 44.221519470214844, "mobile_score": 1248778.0475884962, "mobile_throughput": 14664564.683598178, "mobile_availability": 45650.36660774918, "mobile_accuracy": 34060.27848489347, "soft_acc_blocks": [ 25.20635233333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.159083502, "time_to_acc50_sec": 0, "acc_per_sec": 12.048656078619567, "mobile_acc_per_sec": 16280.839685946637 }, "started": "2026-08-19T03:15:18.243046528+10:00", "ended": "2026-08-19T03:15:20.335675931+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": 18768, "total_correct": 6133, "total_train": 512, "infer_ms": 570.535216, "train_ms": 917.640887, "blocked_train": 917640887, "duration": 2551882143, "avg_accuracy": 28.211009174311926, "soft_acc": 25.273252614678896, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7354.571625293119, "availability": 38.337883188008696, "score": 712.6013650864776, "zero_downtime": 9.68923006522595, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 141310160, "heap_mib": 134.7638702392578, "mobile_score": 1906165.0229513221, "mobile_throughput": 19673028.817763668, "mobile_availability": 102551.49031058523, "mobile_accuracy": 67604.40340226924, "soft_acc_blocks": [ 25.273252614678896 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.663549161, "time_to_acc50_sec": 0, "acc_per_sec": 9.903769531051926, "mobile_acc_per_sec": 26491.97714232731 }, "started": "2026-08-19T03:15:24.849921356+10:00", "ended": "2026-08-19T03:15:27.403038614+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": 20256, "total_correct": 6024, "total_train": 1006, "infer_ms": 760.355698, "train_ms": 1305.442749, "blocked_train": 1305442749, "duration": 2260260522, "avg_accuracy": 24.833333333333332, "soft_acc": 24.731315686666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8961.798785069434, "availability": 36.80686753851548, "score": 815.7766456509072, "zero_downtime": 9.102822605323501, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 51814208, "heap_mib": 49.41387939453125, "mobile_score": 4277019.059950229, "mobile_throughput": 46985635.61426483, "mobile_availability": 192973.98968033204, "mobile_accuracy": 129663.32038731093, "soft_acc_blocks": [ 24.731315686666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.941798720079873, "mobile_acc_per_sec": 57366.537673532366 }, "started": "2026-08-19T03:15:31.234901309+10:00", "ended": "2026-08-19T03:15:33.49571569+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": 31192, "total_correct": 9742, "total_train": 941, "infer_ms": 795.241396, "train_ms": 1435.975368, "blocked_train": 1435975368, "duration": 2093350987, "avg_accuracy": 25.068681318681318, "soft_acc": 24.98446303296703, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 14900.511282487574, "availability": 35.64160187530753, "score": 1326.870092893399, "zero_downtime": 8.904862844893493, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 40517192, "heap_mib": 38.64020538330078, "mobile_score": 13378116.678132584, "mobile_throughput": 150233831.90909317, "mobile_availability": 359355.0800769468, "mobile_accuracy": 251904.8875890042, "soft_acc_blocks": [ 24.98446303296703 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116522628, "time_to_acc50_sec": 0, "acc_per_sec": 11.935152388741312, "mobile_acc_per_sec": 120335.71491516163 }, "started": "2026-08-19T03:15:37.530646629+10:00", "ended": "2026-08-19T03:15:39.624568298+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": 33688, "total_correct": 7366, "total_train": 598, "infer_ms": 748.951092, "train_ms": 924.284867, "blocked_train": 924284867, "duration": 2489050440, "avg_accuracy": 23.30246913580247, "soft_acc": 24.608187098765434, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 13534.478634350216, "availability": 44.760638090016094, "score": 1490.7932579132118, "zero_downtime": 11.014781567792427, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 74923704, "heap_mib": 71.45281219482422, "mobile_score": 32566875.650200084, "mobile_throughput": 295665197.2602586, "mobile_availability": 977811.0592890983, "mobile_accuracy": 537574.0499015638, "soft_acc_blocks": [ 24.608187098765434 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.886576303678858, "mobile_acc_per_sec": 215975.55487929922 }, "started": "2026-08-19T03:15:43.480131512+10:00", "ended": "2026-08-19T03:15:45.971345772+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": 24920, "total_correct": 7479, "total_train": 810, "infer_ms": 876.187672, "train_ms": 1260.318555, "blocked_train": 1260318555, "duration": 2321718417, "avg_accuracy": 35, "soft_acc": 25.46207240714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10733.429091801876, "availability": 41.010302751624046, "score": 1120.7924991305904, "zero_downtime": 10.442072981007016, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 73295424, "heap_mib": 69.89996337890625, "mobile_score": 20986359.20657782, "mobile_throughput": 200978859.70295078, "mobile_availability": 767900.3431801238, "mobile_accuracy": 476766.39350700413, "soft_acc_blocks": [ 25.46207240714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.293064909, "time_to_acc50_sec": 0, "acc_per_sec": 10.966908054269382, "mobile_acc_per_sec": 205350.65321274236 }, "started": "2026-08-19T03:15:49.760442249+10:00", "ended": "2026-08-19T03:15:52.083809168+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": 31312, "total_correct": 7793, "total_train": 904, "infer_ms": 712.256399, "train_ms": 1476.941506, "blocked_train": 1476941506, "duration": 2175595933, "avg_accuracy": 26.57068062827225, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 14392.378439880087, "availability": 32.535039311578366, "score": 1170.641495821529, "zero_downtime": 8.133759827894592, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 39989144, "heap_mib": 38.136619567871094, "mobile_score": 25573053.69005324, "mobile_throughput": 314406304.47866046, "mobile_availability": 710738.7787745333, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117642601, "time_to_acc50_sec": 0, "acc_per_sec": 11.491104400772937, "mobile_acc_per_sec": 251027.00600301838 }, "started": "2026-08-19T03:15:55.764316578+10:00", "ended": "2026-08-19T03:15:57.940574391+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": 19568, "total_correct": 5205, "total_train": 981, "infer_ms": 553.091966, "train_ms": 1439.004947, "blocked_train": 1439004947, "duration": 2201633630, "avg_accuracy": 25.219298245614034, "soft_acc": 24.90739188596491, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8887.945629718603, "availability": 27.764310179421475, "score": 614.6339293646755, "zero_downtime": 6.915365540823354, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 64119144, "heap_mib": 61.148780822753906, "mobile_score": 26853766.129895583, "mobile_throughput": 388320269.85949224, "mobile_availability": 1213041.221279044, "mobile_accuracy": 1088220.556425731, "soft_acc_blocks": [ 24.90739188596491 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.284912026, "time_to_acc50_sec": 0, "acc_per_sec": 11.313141090584136, "mobile_acc_per_sec": 494278.6763416813 }, "started": "2026-08-19T03:16:01.656893542+10:00", "ended": "2026-08-19T03:16:03.861067714+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": 20952, "total_correct": 4648, "total_train": 900, "infer_ms": 773.009185, "train_ms": 1431.592931, "blocked_train": 1431592931, "duration": 2277606179, "avg_accuracy": 24.859550561797754, "soft_acc": 24.695727393258426, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9199.13205065115, "availability": 35.0634329609797, "score": 796.5684661179973, "zero_downtime": 8.65916981876147, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 42082712, "heap_mib": 40.133201599121094, "mobile_score": 26101955.497754537, "mobile_throughput": 301437159.03573686, "mobile_availability": 1148958.571265383, "mobile_accuracy": 809229.5952222921, "soft_acc_blocks": [ 24.695727393258426 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.842843517443068, "mobile_acc_per_sec": 355298.29637957446 }, "started": "2026-08-19T03:16:07.837676537+10:00", "ended": "2026-08-19T03:16:10.115771261+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": 36720, "total_correct": 8739, "total_train": 802, "infer_ms": 820.315982, "train_ms": 1378.029198, "blocked_train": 1378029198, "duration": 2135948151, "avg_accuracy": 25.789473684210527, "soft_acc": 24.355393578947368, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 17191.42853856662, "availability": 37.31515821368872, "score": 1562.400631222369, "zero_downtime": 9.088253647550793, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41559368, "heap_mib": 39.63410186767578, "mobile_score": 68262325.17852612, "mobile_throughput": 751104973.8023347, "mobile_availability": 1630324.1391282026, "mobile_accuracy": 1064103.382393263, "soft_acc_blocks": [ 24.355393578947368 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132875076, "time_to_acc50_sec": 0, "acc_per_sec": 11.402614603516827, "mobile_acc_per_sec": 498187.8337707192 }, "started": "2026-08-19T03:16:14.070966701+10:00", "ended": "2026-08-19T03:16:16.207490742+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": 35168, "total_correct": 11220, "total_train": 864, "infer_ms": 779.180432, "train_ms": 1249.010381, "blocked_train": 1249010381, "duration": 2301013088, "avg_accuracy": 32.828947368421055, "soft_acc": 25.915198973684213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 15283.702723554436, "availability": 38.41751116343312, "score": 1521.6415395069878, "zero_downtime": 9.955974458741037, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 41563280, "heap_mib": 39.63783264160156, "mobile_score": 132963066.5775066, "mobile_throughput": 1335510322.2544847, "mobile_availability": 3356973.348809004, "mobile_accuracy": 2264504.639919158, "soft_acc_blocks": [ 25.915198973684213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133574705, "time_to_acc50_sec": 0, "acc_per_sec": 11.262516979514118, "mobile_acc_per_sec": 984133.7503592497 }, "started": "2026-08-19T03:16:20.108587675+10:00", "ended": "2026-08-19T03:16:22.409998266+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": 21824, "total_correct": 6045, "total_train": 703, "infer_ms": 838.818373, "train_ms": 1191.983908, "blocked_train": 1191983908, "duration": 2330226760, "avg_accuracy": 38.57421875, "soft_acc": 25.46822634375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9365.61212609197, "availability": 41.30477796129677, "score": 985.2244033068927, "zero_downtime": 10.519594341966428, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 52414064, "heap_mib": 49.98594665527344, "mobile_score": 1345159.718648344, "mobile_throughput": 12787182.422824236, "mobile_availability": 56394.790176490525, "mobile_accuracy": 34772.618368, "soft_acc_blocks": [ 25.46822634375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.39216406, "time_to_acc50_sec": 0, "acc_per_sec": 10.929505566123531, "mobile_acc_per_sec": 14922.418266280662 }, "started": "2026-08-19T03:16:26.769502129+10:00", "ended": "2026-08-19T03:16:29.100299675+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": 18872, "total_correct": 4717, "total_train": 338, "infer_ms": 933.049702, "train_ms": 942.567824, "blocked_train": 942567824, "duration": 2465303058, "avg_accuracy": 21.618852459016395, "soft_acc": 24.68051574590164, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7655.042628028898, "availability": 49.74626697959315, "score": 939.8582124762513, "zero_downtime": 12.277635254896756, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 74129680, "heap_mib": 70.69557189941406, "mobile_score": 1269990.6765534764, "mobile_throughput": 10343935.539597977, "mobile_availability": 67220.02789226014, "mobile_accuracy": 33349.73773037959, "soft_acc_blocks": [ 24.68051574590164 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.011148798040246, "mobile_acc_per_sec": 13527.642219141559 }, "started": "2026-08-19T03:16:33.821446402+10:00", "ended": "2026-08-19T03:16:36.287599571+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": 25712, "total_correct": 7378, "total_train": 509, "infer_ms": 893.743415, "train_ms": 1262.733318, "blocked_train": 1262733318, "duration": 2386954385, "avg_accuracy": 25, "soft_acc": 25.02759867826087, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10771.885781135277, "availability": 41.44461200639349, "score": 1117.323673023473, "zero_downtime": 10.372591166722481, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 74347040, "heap_mib": 70.90286254882812, "mobile_score": 1509792.2522735326, "mobile_throughput": 14555593.949535701, "mobile_availability": 56002.352421670184, "mobile_accuracy": 33818.73622636091, "soft_acc_blocks": [ 25.02759867826087 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.264286803, "time_to_acc50_sec": 0, "acc_per_sec": 10.48516001626938, "mobile_acc_per_sec": 14168.153542808866 }, "started": "2026-08-19T03:16:40.265968014+10:00", "ended": "2026-08-19T03:16:42.653378913+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": 20368, "total_correct": 6559, "total_train": 970, "infer_ms": 779.215749, "train_ms": 1505.459879, "blocked_train": 1505459879, "duration": 2047327729, "avg_accuracy": 21.767241379310345, "soft_acc": 24.89328702586207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9948.578193657631, "availability": 34.10618730511533, "score": 844.6493208875202, "zero_downtime": 8.490151099440489, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 46139368, "heap_mib": 44.001930236816406, "mobile_score": 1153227.8727850942, "mobile_throughput": 13583125.427073887, "mobile_availability": 46566.314400584124, "mobile_accuracy": 33987.63455264368, "soft_acc_blocks": [ 24.89328702586207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.158916559011773, "mobile_acc_per_sec": 16600.97407523741 }, "started": "2026-08-19T03:16:46.825852673+10:00", "ended": "2026-08-19T03:16:48.873622175+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": 22384, "total_correct": 6247, "total_train": 556, "infer_ms": 786.306892, "train_ms": 1082.564299, "blocked_train": 1082564299, "duration": 2644265676, "avg_accuracy": 36.86224489795919, "soft_acc": 25.14168667346939, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8465.110069371109, "availability": 42.07389443353028, "score": 895.4466832184646, "zero_downtime": 10.578086709804461, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 110134000, "heap_mib": 105.03196716308594, "mobile_score": 611291.6024104719, "mobile_throughput": 5778848.47402401, "mobile_availability": 28722.445266623337, "mobile_accuracy": 17163.391435755104, "soft_acc_blocks": [ 25.14168667346939 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.484926793, "time_to_acc50_sec": 0, "acc_per_sec": 9.508003262176517, "mobile_acc_per_sec": 6490.796893645836 }, "started": "2026-08-19T03:16:52.863352485+10:00", "ended": "2026-08-19T03:16:55.508059674+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": 17400, "total_correct": 4027, "total_train": 803, "infer_ms": 832.381929, "train_ms": 1509.691813, "blocked_train": 1509691813, "duration": 2083499306, "avg_accuracy": 18.861607142857142, "soft_acc": 25.205269151785718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8351.334675222588, "availability": 35.54038090573494, "score": 748.1166243717965, "zero_downtime": 8.95804866486035, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 40214984, "heap_mib": 38.35199737548828, "mobile_score": 16342857.03161002, "mobile_throughput": 182437689.75846252, "mobile_availability": 776391.467679415, "mobile_accuracy": 550617.506377143, "soft_acc_blocks": [ 25.205269151785718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 12.09756541756473, "mobile_acc_per_sec": 264275.3490685074 }, "started": "2026-08-19T03:16:59.565375523+10:00", "ended": "2026-08-19T03:17:01.649453895+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": 11568, "total_correct": 3172, "total_train": 623, "infer_ms": 719.183486, "train_ms": 1587.131726, "blocked_train": 1587131726, "duration": 2134140613, "avg_accuracy": 20.754716981132077, "soft_acc": 24.622187415094338, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5420.448835252076, "availability": 31.183226050715568, "score": 416.18164746352477, "zero_downtime": 7.677992360279708, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40222432, "heap_mib": 38.359100341796875, "mobile_score": 6061084.54403768, "mobile_throughput": 78941007.74824001, "mobile_availability": 454138.64499104343, "mobile_accuracy": 358586.5943190272, "soft_acc_blocks": [ 24.622187415094338 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.537284499957332, "mobile_acc_per_sec": 168023.8837753786 }, "started": "2026-08-19T03:17:05.540846418+10:00", "ended": "2026-08-19T03:17:07.675444482+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": 12584, "total_correct": 3946, "total_train": 723, "infer_ms": 807.920202, "train_ms": 1553.434191, "blocked_train": 1553434191, "duration": 2219033508, "avg_accuracy": 28.205128205128204, "soft_acc": 25.0290355, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5670.937349360657, "availability": 34.21427145349292, "score": 485.6308417333705, "zero_downtime": 8.56350214816111, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40255264, "heap_mib": 38.390411376953125, "mobile_score": 7072511.743075149, "mobile_throughput": 82589011.13948889, "mobile_availability": 498281.44310580264, "mobile_accuracy": 364511.74900622224, "soft_acc_blocks": [ 25.0290355 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115806094, "time_to_acc50_sec": 0, "acc_per_sec": 11.27925081336807, "mobile_acc_per_sec": 164265.99584553106 }, "started": "2026-08-19T03:17:12.865101514+10:00", "ended": "2026-08-19T03:17:15.084875339+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": 13464, "total_correct": 3717, "total_train": 642, "infer_ms": 801.454451, "train_ms": 1530.61687, "blocked_train": 1530616870, "duration": 2103484888, "avg_accuracy": 18.24712643678161, "soft_acc": 24.70394911494253, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6400.806621815863, "availability": 34.36663552195023, "score": 543.4231152348917, "zero_downtime": 8.48991615186035, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 45963128, "heap_mib": 43.83385467529297, "mobile_score": 7122755.456006773, "mobile_throughput": 83896652.55346487, "mobile_availability": 450450.36511330603, "mobile_accuracy": 323799.60183937475, "soft_acc_blocks": [ 24.70394911494253 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.744295980386681, "mobile_acc_per_sec": 153934.8362741243 }, "started": "2026-08-19T03:17:19.077534754+10:00", "ended": "2026-08-19T03:17:21.181539072+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": 12632, "total_correct": 3460, "total_train": 657, "infer_ms": 712.605839, "train_ms": 1589.918976, "blocked_train": 1589918976, "duration": 2213006282, "avg_accuracy": 18.26923076923077, "soft_acc": 24.805026717948717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5708.072364161504, "availability": 30.948888557363933, "score": 438.20187002299224, "zero_downtime": 7.676880075562297, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 39611448, "heap_mib": 37.77642059326172, "mobile_score": 7658132.734353819, "mobile_throughput": 99755794.78871688, "mobile_availability": 540871.0294654408, "mobile_accuracy": 433499.2615966632, "soft_acc_blocks": [ 24.805026717948717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.208746635608836, "mobile_acc_per_sec": 195887.04520300284 }, "started": "2026-08-19T03:17:25.951444121+10:00", "ended": "2026-08-19T03:17:28.165096398+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": 15072, "total_correct": 3894, "total_train": 655, "infer_ms": 875.252357, "train_ms": 1555.757273, "blocked_train": 1555757273, "duration": 2117461364, "avg_accuracy": 32.25308641975309, "soft_acc": 25.59177649382716, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7117.95750149045, "availability": 36.00365651369303, "score": 655.8468463785105, "zero_downtime": 9.213975304589564, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 40260144, "heap_mib": 38.39506530761719, "mobile_score": 10113312.688061662, "mobile_throughput": 109760579.48651251, "mobile_availability": 555184.854889738, "mobile_accuracy": 394631.21512928396, "soft_acc_blocks": [ 25.59177649382716 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113671671, "time_to_acc50_sec": 0, "acc_per_sec": 12.086065384202762, "mobile_acc_per_sec": 186369.972004497 }, "started": "2026-08-19T03:17:32.052674186+10:00", "ended": "2026-08-19T03:17:34.170573418+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": 11984, "total_correct": 3206, "total_train": 519, "infer_ms": 567.960239, "train_ms": 1261.984581, "blocked_train": 1261984581, "duration": 2935045400, "avg_accuracy": 26.822916666666668, "soft_acc": 25.016714124999996, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4083.071423699272, "availability": 31.037014493147396, "score": 317.02767938515376, "zero_downtime": 7.764441188685501, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 76687680, "heap_mib": 73.13507080078125, "mobile_score": 9234100.442749083, "mobile_throughput": 118928075.03269133, "mobile_availability": 904018.5696990701, "mobile_accuracy": 728664.6119537777, "soft_acc_blocks": [ 25.016714124999996 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.490484891, "time_to_acc50_sec": 0, "acc_per_sec": 8.52345048052749, "mobile_acc_per_sec": 248263.4891963776 }, "started": "2026-08-19T03:17:39.068925033+10:00", "ended": "2026-08-19T03:17:42.016341241+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": 17856, "total_correct": 4804, "total_train": 694, "infer_ms": 845.191149, "train_ms": 1297.516875, "blocked_train": 1297516875, "duration": 2173166622, "avg_accuracy": 24.876237623762375, "soft_acc": 24.78693113861386, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8216.58119503365, "availability": 39.4449985501151, "score": 803.351956884278, "zero_downtime": 9.777204628244267, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 64347176, "heap_mib": 61.366249084472656, "mobile_score": 19144899.58049747, "mobile_throughput": 195811587.34462738, "mobile_availability": 940024.5181746703, "mobile_accuracy": 590704.1160364356, "soft_acc_blocks": [ 24.78693113861386 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.405904585356666, "mobile_acc_per_sec": 271817.22287488525 }, "started": "2026-08-19T03:17:45.929117819+10:00", "ended": "2026-08-19T03:17:48.102743402+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": 9312, "total_correct": 2370, "total_train": 524, "infer_ms": 648.803154, "train_ms": 1318.394188, "blocked_train": 1318394188, "duration": 2481176272, "avg_accuracy": 20.394736842105264, "soft_acc": 24.984814842105262, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3753.0586218664275, "availability": 32.98109143134456, "score": 309.26196204924184, "zero_downtime": 8.240264627026882, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 107583248, "heap_mib": 102.59938049316406, "mobile_score": 140748.55517263274, "mobile_throughput": 1708058.6794627653, "mobile_availability": 15010.061166976368, "mobile_accuracy": 11370.866843695905, "soft_acc_blocks": [ 24.984814842105262 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.069746000740919, "mobile_acc_per_sec": 4582.853291003867 }, "started": "2026-08-19T03:17:53.179385136+10:00", "ended": "2026-08-19T03:17:55.661516049+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": 12824, "total_correct": 3520, "total_train": 636, "infer_ms": 629.931699, "train_ms": 1579.39289, "blocked_train": 1579392890, "duration": 2531383499, "avg_accuracy": 23.48901098901099, "soft_acc": 25.01110608791209, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5066.004422113838, "availability": 28.512410631573342, "score": 361.27041663608935, "zero_downtime": 7.131269271283934, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 41598696, "heap_mib": 39.671607971191406, "mobile_score": 328836.36145364936, "mobile_throughput": 4611189.802884062, "mobile_availability": 25952.6297659832, "mobile_accuracy": 22765.664563575094, "soft_acc_blocks": [ 25.01110608791209 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.880409703939565, "mobile_acc_per_sec": 8993.368477185879 }, "started": "2026-08-19T03:17:59.655802407+10:00", "ended": "2026-08-19T03:18:02.187699868+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": 9424, "total_correct": 2403, "total_train": 426, "infer_ms": 702.510297, "train_ms": 1236.233123, "blocked_train": 1236233123, "duration": 2512565642, "avg_accuracy": 28.278688524590162, "soft_acc": 25.008675540983607, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3750.7477784733633, "availability": 36.23534139447911, "score": 339.8919745471651, "zero_downtime": 9.061978960513004, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 61449072, "heap_mib": 58.60240173339844, "mobile_score": 618754.4567756392, "mobile_throughput": 6828027.955834176, "mobile_availability": 65964.4259341273, "mobile_accuracy": 45526.90445149727, "soft_acc_blocks": [ 25.008675540983607 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.50592131, "time_to_acc50_sec": 0, "acc_per_sec": 9.953441662553628, "mobile_acc_per_sec": 18119.687577697627 }, "started": "2026-08-19T03:18:07.007072448+10:00", "ended": "2026-08-19T03:18:09.520547783+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": 10320, "total_correct": 2639, "total_train": 579, "infer_ms": 660.68875, "train_ms": 1579.584508, "blocked_train": 1579584508, "duration": 2143478680, "avg_accuracy": 29.71014492753623, "soft_acc": 25.005628927536232, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4814.603521038987, "availability": 29.49143581662126, "score": 355.0538517084502, "zero_downtime": 7.374519005706827, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 40213528, "heap_mib": 38.350608825683594, "mobile_score": 646355.8118212498, "mobile_throughput": 8764718.232078085, "mobile_availability": 53687.52049105808, "mobile_accuracy": 45521.35826097263, "soft_acc_blocks": [ 25.005628927536232 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116342719, "time_to_acc50_sec": 0, "acc_per_sec": 11.665909794603712, "mobile_acc_per_sec": 21237.140674976356 }, "started": "2026-08-19T03:18:13.488417428+10:00", "ended": "2026-08-19T03:18:15.632386111+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": 9304, "total_correct": 1967, "total_train": 491, "infer_ms": 727.071729, "train_ms": 1603.779036, "blocked_train": 1603779036, "duration": 2269556038, "avg_accuracy": 26.785714285714285, "soft_acc": 24.995482125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4099.480182123619, "availability": 31.193405425936824, "score": 319.63409527544206, "zero_downtime": 7.7969420774188185, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44994888, "heap_mib": 42.91046905517578, "mobile_score": 1163752.2259984096, "mobile_throughput": 14925751.845314082, "mobile_availability": 113571.72322189977, "mobile_accuracy": 91005.77314133332, "soft_acc_blocks": [ 24.995482125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11728412, "time_to_acc50_sec": 0, "acc_per_sec": 11.013379580187303, "mobile_acc_per_sec": 40098.49134261973 }, "started": "2026-08-19T03:18:20.64888697+10:00", "ended": "2026-08-19T03:18:22.919156502+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": 12128, "total_correct": 3334, "total_train": 359, "infer_ms": 900.46622, "train_ms": 1180.390297, "blocked_train": 1180390297, "duration": 2527141333, "avg_accuracy": 21.25, "soft_acc": 24.9945644, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4799.098428580053, "availability": 43.27382559265618, "score": 519.0754869885325, "zero_downtime": 10.81610420610013, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 110069800, "heap_mib": 104.97074127197266, "mobile_score": 1889896.173071137, "mobile_throughput": 17472984.14530124, "mobile_availability": 157555.19078001752, "mobile_accuracy": 91002.43180657778, "soft_acc_blocks": [ 24.9945644 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.890449763776628, "mobile_acc_per_sec": 36010.02865104806 }, "started": "2026-08-19T03:18:27.104166456+10:00", "ended": "2026-08-19T03:18:29.631850969+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": 8240, "total_correct": 2168, "total_train": 396, "infer_ms": 806.701952, "train_ms": 1463.021415, "blocked_train": 1463021415, "duration": 2292616509, "avg_accuracy": 27, "soft_acc": 25.00594498, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3594.1466737470832, "availability": 35.541862225538786, "score": 319.4326075011336, "zero_downtime": 8.887578512985632, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41424160, "heap_mib": 39.505157470703125, "mobile_score": 145377.32892496034, "mobile_throughput": 1635736.0861853391, "mobile_availability": 16175.496408422985, "mobile_accuracy": 11380.48340423111, "soft_acc_blocks": [ 25.00594498 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.305633288, "time_to_acc50_sec": 0, "acc_per_sec": 10.907164317205044, "mobile_acc_per_sec": 4963.971671474651 }, "started": "2026-08-19T03:18:34.326959966+10:00", "ended": "2026-08-19T03:18:36.620177051+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": 7584, "total_correct": 2061, "total_train": 473, "infer_ms": 753.40644, "train_ms": 1638.749211, "blocked_train": 1638749211, "duration": 2207652271, "avg_accuracy": 29.591836734693878, "soft_acc": 25.005048285714288, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3435.323623934976, "availability": 31.494875330752464, "score": 270.54234311389706, "zero_downtime": 7.875308783980171, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 48134568, "heap_mib": 45.904701232910156, "mobile_score": 246253.6527543383, "mobile_throughput": 3126907.903030591, "mobile_availability": 28667.335412169356, "mobile_accuracy": 22760.150617396826, "soft_acc_blocks": [ 25.005048285714288 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.142004385, "time_to_acc50_sec": 0, "acc_per_sec": 11.326533899465858, "mobile_acc_per_sec": 10309.662856047145 }, "started": "2026-08-19T03:18:40.514271445+10:00", "ended": "2026-08-19T03:18:42.722495854+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": 8624, "total_correct": 2039, "total_train": 357, "infer_ms": 762.428928, "train_ms": 1188.087127, "blocked_train": 1188087127, "duration": 2607429222, "avg_accuracy": 24.166666666666668, "soft_acc": 24.986347833333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3307.472328389821, "availability": 39.08857484385074, "score": 323.03444794073613, "zero_downtime": 9.766807273577378, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 116331816, "heap_mib": 110.94266510009766, "mobile_score": 588066.2661178912, "mobile_throughput": 6021069.625370981, "mobile_availability": 71158.57891573895, "mobile_accuracy": 45486.258100148145, "soft_acc_blocks": [ 24.986347833333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.58275209256412, "mobile_acc_per_sec": 17444.867809396725 }, "started": "2026-08-19T03:18:47.286461556+10:00", "ended": "2026-08-19T03:18:49.895189744+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": 13256, "total_correct": 3587, "total_train": 471, "infer_ms": 754.706085, "train_ms": 1484.733475, "blocked_train": 1484733475, "duration": 2277903592, "avg_accuracy": 34.26470588235294, "soft_acc": 25.003487941176473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5819.385880313411, "availability": 33.700667724205076, "score": 490.36137930064285, "zero_downtime": 8.426342390517569, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43289760, "heap_mib": 41.284332275390625, "mobile_score": 1785351.2974359405, "mobile_throughput": 21187737.391789984, "mobile_availability": 122700.38666519466, "mobile_accuracy": 91034.92142849675, "soft_acc_blocks": [ 25.003487941176473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117814595, "time_to_acc50_sec": 0, "acc_per_sec": 10.97653475282657, "mobile_acc_per_sec": 39964.343420069 }, "started": "2026-08-19T03:18:54.022599099+10:00", "ended": "2026-08-19T03:18:56.301223997+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": 6040, "total_correct": 1555, "total_train": 447, "infer_ms": 541.034127, "train_ms": 1643.22123, "blocked_train": 1643221230, "duration": 2400685250, "avg_accuracy": 19.35483870967742, "soft_acc": 24.994426290322583, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2515.948311008284, "availability": 24.769728743762446, "score": 155.76365799207622, "zero_downtime": 6.19105159317255, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 49798552, "heap_mib": 47.491600036621094, "mobile_score": 70279.70457947475, "mobile_throughput": 1135182.0207245362, "mobile_availability": 11175.965183829368, "mobile_accuracy": 11277.347479260452, "soft_acc_blocks": [ 24.994426290322583 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.411371624132144, "mobile_acc_per_sec": 4697.55353362564 }, "started": "2026-08-19T03:19:01.134573104+10:00", "ended": "2026-08-19T03:19:03.535992421+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": 8680, "total_correct": 2151, "total_train": 380, "infer_ms": 773.416252, "train_ms": 1382.137168, "blocked_train": 1382137168, "duration": 2606207546, "avg_accuracy": 25.694444444444443, "soft_acc": 25.022819925925926, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3330.5098871814866, "availability": 35.880170949324, "score": 299.0208566867114, "zero_downtime": 8.978230565763731, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 110529088, "heap_mib": 105.40875244140625, "mobile_score": 267530.796775704, "mobile_throughput": 2979771.958584654, "mobile_availability": 32101.60932880406, "mobile_accuracy": 22387.652241166983, "soft_acc_blocks": [ 25.022819925925926 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.452020965, "time_to_acc50_sec": 0, "acc_per_sec": 9.601238383462928, "mobile_acc_per_sec": 8590.126398616061 }, "started": "2026-08-19T03:19:07.746856396+10:00", "ended": "2026-08-19T03:19:10.354097802+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": 8344, "total_correct": 2178, "total_train": 344, "infer_ms": 780.773892, "train_ms": 1311.914826, "blocked_train": 1311914826, "duration": 2730991704, "avg_accuracy": 28.75, "soft_acc": 25.0025908, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3055.300383292559, "availability": 37.30960487741302, "score": 285.00965826647024, "zero_downtime": 9.328367836596419, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 107159016, "heap_mib": 102.1948013305664, "mobile_score": 501433.36816513806, "mobile_throughput": 5375360.158911709, "mobile_availability": 65640.86618110443, "mobile_accuracy": 43988.45075620939, "soft_acc_blocks": [ 25.0025908 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.441111182, "time_to_acc50_sec": 0, "acc_per_sec": 9.155132460995569, "mobile_acc_per_sec": 16107.13452251827 }, "started": "2026-08-19T03:19:15.547652094+10:00", "ended": "2026-08-19T03:19:18.279425521+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": 9352, "total_correct": 2354, "total_train": 508, "infer_ms": 554.18875, "train_ms": 1664.943696, "blocked_train": 1664943696, "duration": 2178754119, "avg_accuracy": 23.47972972972973, "soft_acc": 24.996522621621622, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4292.361363058426, "availability": 24.97321649273024, "score": 267.94789852773545, "zero_downtime": 6.242435709951857, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 41100920, "heap_mib": 39.19689178466797, "mobile_score": 912219.9209305802, "mobile_throughput": 14613204.898150494, "mobile_availability": 85020.5047307828, "mobile_accuracy": 85099.84968990102, "soft_acc_blocks": [ 24.996522621621622 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.472851573124952, "mobile_acc_per_sec": 39058.950685522956 }, "started": "2026-08-19T03:19:22.332439338+10:00", "ended": "2026-08-19T03:19:24.511746846+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": 9688, "total_correct": 2176, "total_train": 431, "infer_ms": 620.969514, "train_ms": 1281.05943, "blocked_train": 1281059430, "duration": 2576238959, "avg_accuracy": 21.67721518987342, "soft_acc": 24.994749, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3760.5207258260393, "availability": 32.64774260974653, "score": 306.86681399202695, "zero_downtime": 8.160221319472194, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 106784664, "heap_mib": 101.8377914428711, "mobile_score": 2234535.9468646087, "mobile_throughput": 27383276.254192814, "mobile_availability": 237733.60663026094, "mobile_accuracy": 182006.20782933332, "soft_acc_blocks": [ 24.994749 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.702030517270817, "mobile_acc_per_sec": 70648.03021998447 }, "started": "2026-08-19T03:19:28.970894604+10:00", "ended": "2026-08-19T03:19:31.61939111+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": 7920, "total_correct": 2065, "total_train": 517, "infer_ms": 699.100173, "train_ms": 1663.899805, "blocked_train": 1663899805, "duration": 2400191030, "avg_accuracy": 8.333333333333334, "soft_acc": 24.943718555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3299.737354655475, "availability": 29.585280554750817, "score": 243.50969845242906, "zero_downtime": 7.379669115448549, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 41913784, "heap_mib": 39.97209930419922, "mobile_score": 1556941.6192954527, "mobile_throughput": 21097715.831678167, "mobile_availability": 189161.0679449902, "mobile_accuracy": 159484.0526104282, "soft_acc_blocks": [ 24.943718555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.392388873962068, "mobile_acc_per_sec": 66446.3997311198 }, "started": "2026-08-19T03:19:35.737925066+10:00", "ended": "2026-08-19T03:19:38.138655422+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": 8672, "total_correct": 2157, "total_train": 442, "infer_ms": 619.540065, "train_ms": 1690.942412, "blocked_train": 1690942412, "duration": 2304440135, "avg_accuracy": 23.90625, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3763.170007451723, "availability": 26.814315675071878, "score": 252.26707129693273, "zero_downtime": 6.70357891876797, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 40746576, "heap_mib": 38.85896301269531, "mobile_score": 1836952.753835087, "mobile_throughput": 27402567.734261792, "mobile_availability": 195255.88800905674, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.848622023327154, "mobile_acc_per_sec": 78997.25476897426 }, "started": "2026-08-19T03:19:42.327986563+10:00", "ended": "2026-08-19T03:19:44.633270035+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": 8752, "total_correct": 2323, "total_train": 525, "infer_ms": 606.966176, "train_ms": 1709.176403, "blocked_train": 1709176403, "duration": 2471425202, "avg_accuracy": 28.98936170212766, "soft_acc": 25.023527489361705, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3541.2765043091117, "availability": 26.205907248683246, "score": 232.22424969693114, "zero_downtime": 6.557642404210884, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41478608, "heap_mib": 39.55708312988281, "mobile_score": 3382010.761808462, "mobile_throughput": 51573577.10808932, "mobile_availability": 381651.1860999345, "mobile_accuracy": 364431.5327872908, "soft_acc_blocks": [ 25.023527489361705 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119632605, "time_to_acc50_sec": 0, "acc_per_sec": 10.125140533936218, "mobile_acc_per_sec": 147458.04667378755 }, "started": "2026-08-19T03:19:48.698030235+10:00", "ended": "2026-08-19T03:19:51.169996689+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": 7056, "total_correct": 1932, "total_train": 396, "infer_ms": 705.871845, "train_ms": 1437.64318, "blocked_train": 1437643180, "duration": 2395963787, "avg_accuracy": 30, "soft_acc": 25.01564846666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2944.9526901384675, "availability": 32.93057602896905, "score": 242.59922840763946, "zero_downtime": 8.237797137455297, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 73804704, "heap_mib": 70.38565063476562, "mobile_score": 2765040.52746488, "mobile_throughput": 33565290.34798515, "mobile_availability": 375328.3879364375, "mobile_accuracy": 285117.48485416814, "soft_acc_blocks": [ 25.01564846666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.33381168, "time_to_acc50_sec": 0, "acc_per_sec": 10.440745641647993, "mobile_acc_per_sec": 118999.07936887702 }, "started": "2026-08-19T03:19:55.365299306+10:00", "ended": "2026-08-19T03:19:57.762082055+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": 14552, "total_correct": 3246, "total_train": 526, "infer_ms": 754.049791, "train_ms": 1564.272664, "blocked_train": 1564272664, "duration": 2215631314, "avg_accuracy": 21.474358974358974, "soft_acc": 25.008597974358974, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6567.879731636615, "availability": 32.525664813094345, "score": 534.2453106401632, "zero_downtime": 8.134212751594301, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39658512, "heap_mib": 37.82130432128906, "mobile_score": 7780511.261803052, "mobile_throughput": 95651681.35389715, "mobile_availability": 473689.326486878, "mobile_accuracy": 364214.105966131, "soft_acc_blocks": [ 25.008597974358974 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.287346327133095, "mobile_acc_per_sec": 164383.89530999877 }, "started": "2026-08-19T03:20:02.603916816+10:00", "ended": "2026-08-19T03:20:04.820072091+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": 10200, "total_correct": 2142, "total_train": 405, "infer_ms": 601.912592, "train_ms": 1149.693484, "blocked_train": 1149693484, "duration": 2625225163, "avg_accuracy": 24.578651685393258, "soft_acc": 24.99326947191011, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3885.381011792473, "availability": 34.363467919370244, "score": 333.6980516257995, "zero_downtime": 8.588554136981587, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 131132272, "heap_mib": 125.05747985839844, "mobile_score": 9719660.227265954, "mobile_throughput": 113169924.43948068, "mobile_availability": 1000908.5482505993, "mobile_accuracy": 727981.7369382671, "soft_acc_blocks": [ 24.99326947191011 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.520428885173729, "mobile_acc_per_sec": 277302.5899638869 }, "started": "2026-08-19T03:20:09.292333244+10:00", "ended": "2026-08-19T03:20:11.918228202+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": 6728, "total_correct": 1653, "total_train": 346, "infer_ms": 712.297928, "train_ms": 1233.005907, "blocked_train": 1233005907, "duration": 2547031242, "avg_accuracy": 22.023809523809526, "soft_acc": 24.98754180952381, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2641.506664330111, "availability": 36.61628148694828, "score": 241.68488062814936, "zero_downtime": 9.14950864564413, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 107509752, "heap_mib": 102.52928924560547, "mobile_score": 109993.47456143331, "mobile_throughput": 1202179.0330106816, "mobile_availability": 16664.47655228224, "mobile_accuracy": 11372.107916867726, "soft_acc_blocks": [ 24.98754180952381 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.8104575230506, "mobile_acc_per_sec": 4464.848223823918 }, "started": "2026-08-19T03:20:16.182248404+10:00", "ended": "2026-08-19T03:20:18.730082411+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": 5784, "total_correct": 1498, "total_train": 377, "infer_ms": 631.49906, "train_ms": 1472.846676, "blocked_train": 1472846676, "duration": 2692390199, "avg_accuracy": 25.5, "soft_acc": 25.01463744, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2148.2770224569517, "availability": 30.009282657153637, "score": 161.26499599957805, "zero_downtime": 7.506713255031781, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 101685552, "heap_mib": 96.97489929199219, "mobile_score": 72761.87798849121, "mobile_throughput": 969290.7603699744, "mobile_availability": 13540.023051423206, "mobile_accuracy": 11286.46663867704, "soft_acc_blocks": [ 25.01463744 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.402659547, "time_to_acc50_sec": 0, "acc_per_sec": 9.290866327358815, "mobile_acc_per_sec": 4191.987715179259 }, "started": "2026-08-19T03:20:23.025906161+10:00", "ended": "2026-08-19T03:20:25.719178342+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": 7184, "total_correct": 1872, "total_train": 437, "infer_ms": 720.318929, "train_ms": 1548.679223, "blocked_train": 1548679223, "duration": 2161014585, "avg_accuracy": 26.944444444444443, "soft_acc": 24.989744466666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3324.364421168402, "availability": 31.746122330028236, "score": 263.73096649203103, "zero_downtime": 7.933274848349463, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 41614112, "heap_mib": 39.686309814453125, "mobile_score": 118993.95951822201, "mobile_throughput": 1499934.9170787772, "mobile_availability": 14323.675545753738, "mobile_accuracy": 11275.235066213196, "soft_acc_blocks": [ 24.989744466666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.146658298, "time_to_acc50_sec": 0, "acc_per_sec": 11.563894404103092, "mobile_acc_per_sec": 5217.565464146645 }, "started": "2026-08-19T03:20:29.730690654+10:00", "ended": "2026-08-19T03:20:31.89227795+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": 6632, "total_correct": 1676, "total_train": 418, "infer_ms": 728.739136, "train_ms": 1603.808516, "blocked_train": 1603808516, "duration": 2490340033, "avg_accuracy": 29.166666666666668, "soft_acc": 25.033703333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2663.0901451681398, "availability": 31.242197147619084, "score": 208.28238272998362, "zero_downtime": 7.82107894875009, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44792792, "heap_mib": 42.717735290527344, "mobile_score": 94791.62662911255, "mobile_throughput": 1212001.9149565222, "mobile_availability": 14218.671057405307, "mobile_accuracy": 11393.11653925926, "soft_acc_blocks": [ 25.033703333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.146558653, "time_to_acc50_sec": 0, "acc_per_sec": 10.052323378175938, "mobile_acc_per_sec": 4574.924061889849 }, "started": "2026-08-19T03:20:35.913023236+10:00", "ended": "2026-08-19T03:20:38.403835146+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": 6032, "total_correct": 1534, "total_train": 427, "infer_ms": 735.75651, "train_ms": 1669.821708, "blocked_train": 1669821708, "duration": 2254094540, "avg_accuracy": 24.431818181818183, "soft_acc": 24.993744568181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2676.019081258233, "availability": 30.58543282835794, "score": 204.56680568399685, "zero_downtime": 7.644444956192611, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 40738152, "heap_mib": 38.850929260253906, "mobile_score": 46550.31311564728, "mobile_throughput": 608943.0087129846, "mobile_availability": 6959.885159164118, "mobile_accuracy": 5687.465430626263, "soft_acc_blocks": [ 24.993744568181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 11.088152748101603, "mobile_acc_per_sec": 2523.1707586791204 }, "started": "2026-08-19T03:20:43.144263495+10:00", "ended": "2026-08-19T03:20:45.398873454+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": 5496, "total_correct": 991, "total_train": 345, "infer_ms": 697.494204, "train_ms": 1532.841239, "blocked_train": 1532841239, "duration": 2672395210, "avg_accuracy": 31.25, "soft_acc": 25.004653375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2056.5820427435956, "availability": 31.27306281165528, "score": 160.81897696964953, "zero_downtime": 7.819720955800432, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 72654752, "heap_mib": 69.28897094726562, "mobile_score": 1171048.0527425501, "mobile_throughput": 14975573.417027142, "mobile_availability": 227723.49382496005, "mobile_accuracy": 182078.32928711112, "soft_acc_blocks": [ 25.004653375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.311355834, "time_to_acc50_sec": 0, "acc_per_sec": 9.356645035671951, "mobile_acc_per_sec": 68133.00989531078 }, "started": "2026-08-19T03:20:49.434374319+10:00", "ended": "2026-08-19T03:20:52.107516771+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": 3728, "total_correct": 940, "total_train": 215, "infer_ms": 975.776534, "train_ms": 1500.444177, "blocked_train": 1500444177, "duration": 2399262619, "avg_accuracy": 20.394736842105264, "soft_acc": 24.997583157894734, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1553.8107293789335, "availability": 39.40587887280618, "score": 153.0583953333643, "zero_downtime": 9.850517340328997, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 73491008, "heap_mib": 70.08648681640625, "mobile_score": 743024.8145605454, "mobile_throughput": 7543002.960042799, "mobile_availability": 191296.56872653522, "mobile_accuracy": 121351.23035820661, "soft_acc_blocks": [ 24.997583157894734 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.418860761609164, "mobile_acc_per_sec": 50578.552509097644 }, "started": "2026-08-19T03:20:56.108469426+10:00", "ended": "2026-08-19T03:20:58.50835059+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": 2840, "total_correct": 821, "total_train": 292, "infer_ms": 514.664957, "train_ms": 1687.578085, "blocked_train": 1687578085, "duration": 2421761111, "avg_accuracy": 15.277777777777779, "soft_acc": 24.99935577777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1172.7003076811734, "availability": 23.37003442329414, "score": 68.51335083836999, "zero_downtime": 5.842358050868439, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 46051232, "heap_mib": 43.917877197265625, "mobile_score": 332599.3304106234, "mobile_throughput": 5692895.360310621, "mobile_availability": 113450.26488629665, "mobile_accuracy": 121359.83557425515, "soft_acc_blocks": [ 24.99935577777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.32280007479969, "mobile_acc_per_sec": 50112.22412607945 }, "started": "2026-08-19T03:21:02.516084804+10:00", "ended": "2026-08-19T03:21:04.95791058+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": 3872, "total_correct": 1000, "total_train": 361, "infer_ms": 653.548338, "train_ms": 1706.096448, "blocked_train": 1706096448, "duration": 2225353562, "avg_accuracy": 29.347826086956523, "soft_acc": 24.99975808695652, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1739.9482338977648, "availability": 27.696894968156446, "score": 120.4767429036365, "zero_downtime": 6.924156739637544, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 40529672, "heap_mib": 38.65210723876953, "mobile_score": 535292.46257171, "mobile_throughput": 7730796.437743994, "mobile_availability": 123060.59041580345, "mobile_accuracy": 111076.89125334118, "soft_acc_blocks": [ 24.99975808695652 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.109975544, "time_to_acc50_sec": 0, "acc_per_sec": 11.23406119092752, "mobile_acc_per_sec": 49914.266726008536 }, "started": "2026-08-19T03:21:09.403532765+10:00", "ended": "2026-08-19T03:21:11.629502424+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": 3088, "total_correct": 767, "total_train": 345, "infer_ms": 508.287412, "train_ms": 1713.151527, "blocked_train": 1713151527, "duration": 2529911138, "avg_accuracy": 23, "soft_acc": 25.01392684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1220.5962310760024, "availability": 22.880998576031534, "score": 69.86004708315596, "zero_downtime": 5.723436244069969, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 39681984, "heap_mib": 37.84368896484375, "mobile_score": 406964.27072370745, "mobile_throughput": 7110488.408870835, "mobile_availability": 133291.47757144913, "mobile_accuracy": 145716.6852787769, "soft_acc_blocks": [ 25.01392684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.887274878664137, "mobile_acc_per_sec": 57597.55079538959 }, "started": "2026-08-19T03:21:15.732493772+10:00", "ended": "2026-08-19T03:21:18.263127622+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": 4304, "total_correct": 1175, "total_train": 262, "infer_ms": 690.908308, "train_ms": 1445.184624, "blocked_train": 1445184624, "duration": 2505048343, "avg_accuracy": 26.515151515151516, "soft_acc": 25.00104290909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1718.1305151363301, "availability": 32.34448734180822, "score": 138.93592240569106, "zero_downtime": 8.086459159050952, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 90156392, "heap_mib": 85.9798355102539, "mobile_score": 728424.3688623495, "mobile_throughput": 9007952.115197962, "mobile_availability": 169578.26579461948, "mobile_accuracy": 131077.46784721455, "soft_acc_blocks": [ 25.00104290909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.386482749, "time_to_acc50_sec": 0, "acc_per_sec": 9.980263645990208, "mobile_acc_per_sec": 52325.32466428914 }, "started": "2026-08-19T03:21:22.287601338+10:00", "ended": "2026-08-19T03:21:24.797269543+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": 4784, "total_correct": 993, "total_train": 340, "infer_ms": 640.222077, "train_ms": 1516.745684, "blocked_train": 1516745684, "duration": 2422021835, "avg_accuracy": 37.5, "soft_acc": 25.018127999999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1975.2092779956297, "availability": 29.681578397962898, "score": 146.6746022151061, "zero_downtime": 7.425775276022706, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 73715424, "heap_mib": 70.30050659179688, "mobile_score": 1424069.1452991397, "mobile_throughput": 19177380.035958752, "mobile_availability": 288179.5439835402, "mobile_accuracy": 242901.93134933332, "soft_acc_blocks": [ 25.018127999999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.302116258, "time_to_acc50_sec": 0, "acc_per_sec": 10.329439494916857, "mobile_acc_per_sec": 100288.9106279809 }, "started": "2026-08-19T03:21:29.122267509+10:00", "ended": "2026-08-19T03:21:31.545521796+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": 4712, "total_correct": 1246, "total_train": 303, "infer_ms": 637.816609, "train_ms": 1418.281877, "blocked_train": 1418281877, "duration": 2790223335, "avg_accuracy": 23.387096774193548, "soft_acc": 24.994061096774193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1688.7537068784497, "availability": 31.020722662017466, "score": 130.93478921135764, "zero_downtime": 7.753338374805524, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 74253184, "heap_mib": 70.8133544921875, "mobile_score": 1072617.7932194418, "mobile_throughput": 13834270.36674826, "mobile_availability": 254121.76004724708, "mobile_accuracy": 204751.34850477419, "soft_acc_blocks": [ 24.994061096774193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.957727785892162, "mobile_acc_per_sec": 73381.7060220286 }, "started": "2026-08-19T03:21:35.692819775+10:00", "ended": "2026-08-19T03:21:38.484475719+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": 7480, "total_correct": 1991, "total_train": 423, "infer_ms": 637.212034, "train_ms": 1437.503956, "blocked_train": 1437503956, "duration": 2652110113, "avg_accuracy": 26.024590163934427, "soft_acc": 25.013497131147542, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2820.3957155982534, "availability": 30.713217475130172, "score": 216.675484223175, "zero_downtime": 7.682449772024791, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 105338744, "heap_mib": 100.45885467529297, "mobile_score": 80682.07121619316, "mobile_throughput": 1050212.804644586, "mobile_availability": 11436.485343466653, "mobile_accuracy": 9314.116749925484, "soft_acc_blocks": [ 25.013497131147542 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.473369879, "time_to_acc50_sec": 0, "acc_per_sec": 9.431545473371354, "mobile_acc_per_sec": 3511.9645689935514 }, "started": "2026-08-19T03:21:42.466214764+10:00", "ended": "2026-08-19T03:21:45.119266026+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": 10616, "total_correct": 2854, "total_train": 462, "infer_ms": 704.382058, "train_ms": 1633.930778, "blocked_train": 1633930778, "duration": 2418958542, "avg_accuracy": 32.589285714285715, "soft_acc": 25.037849089285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4388.665541668469, "availability": 30.123516714937963, "score": 331.00547218262307, "zero_downtime": 7.542280655471925, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 41668376, "heap_mib": 39.738059997558594, "mobile_score": 246508.80255636803, "mobile_throughput": 3268358.9197589178, "mobile_availability": 22433.804448070165, "mobile_accuracy": 18646.369067220778, "soft_acc_blocks": [ 25.037849089285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.138488786, "time_to_acc50_sec": 0, "acc_per_sec": 10.350673091149536, "mobile_acc_per_sec": 7708.428542063364 }, "started": "2026-08-19T03:21:49.203784908+10:00", "ended": "2026-08-19T03:21:51.623334233+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": 5312, "total_correct": 1409, "total_train": 330, "infer_ms": 636.083439, "train_ms": 1533.126494, "blocked_train": 1533126494, "duration": 2699547008, "avg_accuracy": 27.45098039215686, "soft_acc": 24.996073980392158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1967.7375442094913, "availability": 29.32327707536825, "score": 144.22862971652037, "zero_downtime": 7.329668031234421, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 77510224, "heap_mib": 73.91950988769531, "mobile_score": 214821.9881159518, "mobile_throughput": 2930855.6294843913, "mobile_availability": 43675.68832753031, "mobile_accuracy": 37230.516008613195, "soft_acc_blocks": [ 24.996073980392158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.311953306, "time_to_acc50_sec": 0, "acc_per_sec": 9.259358665108364, "mobile_acc_per_sec": 13791.393851739585 }, "started": "2026-08-19T03:21:56.115186023+10:00", "ended": "2026-08-19T03:21:58.816533715+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": 8432, "total_correct": 2294, "total_train": 502, "infer_ms": 653.142371, "train_ms": 1423.153744, "blocked_train": 1423153744, "duration": 2416958103, "avg_accuracy": 24.780701754385966, "soft_acc": 24.995334807017542, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3488.6827328673808, "availability": 31.457091610461354, "score": 274.3083332127958, "zero_downtime": 7.862805368585042, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 70637640, "heap_mib": 67.36530303955078, "mobile_score": 408569.79375985876, "mobile_throughput": 5196234.354118106, "mobile_availability": 46853.90808598171, "mobile_accuracy": 37229.41504347049, "soft_acc_blocks": [ 24.995334807017542 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.341650017016264, "mobile_acc_per_sec": 15403.417625344951 }, "started": "2026-08-19T03:22:02.930249629+10:00", "ended": "2026-08-19T03:22:05.347921797+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": 6064, "total_correct": 976, "total_train": 404, "infer_ms": 665.319659, "train_ms": 1350.180558, "blocked_train": 1350180558, "duration": 2798724029, "avg_accuracy": 24.324324324324323, "soft_acc": 25.021402675675674, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2166.7016601728687, "availability": 33.01015070047001, "score": 178.96094948785324, "zero_downtime": 8.259602730611974, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 117053352, "heap_mib": 111.63077545166016, "mobile_score": 533108.3993470886, "mobile_throughput": 6454407.272776779, "mobile_availability": 98334.2380139092, "mobile_accuracy": 74536.48389786732, "soft_acc_blocks": [ 25.021402675675674 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.94028936629953, "mobile_acc_per_sec": 26632.309268627545 }, "started": "2026-08-19T03:22:09.753515904+10:00", "ended": "2026-08-19T03:22:12.553092384+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": 9120, "total_correct": 2408, "total_train": 388, "infer_ms": 876.38382, "train_ms": 1558.732196, "blocked_train": 1558732196, "duration": 2322560947, "avg_accuracy": 29.25, "soft_acc": 24.98910416, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3926.6999696090215, "availability": 35.98940724966264, "score": 353.1450313039525, "zero_downtime": 8.993430464184788, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 40260144, "heap_mib": 38.39506530761719, "mobile_score": 1051986.9441607196, "mobile_throughput": 11697282.236740766, "mobile_availability": 107209.17243244959, "mobile_accuracy": 74440.26955589818, "soft_acc_blocks": [ 24.98910416 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12884466, "time_to_acc50_sec": 0, "acc_per_sec": 10.759288875617179, "mobile_acc_per_sec": 32050.943443293065 }, "started": "2026-08-19T03:22:16.92228611+10:00", "ended": "2026-08-19T03:22:19.245456798+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": 4976, "total_correct": 1286, "total_train": 334, "infer_ms": 728.381878, "train_ms": 1546.640285, "blocked_train": 1546640285, "duration": 2820849819, "avg_accuracy": 20.535714285714285, "soft_acc": 24.973320785714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1764.007415950987, "availability": 32.01647394236836, "score": 141.04256667520843, "zero_downtime": 7.995576741902275, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 74021808, "heap_mib": 70.59269714355469, "mobile_score": 52519.12300924125, "mobile_throughput": 656852.2159759311, "mobile_availability": 11921.77066072189, "mobile_accuracy": 9299.156539844156, "soft_acc_blocks": [ 24.973320785714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.853119587404127, "mobile_acc_per_sec": 3296.5798027279366 }, "started": "2026-08-19T03:22:24.385003352+10:00", "ended": "2026-08-19T03:22:27.280074149+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": 7200, "total_correct": 1846, "total_train": 354, "infer_ms": 777.126853, "train_ms": 1639.082495, "blocked_train": 1639082495, "duration": 2434602979, "avg_accuracy": 22.321428571428573, "soft_acc": 24.993889452380955, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2957.3610408368763, "availability": 32.16305961415392, "score": 237.73632647045287, "zero_downtime": 8.038799564465016, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 44778808, "heap_mib": 42.70439910888672, "mobile_score": 177048.7260405409, "mobile_throughput": 2202427.4224123354, "mobile_availability": 23952.70766901354, "mobile_accuracy": 18613.631126718617, "soft_acc_blocks": [ 24.993889452380955 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.266104850757662, "mobile_acc_per_sec": 7645.448267036979 }, "started": "2026-08-19T03:22:31.382718307+10:00", "ended": "2026-08-19T03:22:33.818439831+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": 5616, "total_correct": 1550, "total_train": 273, "infer_ms": 754.811512, "train_ms": 1201.33863, "blocked_train": 1201338630, "duration": 3039331668, "avg_accuracy": 26.013513513513512, "soft_acc": 25.001827837837837, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1847.7746470149305, "availability": 38.586583708153825, "score": 178.26131008497734, "zero_downtime": 9.647351227215802, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 144269760, "heap_mib": 137.58636474609375, "mobile_score": 265512.1185847517, "mobile_throughput": 2752176.346972056, "mobile_availability": 57472.96249767202, "mobile_accuracy": 37239.086117739556, "soft_acc_blocks": [ 25.001827837837837 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.613439596, "time_to_acc50_sec": 0, "acc_per_sec": 8.226093947255853, "mobile_acc_per_sec": 12252.393021076354 }, "started": "2026-08-19T03:22:38.824828442+10:00", "ended": "2026-08-19T03:22:41.864948967+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": 11952, "total_correct": 3080, "total_train": 425, "infer_ms": 802.061005, "train_ms": 1502.339102, "blocked_train": 1502339102, "duration": 2497438742, "avg_accuracy": 18.229166666666668, "soft_acc": 25.00689677777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4785.702968004971, "availability": 34.80563130350523, "score": 416.5384118038053, "zero_downtime": 8.703808292921464, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 43461112, "heap_mib": 41.44774627685547, "mobile_score": 1240830.0616351902, "mobile_throughput": 14256174.077780627, "mobile_availability": 103682.81150484177, "mobile_accuracy": 74493.27214674748, "soft_acc_blocks": [ 25.00689677777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.013017079150357, "mobile_acc_per_sec": 29827.867604508992 }, "started": "2026-08-19T03:22:45.910774724+10:00", "ended": "2026-08-19T03:22:48.408976124+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": 5344, "total_correct": 1513, "total_train": 255, "infer_ms": 739.345058, "train_ms": 1543.76159, "blocked_train": 1543761590, "duration": 2761166661, "avg_accuracy": 34.72222222222222, "soft_acc": 25.02040197222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1935.4137783427338, "availability": 32.38329048919663, "score": 156.81553599894758, "zero_downtime": 8.102429452229405, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 73922784, "heap_mib": 70.49826049804688, "mobile_score": 57898.94629423678, "mobile_throughput": 714587.4781829262, "mobile_availability": 11956.458171830933, "mobile_accuracy": 9237.955288177776, "soft_acc_blocks": [ 25.02040197222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.323022785, "time_to_acc50_sec": 0, "acc_per_sec": 9.06153269399562, "mobile_acc_per_sec": 3345.6710232884334 }, "started": "2026-08-19T03:22:53.611399849+10:00", "ended": "2026-08-19T03:22:56.416800346+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": 6384, "total_correct": 1604, "total_train": 387, "infer_ms": 715.011054, "train_ms": 1669.963843, "blocked_train": 1669963843, "duration": 2239356533, "avg_accuracy": 25.914634146341463, "soft_acc": 25.008096317073168, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2850.8189321007953, "availability": 29.97981466804512, "score": 213.73675490328264, "zero_downtime": 7.497380927864753, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 43658904, "heap_mib": 41.636375427246094, "mobile_score": 156507.84323286626, "mobile_throughput": 2087500.2182587455, "mobile_availability": 21952.59367692743, "mobile_accuracy": 18312.07374565036, "soft_acc_blocks": [ 25.008096317073168 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131061029, "time_to_acc50_sec": 0, "acc_per_sec": 11.167536722511336, "mobile_acc_per_sec": 8177.381973703943 }, "started": "2026-08-19T03:23:00.547951916+10:00", "ended": "2026-08-19T03:23:02.787950691+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": 5544, "total_correct": 1313, "total_train": 330, "infer_ms": 607.14179, "train_ms": 1213.250074, "blocked_train": 1213250074, "duration": 2685058122, "avg_accuracy": 21.153846153846153, "soft_acc": 24.97521151282051, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2064.759773568879, "availability": 33.35225793999703, "score": 171.99029694947666, "zero_downtime": 8.329796964815731, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 140408568, "heap_mib": 133.90404510498047, "mobile_score": 247726.50771166818, "mobile_throughput": 2973980.1433101115, "mobile_availability": 48038.97970012407, "mobile_accuracy": 35973.08707042209, "soft_acc_blocks": [ 24.97521151282051 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.301553403327226, "mobile_acc_per_sec": 13397.507776713255 }, "started": "2026-08-19T03:23:07.883025518+10:00", "ended": "2026-08-19T03:23:10.56875958+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": 10152, "total_correct": 2468, "total_train": 485, "infer_ms": 773.222312, "train_ms": 1414.615772, "blocked_train": 1414615772, "duration": 2656678896, "avg_accuracy": 20.90909090909091, "soft_acc": 24.992191436363637, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3821.31239694991, "availability": 35.3418435145953, "score": 337.52510549434504, "zero_downtime": 8.832701188307723, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 72556104, "heap_mib": 69.19489288330078, "mobile_score": 941278.5239862722, "mobile_throughput": 10656745.925383376, "mobile_availability": 98560.13006691563, "mobile_accuracy": 69697.37267972456, "soft_acc_blocks": [ 24.992191436363637 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.407306044397334, "mobile_acc_per_sec": 26234.77484789888 }, "started": "2026-08-19T03:23:14.740627202+10:00", "ended": "2026-08-19T03:23:17.397865006+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": 8688, "total_correct": 1971, "total_train": 301, "infer_ms": 692.457792, "train_ms": 1495.442285, "blocked_train": 1495442285, "duration": 2933206477, "avg_accuracy": 18.647540983606557, "soft_acc": 24.985852557377047, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2961.946275560471, "availability": 31.649424911099356, "score": 234.2271169583244, "zero_downtime": 7.907878643545047, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 86641704, "heap_mib": 82.62796783447266, "mobile_score": 1395482.576089159, "mobile_throughput": 17646737.37410282, "mobile_availability": 188561.51917943705, "mobile_accuracy": 148861.1666545693, "soft_acc_blocks": [ 24.985852557377047 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.518272666209254, "mobile_acc_per_sec": 50750.319768426336 }, "started": "2026-08-19T03:23:22.768939745+10:00", "ended": "2026-08-19T03:23:25.702861485+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": 5488, "total_correct": 1439, "total_train": 433, "infer_ms": 617.784702, "train_ms": 1677.368604, "blocked_train": 1677368604, "duration": 2320422288, "avg_accuracy": 30.44871794871795, "soft_acc": 25.03592458974359, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2365.086746658589, "availability": 26.91692534807956, "score": 159.3808575438963, "zero_downtime": 6.738901132022776, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 39758512, "heap_mib": 37.91667175292969, "mobile_score": 835614.710399743, "mobile_throughput": 12399866.002321385, "mobile_availability": 141122.20956893935, "mobile_accuracy": 131260.34831307488, "soft_acc_blocks": [ 25.03592458974359 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122856291, "time_to_acc50_sec": 0, "acc_per_sec": 10.789382915004818, "mobile_acc_per_sec": 56567.43989742046 }, "started": "2026-08-19T03:23:29.861857583+10:00", "ended": "2026-08-19T03:23:32.182903883+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": 8440, "total_correct": 2155, "total_train": 384, "infer_ms": 605.195742, "train_ms": 1320.569158, "blocked_train": 1320569158, "duration": 2784860508, "avg_accuracy": 26.453488372093023, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3030.6724432892133, "availability": 31.42625260227767, "score": 238.10669439392217, "zero_downtime": 7.856563150569418, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 107581448, "heap_mib": 102.59766387939453, "mobile_score": 1418596.3930727348, "mobile_throughput": 18056195.38576381, "mobile_availability": 187231.89914026085, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.469997475, "time_to_acc50_sec": 0, "acc_per_sec": 8.977110317799802, "mobile_acc_per_sec": 53483.991071575256 }, "started": "2026-08-19T03:23:37.254441025+10:00", "ended": "2026-08-19T03:23:40.040299921+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": 10288, "total_correct": 2518, "total_train": 426, "infer_ms": 745.914732, "train_ms": 1634.838753, "blocked_train": 1634838753, "duration": 2699206183, "avg_accuracy": 26.3671875, "soft_acc": 24.969443125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3811.4909727146246, "availability": 31.33103602282451, "score": 298.17999844637916, "zero_downtime": 7.823185220192429, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 40960008, "heap_mib": 39.06250762939453, "mobile_score": 3553004.43239671, "mobile_throughput": 45416340.434150115, "mobile_availability": 373329.2321439686, "mobile_accuracy": 297526.80448, "soft_acc_blocks": [ 24.969443125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133343704, "time_to_acc50_sec": 0, "acc_per_sec": 9.250661650918424, "mobile_acc_per_sec": 110227.52035537997 }, "started": "2026-08-19T03:23:44.117131163+10:00", "ended": "2026-08-19T03:23:46.8170999+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": 6408, "total_correct": 1930, "total_train": 307, "infer_ms": 735.396069, "train_ms": 1611.721877, "blocked_train": 1611721877, "duration": 2565005835, "avg_accuracy": 25, "soft_acc": 24.995942675000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2498.2399309044845, "availability": 31.331875343259806, "score": 195.65459670598364, "zero_downtime": 7.831697599803681, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 40738992, "heap_mib": 38.85173034667969, "mobile_score": 1831774.2356747633, "mobile_throughput": 23389236.015965186, "mobile_availability": 293337.9689279821, "mobile_accuracy": 234019.15702125715, "soft_acc_blocks": [ 24.995942675000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.239329768, "time_to_acc50_sec": 0, "acc_per_sec": 9.74498472242267, "mobile_acc_per_sec": 91235.3312526703 }, "started": "2026-08-19T03:23:51.918915269+10:00", "ended": "2026-08-19T03:23:54.485158138+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": 11584, "total_correct": 3235, "total_train": 538, "infer_ms": 731.566792, "train_ms": 1444.921691, "blocked_train": 1444921691, "duration": 2557031268, "avg_accuracy": 23.837209302325583, "soft_acc": 24.983488488372096, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4530.253558088285, "availability": 33.61225192387108, "score": 380.4286355544128, "zero_downtime": 8.39751309008296, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 74180448, "heap_mib": 70.74398803710938, "mobile_score": 4533049.283580727, "mobile_throughput": 53980854.03324979, "mobile_availability": 400511.37128778454, "mobile_accuracy": 297694.16392253706, "soft_acc_blocks": [ 24.983488488372096 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.770505664529127, "mobile_acc_per_sec": 116421.79258737834 }, "started": "2026-08-19T03:23:58.907836584+10:00", "ended": "2026-08-19T03:24:01.465615666+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": 10872, "total_correct": 2379, "total_train": 410, "infer_ms": 704.288678, "train_ms": 1638.158678, "blocked_train": 1638158678, "duration": 2433098220, "avg_accuracy": 21.153846153846153, "soft_acc": 25.01396623076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4468.376948629719, "availability": 30.06636098762341, "score": 336.05721920150137, "zero_downtime": 7.520789384265294, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 40160024, "heap_mib": 38.299583435058594, "mobile_score": 8008671.242759853, "mobile_throughput": 106487109.71105355, "mobile_availability": 716519.6486126864, "mobile_accuracy": 596114.6512362518, "soft_acc_blocks": [ 25.01396623076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.280705491112165, "mobile_acc_per_sec": 245002.2963874643 }, "started": "2026-08-19T03:24:06.11446482+10:00", "ended": "2026-08-19T03:24:08.548106739+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": 5552, "total_correct": 1397, "total_train": 338, "infer_ms": 718.1558, "train_ms": 1555.006927, "blocked_train": 1555006927, "duration": 2379899170, "avg_accuracy": 20.48611111111111, "soft_acc": 24.97943097222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2332.871942637805, "availability": 31.592802022923546, "score": 184.10330580228296, "zero_downtime": 7.891702173507013, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 42121696, "heap_mib": 40.170379638671875, "mobile_score": 68553.37641510463, "mobile_throughput": 868676.6797313136, "mobile_availability": 11764.010644172258, "mobile_accuracy": 9301.431751111111, "soft_acc_blocks": [ 24.97943097222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.49600390096452, "mobile_acc_per_sec": 3908.3301798500615 }, "started": "2026-08-19T03:24:13.29250249+10:00", "ended": "2026-08-19T03:24:15.672977912+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": 5776, "total_correct": 1379, "total_train": 377, "infer_ms": 653.155824, "train_ms": 1673.340547, "blocked_train": 1673340547, "duration": 2449996949, "avg_accuracy": 24.67105263157895, "soft_acc": 25.01027442105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.5539562845393, "availability": 28.074654753029055, "score": 165.5367872989092, "zero_downtime": 7.021548196495662, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42284480, "heap_mib": 40.32562255859375, "mobile_score": 61118.97967561303, "mobile_throughput": 870448.7666426116, "mobile_availability": 10365.63703602542, "mobile_accuracy": 9234.216025116086, "soft_acc_blocks": [ 25.01027442105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.208287986342562, "mobile_acc_per_sec": 3769.0724590025134 }, "started": "2026-08-19T03:24:20.433995574+10:00", "ended": "2026-08-19T03:24:22.884590493+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": 5608, "total_correct": 1336, "total_train": 350, "infer_ms": 630.140394, "train_ms": 1497.082588, "blocked_train": 1497082588, "duration": 2468078866, "avg_accuracy": 20.60810810810811, "soft_acc": 24.990159891891892, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2272.2126416846845, "availability": 29.622677045710855, "score": 168.2063203549286, "zero_downtime": 7.4027543579819, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 90345704, "heap_mib": 86.1603775024414, "mobile_score": 62104.61639876395, "mobile_throughput": 838939.3109039295, "mobile_availability": 10937.1930302406, "mobile_accuracy": 9226.789400986068, "soft_acc_blocks": [ 24.990159891891892 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.1253490057201, "mobile_acc_per_sec": 3738.4499855711124 }, "started": "2026-08-19T03:24:27.454289962+10:00", "ended": "2026-08-19T03:24:29.922925392+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": 5320, "total_correct": 1509, "total_train": 396, "infer_ms": 589.450467, "train_ms": 1703.345422, "blocked_train": 1703345422, "duration": 2385661004, "avg_accuracy": 22.8125, "soft_acc": 25.001876125000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2229.989923580945, "availability": 25.708806868852513, "score": 143.33670655804167, "zero_downtime": 6.4276840465659975, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40638024, "heap_mib": 38.75543975830078, "mobile_score": 53373.37727833988, "mobile_throughput": 830367.1569988682, "mobile_availability": 9573.024812256353, "mobile_accuracy": 9309.789509818183, "soft_acc_blocks": [ 25.001876125000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.480062373941541, "mobile_acc_per_sec": 3902.3941348785957 }, "started": "2026-08-19T03:24:34.700787102+10:00", "ended": "2026-08-19T03:24:37.0869892+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": 5128, "total_correct": 1380, "total_train": 329, "infer_ms": 616.820569, "train_ms": 1191.688388, "blocked_train": 1191688388, "duration": 2775734136, "avg_accuracy": 28.846153846153847, "soft_acc": 25.000822974358975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1847.4391814014855, "availability": 34.10658081689556, "score": 157.52976990967636, "zero_downtime": 8.526925892638737, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 104984424, "heap_mib": 100.1209487915039, "mobile_score": 29329.178979547018, "mobile_throughput": 343959.5857736584, "mobile_availability": 6350.025228454737, "mobile_accuracy": 4654.698677407926, "soft_acc_blocks": [ 25.000822974358975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.620102853, "time_to_acc50_sec": 0, "acc_per_sec": 9.006922763282605, "mobile_acc_per_sec": 1676.9252562911613 }, "started": "2026-08-19T03:24:41.360708285+10:00", "ended": "2026-08-19T03:24:44.137124922+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": 5336, "total_correct": 1533, "total_train": 343, "infer_ms": 721.859892, "train_ms": 1700.533078, "blocked_train": 1700533078, "duration": 2456562581, "avg_accuracy": 32.03125, "soft_acc": 25.00510228125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2172.140877366885, "availability": 29.79945454514756, "score": 161.8545597108973, "zero_downtime": 7.45138408826875, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43945888, "heap_mib": 41.910064697265625, "mobile_score": 964300.0386557605, "mobile_throughput": 12941220.412646925, "mobile_availability": 177539.7320973446, "mobile_accuracy": 148975.85300945456, "soft_acc_blocks": [ 25.00510228125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116741266, "time_to_acc50_sec": 0, "acc_per_sec": 10.17889895199458, "mobile_acc_per_sec": 60644.029247083345 }, "started": "2026-08-19T03:24:48.859524684+10:00", "ended": "2026-08-19T03:24:51.316946799+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": 3344, "total_correct": 850, "total_train": 241, "infer_ms": 832.581561, "train_ms": 1619.490108, "blocked_train": 1619490108, "duration": 2475131325, "avg_accuracy": 22.61904761904762, "soft_acc": 24.996581761904764, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1351.0394241404545, "availability": 33.954209884066806, "score": 114.66800977590421, "zero_downtime": 8.487391835279508, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 55431056, "heap_mib": 52.86317443847656, "mobile_score": 455447.4356771914, "mobile_throughput": 5366164.830331444, "mobile_availability": 134862.00599770923, "mobile_accuracy": 99283.3928695873, "soft_acc_blocks": [ 24.996581761904764 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.099093130706818, "mobile_acc_per_sec": 40112.373782666786 }, "started": "2026-08-19T03:24:55.880962606+10:00", "ended": "2026-08-19T03:24:58.357104715+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": 2744, "total_correct": 756, "total_train": 303, "infer_ms": 570.853703, "train_ms": 1766.435862, "blocked_train": 1766435862, "duration": 2327309271, "avg_accuracy": 26.973684210526315, "soft_acc": 24.978134157894736, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1179.043986199976, "availability": 24.423747555643583, "score": 71.9287153400809, "zero_downtime": 6.10059643083419, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 41006896, "heap_mib": 39.10722351074219, "mobile_score": 285692.1386986389, "mobile_throughput": 4683019.798763735, "mobile_availability": 97008.16483676714, "mobile_accuracy": 99210.12122253269, "soft_acc_blocks": [ 24.978134157894736 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120341317, "time_to_acc50_sec": 0, "acc_per_sec": 10.732623493207722, "mobile_acc_per_sec": 42628.67959096129 }, "started": "2026-08-19T03:25:03.117243908+10:00", "ended": "2026-08-19T03:25:05.445277503+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": 3544, "total_correct": 1120, "total_train": 282, "infer_ms": 764.951828, "train_ms": 1550.471806, "blocked_train": 1550471806, "duration": 2716107868, "avg_accuracy": 25.862068965517242, "soft_acc": 25.00644972413793, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1304.8082669152668, "availability": 33.03722985147694, "score": 107.79592955295571, "zero_downtime": 8.261438273057468, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 71907096, "heap_mib": 68.5759506225586, "mobile_score": 392473.00217680587, "mobile_throughput": 4750661.921142163, "mobile_availability": 120284.8830859107, "mobile_accuracy": 91045.7049511724, "soft_acc_blocks": [ 25.00644972413793 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.300544219, "time_to_acc50_sec": 0, "acc_per_sec": 9.206721875354448, "mobile_acc_per_sec": 33520.65137906829 }, "started": "2026-08-19T03:25:09.613955223+10:00", "ended": "2026-08-19T03:25:12.330767311+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": 3176, "total_correct": 783, "total_train": 243, "infer_ms": 676.163741, "train_ms": 1581.222247, "blocked_train": 1581222247, "duration": 2794984135, "avg_accuracy": 25, "soft_acc": 24.9875761875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1136.321297938244, "availability": 29.95339497074968, "score": 85.04941509319507, "zero_downtime": 7.48462738905887, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 73961688, "heap_mib": 70.53536224365234, "mobile_score": 405367.1612761914, "mobile_throughput": 5415996.551394965, "mobile_availability": 142765.504931131, "mobile_accuracy": 119097.14858356364, "soft_acc_blocks": [ 24.9875761875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.29716347, "time_to_acc50_sec": 0, "acc_per_sec": 8.940149560992053, "mobile_acc_per_sec": 42611.02848212183 }, "started": "2026-08-19T03:25:16.393234268+10:00", "ended": "2026-08-19T03:25:19.189120072+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": 2832, "total_correct": 659, "total_train": 254, "infer_ms": 564.66826, "train_ms": 1604.778687, "blocked_train": 1604778687, "duration": 3069041164, "avg_accuracy": 17.96875, "soft_acc": 24.9685534375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 922.7637717015646, "availability": 26.028212433627214, "score": 59.96920067721698, "zero_downtime": 6.49886813031623, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 75656776, "heap_mib": 72.15192413330078, "mobile_score": 257714.19905456342, "mobile_throughput": 3965524.363425163, "mobile_availability": 111854.74951148807, "mobile_accuracy": 107300.9257757377, "soft_acc_blocks": [ 24.9685534375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.135620248559167, "mobile_acc_per_sec": 34962.36122029991 }, "started": "2026-08-19T03:25:24.313081314+10:00", "ended": "2026-08-19T03:25:27.383462637+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": 4480, "total_correct": 886, "total_train": 235, "infer_ms": 715.50772, "train_ms": 1212.801901, "blocked_train": 1212801901, "duration": 2804573033, "avg_accuracy": 26.19047619047619, "soft_acc": 25.003917523809523, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1597.3910992105014, "availability": 37.10543743638771, "score": 148.20295863917767, "zero_downtime": 9.277812973443126, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 70801280, "heap_mib": 67.5213623046875, "mobile_score": 1177288.3754396543, "mobile_throughput": 12689287.645801142, "mobile_availability": 294756.5997371036, "mobile_accuracy": 198625.0592533795, "soft_acc_blocks": [ 25.003917523809523 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.57908967, "time_to_acc50_sec": 0, "acc_per_sec": 8.915409664715806, "mobile_acc_per_sec": 70821.8530650685 }, "started": "2026-08-19T03:25:31.7262373+10:00", "ended": "2026-08-19T03:25:34.531793095+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": 3920, "total_correct": 822, "total_train": 285, "infer_ms": 817.805195, "train_ms": 1470.254368, "blocked_train": 1470254368, "duration": 2462856272, "avg_accuracy": 19.642857142857142, "soft_acc": 24.997422214285713, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1591.6478945873298, "availability": 35.74230357568712, "score": 142.20824077788853, "zero_downtime": 8.934654533926247, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 64313824, "heap_mib": 61.334442138671875, "mobile_score": 955872.7453968927, "mobile_throughput": 10698485.78663336, "mobile_availability": 240246.93406525446, "mobile_accuracy": 168023.69869081318, "soft_acc_blocks": [ 24.997422214285713 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.149768989152655, "mobile_acc_per_sec": 68223.10363826752 }, "started": "2026-08-19T03:25:39.367352055+10:00", "ended": "2026-08-19T03:25:41.831174475+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": 26728, "total_correct": 8073, "total_train": 579, "infer_ms": 652.351061, "train_ms": 1502.94588, "blocked_train": 1502945880, "duration": 2789984709, "avg_accuracy": 28.125, "soft_acc": 24.871934453947368, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9579.980819887713, "availability": 30.26734036458691, "score": 721.1879549134362, "zero_downtime": 7.528073056433211, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40602744, "heap_mib": 38.72179412841797, "mobile_score": 984661.9544418115, "mobile_throughput": 13079867.146086691, "mobile_availability": 41325.008711115996, "mobile_accuracy": 33958.48117445614, "soft_acc_blocks": [ 24.871934453947368 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124995673, "time_to_acc50_sec": 0, "acc_per_sec": 8.914720705713863, "mobile_acc_per_sec": 12171.565336867994 }, "started": "2026-08-19T03:25:46.50046129+10:00", "ended": "2026-08-19T03:25:49.290907249+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": 38248, "total_correct": 10834, "total_train": 654, "infer_ms": 696.771034, "train_ms": 1308.169903, "blocked_train": 1308169903, "duration": 2677003894, "avg_accuracy": 24.495515695067265, "soft_acc": 25.214003331838565, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 14287.614629820182, "availability": 34.75269625860305, "score": 1251.9588031759974, "zero_downtime": 8.76254599254791, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 76547984, "heap_mib": 73.00184631347656, "mobile_score": 3418682.17187259, "mobile_throughput": 39014713.015828975, "mobile_availability": 94898.02925015874, "mobile_accuracy": 68851.03843147385, "soft_acc_blocks": [ 25.214003331838565 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.41873987869461, "mobile_acc_per_sec": 25719.439028755416 }, "started": "2026-08-19T03:25:54.702583185+10:00", "ended": "2026-08-19T03:25:57.380010726+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": 25016, "total_correct": 7551, "total_train": 627, "infer_ms": 775.038927, "train_ms": 1465.7419, "blocked_train": 1465741900, "duration": 2506618516, "avg_accuracy": 19.964028776978417, "soft_acc": 24.757458776978417, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9979.978939882689, "availability": 34.58789532922043, "score": 854.5939726145072, "zero_downtime": 8.563083927956193, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 40386000, "heap_mib": 38.51509094238281, "mobile_score": 4667222.549105362, "mobile_throughput": 54503991.65034599, "mobile_availability": 188896.02569131585, "mobile_accuracy": 135208.73486733812, "soft_acc_blocks": [ 24.757458776978417 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.876835513241863, "mobile_acc_per_sec": 53940.691016318226 }, "started": "2026-08-19T03:26:01.792199884+10:00", "ended": "2026-08-19T03:26:04.299246785+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": 29952, "total_correct": 9571, "total_train": 587, "infer_ms": 844.875328, "train_ms": 1174.913413, "blocked_train": 1174913413, "duration": 2602916468, "avg_accuracy": 25, "soft_acc": 25.16400923125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11507.092282148487, "availability": 41.82988600984582, "score": 1211.2453223837974, "zero_downtime": 10.526076376938954, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 72237048, "heap_mib": 68.89061737060547, "mobile_score": 6615014.453978713, "mobile_throughput": 62844066.65024027, "mobile_availability": 228446.95079510464, "mobile_accuracy": 137429.04241493333, "soft_acc_blocks": [ 25.16400923125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.270792658, "time_to_acc50_sec": 0, "acc_per_sec": 9.667620740278783, "mobile_acc_per_sec": 52798.099402909196 }, "started": "2026-08-19T03:26:09.420474865+10:00", "ended": "2026-08-19T03:26:12.024404877+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": 25000, "total_correct": 5922, "total_train": 429, "infer_ms": 709.249292, "train_ms": 1131.912147, "blocked_train": 1131912147, "duration": 3099499603, "avg_accuracy": 21.62162162162162, "soft_acc": 24.837035216216215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8065.818100380638, "availability": 38.52184153852464, "score": 771.7119353393227, "zero_downtime": 9.567683348858372, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 107062040, "heap_mib": 102.1023178100586, "mobile_score": 8429152.232399642, "mobile_throughput": 88100242.50442424, "mobile_availability": 420761.2345114585, "mobile_accuracy": 271286.656654991, "soft_acc_blocks": [ 24.837035216216215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.013240328269923, "mobile_acc_per_sec": 87525.95302558294 }, "started": "2026-08-19T03:26:16.314317067+10:00", "ended": "2026-08-19T03:26:19.414386203+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": 21512, "total_correct": 5500, "total_train": 814, "infer_ms": 601.229999, "train_ms": 1569.133599, "blocked_train": 1569133599, "duration": 2640097229, "avg_accuracy": 21.614583333333332, "soft_acc": 25.069716375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8148.184757630378, "availability": 27.701809943459992, "score": 565.8722981406249, "zero_downtime": 6.944765183566967, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 39766320, "heap_mib": 37.92411804199219, "mobile_score": 6180834.488490666, "mobile_throughput": 88999906.04601075, "mobile_availability": 302577.63607576565, "mobile_accuracy": 273828.155392, "soft_acc_blocks": [ 25.069716375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.495754966757703, "mobile_acc_per_sec": 103718.96625023881 }, "started": "2026-08-19T03:26:24.198699728+10:00", "ended": "2026-08-19T03:26:26.839216281+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": 21248, "total_correct": 6037, "total_train": 565, "infer_ms": 698.061664, "train_ms": 1506.751967, "blocked_train": 1506751967, "duration": 2380278544, "avg_accuracy": 25.217391304347824, "soft_acc": 25.126768408695654, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8926.686355073913, "availability": 31.660801356865342, "score": 710.1479140361645, "zero_downtime": 7.955336233276726, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42509616, "heap_mib": 40.54032897949219, "mobile_score": 969588.6186307099, "mobile_throughput": 12187902.43679425, "mobile_availability": 43227.54745257348, "mobile_accuracy": 34306.414467339135, "soft_acc_blocks": [ 25.126768408695654 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128218827, "time_to_acc50_sec": 0, "acc_per_sec": 10.556230266425347, "mobile_acc_per_sec": 14412.77305709274 }, "started": "2026-08-19T03:26:31.158732274+10:00", "ended": "2026-08-19T03:26:33.539574673+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": 19232, "total_correct": 5109, "total_train": 682, "infer_ms": 718.162763, "train_ms": 1517.892387, "blocked_train": 1517892387, "duration": 2619037010, "avg_accuracy": 25.32051282051282, "soft_acc": 24.421367461538463, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7343.157017853673, "availability": 32.11739938525219, "score": 575.9611171772315, "zero_downtime": 7.843508122962333, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 41753144, "heap_mib": 39.81890106201172, "mobile_score": 1572757.82397196, "mobile_throughput": 20051714.09675243, "mobile_availability": 87701.91192132865, "mobile_accuracy": 66686.61408164103, "soft_acc_blocks": [ 24.421367461538463 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118732139, "time_to_acc50_sec": 0, "acc_per_sec": 9.324559892927386, "mobile_acc_per_sec": 25462.264880953717 }, "started": "2026-08-19T03:26:38.456485658+10:00", "ended": "2026-08-19T03:26:41.075923658+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": 18960, "total_correct": 5112, "total_train": 427, "infer_ms": 790.444807, "train_ms": 1289.29315, "blocked_train": 1289293150, "duration": 2789263003, "avg_accuracy": 27.15909090909091, "soft_acc": 25.041674454545454, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6797.494527983742, "availability": 38.00694238134733, "score": 646.9566249531581, "zero_downtime": 9.517574781263665, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 74024400, "heap_mib": 70.59516906738281, "mobile_score": 3533245.781077514, "mobile_throughput": 37123383.44882854, "mobile_availability": 207568.58132533156, "mobile_accuracy": 136760.9314210909, "soft_acc_blocks": [ 25.041674454545454 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.368106844, "time_to_acc50_sec": 0, "acc_per_sec": 8.977882124278638, "mobile_acc_per_sec": 49031.206908060405 }, "started": "2026-08-19T03:26:45.325939911+10:00", "ended": "2026-08-19T03:26:48.116885052+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": 32432, "total_correct": 8548, "total_train": 604, "infer_ms": 656.125889, "train_ms": 1488.185916, "blocked_train": 1488185916, "duration": 2462440883, "avg_accuracy": 25.07861635220126, "soft_acc": 25.36059744025157, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 13170.671516990078, "availability": 30.598436639208824, "score": 1022.0370422149491, "zero_downtime": 7.759946339080192, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 41796496, "heap_mib": 39.86024475097656, "mobile_score": 11163369.933099817, "mobile_throughput": 143858854.75624362, "mobile_availability": 334216.52393119823, "mobile_accuracy": 277005.3523073878, "soft_acc_blocks": [ 25.36059744025157 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121991876, "time_to_acc50_sec": 0, "acc_per_sec": 10.298967018998916, "mobile_acc_per_sec": 112492.18375951883 }, "started": "2026-08-19T03:26:53.27249595+10:00", "ended": "2026-08-19T03:26:55.735383344+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": 21088, "total_correct": 5995, "total_train": 482, "infer_ms": 707.896491, "train_ms": 1503.805223, "blocked_train": 1503805223, "duration": 2653828882, "avg_accuracy": 27.307692307692307, "soft_acc": 24.957235792307692, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7946.254614618367, "availability": 32.006869937254116, "score": 634.7492024903318, "zero_downtime": 7.988029999977755, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40679112, "heap_mib": 38.79462432861328, "mobile_score": 857709.7677197192, "mobile_throughput": 10737437.988116067, "mobile_availability": 43249.53047851311, "mobile_accuracy": 33723.65783267375, "soft_acc_blocks": [ 24.957235792307692 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120463537, "time_to_acc50_sec": 0, "acc_per_sec": 9.40423701075226, "mobile_acc_per_sec": 12707.547973951754 }, "started": "2026-08-19T03:27:00.545037592+10:00", "ended": "2026-08-19T03:27:03.19929512+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": 24024, "total_correct": 7595, "total_train": 588, "infer_ms": 796.993633, "train_ms": 1449.688246, "blocked_train": 1449688246, "duration": 2370979844, "avg_accuracy": 28.15126050420168, "soft_acc": 24.693133394957982, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10132.519709433684, "availability": 35.47425385185118, "score": 887.5788178310439, "zero_downtime": 8.759704824503633, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 40613848, "heap_mib": 38.732383728027344, "mobile_score": 2374218.996137767, "mobile_throughput": 27103869.864385545, "mobile_availability": 94891.45716060894, "mobile_accuracy": 66052.62000701904, "soft_acc_blocks": [ 24.693133394957982 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131457092, "time_to_acc50_sec": 0, "acc_per_sec": 10.414737796040912, "mobile_acc_per_sec": 27858.78596740152 }, "started": "2026-08-19T03:27:07.490599234+10:00", "ended": "2026-08-19T03:27:09.862129026+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": 21616, "total_correct": 6534, "total_train": 673, "infer_ms": 767.15527, "train_ms": 1515.242938, "blocked_train": 1515242938, "duration": 2394381784, "avg_accuracy": 17.613636363636363, "soft_acc": 24.951458515151515, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9027.800054462827, "availability": 33.61180653363009, "score": 757.1287260742859, "zero_downtime": 8.386635963431697, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 40638328, "heap_mib": 38.75572967529297, "mobile_score": 3969535.0553603517, "mobile_throughput": 47331672.34954207, "mobile_availability": 176222.66823903852, "mobile_accuracy": 130817.50281991757, "soft_acc_blocks": [ 24.951458515151515 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.420835424778488, "mobile_acc_per_sec": 54635.18963186264 }, "started": "2026-08-19T03:27:14.714840692+10:00", "ended": "2026-08-19T03:27:17.109659091+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": 25872, "total_correct": 7280, "total_train": 512, "infer_ms": 569.429877, "train_ms": 1567.854992, "blocked_train": 1567854992, "duration": 2634614639, "avg_accuracy": 24.847560975609756, "soft_acc": 24.585679201219513, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9820.03197622102, "availability": 26.64267572653648, "score": 643.2398639950992, "zero_downtime": 6.55028278474744, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 40215112, "heap_mib": 38.35211944580078, "mobile_score": 6485441.1887358185, "mobile_throughput": 99010094.70671089, "mobile_availability": 268623.7532945069, "mobile_accuracy": 247884.16494324955, "soft_acc_blocks": [ 24.585679201219513 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.33179328668397, "mobile_acc_per_sec": 94087.44689786472 }, "started": "2026-08-19T03:27:21.81197583+10:00", "ended": "2026-08-19T03:27:24.446986564+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": 34312, "total_correct": 9725, "total_train": 588, "infer_ms": 780.641088, "train_ms": 1403.013222, "blocked_train": 1403013222, "duration": 2683013068, "avg_accuracy": 31.41891891891892, "soft_acc": 25.438188670270268, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 12788.607110876732, "availability": 35.7492980654067, "score": 1162.992591580249, "zero_downtime": 9.093973890175434, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 40437800, "heap_mib": 38.564491271972656, "mobile_score": 25405960.827267732, "mobile_throughput": 279371385.20613915, "mobile_availability": 780955.3326714978, "mobile_accuracy": 555705.7108982775, "soft_acc_blocks": [ 25.438188670270268 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126166758, "time_to_acc50_sec": 0, "acc_per_sec": 9.481201926918928, "mobile_acc_per_sec": 207120.01649418627 }, "started": "2026-08-19T03:27:29.081199557+10:00", "ended": "2026-08-19T03:27:31.765224398+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": 20936, "total_correct": 6000, "total_train": 506, "infer_ms": 790.196947, "train_ms": 1350.581626, "blocked_train": 1350581626, "duration": 2558190401, "avg_accuracy": 28.365384615384617, "soft_acc": 25.501323615384614, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8183.909998183126, "availability": 36.91166181155533, "score": 770.3483652812672, "zero_downtime": 9.412962330381063, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 77281632, "heap_mib": 73.70150756835938, "mobile_score": 14424442.990592321, "mobile_throughput": 153240207.3259798, "mobile_availability": 691155.04813774, "mobile_accuracy": 477501.35555938457, "soft_acc_blocks": [ 25.501323615384614 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.28761872, "time_to_acc50_sec": 0, "acc_per_sec": 9.96850101752243, "mobile_acc_per_sec": 186655.9093383857 }, "started": "2026-08-19T03:27:36.322402178+10:00", "ended": "2026-08-19T03:27:38.880995496+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": 27904, "total_correct": 7084, "total_train": 648, "infer_ms": 624.741873, "train_ms": 1515.694134, "blocked_train": 1515694134, "duration": 2600150545, "avg_accuracy": 23.11320754716981, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10731.686307032656, "availability": 29.187598739549703, "score": 783.0803843209729, "zero_downtime": 7.296899684887426, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 42932256, "heap_mib": 40.943389892578125, "mobile_score": 17106652.022286426, "mobile_throughput": 234437264.6058974, "mobile_availability": 637612.8236650431, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.614827898359247, "mobile_acc_per_sec": 210039.12038229054 }, "started": "2026-08-19T03:27:43.143196967+10:00", "ended": "2026-08-19T03:27:45.743989596+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": 27512, "total_correct": 6773, "total_train": 633, "infer_ms": 556.957038, "train_ms": 1409.269312, "blocked_train": 1409269312, "duration": 2727140027, "avg_accuracy": 28.26086956521739, "soft_acc": 24.959181798913047, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 10088.224193704007, "availability": 28.326191336007682, "score": 713.2359970099741, "zero_downtime": 7.069985592262113, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 64018296, "heap_mib": 61.05260467529297, "mobile_score": 31161756.200030442, "mobile_throughput": 440761240.5057239, "mobile_availability": 1237590.183597733, "mobile_accuracy": 1090483.2922490437, "soft_acc_blocks": [ 24.959181798913047 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.204679623, "time_to_acc50_sec": 0, "acc_per_sec": 9.152145306733473, "mobile_acc_per_sec": 399863.3298813899 }, "started": "2026-08-19T03:27:50.296389547+10:00", "ended": "2026-08-19T03:27:53.068912297+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": 14104, "total_correct": 3450, "total_train": 350, "infer_ms": 523.050416, "train_ms": 1081.476901, "blocked_train": 1081476901, "duration": 3422873276, "avg_accuracy": 26.241721854304636, "soft_acc": 24.994632456953642, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4120.514802254689, "availability": 32.59841141115331, "score": 335.7334938353298, "zero_downtime": 8.147853119023404, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 136017560, "heap_mib": 129.7164535522461, "mobile_score": 11001315.125996087, "mobile_throughput": 135021029.04028165, "mobile_availability": 1068184.7451206716, "mobile_accuracy": 819024.116349457, "soft_acc_blocks": [ 24.994632456953642 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.658196621, "time_to_acc50_sec": 0, "acc_per_sec": 7.302237167880954, "mobile_acc_per_sec": 239279.7075171231 }, "started": "2026-08-19T03:27:57.897833341+10:00", "ended": "2026-08-19T03:28:01.321147034+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": 33232, "total_correct": 8010, "total_train": 576, "infer_ms": 697.764746, "train_ms": 1497.329485, "blocked_train": 1497329485, "duration": 2905567866, "avg_accuracy": 25.142857142857142, "soft_acc": 25.30338796, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 11437.351159086642, "availability": 31.78746206636083, "score": 919.9410204090406, "zero_downtime": 8.043304849289113, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 39979008, "heap_mib": 38.126953125, "mobile_score": 40192836.47568459, "mobile_throughput": 499705497.0412681, "mobile_availability": 1388815.4093206823, "mobile_accuracy": 1105521.8888977065, "soft_acc_blocks": [ 25.30338796 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112493752, "time_to_acc50_sec": 0, "acc_per_sec": 8.70858611016866, "mobile_acc_per_sec": 380483.9328773422 }, "started": "2026-08-19T03:28:05.528856313+10:00", "ended": "2026-08-19T03:28:08.435005899+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": 27208, "total_correct": 5475, "total_train": 634, "infer_ms": 598.032175, "train_ms": 1355.726139, "blocked_train": 1355726139, "duration": 2858312292, "avg_accuracy": 21.341463414634145, "soft_acc": 24.57011305487805, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 9518.903891695541, "availability": 30.60932208015162, "score": 715.892492337515, "zero_downtime": 7.520745040425003, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 75581232, "heap_mib": 72.07987976074219, "mobile_score": 62555640.50377518, "mobile_throughput": 831774513.928212, "mobile_availability": 2674683.3757930887, "mobile_accuracy": 2146969.238885984, "soft_acc_blocks": [ 24.57011305487805 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.596021198819395, "mobile_acc_per_sec": 751131.7937144372 }, "started": "2026-08-19T03:28:13.550420056+10:00", "ended": "2026-08-19T03:28:16.40916662+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": 20192, "total_correct": 6085, "total_train": 483, "infer_ms": 807.947682, "train_ms": 1277.961075, "blocked_train": 1277961075, "duration": 2686476198, "avg_accuracy": 21.22093023255814, "soft_acc": 24.895720999999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7516.165605722593, "availability": 38.7336061219671, "score": 724.7846395616672, "zero_downtime": 9.643010513363848, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 72100648, "heap_mib": 68.76053619384766, "mobile_score": 989572.6278815296, "mobile_throughput": 10262071.44034658, "mobile_availability": 52884.28355852575, "mobile_accuracy": 33990.957738666664, "soft_acc_blocks": [ 24.895720999999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.26705437350761, "mobile_acc_per_sec": 12652.618237962392 }, "started": "2026-08-19T03:28:21.030468858+10:00", "ended": "2026-08-19T03:28:23.718068339+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": 19768, "total_correct": 6067, "total_train": 607, "infer_ms": 753.125327, "train_ms": 1527.558198, "blocked_train": 1527558198, "duration": 2621632067, "avg_accuracy": 25.485436893203882, "soft_acc": 24.598974815533982, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7540.341090891912, "availability": 33.021912893416456, "score": 612.5058305245758, "zero_downtime": 8.123052036259082, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 43382064, "heap_mib": 41.37236022949219, "mobile_score": 827653.2393661567, "mobile_throughput": 10188944.20067407, "mobile_availability": 44621.11512129775, "mobile_accuracy": 33239.55491774918, "soft_acc_blocks": [ 24.598974815533982 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.107898162, "time_to_acc50_sec": 0, "acc_per_sec": 9.383076719718039, "mobile_acc_per_sec": 12678.954967081267 }, "started": "2026-08-19T03:28:29.500286031+10:00", "ended": "2026-08-19T03:28:32.122529558+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": 18848, "total_correct": 5299, "total_train": 585, "infer_ms": 665.624551, "train_ms": 1531.490179, "blocked_train": 1531490179, "duration": 2754882994, "avg_accuracy": 25.578703703703702, "soft_acc": 24.9307107962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6841.669878920455, "availability": 30.295393404421812, "score": 516.7415365006564, "zero_downtime": 7.552856914256625, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40787824, "heap_mib": 38.89830017089844, "mobile_score": 698250.9966207632, "mobile_throughput": 9244859.323400637, "mobile_availability": 40936.88458045748, "mobile_accuracy": 33687.81572672318, "soft_acc_blocks": [ 24.9307107962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118676662, "time_to_acc50_sec": 0, "acc_per_sec": 9.049644159332416, "mobile_acc_per_sec": 12228.401641773386 }, "started": "2026-08-19T03:28:37.069830787+10:00", "ended": "2026-08-19T03:28:39.825302376+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": 18488, "total_correct": 4496, "total_train": 476, "infer_ms": 708.467269, "train_ms": 1369.639503, "blocked_train": 1369639503, "duration": 2734448976, "avg_accuracy": 15.655339805825243, "soft_acc": 24.48146081553398, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6761.142797787572, "availability": 34.09195709025869, "score": 564.2991165550301, "zero_downtime": 8.346209116300338, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70153264, "heap_mib": 66.90336608886719, "mobile_score": 770456.3938031344, "mobile_throughput": 9231213.633245965, "mobile_availability": 46546.885413899865, "mobile_accuracy": 33425.35450014239, "soft_acc_blocks": [ 24.48146081553398 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.952977740819245, "mobile_acc_per_sec": 12223.798942131876 }, "started": "2026-08-19T03:28:45.455178533+10:00", "ended": "2026-08-19T03:28:48.190271051+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": 20816, "total_correct": 5664, "total_train": 479, "infer_ms": 780.909287, "train_ms": 1308.248936, "blocked_train": 1308248936, "duration": 2724476442, "avg_accuracy": 22.362385321100916, "soft_acc": 25.06963528440367, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7640.367036801854, "availability": 37.37913569220362, "score": 715.9645068063403, "zero_downtime": 9.370812990497804, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 76600016, "heap_mib": 73.05146789550781, "mobile_score": 488765.1033131283, "mobile_throughput": 5215823.897123399, "mobile_availability": 25517.48996587767, "mobile_accuracy": 17114.204354152906, "soft_acc_blocks": [ 25.06963528440367 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.20163408203317, "mobile_acc_per_sec": 6281.648866667977 }, "started": "2026-08-19T03:28:52.796105679+10:00", "ended": "2026-08-19T03:28:55.521021496+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": 17584, "total_correct": 5392, "total_train": 505, "infer_ms": 699.012329, "train_ms": 1546.674346, "blocked_train": 1546674346, "duration": 2597441323, "avg_accuracy": 22.853535353535353, "soft_acc": 24.71834307070707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6769.739067556984, "availability": 31.126885900055495, "score": 520.8671387852305, "zero_downtime": 7.694050444003263, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 44746432, "heap_mib": 42.67352294921875, "mobile_score": 11378516.269142956, "mobile_throughput": 147887206.5104715, "mobile_availability": 679977.1981153457, "mobile_accuracy": 539980.4438272862, "soft_acc_blocks": [ 24.71834307070707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.516420198535153, "mobile_acc_per_sec": 207889.3713770666 }, "started": "2026-08-19T03:28:59.9834276+10:00", "ended": "2026-08-19T03:29:02.581376476+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": 9472, "total_correct": 2982, "total_train": 496, "infer_ms": 628.361563, "train_ms": 1739.208694, "blocked_train": 1739208694, "duration": 2786665695, "avg_accuracy": 26.162790697674417, "soft_acc": 24.877403534883722, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3399.044247394017, "availability": 26.540355503376308, "score": 224.423641441224, "zero_downtime": 6.602551338167644, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40469616, "heap_mib": 38.59483337402344, "mobile_score": 3268406.1701093456, "mobile_throughput": 49502169.73271429, "mobile_availability": 386521.9418376155, "mobile_accuracy": 362303.44845825323, "soft_acc_blocks": [ 24.877403534883722 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119449202, "time_to_acc50_sec": 0, "acc_per_sec": 8.927301032025559, "mobile_acc_per_sec": 130013.24454107268 }, "started": "2026-08-19T03:29:07.122956725+10:00", "ended": "2026-08-19T03:29:09.926516607+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": 10912, "total_correct": 2976, "total_train": 447, "infer_ms": 782.804859, "train_ms": 1679.917087, "blocked_train": 1679917087, "duration": 2816271127, "avg_accuracy": 26.666666666666668, "soft_acc": 25.130892066666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3874.6269474501482, "availability": 31.786164908768793, "score": 309.51088833471425, "zero_downtime": 7.9881467953553615, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41978960, "heap_mib": 40.03425598144531, "mobile_score": 4507579.017311963, "mobile_throughput": 56428344.80624287, "mobile_availability": 462919.5785469048, "mobile_accuracy": 365995.1427735704, "soft_acc_blocks": [ 25.130892066666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120947326, "time_to_acc50_sec": 0, "acc_per_sec": 8.923463307823297, "mobile_acc_per_sec": 129957.35363144614 }, "started": "2026-08-19T03:29:14.316199948+10:00", "ended": "2026-08-19T03:29:17.133243315+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": 10584, "total_correct": 2878, "total_train": 440, "infer_ms": 636.612135, "train_ms": 1677.053957, "blocked_train": 1677053957, "duration": 2856728026, "avg_accuracy": 26.20967741935484, "soft_acc": 25.113640596774193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3704.937923271524, "availability": 27.515298650968862, "score": 256.0146639571508, "zero_downtime": 6.910093212333378, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 40648072, "heap_mib": 38.76502227783203, "mobile_score": 3355635.403419167, "mobile_throughput": 48561362.34790452, "mobile_availability": 360648.5224779791, "mobile_accuracy": 329169.5100300387, "soft_acc_blocks": [ 25.113640596774193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122305345, "time_to_acc50_sec": 0, "acc_per_sec": 8.79105058941799, "mobile_acc_per_sec": 115226.05828561948 }, "started": "2026-08-19T03:29:21.663191702+10:00", "ended": "2026-08-19T03:29:24.52044176+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": 11672, "total_correct": 3070, "total_train": 390, "infer_ms": 642.816707, "train_ms": 1508.797165, "blocked_train": 1508797165, "duration": 2671201398, "avg_accuracy": 24.288617886178862, "soft_acc": 25.24402795121951, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4369.569441203175, "availability": 29.87602540424595, "score": 329.5490909379263, "zero_downtime": 7.54191220376129, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 73265232, "heap_mib": 69.87117004394531, "mobile_score": 5759287.792988783, "mobile_throughput": 76363760.77298434, "mobile_availability": 522121.38690471003, "mobile_accuracy": 441171.36421629915, "soft_acc_blocks": [ 25.24402795121951 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.450439779688791, "mobile_acc_per_sec": 165158.4057071159 }, "started": "2026-08-19T03:29:29.029277716+10:00", "ended": "2026-08-19T03:29:31.701296511+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": 12224, "total_correct": 3554, "total_train": 471, "infer_ms": 704.150919, "train_ms": 1621.852193, "blocked_train": 1621852193, "duration": 2734674420, "avg_accuracy": 35.416666666666664, "soft_acc": 25.22094059090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4470.001953651214, "availability": 30.272999866906456, "score": 341.2906975887891, "zero_downtime": 7.635135311518465, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 42040528, "heap_mib": 40.09297180175781, "mobile_score": 5262782.8605126785, "mobile_throughput": 68928481.89046729, "mobile_availability": 466816.78100648976, "mobile_accuracy": 388912.83825078077, "soft_acc_blocks": [ 25.22094059090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128375189, "time_to_acc50_sec": 0, "acc_per_sec": 9.222648373223562, "mobile_acc_per_sec": 142215.40795001868 }, "started": "2026-08-19T03:29:36.465130546+10:00", "ended": "2026-08-19T03:29:39.200249966+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": 12736, "total_correct": 3420, "total_train": 374, "infer_ms": 628.785853, "train_ms": 1422.57705, "blocked_train": 1422577050, "duration": 2761156354, "avg_accuracy": 20.48611111111111, "soft_acc": 24.844356583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4612.560234609589, "availability": 30.652102174629213, "score": 351.26110972179055, "zero_downtime": 7.615317564552552, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 37576112, "heap_mib": 35.83537292480469, "mobile_score": 10231221.371878784, "mobile_throughput": 134350554.46016625, "mobile_availability": 892807.1858295556, "mobile_accuracy": 723644.3346868148, "soft_acc_blocks": [ 24.844356583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.997808670755678, "mobile_acc_per_sec": 262080.1729096196 }, "started": "2026-08-19T03:29:44.376912591+10:00", "ended": "2026-08-19T03:29:47.138854883+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": 10352, "total_correct": 2504, "total_train": 470, "infer_ms": 543.455933, "train_ms": 1595.183873, "blocked_train": 1595183873, "duration": 2728224583, "avg_accuracy": 29.952830188679247, "soft_acc": 25.1359519245283, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3794.4090323446803, "availability": 25.41128858984681, "score": 242.36291701652976, "zero_downtime": 6.387369283347039, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 45756104, "heap_mib": 43.63642120361328, "mobile_score": 5775816.774398289, "mobile_throughput": 90425596.48863308, "mobile_availability": 605583.3487360729, "mobile_accuracy": 599021.7255730497, "soft_acc_blocks": [ 25.1359519245283 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.192577852, "time_to_acc50_sec": 0, "acc_per_sec": 9.213300137076104, "mobile_acc_per_sec": 219564.66828487982 }, "started": "2026-08-19T03:29:52.174369521+10:00", "ended": "2026-08-19T03:29:54.903194937+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": 8336, "total_correct": 2203, "total_train": 361, "infer_ms": 646.918168, "train_ms": 1634.14937, "blocked_train": 1634149370, "duration": 2545580222, "avg_accuracy": 30.392156862745097, "soft_acc": 25.009715294117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3274.6954615520267, "availability": 28.360325033041608, "score": 232.26879650810193, "zero_downtime": 7.092836547250084, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41873760, "heap_mib": 39.933929443359375, "mobile_score": 105708.11005524284, "mobile_throughput": 1490350.2900574557, "mobile_availability": 12907.099037259824, "mobile_accuracy": 11382.199316078431, "soft_acc_blocks": [ 25.009715294117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13425904, "time_to_acc50_sec": 0, "acc_per_sec": 9.824760216933226, "mobile_acc_per_sec": 4471.357538728722 }, "started": "2026-08-19T03:29:59.735895756+10:00", "ended": "2026-08-19T03:30:02.282082177+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": 7632, "total_correct": 2148, "total_train": 284, "infer_ms": 381.631571, "train_ms": 966.96359, "blocked_train": 966963590, "duration": 3641182146, "avg_accuracy": 22.07792207792208, "soft_acc": 24.97921394805195, "adapt_pct": 24.97921394805195, "stability": 100, "consistency": 100, "throughput": 2096.0225811235755, "availability": 28.298453237590998, "score": 148.16220169414737, "zero_downtime": 7.0687311782072895, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 134799544, "heap_mib": 128.55486297607422, "mobile_score": 134860.5284753839, "mobile_throughput": 1907846.331618259, "mobile_availability": 25757.880991371716, "mobile_accuracy": 22736.635629160173, "soft_acc_blocks": [ 24.97921394805195 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.86019346093211, "mobile_acc_per_sec": 6244.300536883983 }, "started": "2026-08-19T03:30:07.390448981+10:00", "ended": "2026-08-19T03:30:11.032558888+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": 7936, "total_correct": 1746, "total_train": 269, "infer_ms": 689.086615, "train_ms": 1485.406862, "blocked_train": 1485406862, "duration": 2727523440, "avg_accuracy": 22.22222222222222, "soft_acc": 24.966520444444445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2909.5991930320497, "availability": 31.689523205684008, "score": 230.2008336052991, "zero_downtime": 7.911771289894065, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 40228040, "heap_mib": 38.36444854736328, "mobile_score": 419067.8286432467, "mobile_throughput": 5296763.6865152335, "mobile_availability": 57689.016466880756, "mobile_accuracy": 45450.16344019753, "soft_acc_blocks": [ 24.966520444444445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.153549362143867, "mobile_acc_per_sec": 16663.52808326279 }, "started": "2026-08-19T03:30:15.736486472+10:00", "ended": "2026-08-19T03:30:18.464691006+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": 6344, "total_correct": 1750, "total_train": 282, "infer_ms": 381.520134, "train_ms": 1402.68903, "blocked_train": 1402689030, "duration": 3304432120, "avg_accuracy": 30.92105263157895, "soft_acc": 25.019096736842105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1919.8457615767275, "availability": 21.383150680869388, "score": 102.70927460432793, "zero_downtime": 5.3498711542314235, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 104663128, "heap_mib": 99.81453704833984, "mobile_score": 186976.52834636765, "mobile_throughput": 3494972.550852567, "mobile_availability": 38926.837861707114, "mobile_accuracy": 45545.87565960234, "soft_acc_blocks": [ 25.019096736842105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.495124618, "time_to_acc50_sec": 0, "acc_per_sec": 7.5713756035158335, "mobile_acc_per_sec": 13783.268654222602 }, "started": "2026-08-19T03:30:24.031155522+10:00", "ended": "2026-08-19T03:30:27.336531862+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": 7928, "total_correct": 2362, "total_train": 334, "infer_ms": 597.343604, "train_ms": 1632.628226, "blocked_train": 1632628226, "duration": 2914207894, "avg_accuracy": 35.416666666666664, "soft_acc": 25.034428238095238, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2720.4648015410257, "availability": 26.787047081218066, "score": 182.43393645668166, "zero_downtime": 6.705984078652322, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43424144, "heap_mib": 41.41249084472656, "mobile_score": 664221.6922013939, "mobile_throughput": 9904910.068544038, "mobile_availability": 97528.6620841504, "mobile_accuracy": 91147.5716117672, "soft_acc_blocks": [ 25.034428238095238 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118083803, "time_to_acc50_sec": 0, "acc_per_sec": 8.590474375434258, "mobile_acc_per_sec": 31276.962703803307 }, "started": "2026-08-19T03:30:32.018212106+10:00", "ended": "2026-08-19T03:30:34.990159218+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": 8968, "total_correct": 2194, "total_train": 366, "infer_ms": 630.377056, "train_ms": 1751.594581, "blocked_train": 1751594581, "duration": 2836187234, "avg_accuracy": 26.420454545454547, "soft_acc": 24.99016540909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3161.991525979769, "availability": 26.464507226204223, "score": 209.11907257596215, "zero_downtime": 6.613524130529251, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45104624, "heap_mib": 43.01512145996094, "mobile_score": 761379.3077965698, "mobile_throughput": 11512459.813700564, "mobile_availability": 96354.33030980667, "mobile_accuracy": 90986.41556945455, "soft_acc_blocks": [ 24.99016540909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.157543209, "time_to_acc50_sec": 0, "acc_per_sec": 8.811183235546187, "mobile_acc_per_sec": 32080.53914026416 }, "started": "2026-08-19T03:30:40.357313385+10:00", "ended": "2026-08-19T03:30:43.194204161+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": 5768, "total_correct": 1487, "total_train": 297, "infer_ms": 582.581856, "train_ms": 1682.434861, "blocked_train": 1682434861, "duration": 2786170725, "avg_accuracy": 21.62162162162162, "soft_acc": 24.988959756756756, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2070.224896214858, "availability": 25.72086341029862, "score": 133.06114240428434, "zero_downtime": 6.427376206689895, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43266112, "heap_mib": 41.26177978515625, "mobile_score": 60557.60436532763, "mobile_throughput": 942182.3527662286, "mobile_availability": 11705.850725398128, "mobile_accuracy": 11372.753240408409, "soft_acc_blocks": [ 24.988959756756756 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.968926251551494, "mobile_acc_per_sec": 4081.857991817213 }, "started": "2026-08-19T03:30:47.671767708+10:00", "ended": "2026-08-19T03:30:50.458625257+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": 5944, "total_correct": 1635, "total_train": 296, "infer_ms": 580.04293, "train_ms": 1721.123123, "blocked_train": 1721123123, "duration": 2548100467, "avg_accuracy": 24.642857142857142, "soft_acc": 25.031272428571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2332.718068608242, "availability": 25.206478656497023, "score": 147.18290117476778, "zero_downtime": 6.309502342157481, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 42081632, "heap_mib": 40.132171630859375, "mobile_score": 133969.14738041084, "mobile_throughput": 2123291.824226524, "mobile_availability": 22943.497017113736, "mobile_accuracy": 22784.020414984127, "soft_acc_blocks": [ 25.031272428571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.82350293983578, "mobile_acc_per_sec": 8941.570675903857 }, "started": "2026-08-19T03:30:55.592526539+10:00", "ended": "2026-08-19T03:30:58.141240132+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": 6720, "total_correct": 1709, "total_train": 309, "infer_ms": 667.497812, "train_ms": 1697.978803, "blocked_train": 1697978803, "duration": 2893639439, "avg_accuracy": 25.694444444444443, "soft_acc": 24.993470444444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2322.334949347502, "availability": 28.218322166757076, "score": 163.78819970762493, "zero_downtime": 7.052738010666546, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 39861968, "heap_mib": 38.01533508300781, "mobile_score": 298167.31822330295, "mobile_throughput": 4227681.756678831, "mobile_availability": 51369.88782001644, "mobile_accuracy": 45499.22441797531, "soft_acc_blocks": [ 24.993470444444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128960468, "time_to_acc50_sec": 0, "acc_per_sec": 8.637382428365651, "mobile_acc_per_sec": 15723.874856260314 }, "started": "2026-08-19T03:31:02.764280736+10:00", "ended": "2026-08-19T03:31:05.6585183+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": 10624, "total_correct": 2750, "total_train": 423, "infer_ms": 645.079867, "train_ms": 1623.177819, "blocked_train": 1623177819, "duration": 2673336440, "avg_accuracy": 25.735294117647058, "soft_acc": 24.991524220588236, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3974.0602196706677, "availability": 28.439443674390354, "score": 282.4543611286266, "zero_downtime": 7.107450454085814, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44829104, "heap_mib": 42.75236511230469, "mobile_score": 1028384.9450514263, "mobile_throughput": 14469111.69757427, "mobile_availability": 103544.85448026923, "mobile_accuracy": 90991.36285113725, "soft_acc_blocks": [ 24.991524220588236 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134226927, "time_to_acc50_sec": 0, "acc_per_sec": 9.348439592806447, "mobile_acc_per_sec": 34036.62984189796 }, "started": "2026-08-19T03:31:11.100326004+10:00", "ended": "2026-08-19T03:31:13.77415432+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": 7448, "total_correct": 1684, "total_train": 276, "infer_ms": 728.533587, "train_ms": 1634.60472, "blocked_train": 1634604720, "duration": 2571523443, "avg_accuracy": 29.487179487179485, "soft_acc": 24.98991648717949, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2896.3375855173954, "availability": 30.82907102144487, "score": 223.1384557202217, "zero_downtime": 7.7041591020323255, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 48211648, "heap_mib": 45.97821044921875, "mobile_score": 100678.8422311907, "mobile_throughput": 1306811.5662958212, "mobile_availability": 13909.907046205928, "mobile_accuracy": 11275.312680921135, "soft_acc_blocks": [ 24.98991648717949 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.154250065, "time_to_acc50_sec": 0, "acc_per_sec": 9.717942317502523, "mobile_acc_per_sec": 4384.682049706336 }, "started": "2026-08-19T03:31:18.73819878+10:00", "ended": "2026-08-19T03:31:21.3102554+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": 6960, "total_correct": 1816, "total_train": 291, "infer_ms": 692.927136, "train_ms": 1657.706424, "blocked_train": 1657706424, "duration": 2765415095, "avg_accuracy": 18.29268292682927, "soft_acc": 25.000210902439026, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2516.8011892984914, "availability": 29.47831375299517, "score": 185.4792024875785, "zero_downtime": 7.369640608731482, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 40970992, "heap_mib": 39.07298278808594, "mobile_score": 165946.28005769209, "mobile_throughput": 2251755.3957933914, "mobile_availability": 26373.93542820876, "mobile_accuracy": 22367.42418706135, "soft_acc_blocks": [ 25.000210902439026 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.040310421260294, "mobile_acc_per_sec": 8088.27008556607 }, "started": "2026-08-19T03:31:26.066223823+10:00", "ended": "2026-08-19T03:31:28.832346366+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": 7272, "total_correct": 1764, "total_train": 279, "infer_ms": 673.71552, "train_ms": 1567.248258, "blocked_train": 1567248258, "duration": 2821743935, "avg_accuracy": 20.394736842105264, "soft_acc": 24.988805421052632, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2577.1296643187434, "availability": 30.063650587037728, "score": 193.6080810882776, "zero_downtime": 7.512547147660005, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 39426040, "heap_mib": 37.59960174560547, "mobile_score": 340625.4819382916, "mobile_throughput": 4534087.776665588, "mobile_availability": 52892.655164351796, "mobile_accuracy": 43964.19737111692, "soft_acc_blocks": [ 24.988805421052632 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.855801942585776, "mobile_acc_per_sec": 15580.505667363797 }, "started": "2026-08-19T03:31:33.312417931+10:00", "ended": "2026-08-19T03:31:36.134867283+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": 10224, "total_correct": 2301, "total_train": 407, "infer_ms": 604.332575, "train_ms": 1694.668524, "blocked_train": 1694668524, "duration": 2589097155, "avg_accuracy": 21.92622950819672, "soft_acc": 24.96587598360656, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3948.866878269, "availability": 26.286745807249392, "score": 259.1529325901688, "zero_downtime": 6.5627163583637795, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 46284272, "heap_mib": 44.14012145996094, "mobile_score": 882277.7449469768, "mobile_throughput": 13443789.077103231, "mobile_availability": 89492.37263500759, "mobile_accuracy": 84995.51420579945, "soft_acc_blocks": [ 24.96587598360656 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 9.642695692354796, "mobile_acc_per_sec": 32828.24441008644 }, "started": "2026-08-19T03:31:40.945835033+10:00", "ended": "2026-08-19T03:31:43.535563959+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": 7512, "total_correct": 1722, "total_train": 332, "infer_ms": 486.104689, "train_ms": 1341.220601, "blocked_train": 1341220601, "duration": 3179036666, "avg_accuracy": 22.272727272727273, "soft_acc": 25.00410150909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2362.979980804034, "availability": 26.601978950337845, "score": 157.17564133660443, "zero_downtime": 6.651585820169471, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 111046896, "heap_mib": 105.90257263183594, "mobile_score": 1144518.0922928564, "mobile_throughput": 17206695.113552574, "mobile_availability": 193709.69916548234, "mobile_accuracy": 182074.310722198, "soft_acc_blocks": [ 25.00410150909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.86530768157265, "mobile_acc_per_sec": 57273.42269106058 }, "started": "2026-08-19T03:31:48.27628115+10:00", "ended": "2026-08-19T03:31:51.455845577+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": 8208, "total_correct": 2022, "total_train": 245, "infer_ms": 774.195448, "train_ms": 1362.402349, "blocked_train": 1362402349, "duration": 2907709082, "avg_accuracy": 18.75, "soft_acc": 24.9772179375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2822.8408580525247, "availability": 36.23496425424799, "score": 255.48081641639467, "zero_downtime": 9.050485991358743, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 109822760, "heap_mib": 104.73514556884766, "mobile_score": 1633482.0277721796, "mobile_throughput": 18048555.948617585, "mobile_availability": 231677.52364550208, "mobile_accuracy": 159698.239488, "soft_acc_blocks": [ 24.9772179375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.58999894181986, "mobile_acc_per_sec": 54922.35811230306 }, "started": "2026-08-19T03:31:56.171221976+10:00", "ended": "2026-08-19T03:31:59.079875174+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": 8192, "total_correct": 2050, "total_train": 328, "infer_ms": 486.330777, "train_ms": 1563.55239, "blocked_train": 1563552390, "duration": 2978505000, "avg_accuracy": 23.69402985074627, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2750.373089855481, "availability": 23.724804653708347, "score": 163.1301607040938, "zero_downtime": 5.931201163427087, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 73546112, "heap_mib": 70.1390380859375, "mobile_score": 1187877.579100388, "mobile_throughput": 20027605.646307644, "mobile_availability": 172758.75530949223, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.393472564256228, "mobile_acc_per_sec": 61119.40199678847 }, "started": "2026-08-19T03:32:04.729793376+10:00", "ended": "2026-08-19T03:32:07.70905697+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": 12080, "total_correct": 3347, "total_train": 364, "infer_ms": 623.19025, "train_ms": 1345.413469, "blocked_train": 1345413469, "duration": 2912251415, "avg_accuracy": 22.70408163265306, "soft_acc": 24.95642395918367, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4147.9935206761675, "availability": 31.656460057718704, "score": 327.7047775776768, "zero_downtime": 7.900320382473919, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 109610344, "heap_mib": 104.5325698852539, "mobile_score": 4772546.734073472, "mobile_throughput": 60409534.08245185, "mobile_availability": 461030.61474281177, "mobile_accuracy": 363454.2667975691, "soft_acc_blocks": [ 24.95642395918367 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.569460669034878, "mobile_acc_per_sec": 124801.81653463774 }, "started": "2026-08-19T03:32:12.232387693+10:00", "ended": "2026-08-19T03:32:15.145188795+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": 4952, "total_correct": 1266, "total_train": 230, "infer_ms": 471.30555, "train_ms": 1462.738264, "blocked_train": 1462738264, "duration": 3026574442, "avg_accuracy": 25, "soft_acc": 24.991211523809522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1636.1732033683777, "availability": 24.368917942207485, "score": 99.64438511970751, "zero_downtime": 6.090087829000644, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 99627328, "heap_mib": 95.01202392578125, "mobile_score": 1135703.3779487219, "mobile_throughput": 18648390.79233913, "mobile_availability": 277746.3315235669, "mobile_accuracy": 284838.96320424014, "soft_acc_blocks": [ 24.991211523809522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.395906641, "time_to_acc50_sec": 0, "acc_per_sec": 8.257259817239124, "mobile_acc_per_sec": 94112.65728392752 }, "started": "2026-08-19T03:32:20.689265041+10:00", "ended": "2026-08-19T03:32:23.716797244+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": 10720, "total_correct": 2627, "total_train": 391, "infer_ms": 618.228292, "train_ms": 1568.910687, "blocked_train": 1568910687, "duration": 2727420726, "avg_accuracy": 28.525641025641026, "soft_acc": 24.983899205128207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3930.4533758976795, "availability": 28.266529833539213, "score": 277.5718137448682, "zero_downtime": 7.062081322398931, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 68817216, "heap_mib": 65.62921142578125, "mobile_score": 4042432.5301297074, "mobile_throughput": 57241376.09840674, "mobile_availability": 411661.1775935169, "mobile_accuracy": 363854.4040682849, "soft_acc_blocks": [ 24.983899205128207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.252484104, "time_to_acc50_sec": 0, "acc_per_sec": 9.160265949056297, "mobile_acc_per_sec": 133406.04205274524 }, "started": "2026-08-19T03:32:28.336690239+10:00", "ended": "2026-08-19T03:32:31.064635236+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": 10776, "total_correct": 2855, "total_train": 416, "infer_ms": 603.369449, "train_ms": 1709.42949, "blocked_train": 1709429490, "duration": 2631750879, "avg_accuracy": 31.875, "soft_acc": 25.123655183333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4094.6124825061756, "availability": 26.088279392798526, "score": 268.37438803360334, "zero_downtime": 6.554329357911309, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 42543072, "heap_mib": 40.572235107421875, "mobile_score": 7816970.619631212, "mobile_throughput": 119264232.73489988, "mobile_availability": 759876.212571753, "mobile_accuracy": 731779.4960421926, "soft_acc_blocks": [ 25.123655183333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115863711, "time_to_acc50_sec": 0, "acc_per_sec": 9.546365267247369, "mobile_acc_per_sec": 278058.041846366 }, "started": "2026-08-19T03:32:36.798276737+10:00", "ended": "2026-08-19T03:32:39.430612929+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": 5344, "total_correct": 1395, "total_train": 254, "infer_ms": 647.912734, "train_ms": 1652.435055, "blocked_train": 1652435055, "duration": 2781135081, "avg_accuracy": 20.955882352941178, "soft_acc": 24.9966675, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1921.517597799846, "availability": 28.165859836423195, "score": 135.284952443783, "zero_downtime": 7.04052633182675, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 54909488, "heap_mib": 52.36576843261719, "mobile_score": 61569.68502330391, "mobile_throughput": 874504.008954241, "mobile_availability": 12818.595765554379, "mobile_accuracy": 11376.261120000001, "soft_acc_blocks": [ 24.9966675 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.987937216991295, "mobile_acc_per_sec": 4090.510093421816 }, "started": "2026-08-19T03:32:43.948471946+10:00", "ended": "2026-08-19T03:32:46.730208225+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": 5600, "total_correct": 1326, "total_train": 246, "infer_ms": 547.228561, "train_ms": 1471.918926, "blocked_train": 1471918926, "duration": 3182810548, "avg_accuracy": 26.785714285714285, "soft_acc": 24.997597314285713, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1759.4512508823068, "availability": 27.10196082867918, "score": 119.19999009781014, "zero_downtime": 6.774839032228672, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 40498552, "heap_mib": 38.62242889404297, "mobile_score": 53782.37900895067, "mobile_throughput": 793854.7137887976, "mobile_availability": 12228.25545520357, "mobile_accuracy": 11278.778227807425, "soft_acc_blocks": [ 24.997597314285713 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.362999563, "time_to_acc50_sec": 0, "acc_per_sec": 7.853938189941462, "mobile_acc_per_sec": 3543.6536538106966 }, "started": "2026-08-19T03:32:51.835609241+10:00", "ended": "2026-08-19T03:32:55.036163445+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": 5368, "total_correct": 1375, "total_train": 220, "infer_ms": 661.91469, "train_ms": 1645.187224, "blocked_train": 1645187224, "duration": 2930348226, "avg_accuracy": 27.734375, "soft_acc": 25.00522528125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1831.8641970164265, "availability": 28.690309950477552, "score": 131.4193413798293, "zero_downtime": 7.174076637005796, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 39486952, "heap_mib": 37.657691955566406, "mobile_score": 59295.683006323525, "mobile_throughput": 826527.0362524511, "mobile_availability": 12944.909830736638, "mobile_accuracy": 11282.219924488812, "soft_acc_blocks": [ 25.00522528125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123700947, "time_to_acc50_sec": 0, "acc_per_sec": 8.533192423817415, "mobile_acc_per_sec": 3850.1294229762348 }, "started": "2026-08-19T03:33:00.435091854+10:00", "ended": "2026-08-19T03:33:03.365957059+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": 6128, "total_correct": 1536, "total_train": 262, "infer_ms": 645.393267, "train_ms": 1674.524191, "blocked_train": 1674524191, "duration": 2672002635, "avg_accuracy": 27.142857142857142, "soft_acc": 25.00046894285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2293.4109119993436, "availability": 27.81966508223932, "score": 159.50780061506515, "zero_downtime": 6.955046728892114, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44829160, "heap_mib": 42.752418518066406, "mobile_score": 72593.77236881187, "mobile_throughput": 1043756.7883943679, "mobile_availability": 12661.038686316919, "mobile_accuracy": 11377.991198882539, "soft_acc_blocks": [ 25.00046894285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120238235, "time_to_acc50_sec": 0, "acc_per_sec": 9.356453700823966, "mobile_acc_per_sec": 4258.226039841663 }, "started": "2026-08-19T03:33:08.206570983+10:00", "ended": "2026-08-19T03:33:10.879408046+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": 5208, "total_correct": 1381, "total_train": 273, "infer_ms": 620.373628, "train_ms": 1707.396832, "blocked_train": 1707396832, "duration": 2706677660, "avg_accuracy": 34.19117647058823, "soft_acc": 25.028997294117648, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1924.1301160331002, "availability": 26.65097949563292, "score": 128.34857865914913, "zero_downtime": 6.670472936817813, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 42518288, "heap_mib": 40.54859924316406, "mobile_score": 29206.4321215486, "mobile_throughput": 437846.4975150877, "mobile_availability": 6064.578445228469, "mobile_accuracy": 5695.487384261438, "soft_acc_blocks": [ 25.028997294117648 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120331515, "time_to_acc50_sec": 0, "acc_per_sec": 9.24712893005429, "mobile_acc_per_sec": 2104.235560972354 }, "started": "2026-08-19T03:33:15.624401532+10:00", "ended": "2026-08-19T03:33:18.331581014+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": 4600, "total_correct": 1319, "total_train": 263, "infer_ms": 571.713016, "train_ms": 1727.875209, "blocked_train": 1727875209, "duration": 2908308383, "avg_accuracy": 29.296875, "soft_acc": 25.0122994375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1581.6754601707587, "availability": 24.86153867829968, "score": 98.35557901129395, "zero_downtime": 6.218442498986196, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 40492648, "heap_mib": 38.616798400878906, "mobile_score": 716203.4695649068, "mobile_throughput": 11517409.217527872, "mobile_availability": 181036.19986900533, "mobile_accuracy": 182134.00621511112, "soft_acc_blocks": [ 25.0122994375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122453076, "time_to_acc50_sec": 0, "acc_per_sec": 8.600291352768831, "mobile_acc_per_sec": 62625.41045500646 }, "started": "2026-08-19T03:33:22.934753786+10:00", "ended": "2026-08-19T03:33:25.853434569+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": 2680, "total_correct": 650, "total_train": 198, "infer_ms": 481.003551, "train_ms": 1800.341348, "blocked_train": 1800341348, "duration": 2984429357, "avg_accuracy": 20, "soft_acc": 24.98499233333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 897.9941152616132, "availability": 21.08421007322664, "score": 47.30532666620611, "zero_downtime": 5.2678882703395695, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 39887800, "heap_mib": 38.03997039794922, "mobile_score": 229644.58432566546, "mobile_throughput": 4359329.0620581545, "mobile_availability": 102353.68824881341, "mobile_accuracy": 121290.10796720987, "soft_acc_blocks": [ 24.98499233333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.371782121339498, "mobile_acc_per_sec": 40640.97134104484 }, "started": "2026-08-19T03:33:30.551950432+10:00", "ended": "2026-08-19T03:33:33.537016405+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": 2840, "total_correct": 645, "total_train": 170, "infer_ms": 573.312224, "train_ms": 1625.917968, "blocked_train": 1625917968, "duration": 2809603612, "avg_accuracy": 25, "soft_acc": 24.996099333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1010.8187460573353, "availability": 26.068768339280783, "score": 65.86672074131506, "zero_downtime": 6.516175229063175, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 75737328, "heap_mib": 72.22874450683594, "mobile_score": 319751.2155928018, "mobile_throughput": 4907038.321601002, "mobile_availability": 126551.3186580078, "mobile_accuracy": 121344.02710439506, "soft_acc_blocks": [ 24.996099333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.294948873, "time_to_acc50_sec": 0, "acc_per_sec": 8.896664008607251, "mobile_acc_per_sec": 43189.0201828211 }, "started": "2026-08-19T03:33:38.158449086+10:00", "ended": "2026-08-19T03:33:40.968692855+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": 1752, "total_correct": 386, "total_train": 164, "infer_ms": 363.883074, "train_ms": 1583.471096, "blocked_train": 1583471096, "duration": 3137504420, "avg_accuracy": 29.166666666666668, "soft_acc": 25.005386833333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 558.4055878397775, "availability": 18.686024330129943, "score": 26.09157182795187, "zero_downtime": 4.672512667519776, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 80686616, "heap_mib": 76.9487533569336, "mobile_score": 115927.94924180704, "mobile_throughput": 2481062.278282553, "mobile_availability": 83024.2230847048, "mobile_accuracy": 111101.90044131073, "soft_acc_blocks": [ 25.005386833333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.285854958, "time_to_acc50_sec": 0, "acc_per_sec": 7.969833181408979, "mobile_acc_per_sec": 35410.914398428395 }, "started": "2026-08-19T03:33:46.768197602+10:00", "ended": "2026-08-19T03:33:49.906491971+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": 3336, "total_correct": 937, "total_train": 173, "infer_ms": 644.083437, "train_ms": 1762.616087, "blocked_train": 1762616087, "duration": 2894068234, "avg_accuracy": 27.77777777777778, "soft_acc": 25.016136055555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1152.7026076331274, "availability": 26.76210430829004, "score": 77.17164626501115, "zero_downtime": 6.6948444250915315, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 40884928, "heap_mib": 38.99090576171875, "mobile_score": 449557.42307766847, "mobile_throughput": 6714979.386119523, "mobile_availability": 155900.55715094187, "mobile_accuracy": 145729.55489216791, "soft_acc_blocks": [ 25.016136055555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116633847, "time_to_acc50_sec": 0, "acc_per_sec": 8.643934431697838, "mobile_acc_per_sec": 50354.567725844405 }, "started": "2026-08-19T03:33:55.055629227+10:00", "ended": "2026-08-19T03:33:57.95024194+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": 2472, "total_correct": 649, "total_train": 172, "infer_ms": 406.461134, "train_ms": 1378.762068, "blocked_train": 1378762068, "duration": 3240589349, "avg_accuracy": 22.916666666666668, "soft_acc": 24.996127083333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 762.8242068878071, "availability": 22.76808488398752, "score": 43.41338923535918, "zero_downtime": 5.691139432042727, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 109957784, "heap_mib": 104.8639144897461, "mobile_score": 227611.19015427996, "mobile_throughput": 3999395.7778079463, "mobile_availability": 119370.33687656048, "mobile_accuracy": 131051.69476266667, "soft_acc_blocks": [ 24.996127083333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.71345097799781, "mobile_acc_per_sec": 40440.69786352516 }, "started": "2026-08-19T03:34:03.728612676+10:00", "ended": "2026-08-19T03:34:06.970211713+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": 3656, "total_correct": 922, "total_train": 240, "infer_ms": 493.650275, "train_ms": 1803.593284, "blocked_train": 1803593284, "duration": 2886259697, "avg_accuracy": 28.703703703703702, "soft_acc": 24.991584444444445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1266.6912834628408, "availability": 21.488808753691234, "score": 68.02630997215492, "zero_downtime": 5.370393785783915, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 39896352, "heap_mib": 38.048126220703125, "mobile_score": 660469.963012614, "mobile_throughput": 12298352.585632702, "mobile_availability": 208635.6400713939, "mobile_accuracy": 242644.2189853498, "soft_acc_blocks": [ 24.991584444444445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114755404, "time_to_acc50_sec": 0, "acc_per_sec": 8.658813505389306, "mobile_acc_per_sec": 84068.74102062127 }, "started": "2026-08-19T03:34:11.571755633+10:00", "ended": "2026-08-19T03:34:14.480340078+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": 4072, "total_correct": 1175, "total_train": 215, "infer_ms": 580.764565, "train_ms": 1735.118385, "blocked_train": 1735118385, "duration": 2828516036, "avg_accuracy": 37.98076923076923, "soft_acc": 25.021374192307693, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1439.624152090188, "availability": 25.077457606395864, "score": 90.33244945993559, "zero_downtime": 6.274724505613637, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 42879640, "heap_mib": 40.893211364746094, "mobile_score": 740003.4259757923, "mobile_throughput": 11793401.05392282, "mobile_availability": 205434.53271159492, "mobile_accuracy": 204975.09738338462, "soft_acc_blocks": [ 25.021374192307693 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.149407132, "time_to_acc50_sec": 0, "acc_per_sec": 8.846113606515786, "mobile_acc_per_sec": 72467.36266457732 }, "started": "2026-08-19T03:34:20.259649791+10:00", "ended": "2026-08-19T03:34:23.08897364+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": 8096, "total_correct": 2150, "total_train": 309, "infer_ms": 746.640636, "train_ms": 1587.068216, "blocked_train": 1587068216, "duration": 2703439133, "avg_accuracy": 36.07954545454545, "soft_acc": 25.02534031818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2994.70400541842, "availability": 31.99373543791143, "score": 239.77220922834385, "zero_downtime": 8.006541173836073, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40826856, "heap_mib": 38.935523986816406, "mobile_score": 89282.45172720877, "mobile_throughput": 1115118.8732903497, "mobile_availability": 11913.303668516837, "mobile_accuracy": 9318.526722115703, "soft_acc_blocks": [ 25.02534031818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112182535, "time_to_acc50_sec": 0, "acc_per_sec": 9.256853617566474, "mobile_acc_per_sec": 3446.915674322934 }, "started": "2026-08-19T03:34:27.71486409+10:00", "ended": "2026-08-19T03:34:30.419114943+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": 12256, "total_correct": 3186, "total_train": 369, "infer_ms": 736.779772, "train_ms": 1525.863324, "blocked_train": 1525863324, "duration": 2809225167, "avg_accuracy": 27.46212121212121, "soft_acc": 24.980212575757577, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4362.768831765916, "availability": 32.56279230703736, "score": 354.8787304451873, "zero_downtime": 8.134254738900367, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 72523112, "heap_mib": 69.1634292602539, "mobile_score": 264287.8690733613, "mobile_throughput": 3249072.93362058, "mobile_availability": 24250.39950720455, "mobile_accuracy": 18603.44558369146, "soft_acc_blocks": [ 24.980212575757577 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.222170849, "time_to_acc50_sec": 0, "acc_per_sec": 8.892207313675108, "mobile_acc_per_sec": 6622.269301238772 }, "started": "2026-08-19T03:34:35.530197089+10:00", "ended": "2026-08-19T03:34:38.340733715+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": 6304, "total_correct": 1673, "total_train": 294, "infer_ms": 564.718728, "train_ms": 1687.963922, "blocked_train": 1687963922, "duration": 2827018258, "avg_accuracy": 17.905405405405407, "soft_acc": 24.95981854054054, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2229.9113145664023, "availability": 25.06872097585517, "score": 139.52794288926606, "zero_downtime": 6.257107266007875, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 40542256, "heap_mib": 38.66410827636719, "mobile_score": 207820.52875433955, "mobile_throughput": 3321351.543441449, "mobile_availability": 37338.720406219196, "mobile_accuracy": 37176.51517892874, "soft_acc_blocks": [ 24.95981854054054 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.82902629649042, "mobile_acc_per_sec": 13150.433349245368 }, "started": "2026-08-19T03:34:42.922579383+10:00", "ended": "2026-08-19T03:34:45.750406808+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": 7776, "total_correct": 1972, "total_train": 315, "infer_ms": 634.976383, "train_ms": 1643.876129, "blocked_train": 1643876129, "duration": 2795386074, "avg_accuracy": 31.770833333333332, "soft_acc": 25.04119795833333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2781.7266717913826, "availability": 27.86386480284864, "score": 194.09346371060812, "zero_downtime": 6.977445544123693, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43686312, "heap_mib": 41.662513732910156, "mobile_score": 289093.39176678215, "mobile_throughput": 4143255.4355118196, "mobile_availability": 41501.96008453383, "mobile_accuracy": 37297.72612266667, "soft_acc_blocks": [ 25.04119795833333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113398469, "time_to_acc50_sec": 0, "acc_per_sec": 8.958046328999968, "mobile_acc_per_sec": 13342.602823121408 }, "started": "2026-08-19T03:34:50.659828493+10:00", "ended": "2026-08-19T03:34:53.455903838+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": 6432, "total_correct": 1641, "total_train": 261, "infer_ms": 766.87822, "train_ms": 1681.518866, "blocked_train": 1681518866, "duration": 2929441279, "avg_accuracy": 25, "soft_acc": 24.98542830952381, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2195.640529171365, "availability": 31.321644041525378, "score": 171.82746666845438, "zero_downtime": 7.825846917359559, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42683504, "heap_mib": 40.70616149902344, "mobile_score": 511858.40252653754, "mobile_throughput": 6540613.532717026, "mobile_availability": 93304.33017751851, "mobile_accuracy": 74429.31953149784, "soft_acc_blocks": [ 24.98542830952381 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.135978004, "time_to_acc50_sec": 0, "acc_per_sec": 8.529076342521154, "mobile_acc_per_sec": 25407.343053793928 }, "started": "2026-08-19T03:34:58.212235102+10:00", "ended": "2026-08-19T03:35:01.142387787+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": 5864, "total_correct": 1175, "total_train": 310, "infer_ms": 500.802585, "train_ms": 1695.245412, "blocked_train": 1695245412, "duration": 2901909044, "avg_accuracy": 17.56756756756757, "soft_acc": 24.99245291891892, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2020.7387313273766, "availability": 22.804719463515443, "score": 115.17117094671826, "zero_downtime": 5.699458775210637, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 40974360, "heap_mib": 39.076194763183594, "mobile_score": 343084.448143824, "mobile_throughput": 6019596.977103225, "mobile_availability": 67933.18612549764, "mobile_accuracy": 74450.24520428502, "soft_acc_blocks": [ 24.99245291891892 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.612417736039463, "mobile_acc_per_sec": 25655.609488594648 }, "started": "2026-08-19T03:35:05.976943431+10:00", "ended": "2026-08-19T03:35:08.879387735+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": 2336, "total_correct": 564, "total_train": 183, "infer_ms": 410.234107, "train_ms": 1215.728716, "blocked_train": 1215728716, "duration": 3809733167, "avg_accuracy": 16.25, "soft_acc": 24.9848244, "adapt_pct": 24.9848244, "stability": 100, "consistency": 100, "throughput": 613.1663026257293, "availability": 25.230226743013297, "score": 38.652334969881714, "zero_downtime": 6.303727847463712, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 131729688, "heap_mib": 125.6272201538086, "mobile_score": 14392.7240033305, "mobile_throughput": 228320.83414136246, "mobile_availability": 9394.818976307497, "mobile_accuracy": 9303.44006749091, "soft_acc_blocks": [ 24.9848244 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.558155992765884, "mobile_acc_per_sec": 2442.0188133062784 }, "started": "2026-08-19T03:35:14.182738371+10:00", "ended": "2026-08-19T03:35:17.993252735+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": 5288, "total_correct": 1352, "total_train": 219, "infer_ms": 580.136744, "train_ms": 1313.421165, "blocked_train": 1313421165, "duration": 3031530706, "avg_accuracy": 38.214285714285715, "soft_acc": 25.008662599999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1744.3333130467722, "availability": 30.63739119055376, "score": 133.6508497091153, "zero_downtime": 7.662001792287713, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 105106336, "heap_mib": 100.23721313476562, "mobile_score": 99533.43280155206, "mobile_throughput": 1299052.5909526506, "mobile_availability": 22816.500784819673, "mobile_accuracy": 18624.633092654545, "soft_acc_blocks": [ 25.008662599999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.530971522, "time_to_acc50_sec": 0, "acc_per_sec": 8.249516506794043, "mobile_acc_per_sec": 6143.639929423345 }, "started": "2026-08-19T03:35:22.551554374+10:00", "ended": "2026-08-19T03:35:25.583749352+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": 3616, "total_correct": 929, "total_train": 210, "infer_ms": 486.605837, "train_ms": 1763.570987, "blocked_train": 1763570987, "duration": 3066948324, "avg_accuracy": 22.82608695652174, "soft_acc": 24.987379130434782, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1179.0221477497578, "availability": 21.625226595969952, "score": 63.709373813954976, "zero_downtime": 5.403577357350628, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 45564312, "heap_mib": 43.453514099121094, "mobile_score": 94892.21641525802, "mobile_throughput": 1756099.8971574574, "mobile_availability": 32209.79204985197, "mobile_accuracy": 37217.56542482213, "soft_acc_blocks": [ 24.987379130434782 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.147310124171097, "mobile_acc_per_sec": 12135.048097674478 }, "started": "2026-08-19T03:35:31.501444647+10:00", "ended": "2026-08-19T03:35:34.569234585+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": 8680, "total_correct": 2248, "total_train": 342, "infer_ms": 533.225986, "train_ms": 1681.646148, "blocked_train": 1681646148, "duration": 3018946764, "avg_accuracy": 20.99056603773585, "soft_acc": 25.002028735849056, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2875.1749131539177, "availability": 24.07479771922581, "score": 173.06217886222606, "zero_downtime": 6.01918784385837, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 40312488, "heap_mib": 38.444984436035156, "mobile_score": 515536.4979052203, "mobile_throughput": 8564884.68674796, "mobile_availability": 71716.63378759922, "mobile_accuracy": 74478.77069239107, "soft_acc_blocks": [ 25.002028735849056 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.28170573724269, "mobile_acc_per_sec": 24670.448508906225 }, "started": "2026-08-19T03:35:39.324966029+10:00", "ended": "2026-08-19T03:35:42.344489304+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": 6456, "total_correct": 1473, "total_train": 239, "infer_ms": 762.223068, "train_ms": 1572.798307, "blocked_train": 1572798307, "duration": 2873242895, "avg_accuracy": 12.121212121212121, "soft_acc": 24.961126393939395, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2246.938471938691, "availability": 32.64308738929638, "score": 183.08239597170498, "zero_downtime": 8.148082302126362, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 43256832, "heap_mib": 41.2529296875, "mobile_score": 67597.11494310792, "mobile_throughput": 829607.6602646424, "mobile_availability": 12052.379578281283, "mobile_accuracy": 9216.069742834998, "soft_acc_blocks": [ 24.961126393939395 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.687440396137966, "mobile_acc_per_sec": 3207.549824232663 }, "started": "2026-08-19T03:35:47.76705143+10:00", "ended": "2026-08-19T03:35:50.641028856+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": 5288, "total_correct": 1130, "total_train": 282, "infer_ms": 544.637166, "train_ms": 1701.890652, "blocked_train": 1701890652, "duration": 2926948440, "avg_accuracy": 20.58823529411765, "soft_acc": 24.97685323529412, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1806.6597715674145, "availability": 24.243508655275416, "score": 109.39804722160757, "zero_downtime": 6.0552655759139675, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 41584032, "heap_mib": 39.657623291015625, "mobile_score": 80106.26170631591, "mobile_throughput": 1322919.0479267272, "mobile_availability": 17752.207633878545, "mobile_accuracy": 18289.196129924418, "soft_acc_blocks": [ 24.97685323529412 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.533410733840642, "mobile_acc_per_sec": 6248.554255340562 }, "started": "2026-08-19T03:35:55.553116502+10:00", "ended": "2026-08-19T03:35:58.480817704+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": 5744, "total_correct": 1281, "total_train": 208, "infer_ms": 666.277646, "train_ms": 1265.877222, "blocked_train": 1265877222, "duration": 3180639118, "avg_accuracy": 15.808823529411764, "soft_acc": 24.969844205882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1805.9263521891953, "availability": 34.48365641050673, "score": 155.49956454044266, "zero_downtime": 8.610515282195294, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 68023784, "heap_mib": 64.8725357055664, "mobile_score": 223974.0541037901, "mobile_throughput": 2601168.998177387, "mobile_availability": 49668.59135206526, "mobile_accuracy": 35965.3562610265, "soft_acc_blocks": [ 24.969844205882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.850574453597081, "mobile_acc_per_sec": 11307.587854745896 }, "started": "2026-08-19T03:36:03.387054193+10:00", "ended": "2026-08-19T03:36:06.568568103+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": 8448, "total_correct": 2190, "total_train": 300, "infer_ms": 690.036171, "train_ms": 1657.276214, "blocked_train": 1657276214, "duration": 3271468203, "avg_accuracy": 24.25, "soft_acc": 24.988213740000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2582.326795123064, "availability": 29.39686150891246, "score": 189.6912857032337, "zero_downtime": 7.345750586698834, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 43476864, "heap_mib": 41.4627685546875, "mobile_score": 529004.5999934946, "mobile_throughput": 7201505.05724192, "mobile_availability": 81980.96663183348, "mobile_accuracy": 69686.27981551661, "soft_acc_blocks": [ 24.988213740000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.638226077540758, "mobile_acc_per_sec": 21301.224860328133 }, "started": "2026-08-19T03:36:11.651644502+10:00", "ended": "2026-08-19T03:36:14.923670102+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": 9120, "total_correct": 2301, "total_train": 356, "infer_ms": 565.840596, "train_ms": 1660.957607, "blocked_train": 1660957607, "duration": 2648888608, "avg_accuracy": 25.48076923076923, "soft_acc": 24.995699403846153, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3442.953385225929, "availability": 25.410501734628888, "score": 218.68030771886717, "zero_downtime": 6.3515326305969495, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40939880, "heap_mib": 39.043312072753906, "mobile_score": 1302857.5133330617, "mobile_throughput": 20512490.2776515, "mobile_availability": 151391.14924369444, "mobile_accuracy": 148919.8323754965, "soft_acc_blocks": [ 24.995699403846153 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114451994, "time_to_acc50_sec": 0, "acc_per_sec": 9.436296916508976, "mobile_acc_per_sec": 56219.74133821202 }, "started": "2026-08-19T03:36:19.85881225+10:00", "ended": "2026-08-19T03:36:22.508423618+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": 4160, "total_correct": 989, "total_train": 197, "infer_ms": 506.631525, "train_ms": 1595.841991, "blocked_train": 1595841991, "duration": 3073251177, "avg_accuracy": 29.878048780487806, "soft_acc": 25.013640731707316, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1353.6153605449347, "availability": 24.096927792169158, "score": 81.58942230350097, "zero_downtime": 6.027518945312124, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 74899968, "heap_mib": 71.43017578125, "mobile_score": 427763.55040657916, "mobile_throughput": 7096842.901493827, "mobile_availability": 126337.30078300783, "mobile_accuracy": 131143.51671945365, "soft_acc_blocks": [ 25.013640731707316 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.275220865, "time_to_acc50_sec": 0, "acc_per_sec": 8.139146230190256, "mobile_acc_per_sec": 42672.566987339895 }, "started": "2026-08-19T03:36:27.308412777+10:00", "ended": "2026-08-19T03:36:30.382264526+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": 8240, "total_correct": 2004, "total_train": 312, "infer_ms": 644.121923, "train_ms": 1640.278083, "blocked_train": 1640278083, "duration": 2896773674, "avg_accuracy": 24.29245283018868, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2844.543940024774, "availability": 28.196547071800353, "score": 200.51579275678247, "zero_downtime": 7.049136767950087, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 42668056, "heap_mib": 40.691429138183594, "mobile_score": 1194636.6358280452, "mobile_throughput": 16947275.60486033, "mobile_availability": 167989.90080886436, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.63029108017225, "mobile_acc_per_sec": 51417.705111833515 }, "started": "2026-08-19T03:36:35.316374944+10:00", "ended": "2026-08-19T03:36:38.213967681+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": 6784, "total_correct": 1750, "total_train": 238, "infer_ms": 459.912483, "train_ms": 1080.466145, "blocked_train": 1080466145, "duration": 3624766461, "avg_accuracy": 21.25, "soft_acc": 25.0083662, "adapt_pct": 25.0083662, "stability": 100, "consistency": 100, "throughput": 1871.5688508463056, "availability": 29.85710621012329, "score": 139.7458249142079, "zero_downtime": 7.466774457750574, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 105280600, "heap_mib": 100.40340423583984, "mobile_score": 1665160.4330140962, "mobile_throughput": 22300933.85619336, "mobile_availability": 355766.4204702982, "mobile_accuracy": 297990.59768785455, "soft_acc_blocks": [ 25.0083662 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.899304125954834, "mobile_acc_per_sec": 82209.59912701382 }, "started": "2026-08-19T03:36:43.69389736+10:00", "ended": "2026-08-19T03:36:47.319435644+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": 4264, "total_correct": 774, "total_train": 232, "infer_ms": 477.158264, "train_ms": 1769.071224, "blocked_train": 1769071224, "duration": 2947807616, "avg_accuracy": 14.5, "soft_acc": 24.990758959999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1446.4987392175867, "availability": 21.24263199949586, "score": 76.79020566174685, "zero_downtime": 5.308694959753837, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 40775944, "heap_mib": 38.88697052001953, "mobile_score": 718931.8454640346, "mobile_throughput": 13542534.48190911, "mobile_availability": 198879.59010270867, "mobile_accuracy": 233970.6256003657, "soft_acc_blocks": [ 24.990758959999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.477744213820499, "mobile_acc_per_sec": 79371.06354242003 }, "started": "2026-08-19T03:36:52.533179762+10:00", "ended": "2026-08-19T03:36:55.481664357+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": 9984, "total_correct": 2757, "total_train": 294, "infer_ms": 670.707793, "train_ms": 1344.72457, "blocked_train": 1344724570, "duration": 3153761967, "avg_accuracy": 28.00925925925926, "soft_acc": 25.014546092592596, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3165.7430409997714, "availability": 33.27860588690964, "score": 263.5320327908425, "zero_downtime": 8.324492208553245, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 105878816, "heap_mib": 100.97390747070312, "mobile_score": 3140151.8729055733, "mobile_throughput": 37721842.89726564, "mobile_availability": 396535.76643718366, "mobile_accuracy": 298064.23504075425, "soft_acc_blocks": [ 25.014546092592596 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.42985357, "time_to_acc50_sec": 0, "acc_per_sec": 7.931653166706033, "mobile_acc_per_sec": 94510.69489695392 }, "started": "2026-08-19T03:37:01.360246478+10:00", "ended": "2026-08-19T03:37:04.515138027+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": 8216, "total_correct": 2216, "total_train": 305, "infer_ms": 591.232892, "train_ms": 1458.529598, "blocked_train": 1458529598, "duration": 3255918759, "avg_accuracy": 29.947916666666668, "soft_acc": 25.077849770833335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2523.404485228435, "availability": 28.843970698283194, "score": 182.52914217579666, "zero_downtime": 7.233447639658647, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 62387368, "heap_mib": 59.497230529785156, "mobile_score": 4349901.767866549, "mobile_throughput": 60135940.48870208, "mobile_availability": 687388.53224825, "mobile_accuracy": 597637.077302303, "soft_acc_blocks": [ 25.077849770833335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.303417829, "time_to_acc50_sec": 0, "acc_per_sec": 7.702234492649187, "mobile_acc_per_sec": 183554.05080372986 }, "started": "2026-08-19T03:37:09.425975439+10:00", "ended": "2026-08-19T03:37:12.682672166+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": 4096, "total_correct": 1001, "total_train": 235, "infer_ms": 502.726065, "train_ms": 1768.239285, "blocked_train": 1768239285, "duration": 3109918089, "avg_accuracy": 24, "soft_acc": 25.002933400000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1317.076489727444, "availability": 22.13710856486648, "score": 72.89921580217009, "zero_downtime": 5.534926511159263, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40412696, "heap_mib": 38.540550231933594, "mobile_score": 27145.01708415352, "mobile_throughput": 490431.39108396455, "mobile_availability": 8243.054243790282, "mobile_accuracy": 9310.18320058182, "soft_acc_blocks": [ 25.002933400000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.039740174648697, "mobile_acc_per_sec": 2993.706886851006 }, "started": "2026-08-19T03:37:18.053160061+10:00", "ended": "2026-08-19T03:37:21.163865963+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": 3720, "total_correct": 866, "total_train": 239, "infer_ms": 483.911624, "train_ms": 1786.002342, "blocked_train": 1786002342, "duration": 2975675240, "avg_accuracy": 27.5, "soft_acc": 25.000057, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1250.1364228174307, "availability": 21.31850066779139, "score": 66.62773732255408, "zero_downtime": 5.329637318493228, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 40366480, "heap_mib": 38.49647521972656, "mobile_score": 24600.086722089603, "mobile_throughput": 461571.4963704965, "mobile_availability": 7871.150759235924, "mobile_accuracy": 9230.443580574649, "soft_acc_blocks": [ 25.000057 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.142330004, "time_to_acc50_sec": 0, "acc_per_sec": 8.401473609734374, "mobile_acc_per_sec": 3101.9660534509967 }, "started": "2026-08-19T03:37:25.904660861+10:00", "ended": "2026-08-19T03:37:28.880895737+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": 4112, "total_correct": 963, "total_train": 242, "infer_ms": 484.333533, "train_ms": 1721.867075, "blocked_train": 1721867075, "duration": 2810630622, "avg_accuracy": 22.22222222222222, "soft_acc": 24.988383407407408, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1463.0168645476317, "availability": 21.95328617188016, "score": 80.25775954975131, "zero_downtime": 5.485771319154767, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41957224, "heap_mib": 40.013526916503906, "mobile_score": 29632.521294943672, "mobile_throughput": 540170.5534365836, "mobile_availability": 8105.5242961145805, "mobile_accuracy": 9226.133492889307, "soft_acc_blocks": [ 24.988383407407408 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.890667884926861, "mobile_acc_per_sec": 3282.58484792432 }, "started": "2026-08-19T03:37:33.993303822+10:00", "ended": "2026-08-19T03:37:36.804559965+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": 3144, "total_correct": 765, "total_train": 189, "infer_ms": 484.661138, "train_ms": 1527.320484, "blocked_train": 1527320484, "duration": 3430309243, "avg_accuracy": 22.580645161290324, "soft_acc": 24.97539948387097, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 916.5354425160788, "availability": 24.088745776824, "score": 55.14115969042259, "zero_downtime": 6.016260488415891, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 45935048, "heap_mib": 43.80707550048828, "mobile_score": 20532.56273563372, "mobile_throughput": 341284.4702314417, "mobile_availability": 8969.772972897372, "mobile_accuracy": 9299.930571448682, "soft_acc_blocks": [ 24.97539948387097 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.280801150752393, "mobile_acc_per_sec": 2711.1055921347092 }, "started": "2026-08-19T03:37:41.772315339+10:00", "ended": "2026-08-19T03:37:45.203288175+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": 3536, "total_correct": 871, "total_train": 256, "infer_ms": 415.896094, "train_ms": 1781.64291, "blocked_train": 1781642910, "duration": 2991441863, "avg_accuracy": 20.192307692307693, "soft_acc": 24.997166615384614, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1182.038682996127, "availability": 18.925538670438996, "score": 55.920458527445234, "zero_downtime": 4.730848434308682, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 40597680, "heap_mib": 38.71696472167969, "mobile_score": 10411.372642200713, "mobile_throughput": 220074.11116146072, "mobile_availability": 3523.591199732642, "mobile_accuracy": 4654.0179298461535, "soft_acc_blocks": [ 24.997166615384614 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.356226782998863, "mobile_acc_per_sec": 1555.7774955983339 }, "started": "2026-08-19T03:37:50.213023859+10:00", "ended": "2026-08-19T03:37:53.205142598+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": 2808, "total_correct": 743, "total_train": 213, "infer_ms": 434.083699, "train_ms": 1791.191226, "blocked_train": 1791191226, "duration": 3191808808, "avg_accuracy": 26.29310344827586, "soft_acc": 24.98620293103448, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 879.7519428362953, "availability": 19.506969414127564, "score": 42.879558046299316, "zero_downtime": 4.874050963508741, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40621456, "heap_mib": 38.73963928222656, "mobile_score": 255468.61055657017, "mobile_throughput": 5241402.12051995, "mobile_availability": 116218.97704766037, "mobile_accuracy": 148863.25411711598, "soft_acc_blocks": [ 24.98620293103448 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.137088852, "time_to_acc50_sec": 0, "acc_per_sec": 7.828226699672194, "mobile_acc_per_sec": 46639.15136270154 }, "started": "2026-08-19T03:37:58.436543384+10:00", "ended": "2026-08-19T03:38:01.629327869+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": 2200, "total_correct": 539, "total_train": 174, "infer_ms": 513.003953, "train_ms": 1832.775891, "blocked_train": 1832775891, "duration": 2987387844, "avg_accuracy": 19.23076923076923, "soft_acc": 24.937469538461535, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 736.4293204910022, "availability": 21.869228449215033, "score": 40.16214642601671, "zero_downtime": 5.453632182819563, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 40638208, "heap_mib": 38.755615234375, "mobile_score": 159519.17746517764, "mobile_throughput": 2925007.9968302012, "mobile_availability": 86861.92458471251, "mobile_accuracy": 99048.6062831888, "soft_acc_blocks": [ 24.937469538461535 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.347583521351952, "mobile_acc_per_sec": 33155.58991850434 }, "started": "2026-08-19T03:38:06.464143973+10:00", "ended": "2026-08-19T03:38:09.452189422+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": 2120, "total_correct": 465, "total_train": 152, "infer_ms": 480.605656, "train_ms": 1711.229789, "blocked_train": 1711229789, "duration": 3090350670, "avg_accuracy": 16.304347826086957, "soft_acc": 24.98041052173913, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 686.0062906712137, "availability": 21.92708659294448, "score": 37.57583162015228, "zero_downtime": 5.477476246374754, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 69318136, "heap_mib": 66.10692596435547, "mobile_score": 149246.64854898787, "mobile_throughput": 2724733.8342684037, "mobile_availability": 87091.73011849754, "mobile_accuracy": 99219.16266379974, "soft_acc_blocks": [ 24.98041052173913 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.083357906350198, "mobile_acc_per_sec": 32106.11780306464 }, "started": "2026-08-19T03:38:15.797218137+10:00", "ended": "2026-08-19T03:38:18.888273027+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": 1936, "total_correct": 473, "total_train": 156, "infer_ms": 387.45129, "train_ms": 1866.666691, "blocked_train": 1866666691, "duration": 3038459392, "avg_accuracy": 23.076923076923077, "soft_acc": 24.985149, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 637.1650070747432, "availability": 17.188598523494942, "score": 27.363668973724344, "zero_downtime": 4.294596952107011, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 40799232, "heap_mib": 38.9091796875, "mobile_score": 99628.07832566659, "mobile_throughput": 2319846.994647243, "mobile_availability": 62581.777379764695, "mobile_accuracy": 90968.15138133333, "soft_acc_blocks": [ 24.985149 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.22296623933291, "mobile_acc_per_sec": 29938.906414495646 }, "started": "2026-08-19T03:38:23.895110374+10:00", "ended": "2026-08-19T03:38:26.934235132+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": 2328, "total_correct": 492, "total_train": 185, "infer_ms": 439.273842, "train_ms": 1822.104283, "blocked_train": 1822104283, "duration": 2914150097, "avg_accuracy": 18.75, "soft_acc": 24.965226357142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 798.8607046687753, "availability": 19.42505046563144, "score": 38.74081233370676, "zero_downtime": 4.849507818734121, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 41986064, "heap_mib": 40.04103088378906, "mobile_score": 184648.57288013134, "mobile_throughput": 3807573.464812571, "mobile_availability": 92584.73507749979, "mobile_accuracy": 118990.62360303376, "soft_acc_blocks": [ 24.965226357142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.56689790372965, "mobile_acc_per_sec": 40832.016074096464 }, "started": "2026-08-19T03:38:32.782000459+10:00", "ended": "2026-08-19T03:38:35.697052951+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": 2608, "total_correct": 519, "total_train": 178, "infer_ms": 488.243688, "train_ms": 1805.044217, "blocked_train": 1805044217, "duration": 2922081370, "avg_accuracy": 29.464285714285715, "soft_acc": 25.006121928571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 892.5145024281101, "availability": 21.290117430763672, "score": 47.515979142008185, "zero_downtime": 5.323832723472802, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 40992528, "heap_mib": 39.09352111816406, "mobile_score": 204197.1940361081, "mobile_throughput": 3835529.864336303, "mobile_availability": 91493.05809459201, "mobile_accuracy": 107462.374210548, "soft_acc_blocks": [ 25.006121928571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116352284, "time_to_acc50_sec": 0, "acc_per_sec": 8.557640517920085, "mobile_acc_per_sec": 36775.9691136007 }, "started": "2026-08-19T03:38:40.983579035+10:00", "ended": "2026-08-19T03:38:43.906281447+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": 3024, "total_correct": 785, "total_train": 184, "infer_ms": 490.540735, "train_ms": 1716.978827, "blocked_train": 1716978827, "duration": 3139567213, "avg_accuracy": 15.441176470588236, "soft_acc": 24.963957529411765, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 963.1900815751067, "availability": 22.221353932445922, "score": 53.4313261700633, "zero_downtime": 5.547329358156071, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 101411368, "heap_mib": 96.71341705322266, "mobile_score": 424445.50204621436, "mobile_throughput": 7651348.507406811, "mobile_availability": 176521.04864445768, "mobile_accuracy": 198307.62674515508, "soft_acc_blocks": [ 24.963957529411765 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.951400889282941, "mobile_acc_per_sec": 63164.001052126885 }, "started": "2026-08-19T03:38:48.82190256+10:00", "ended": "2026-08-19T03:38:51.965677741+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": 2960, "total_correct": 770, "total_train": 232, "infer_ms": 460.692928, "train_ms": 1820.687813, "blocked_train": 1820687813, "duration": 3152647703, "avg_accuracy": 31.61764705882353, "soft_acc": 25.025366764705883, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 938.893361660207, "availability": 20.193601169704976, "score": 47.44718968344874, "zero_downtime": 5.053522755720608, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 40564168, "heap_mib": 38.68500518798828, "mobile_score": 318922.97672764066, "mobile_throughput": 6310904.138437265, "mobile_availability": 135734.13807772158, "mobile_accuracy": 168211.53192736048, "soft_acc_blocks": [ 25.025366764705883 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120025407, "time_to_acc50_sec": 0, "acc_per_sec": 7.937888759626461, "mobile_acc_per_sec": 53355.63874367998 }, "started": "2026-08-19T03:38:57.077048741+10:00", "ended": "2026-08-19T03:39:00.28561373+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": 18616, "total_correct": 5530, "total_train": 425, "infer_ms": 526.929743, "train_ms": 1587.148975, "blocked_train": 1587148975, "duration": 3003142584, "avg_accuracy": 20, "soft_acc": 24.917529016, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6198.839874996758, "availability": 24.924792937629864, "score": 384.9877845528856, "zero_downtime": 6.21064251241184, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 41024160, "heap_mib": 39.123687744140625, "mobile_score": 525636.6551762065, "mobile_throughput": 8463482.709328907, "mobile_availability": 34030.65062417731, "mobile_accuracy": 34020.73294984533, "soft_acc_blocks": [ 24.917529016 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.297151506809708, "mobile_acc_per_sec": 11328.37752396419 }, "started": "2026-08-19T03:39:05.320933074+10:00", "ended": "2026-08-19T03:39:08.324633314+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": 17344, "total_correct": 5532, "total_train": 377, "infer_ms": 388.447363, "train_ms": 1211.565558, "blocked_train": 1211565558, "duration": 3581543956, "avg_accuracy": 20.595238095238095, "soft_acc": 24.629753457142854, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4842.604254777992, "availability": 24.27776412938105, "score": 289.5661097851272, "zero_downtime": 5.979553449973217, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 95509528, "heap_mib": 91.0849838256836, "mobile_score": 790708.5237865873, "mobile_throughput": 13223538.018380435, "mobile_availability": 66294.48124929653, "mobile_accuracy": 67255.64677363809, "soft_acc_blocks": [ 24.629753457142854 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.876853602726761, "mobile_acc_per_sec": 18778.39490451254 }, "started": "2026-08-19T03:39:13.198005703+10:00", "ended": "2026-08-19T03:39:16.780324086+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": 17752, "total_correct": 5001, "total_train": 421, "infer_ms": 527.276691, "train_ms": 1656.689084, "blocked_train": 1656689084, "duration": 2990834094, "avg_accuracy": 29.30327868852459, "soft_acc": 25.202945245901642, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5935.467980525167, "availability": 24.143083973007773, "score": 361.1594702413378, "zero_downtime": 6.0847682343892044, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 40418176, "heap_mib": 38.5457763671875, "mobile_score": 1972412.253478026, "mobile_throughput": 32415569.13097478, "mobile_availability": 131853.42927125312, "mobile_accuracy": 137641.6849696175, "soft_acc_blocks": [ 25.202945245901642 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118321081, "time_to_acc50_sec": 0, "acc_per_sec": 8.42672794738498, "mobile_acc_per_sec": 46021.170229985175 }, "started": "2026-08-19T03:39:21.636496431+10:00", "ended": "2026-08-19T03:39:24.627899379+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": 22088, "total_correct": 6838, "total_train": 344, "infer_ms": 518.121369, "train_ms": 1150.345119, "blocked_train": 1150345119, "duration": 3532674002, "avg_accuracy": 28.450920245398773, "soft_acc": 25.265232883435583, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6252.487488937565, "availability": 31.053747421746237, "score": 490.55776376811986, "zero_downtime": 7.84580160513806, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 110618424, "heap_mib": 105.49394989013672, "mobile_score": 2679099.4671922917, "mobile_throughput": 34146918.33958436, "mobile_availability": 169594.86591929678, "mobile_accuracy": 137981.8585207362, "soft_acc_blocks": [ 25.265232883435583 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.610420969, "time_to_acc50_sec": 0, "acc_per_sec": 7.151872170806544, "mobile_acc_per_sec": 39058.757882164806 }, "started": "2026-08-19T03:39:29.99047527+10:00", "ended": "2026-08-19T03:39:33.52429474+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": 18952, "total_correct": 4184, "total_train": 411, "infer_ms": 588.35645, "train_ms": 1465.86278, "blocked_train": 1465862780, "duration": 3015985392, "avg_accuracy": 23.536036036036037, "soft_acc": 24.728914153153152, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6283.850064483336, "availability": 28.641366092167292, "score": 445.06617519860407, "zero_downtime": 7.0826988332223655, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 77006752, "heap_mib": 73.43936157226562, "mobile_score": 4861309.476302619, "mobile_throughput": 68636399.63766332, "mobile_availability": 312840.0947027126, "mobile_accuracy": 270105.6863235075, "soft_acc_blocks": [ 24.728914153153152 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.199281806452845, "mobile_acc_per_sec": 89558.02207794895 }, "started": "2026-08-19T03:39:38.538831562+10:00", "ended": "2026-08-19T03:39:41.555919454+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": 16888, "total_correct": 4423, "total_train": 402, "infer_ms": 545.106819, "train_ms": 1624.12695, "blocked_train": 1624126950, "duration": 2898279184, "avg_accuracy": 27.63157894736842, "soft_acc": 24.81296587719298, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5826.905873399118, "availability": 25.12900300511595, "score": 363.32220329870285, "zero_downtime": 6.2352509409382195, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 39956480, "heap_mib": 38.10546875, "mobile_score": 3968447.3192306315, "mobile_throughput": 63645350.55318076, "mobile_availability": 274475.7234905465, "mobile_accuracy": 271023.7552879532, "soft_acc_blocks": [ 24.81296587719298 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129368159, "time_to_acc50_sec": 0, "acc_per_sec": 8.56127526091116, "mobile_acc_per_sec": 93511.95591651229 }, "started": "2026-08-19T03:39:46.985678573+10:00", "ended": "2026-08-19T03:39:49.884444476+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": 11600, "total_correct": 3224, "total_train": 439, "infer_ms": 421.39783, "train_ms": 1727.316774, "blocked_train": 1727316774, "duration": 2982050398, "avg_accuracy": 20.13157894736842, "soft_acc": 24.830061652631578, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3889.9409640359804, "availability": 19.6116240479557, "score": 189.42372270866215, "zero_downtime": 4.869578342189721, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42692224, "heap_mib": 40.7144775390625, "mobile_score": 258626.52273822672, "mobile_throughput": 5311066.062897125, "mobile_availability": 26776.404033475515, "mobile_accuracy": 33901.31084305965, "soft_acc_blocks": [ 24.830061652631578 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.32650637604401, "mobile_acc_per_sec": 11368.456705425422 }, "started": "2026-08-19T03:39:55.032846298+10:00", "ended": "2026-08-19T03:39:58.015570654+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": 13256, "total_correct": 4207, "total_train": 395, "infer_ms": 449.722531, "train_ms": 1685.718437, "blocked_train": 1685718437, "duration": 3026831722, "avg_accuracy": 26.44736842105263, "soft_acc": 24.764802852631576, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4379.496852649941, "availability": 21.059937396499365, "score": 228.41055518990805, "zero_downtime": 5.215451977130699, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 40784768, "heap_mib": 38.8953857421875, "mobile_score": 623713.0893719089, "mobile_throughput": 11958946.072302772, "mobile_availability": 57507.6690507076, "mobile_accuracy": 67624.42165625263, "soft_acc_blocks": [ 24.764802852631576 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122182273, "time_to_acc50_sec": 0, "acc_per_sec": 8.18175740416387, "mobile_acc_per_sec": 22341.652218303472 }, "started": "2026-08-19T03:40:02.947492936+10:00", "ended": "2026-08-19T03:40:05.974904398+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": 14608, "total_correct": 4554, "total_train": 406, "infer_ms": 584.541253, "train_ms": 1641.82465, "blocked_train": 1641824650, "duration": 3109316163, "avg_accuracy": 31.635802469135804, "soft_acc": 25.021850925925925, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4698.139151570094, "availability": 26.25539908836809, "score": 308.6483304820344, "zero_downtime": 6.569586819898379, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41971832, "heap_mib": 40.02745819091797, "mobile_score": 1685631.4155392172, "mobile_throughput": 25658103.953108143, "mobile_availability": 143389.48622127427, "mobile_accuracy": 136652.66852345678, "soft_acc_blocks": [ 25.021850925925925 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133008937, "time_to_acc50_sec": 0, "acc_per_sec": 8.047380714666142, "mobile_acc_per_sec": 43949.42854303002 }, "started": "2026-08-19T03:40:11.053684221+10:00", "ended": "2026-08-19T03:40:14.163468509+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": 22736, "total_correct": 6966, "total_train": 520, "infer_ms": 499.32115, "train_ms": 1653.718564, "blocked_train": 1653718564, "duration": 3085834580, "avg_accuracy": 29.479166666666668, "soft_acc": 25.117386325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7367.860917547951, "availability": 23.19145098686275, "score": 429.1842597656955, "zero_downtime": 5.8250863387433425, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40602864, "heap_mib": 38.72190856933594, "mobile_score": 4687836.60800077, "mobile_throughput": 80476688.84873709, "mobile_availability": 253312.48864583953, "mobile_accuracy": 274348.8383658666, "soft_acc_blocks": [ 25.117386325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134062373, "time_to_acc50_sec": 0, "acc_per_sec": 8.139576401078504, "mobile_acc_per_sec": 88905.8798368468 }, "started": "2026-08-19T03:40:19.188021479+10:00", "ended": "2026-08-19T03:40:22.358518649+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": 16904, "total_correct": 4743, "total_train": 348, "infer_ms": 579.68131, "train_ms": 1341.859407, "blocked_train": 1341859407, "duration": 3330736179, "avg_accuracy": 24.486301369863014, "soft_acc": 25.37451932191781, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5075.154287685179, "availability": 30.167526759725703, "score": 388.4962045233777, "zero_downtime": 7.654864906591325, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 105404064, "heap_mib": 100.52114868164062, "mobile_score": 524958.500198847, "mobile_throughput": 6857841.472118266, "mobile_availability": 40764.10378815224, "mobile_accuracy": 34287.515428478466, "soft_acc_blocks": [ 25.37451932191781 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.6182915602568375, "mobile_acc_per_sec": 10294.275375113239 }, "started": "2026-08-19T03:40:27.624245234+10:00", "ended": "2026-08-19T03:40:30.955894173+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": 14928, "total_correct": 4180, "total_train": 417, "infer_ms": 462.612217, "train_ms": 1528.944672, "blocked_train": 1528944672, "duration": 3249279813, "avg_accuracy": 23.481308411214954, "soft_acc": 24.881896046728972, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4594.248836395919, "availability": 23.228671977946195, "score": 265.5353627119991, "zero_downtime": 5.779734014588234, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 40684552, "heap_mib": 38.79981231689453, "mobile_score": 710290.8379874928, "mobile_throughput": 12289334.35681808, "mobile_availability": 62135.275377415586, "mobile_accuracy": 66557.54854360939, "soft_acc_blocks": [ 24.881896046728972 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.657664922294266, "mobile_acc_per_sec": 20483.784830509267 }, "started": "2026-08-19T03:40:35.979093468+10:00", "ended": "2026-08-19T03:40:39.228932501+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": 14112, "total_correct": 4533, "total_train": 401, "infer_ms": 569.526993, "train_ms": 1702.630186, "blocked_train": 1702630186, "duration": 3011661707, "avg_accuracy": 22.96195652173913, "soft_acc": 25.027436673913044, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4685.785248455862, "availability": 25.06547514686703, "score": 293.95083189049006, "zero_downtime": 6.273245919397558, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 40619304, "heap_mib": 38.737586975097656, "mobile_score": 1541148.9375020126, "mobile_throughput": 24567009.763424266, "mobile_availability": 131415.2783380062, "mobile_accuracy": 131215.84718892523, "soft_acc_blocks": [ 25.027436673913044 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.310175281553642, "mobile_acc_per_sec": 43569.25178015196 }, "started": "2026-08-19T03:40:45.526953179+10:00", "ended": "2026-08-19T03:40:48.539208688+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": 23184, "total_correct": 6461, "total_train": 371, "infer_ms": 551.968078, "train_ms": 1529.712861, "blocked_train": 1529712861, "duration": 3006329081, "avg_accuracy": 20.068027210884352, "soft_acc": 24.871584013605442, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7711.730610771416, "availability": 26.5154984925382, "score": 508.57509847453935, "zero_downtime": 6.594824484197923, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 39788856, "heap_mib": 37.94561004638672, "mobile_score": 5127688.869788832, "mobile_throughput": 77753227.2780793, "mobile_availability": 267341.4937241513, "mobile_accuracy": 250766.78921779172, "soft_acc_blocks": [ 24.871584013605442 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.273074351970932, "mobile_acc_per_sec": 83412.95395857954 }, "started": "2026-08-19T03:40:53.69168699+10:00", "ended": "2026-08-19T03:40:56.698423676+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": 25872, "total_correct": 6173, "total_train": 424, "infer_ms": 628.587067, "train_ms": 1400.414911, "blocked_train": 1400414911, "duration": 3088539563, "avg_accuracy": 26.21951219512195, "soft_acc": 25.17101932926829, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8376.774676918718, "availability": 30.98011109972412, "score": 653.2217063047126, "zero_downtime": 7.798009753140349, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 73622848, "heap_mib": 70.21221923828125, "mobile_score": 14269845.914795214, "mobile_throughput": 182993435.07551503, "mobile_availability": 676770.8536771733, "mobile_accuracy": 549869.3075876422, "soft_acc_blocks": [ 25.17101932926829 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.305541863, "time_to_acc50_sec": 0, "acc_per_sec": 8.149812821182984, "mobile_acc_per_sec": 178035.377683016 }, "started": "2026-08-19T03:41:01.714713688+10:00", "ended": "2026-08-19T03:41:04.803846637+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": 13152, "total_correct": 3230, "total_train": 414, "infer_ms": 476.97829, "train_ms": 1723.915973, "blocked_train": 1723915973, "duration": 3252928359, "avg_accuracy": 22.10648148148148, "soft_acc": 24.93432552777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4043.1262384281727, "availability": 21.672022051156574, "score": 218.48134489146173, "zero_downtime": 5.403772526687163, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 45358944, "heap_mib": 43.257659912109375, "mobile_score": 4090969.5482305246, "mobile_throughput": 75705806.04617964, "mobile_availability": 405799.32489845634, "mobile_accuracy": 466884.559368127, "soft_acc_blocks": [ 24.93432552777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.665193565911477, "mobile_acc_per_sec": 143527.4644387356 }, "started": "2026-08-19T03:41:10.113467592+10:00", "ended": "2026-08-19T03:41:13.366889961+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": 23720, "total_correct": 5885, "total_train": 396, "infer_ms": 595.770993, "train_ms": 1649.822279, "blocked_train": 1649822279, "duration": 2968697149, "avg_accuracy": 25.37878787878788, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7990.036979012843, "availability": 26.530672336285836, "score": 529.9526326124923, "zero_downtime": 6.632668084071458, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43769232, "heap_mib": 41.74159240722656, "mobile_score": 11576991.910297431, "mobile_throughput": 174545021.15219525, "mobile_availability": 579571.3807436095, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114682214, "time_to_acc50_sec": 0, "acc_per_sec": 8.421202549549792, "mobile_acc_per_sec": 183963.9767624317 }, "started": "2026-08-19T03:41:18.66300489+10:00", "ended": "2026-08-19T03:41:21.632350998+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": 14528, "total_correct": 3996, "total_train": 305, "infer_ms": 371.264183, "train_ms": 1079.394635, "blocked_train": 1079394635, "duration": 3746148978, "avg_accuracy": 22.57751937984496, "soft_acc": 24.915215767441858, "adapt_pct": 24.915215767441858, "stability": 100, "consistency": 100, "throughput": 3878.115922596392, "availability": 25.592798140630745, "score": 247.28809584118616, "zero_downtime": 6.3765008776639975, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 110445984, "heap_mib": 105.32949829101562, "mobile_score": 10804181.766031984, "mobile_throughput": 169437470.06885144, "mobile_availability": 1118166.4126295843, "mobile_accuracy": 1088562.3870233798, "soft_acc_blocks": [ 24.915215767441858 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.65088759517077, "mobile_acc_per_sec": 290581.7129580744 }, "started": "2026-08-19T03:41:27.176745676+10:00", "ended": "2026-08-19T03:41:30.923315123+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": 14072, "total_correct": 4048, "total_train": 468, "infer_ms": 466.106847, "train_ms": 1702.842264, "blocked_train": 1702842264, "duration": 3036842142, "avg_accuracy": 30.555555555555557, "soft_acc": 25.28887365555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4633.760775834228, "availability": 21.48998538675258, "score": 251.82521640917352, "zero_downtime": 5.434575253053213, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 46501160, "heap_mib": 44.346961975097656, "mobile_score": 8251808.691295798, "mobile_throughput": 151839073.102536, "mobile_availability": 704183.8411531085, "mobile_accuracy": 828665.8119452446, "soft_acc_blocks": [ 25.28887365555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117445076, "time_to_acc50_sec": 0, "acc_per_sec": 8.327358641994095, "mobile_acc_per_sec": 272870.8879808625 }, "started": "2026-08-19T03:41:35.900692236+10:00", "ended": "2026-08-19T03:41:38.937959847+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": 20856, "total_correct": 5002, "total_train": 406, "infer_ms": 462.912978, "train_ms": 1499.653027, "blocked_train": 1499653027, "duration": 3249614930, "avg_accuracy": 26.466480446927374, "soft_acc": 24.9339271452514, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6417.991192574931, "availability": 23.58712913709111, "score": 377.45474364568884, "zero_downtime": 5.881197594698663, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 78754728, "heap_mib": 75.10636138916016, "mobile_score": 16491249.38637591, "mobile_throughput": 280406313.8643938, "mobile_availability": 1030537.3967522687, "mobile_accuracy": 1089379.8995941305, "soft_acc_blocks": [ 24.9339271452514 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.326707264, "time_to_acc50_sec": 0, "acc_per_sec": 7.672886690378235, "mobile_acc_per_sec": 335233.53476041864 }, "started": "2026-08-19T03:41:45.425353538+10:00", "ended": "2026-08-19T03:41:48.675529458+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": 26688, "total_correct": 6234, "total_train": 376, "infer_ms": 607.085951, "train_ms": 1140.806636, "blocked_train": 1140806636, "duration": 3438918141, "avg_accuracy": 29.707792207792206, "soft_acc": 25.538585350649353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7760.580189977834, "availability": 34.732451840302936, "score": 688.3771880275983, "zero_downtime": 8.870176857608946, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 109009040, "heap_mib": 103.95912170410156, "mobile_score": 60151316.526102245, "mobile_throughput": 678129844.4405165, "mobile_availability": 3034967.9517414575, "mobile_accuracy": 2231595.6393868746, "soft_acc_blocks": [ 25.538585350649353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.546142831, "time_to_acc50_sec": 0, "acc_per_sec": 7.426342908884424, "mobile_acc_per_sec": 648923.7451688661 }, "started": "2026-08-19T03:41:53.831471454+10:00", "ended": "2026-08-19T03:41:57.271142616+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": 14376, "total_correct": 4403, "total_train": 382, "infer_ms": 638.036224, "train_ms": 1597.641823, "blocked_train": 1597641823, "duration": 3369578968, "avg_accuracy": 24.50657894736842, "soft_acc": 24.91562905263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4266.40839598213, "availability": 28.538824042941457, "score": 303.3684101398863, "zero_downtime": 7.110627534522528, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 71603728, "heap_mib": 68.28663635253906, "mobile_score": 414199.00264432473, "mobile_throughput": 5825069.596647602, "mobile_availability": 38965.00775996273, "mobile_accuracy": 34018.138866526315, "soft_acc_blocks": [ 24.91562905263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.394285544054233, "mobile_acc_per_sec": 10095.664529482046 }, "started": "2026-08-19T03:42:02.993598962+10:00", "ended": "2026-08-19T03:42:06.363672097+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": 13376, "total_correct": 4043, "total_train": 401, "infer_ms": 513.255455, "train_ms": 1726.421361, "blocked_train": 1726421361, "duration": 3043499033, "avg_accuracy": 27.698863636363637, "soft_acc": 25.135351409090905, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4394.941432531088, "availability": 22.916496314707576, "score": 253.15486202826494, "zero_downtime": 5.7601418793531165, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 39772168, "heap_mib": 37.92969512939453, "mobile_score": 342077.46469864686, "mobile_throughput": 5938698.592213554, "mobile_availability": 30966.092834653107, "mobile_accuracy": 33964.337937034674, "soft_acc_blocks": [ 25.135351409090905 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.110568356, "time_to_acc50_sec": 0, "acc_per_sec": 8.258701953427204, "mobile_acc_per_sec": 11159.634870511449 }, "started": "2026-08-19T03:42:11.497166995+10:00", "ended": "2026-08-19T03:42:14.541091653+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": 11200, "total_correct": 3759, "total_train": 433, "infer_ms": 423.91791, "train_ms": 1703.716355, "blocked_train": 1703716355, "duration": 3115313942, "avg_accuracy": 30.063291139240505, "soft_acc": 25.225786189873418, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3595.1432852413304, "availability": 19.92437877945155, "score": 180.69482043337365, "zero_downtime": 5.026081190564959, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40819272, "heap_mib": 38.92829132080078, "mobile_score": 244165.2732354964, "mobile_throughput": 4857965.161681976, "mobile_availability": 26922.970880209006, "mobile_accuracy": 34086.53863380504, "soft_acc_blocks": [ 25.225786189873418 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132883974, "time_to_acc50_sec": 0, "acc_per_sec": 8.097349628165794, "mobile_acc_per_sec": 10941.606293432444 }, "started": "2026-08-19T03:42:19.504102191+10:00", "ended": "2026-08-19T03:42:22.620077123+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": 14528, "total_correct": 3992, "total_train": 398, "infer_ms": 617.291847, "train_ms": 1683.149792, "blocked_train": 1683149792, "duration": 3223395716, "avg_accuracy": 23.055555555555557, "soft_acc": 24.791542533333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4507.048243530023, "availability": 26.833623445815228, "score": 299.8299948690179, "zero_downtime": 6.652469169803789, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42708280, "heap_mib": 40.72978973388672, "mobile_score": 409367.8863278325, "mobile_throughput": 6153623.201832991, "mobile_availability": 36636.84054468639, "mobile_accuracy": 33848.71940551111, "soft_acc_blocks": [ 24.791542533333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.691125979436939, "mobile_acc_per_sec": 10500.950670591234 }, "started": "2026-08-19T03:42:27.627752514+10:00", "ended": "2026-08-19T03:42:30.851552397+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": 15280, "total_correct": 4495, "total_train": 365, "infer_ms": 694.596065, "train_ms": 1657.258899, "blocked_train": 1657258899, "duration": 3142822385, "avg_accuracy": 32.03125, "soft_acc": 26.00241275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4861.871950807045, "availability": 29.53396683180842, "score": 373.36959359795077, "zero_downtime": 7.679543957054924, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 40010264, "heap_mib": 38.156761169433594, "mobile_score": 254886.97589620107, "mobile_throughput": 3319037.9184176098, "mobile_availability": 20161.85469051455, "mobile_accuracy": 17750.980437333335, "soft_acc_blocks": [ 26.00241275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.108287782, "time_to_acc50_sec": 0, "acc_per_sec": 8.273586466134326, "mobile_acc_per_sec": 5648.101694214366 }, "started": "2026-08-19T03:42:36.220455936+10:00", "ended": "2026-08-19T03:42:39.36374452+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": 10704, "total_correct": 2505, "total_train": 310, "infer_ms": 433.109396, "train_ms": 1329.06336, "blocked_train": 1329063360, "duration": 3332378871, "avg_accuracy": 24.789915966386555, "soft_acc": 25.004045848739494, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3212.1197541946603, "availability": 24.578146184890848, "score": 197.401813350877, "zero_downtime": 6.145530940840324, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 70587880, "heap_mib": 67.3178482055664, "mobile_score": 4312308.413254359, "mobile_throughput": 70169826.73696709, "mobile_availability": 536917.7961243355, "mobile_accuracy": 546221.7162476638, "soft_acc_blocks": [ 25.004045848739494 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.503362257616323, "mobile_acc_per_sec": 163913.4496383811 }, "started": "2026-08-19T03:42:45.787070167+10:00", "ended": "2026-08-19T03:42:49.120305391+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": 8096, "total_correct": 2328, "total_train": 253, "infer_ms": 492.353944, "train_ms": 1535.177673, "blocked_train": 1535177673, "duration": 3144748751, "avg_accuracy": 28.658536585365855, "soft_acc": 25.33152682926829, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2574.4505017850947, "availability": 24.283416340925058, "score": 158.3637216166252, "zero_downtime": 6.151360125464351, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 77400344, "heap_mib": 73.8147201538086, "mobile_score": 2306338.8577482556, "mobile_throughput": 37493152.907775104, "mobile_availability": 353652.8829597477, "mobile_accuracy": 368917.09828509483, "soft_acc_blocks": [ 25.33152682926829 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.294008089, "time_to_acc50_sec": 0, "acc_per_sec": 8.055183047998067, "mobile_acc_per_sec": 117312.10582968919 }, "started": "2026-08-19T03:42:54.048319615+10:00", "ended": "2026-08-19T03:42:57.193523991+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": 8392, "total_correct": 2176, "total_train": 277, "infer_ms": 592.480284, "train_ms": 1670.192933, "blocked_train": 1670192933, "duration": 3373077360, "avg_accuracy": 24.25, "soft_acc": 24.70528088, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2487.9358236835697, "availability": 26.18496915721436, "score": 160.94631443339574, "zero_downtime": 6.469070178631176, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43354800, "heap_mib": 41.34635925292969, "mobile_score": 2343950.591712672, "mobile_throughput": 36233191.58687254, "mobile_availability": 381346.2530416001, "mobile_accuracy": 359796.73061148444, "soft_acc_blocks": [ 24.70528088 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.324255640552519, "mobile_acc_per_sec": 106667.20392427775 }, "started": "2026-08-19T03:43:02.515779681+10:00", "ended": "2026-08-19T03:43:05.889481625+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": 7584, "total_correct": 2168, "total_train": 266, "infer_ms": 470.180321, "train_ms": 1664.016469, "blocked_train": 1664016469, "duration": 3264920812, "avg_accuracy": 26.73611111111111, "soft_acc": 24.9288205, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2322.87410222187, "availability": 22.030785689636428, "score": 127.57259457366774, "zero_downtime": 5.492015019309153, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 50759584, "heap_mib": 48.408111572265625, "mobile_score": 1672119.511595978, "mobile_throughput": 30446375.432642497, "mobile_availability": 288761.9141912026, "mobile_accuracy": 326747.0360576, "soft_acc_blocks": [ 24.9288205 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.184661141, "time_to_acc50_sec": 0, "acc_per_sec": 7.635352259808499, "mobile_acc_per_sec": 100078.08913976196 }, "started": "2026-08-19T03:43:11.058027799+10:00", "ended": "2026-08-19T03:43:14.323461528+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": 8880, "total_correct": 2583, "total_train": 271, "infer_ms": 598.76704, "train_ms": 1659.658708, "blocked_train": 1659658708, "duration": 3012439154, "avg_accuracy": 31.944444444444443, "soft_acc": 25.22361012962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2947.7773810663994, "availability": 26.512584729883272, "score": 197.1305786150822, "zero_downtime": 6.687431007553475, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 43793344, "heap_mib": 41.76458740234375, "mobile_score": 3445106.5600314736, "mobile_throughput": 51516143.585484676, "mobile_availability": 463341.00076203473, "mobile_accuracy": 440814.53692144196, "soft_acc_blocks": [ 25.22361012962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120649962, "time_to_acc50_sec": 0, "acc_per_sec": 8.37315173524319, "mobile_acc_per_sec": 146331.43256557273 }, "started": "2026-08-19T03:43:19.402439992+10:00", "ended": "2026-08-19T03:43:22.415387896+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": 8640, "total_correct": 2205, "total_train": 293, "infer_ms": 468.317804, "train_ms": 1703.022105, "blocked_train": 1703022105, "duration": 3293968943, "avg_accuracy": 16.163793103448278, "soft_acc": 24.412707344827588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2622.975550015682, "availability": 21.568147946752447, "score": 138.10933723731407, "zero_downtime": 5.265368837940115, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 40609296, "heap_mib": 38.72804260253906, "mobile_score": 2129678.476514027, "mobile_throughput": 40446900.15195947, "mobile_availability": 332585.91619726317, "mobile_accuracy": 376449.6914236755, "soft_acc_blocks": [ 24.412707344827588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.41133500870035, "mobile_acc_per_sec": 114284.52967769085 }, "started": "2026-08-19T03:43:27.679808878+10:00", "ended": "2026-08-19T03:43:30.974365633+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": 8600, "total_correct": 2348, "total_train": 314, "infer_ms": 391.327594, "train_ms": 1739.798273, "blocked_train": 1739798273, "duration": 3047604213, "avg_accuracy": 24.795081967213115, "soft_acc": 24.921556885245902, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2821.8887358520656, "availability": 18.36248154365816, "score": 129.13573183077796, "zero_downtime": 4.5762162834455475, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 43170368, "heap_mib": 41.17047119140625, "mobile_score": 3761350.8094497174, "mobile_throughput": 82193466.752356, "mobile_availability": 534846.0401978582, "mobile_accuracy": 725892.9564584335, "soft_acc_blocks": [ 24.921556885245902 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.177425657485106, "mobile_acc_per_sec": 238184.78572841952 }, "started": "2026-08-19T03:43:36.607267246+10:00", "ended": "2026-08-19T03:43:39.655341459+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": 11968, "total_correct": 3720, "total_train": 304, "infer_ms": 710.065709, "train_ms": 1642.997212, "blocked_train": 1642997212, "duration": 3146536609, "avg_accuracy": 29.285714285714285, "soft_acc": 25.143891457142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3803.5470382795093, "availability": 30.176231271292895, "score": 288.59332657377865, "zero_downtime": 7.587478836710286, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 47211256, "heap_mib": 45.02416229248047, "mobile_score": 6877546.272850603, "mobile_throughput": 90643366.80024943, "mobile_availability": 719137.9973074368, "mobile_accuracy": 599210.9347401143, "soft_acc_blocks": [ 25.143891457142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.109858817, "time_to_acc50_sec": 0, "acc_per_sec": 7.9909737535625975, "mobile_acc_per_sec": 190435.0748776285 }, "started": "2026-08-19T03:43:45.820812603+10:00", "ended": "2026-08-19T03:43:48.967935514+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": 7016, "total_correct": 1892, "total_train": 241, "infer_ms": 615.209868, "train_ms": 1715.652388, "blocked_train": 1715652388, "duration": 3156492787, "avg_accuracy": 22.606382978723403, "soft_acc": 24.996361063829788, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2222.720111668039, "availability": 26.394089415466517, "score": 146.64533500433257, "zero_downtime": 6.597561889800091, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40901360, "heap_mib": 39.00657653808594, "mobile_score": 66739.92135308291, "mobile_throughput": 1011584.6197102541, "mobile_availability": 12012.243360638984, "mobile_accuracy": 11376.12165749409, "soft_acc_blocks": [ 24.996361063829788 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.919029996449597, "mobile_acc_per_sec": 3604.0385406063942 }, "started": "2026-08-19T03:43:54.227060938+10:00", "ended": "2026-08-19T03:43:57.384388568+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": 11488, "total_correct": 2961, "total_train": 237, "infer_ms": 667.525534, "train_ms": 1581.651653, "blocked_train": 1581651653, "duration": 3155749228, "avg_accuracy": 16.666666666666668, "soft_acc": 24.975061633333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3640.339954160642, "availability": 29.67865483689881, "score": 269.8315473777485, "zero_downtime": 7.412262337459742, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 64577232, "heap_mib": 61.58564758300781, "mobile_score": 245606.67067983508, "mobile_throughput": 3313518.322720442, "mobile_availability": 27014.17115820834, "mobile_accuracy": 22732.85610002963, "soft_acc_blocks": [ 24.975061633333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.914146476449153, "mobile_acc_per_sec": 7203.631992785718 }, "started": "2026-08-19T03:44:03.059658301+10:00", "ended": "2026-08-19T03:44:06.215882997+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": 4760, "total_correct": 1233, "total_train": 223, "infer_ms": 399.987413, "train_ms": 1804.401769, "blocked_train": 1804401769, "duration": 3255225010, "avg_accuracy": 20, "soft_acc": 24.970681366666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1462.2645087136386, "availability": 18.14504517923188, "score": 66.25434823010292, "zero_downtime": 4.530941415543703, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 43606632, "heap_mib": 41.586524963378906, "mobile_score": 120612.36015577847, "mobile_throughput": 2661971.3011960285, "mobile_availability": 33032.04669072612, "mobile_accuracy": 45457.73816794074, "soft_acc_blocks": [ 24.970681366666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.670954016990262, "mobile_acc_per_sec": 13964.545623818716 }, "started": "2026-08-19T03:44:11.27105479+10:00", "ended": "2026-08-19T03:44:14.526804019+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": 5328, "total_correct": 1361, "total_train": 198, "infer_ms": 334.076968, "train_ms": 1470.030881, "blocked_train": 1470030881, "duration": 3453056174, "avg_accuracy": 15.32258064516129, "soft_acc": 24.975068322580647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1542.980980187205, "availability": 18.517571894893965, "score": 71.35941764265588, "zero_downtime": 4.62477623243276, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 104190032, "heap_mib": 99.36335754394531, "mobile_score": 129905.85540636379, "mobile_throughput": 2808911.1532652406, "mobile_availability": 33710.21088066031, "mobile_accuracy": 45465.72437746237, "soft_acc_blocks": [ 24.975068322580647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.232743130746603, "mobile_acc_per_sec": 13166.807050461372 }, "started": "2026-08-19T03:44:19.883918023+10:00", "ended": "2026-08-19T03:44:23.338112529+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": 4360, "total_correct": 1043, "total_train": 138, "infer_ms": 461.568749, "train_ms": 1297.288864, "blocked_train": 1297288864, "duration": 3668754877, "avg_accuracy": 28.75, "soft_acc": 25.0066582, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1188.4140931119503, "availability": 26.242530696542516, "score": 77.98824822062669, "zero_downtime": 6.5623799543144665, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 142073864, "heap_mib": 135.49219512939453, "mobile_score": 283946.5464103884, "mobile_throughput": 4326883.667010265, "mobile_availability": 95546.13842936725, "mobile_accuracy": 91046.46398862223, "soft_acc_blocks": [ 25.0066582 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.621026965, "time_to_acc50_sec": 0, "acc_per_sec": 6.816115831769156, "mobile_acc_per_sec": 24816.720397267967 }, "started": "2026-08-19T03:44:30.213857002+10:00", "ended": "2026-08-19T03:44:33.883397608+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": 5960, "total_correct": 1513, "total_train": 217, "infer_ms": 448.878488, "train_ms": 1641.185816, "blocked_train": 1641185816, "duration": 3270904691, "avg_accuracy": 16.532258064516128, "soft_acc": 24.978182064516126, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1822.125852948003, "availability": 21.47677883120289, "score": 97.74810387951425, "zero_downtime": 5.364508918051317, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43397080, "heap_mib": 41.386680603027344, "mobile_score": 355889.98532488034, "mobile_throughput": 6634157.772155574, "mobile_availability": 78194.5654156507, "mobile_accuracy": 90942.78554334049, "soft_acc_blocks": [ 24.978182064516126 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.636475050234389, "mobile_acc_per_sec": 27803.557160675606 }, "started": "2026-08-19T03:44:39.262715865+10:00", "ended": "2026-08-19T03:44:42.534331128+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": 3904, "total_correct": 1044, "total_train": 195, "infer_ms": 348.108211, "train_ms": 1811.416302, "blocked_train": 1811416302, "duration": 3366007607, "avg_accuracy": 25, "soft_acc": 24.998590559999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1159.8310092589163, "availability": 16.11966934871278, "score": 46.73759582205095, "zero_downtime": 4.029690140110526, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44054248, "heap_mib": 42.013404846191406, "mobile_score": 21270.799165235632, "mobile_throughput": 527851.9793249468, "mobile_availability": 7336.240628036394, "mobile_accuracy": 11377.136325973332, "soft_acc_blocks": [ 24.998590559999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116241051, "time_to_acc50_sec": 0, "acc_per_sec": 7.426777796940373, "mobile_acc_per_sec": 3380.009095140863 }, "started": "2026-08-19T03:44:48.601211188+10:00", "ended": "2026-08-19T03:44:51.96785744+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": 4944, "total_correct": 1246, "total_train": 209, "infer_ms": 618.837016, "train_ms": 1781.040633, "blocked_train": 1781040633, "duration": 3158990481, "avg_accuracy": 23.660714285714285, "soft_acc": 25.005733035714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1565.0569476977162, "availability": 25.786190235900644, "score": 100.91527718815983, "zero_downtime": 6.448025890470738, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 70571248, "heap_mib": 67.30198669433594, "mobile_score": 91855.32785837837, "mobile_throughput": 1424549.6128377435, "mobile_availability": 23471.163379166454, "mobile_accuracy": 22760.77389206349, "soft_acc_blocks": [ 25.005733035714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.9157354813549645, "mobile_acc_per_sec": 7205.078340362208 }, "started": "2026-08-19T03:44:57.089008186+10:00", "ended": "2026-08-19T03:45:00.249778562+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": 3304, "total_correct": 853, "total_train": 202, "infer_ms": 292.132488, "train_ms": 1846.085965, "blocked_train": 1846085965, "duration": 3074875447, "avg_accuracy": 24.21875, "soft_acc": 25.00719059375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1074.5150679919557, "availability": 13.662424790606744, "score": 36.71175939474477, "zero_downtime": 3.4165886071147775, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 39649080, "heap_mib": 37.81230926513672, "mobile_score": 66831.71843594425, "mobile_throughput": 1956094.9859978002, "mobile_availability": 24871.6853077001, "mobile_accuracy": 45524.201187555554, "soft_acc_blocks": [ 25.00719059375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 8.132749122618364, "mobile_acc_per_sec": 14805.21795833103 }, "started": "2026-08-19T03:45:05.28938317+10:00", "ended": "2026-08-19T03:45:08.36482945+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": 8192, "total_correct": 2116, "total_train": 246, "infer_ms": 482.211533, "train_ms": 1590.911978, "blocked_train": 1590911978, "duration": 3267829784, "avg_accuracy": 20.394736842105264, "soft_acc": 25.003871385964914, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2506.862517781618, "availability": 23.260144918591873, "score": 145.79753768239664, "zero_downtime": 5.815936719633766, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 71108616, "heap_mib": 67.81446075439453, "mobile_score": 530832.634975197, "mobile_throughput": 9127207.886963118, "mobile_availability": 84687.6031880465, "mobile_accuracy": 91036.31750836648, "soft_acc_blocks": [ 25.003871385964914 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.651521969837372, "mobile_acc_per_sec": 27858.34132307011 }, "started": "2026-08-19T03:45:14.294683641+10:00", "ended": "2026-08-19T03:45:17.566268216+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": 4424, "total_correct": 1087, "total_train": 183, "infer_ms": 405.184004, "train_ms": 1469.152184, "blocked_train": 1469152184, "duration": 3451868917, "avg_accuracy": 20.075757575757574, "soft_acc": 24.991105606060607, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1281.6245652354821, "availability": 21.617466844747277, "score": 69.23904902371098, "zero_downtime": 5.4024439685259305, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 83054936, "heap_mib": 79.20735931396484, "mobile_score": 31240.277568453854, "mobile_throughput": 578261.9449726166, "mobile_availability": 9753.681976849277, "mobile_accuracy": 11275.849204810933, "soft_acc_blocks": [ 24.991105606060607 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.239876776022027, "mobile_acc_per_sec": 3266.5925259440933 }, "started": "2026-08-19T03:45:22.929002963+10:00", "ended": "2026-08-19T03:45:26.38207641+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": 4064, "total_correct": 1069, "total_train": 185, "infer_ms": 386.326991, "train_ms": 1590.697924, "blocked_train": 1590697924, "duration": 3480613367, "avg_accuracy": 25.892857142857142, "soft_acc": 25.007545, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1167.610294935697, "availability": 19.540825614734352, "score": 57.057387622448196, "zero_downtime": 4.88668075897622, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 55784032, "heap_mib": 53.199798583984375, "mobile_score": 51048.64102695925, "mobile_throughput": 1044648.5773229466, "mobile_availability": 17482.969931566287, "mobile_accuracy": 22373.9859265529, "soft_acc_blocks": [ 25.007545 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.337791377, "time_to_acc50_sec": 0, "acc_per_sec": 7.1848097916013085, "mobile_acc_per_sec": 6428.173303786803 }, "started": "2026-08-19T03:45:32.194209236+10:00", "ended": "2026-08-19T03:45:35.675469843+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": 4016, "total_correct": 952, "total_train": 204, "infer_ms": 351.684056, "train_ms": 1832.325096, "blocked_train": 1832325096, "duration": 3388546409, "avg_accuracy": 26.339285714285715, "soft_acc": 25.008008392857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1185.1689530748286, "availability": 16.10268233894287, "score": 47.726281459952695, "zero_downtime": 4.026960150797958, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 43627168, "heap_mib": 41.606109619140625, "mobile_score": 83967.50555058953, "mobile_throughput": 2085133.75862314, "mobile_availability": 28330.346033958656, "mobile_accuracy": 43997.98222910834, "soft_acc_blocks": [ 25.008008392857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119013286, "time_to_acc50_sec": 0, "acc_per_sec": 7.380158148767189, "mobile_acc_per_sec": 12984.323340606885 }, "started": "2026-08-19T03:45:41.029844282+10:00", "ended": "2026-08-19T03:45:44.418945222+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": 7160, "total_correct": 1759, "total_train": 254, "infer_ms": 453.524091, "train_ms": 1710.067751, "blocked_train": 1710067751, "duration": 3246893899, "avg_accuracy": 20.121951219512194, "soft_acc": 24.99714768292683, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2205.1844694417596, "availability": 20.96162881538541, "score": 115.54746117060746, "zero_downtime": 5.239809311728837, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 41502976, "heap_mib": 39.580322265625, "mobile_score": 393377.580014386, "mobile_throughput": 7507478.929316112, "mobile_availability": 71363.18472961549, "mobile_accuracy": 85101.97769082041, "soft_acc_blocks": [ 24.99714768292683 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.6987879679793725, "mobile_acc_per_sec": 26210.273676337463 }, "started": "2026-08-19T03:45:49.797545252+10:00", "ended": "2026-08-19T03:45:53.045047068+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": 6360, "total_correct": 1643, "total_train": 220, "infer_ms": 344.110009, "train_ms": 1395.977347, "blocked_train": 1395977347, "duration": 3607602696, "avg_accuracy": 29.838709677419356, "soft_acc": 25.0156734516129, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1762.9435766448935, "availability": 19.775444480616063, "score": 87.21212439910778, "zero_downtime": 4.9469606148759215, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 108567192, "heap_mib": 103.5377426147461, "mobile_score": 635059.3094022141, "mobile_throughput": 12837363.35988886, "mobile_availability": 144000.39216462825, "mobile_accuracy": 182158.57503610034, "soft_acc_blocks": [ 25.0156734516129 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.513194478, "time_to_acc50_sec": 0, "acc_per_sec": 6.934154218076597, "mobile_acc_per_sec": 50492.97009287421 }, "started": "2026-08-19T03:45:58.222095386+10:00", "ended": "2026-08-19T03:46:01.831216624+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": 4312, "total_correct": 959, "total_train": 189, "infer_ms": 518.933795, "train_ms": 1773.444475, "blocked_train": 1773444475, "duration": 3343158571, "avg_accuracy": 26.5625, "soft_acc": 24.995818208333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1289.7982277610606, "availability": 22.637354479895677, "score": 72.98183938715053, "zero_downtime": 5.658391972970724, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 46727616, "heap_mib": 44.56292724609375, "mobile_score": 466628.0805928095, "mobile_throughput": 8246655.2833706215, "mobile_availability": 144737.72323848226, "mobile_accuracy": 159817.1650830569, "soft_acc_blocks": [ 24.995818208333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126633646, "time_to_acc50_sec": 0, "acc_per_sec": 7.476707334542204, "mobile_acc_per_sec": 47804.243109908086 }, "started": "2026-08-19T03:46:07.158740587+10:00", "ended": "2026-08-19T03:46:10.502485668+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": 4560, "total_correct": 1136, "total_train": 160, "infer_ms": 302.599554, "train_ms": 1519.033949, "blocked_train": 1519033949, "duration": 3548220657, "avg_accuracy": 23.79032258064516, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1285.1511900771848, "availability": 16.611439869856195, "score": 53.37052929410321, "zero_downtime": 4.152859967464049, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 84878000, "heap_mib": 80.94596862792969, "mobile_score": 388632.33420203865, "mobile_throughput": 9358185.376988709, "mobile_availability": 120960.81370121062, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.045785033317898, "mobile_acc_per_sec": 51305.84088261353 }, "started": "2026-08-19T03:46:17.152269268+10:00", "ended": "2026-08-19T03:46:20.701409507+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": 6640, "total_correct": 1801, "total_train": 232, "infer_ms": 371.398788, "train_ms": 1783.038721, "blocked_train": 1783038721, "duration": 3122873894, "avg_accuracy": 31.117021276595743, "soft_acc": 24.970724127659572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2126.2466002093392, "availability": 17.238782115912375, "score": 91.52744716909072, "zero_downtime": 4.304648725132795, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41175160, "heap_mib": 39.26769256591797, "mobile_score": 1332965.0617052289, "mobile_throughput": 30965710.486959834, "mobile_availability": 251057.96105520742, "mobile_accuracy": 363662.52809562173, "soft_acc_blocks": [ 24.970724127659572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116213806, "time_to_acc50_sec": 0, "acc_per_sec": 7.996071879699018, "mobile_acc_per_sec": 116451.23704621219 }, "started": "2026-08-19T03:46:26.345054123+10:00", "ended": "2026-08-19T03:46:29.468448485+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": 4912, "total_correct": 1252, "total_train": 187, "infer_ms": 461.877703, "train_ms": 1543.583565, "blocked_train": 1543583565, "duration": 3427867763, "avg_accuracy": 27.5, "soft_acc": 25.001230624999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1432.960761502981, "availability": 23.03099592946115, "score": 82.51034503494508, "zero_downtime": 5.758032407558944, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 97158056, "heap_mib": 92.65714263916016, "mobile_score": 940417.0386452453, "mobile_throughput": 16332263.733192934, "mobile_availability": 262497.27812750713, "mobile_accuracy": 284953.15656347823, "soft_acc_blocks": [ 25.001230624999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.416717272, "time_to_acc50_sec": 0, "acc_per_sec": 7.2935224908207745, "mobile_acc_per_sec": 83128.39825364004 }, "started": "2026-08-19T03:46:34.756616718+10:00", "ended": "2026-08-19T03:46:38.185032657+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": 5224, "total_correct": 1188, "total_train": 216, "infer_ms": 340.848204, "train_ms": 1658.45826, "blocked_train": 1658458260, "duration": 3656827494, "avg_accuracy": 18.75, "soft_acc": 24.952449230769233, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1428.5606878014794, "availability": 17.048322012527642, "score": 60.77059873150762, "zero_downtime": 4.253973894874015, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 74023688, "heap_mib": 70.59449005126953, "mobile_score": 885035.9907706851, "mobile_throughput": 20804922.9412795, "mobile_availability": 248284.184758447, "mobile_accuracy": 363396.3806194872, "soft_acc_blocks": [ 24.952449230769233 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.823523743384225, "mobile_acc_per_sec": 99374.76712142857 }, "started": "2026-08-19T03:46:43.709424465+10:00", "ended": "2026-08-19T03:46:47.366994093+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": 7704, "total_correct": 2594, "total_train": 234, "infer_ms": 489.996134, "train_ms": 1590.334626, "blocked_train": 1590334626, "duration": 3264906711, "avg_accuracy": 27.040816326530614, "soft_acc": 25.055471918367346, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2359.6386304221114, "availability": 23.553760941361077, "score": 139.2542143706467, "zero_downtime": 5.9015059583821, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 73773792, "heap_mib": 70.35617065429688, "mobile_score": 4056072.9746643123, "mobile_throughput": 68729456.57037489, "mobile_availability": 686053.0120235732, "mobile_accuracy": 729793.5145076099, "soft_acc_blocks": [ 25.055471918367346 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.296509611, "time_to_acc50_sec": 0, "acc_per_sec": 7.674176978457424, "mobile_acc_per_sec": 223526.6055378603 }, "started": "2026-08-19T03:46:52.810797268+10:00", "ended": "2026-08-19T03:46:56.076508926+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": 4152, "total_correct": 1083, "total_train": 168, "infer_ms": 534.630437, "train_ms": 1721.909921, "blocked_train": 1721909921, "duration": 3710766814, "avg_accuracy": 27.916666666666668, "soft_acc": 25.006155766666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1118.9062013639104, "availability": 23.692482835709157, "score": 66.29048365827008, "zero_downtime": 5.924579162888196, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43884328, "heap_mib": 41.851356506347656, "mobile_score": 30169.53567380825, "mobile_throughput": 509226.6445318419, "mobile_availability": 10782.712188340523, "mobile_accuracy": 11380.579335585186, "soft_acc_blocks": [ 25.006155766666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.204607202, "time_to_acc50_sec": 0, "acc_per_sec": 6.738810876588449, "mobile_acc_per_sec": 3066.9077056118094 }, "started": "2026-08-19T03:47:02.905263923+10:00", "ended": "2026-08-19T03:47:06.616652924+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": 3448, "total_correct": 873, "total_train": 176, "infer_ms": 372.780154, "train_ms": 1812.757118, "blocked_train": 1812757118, "duration": 3172377662, "avg_accuracy": 30.681818181818183, "soft_acc": 25.0166425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1086.8819438812452, "availability": 17.056682527260964, "score": 46.37735351897169, "zero_downtime": 4.26700929020484, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 46829888, "heap_mib": 44.66046142578125, "mobile_score": 20925.206473110695, "mobile_throughput": 490395.14681033586, "mobile_availability": 7695.881212437691, "mobile_accuracy": 11287.37131070568, "soft_acc_blocks": [ 25.0166425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115815782, "time_to_acc50_sec": 0, "acc_per_sec": 7.885770600284853, "mobile_acc_per_sec": 3558.016262032827 }, "started": "2026-08-19T03:47:11.891732428+10:00", "ended": "2026-08-19T03:47:15.064931497+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": 3792, "total_correct": 946, "total_train": 178, "infer_ms": 513.468119, "train_ms": 1802.238921, "blocked_train": 1802238921, "duration": 3388165601, "avg_accuracy": 14.375, "soft_acc": 24.99700435, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1119.189687446449, "availability": 22.173276244822404, "score": 62.032821239637784, "zero_downtime": 5.542654827455773, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 42827464, "heap_mib": 40.84345245361328, "mobile_score": 27988.867282347, "mobile_throughput": 504972.2227641341, "mobile_availability": 10004.460116906583, "mobile_accuracy": 11278.510685587607, "soft_acc_blocks": [ 24.99700435 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.377739843242096, "mobile_acc_per_sec": 3328.7955825591325 }, "started": "2026-08-19T03:47:20.256959108+10:00", "ended": "2026-08-19T03:47:23.69805304+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": 3616, "total_correct": 994, "total_train": 193, "infer_ms": 428.866786, "train_ms": 1815.505927, "blocked_train": 1815505927, "duration": 3341347480, "avg_accuracy": 25.543478260869566, "soft_acc": 24.976183956521737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1082.1981316352048, "availability": 19.108536809233613, "score": 51.648807356078585, "zero_downtime": 4.772583304873856, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40537432, "heap_mib": 38.659507751464844, "mobile_score": 23505.946103388655, "mobile_throughput": 492520.39413086657, "mobile_availability": 8696.507418957875, "mobile_accuracy": 11366.938831768115, "soft_acc_blocks": [ 24.976183956521737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12751353, "time_to_acc50_sec": 0, "acc_per_sec": 7.474883742567755, "mobile_acc_per_sec": 3401.9026455063918 }, "started": "2026-08-19T03:47:28.915627213+10:00", "ended": "2026-08-19T03:47:32.297520627+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": 3592, "total_correct": 895, "total_train": 175, "infer_ms": 352.546226, "train_ms": 1703.144898, "blocked_train": 1703144898, "duration": 3647456316, "avg_accuracy": 30.46875, "soft_acc": 25.01584145833333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 984.7958930291408, "availability": 17.14976641597836, "score": 42.24930350208351, "zero_downtime": 4.29015837709564, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 68888584, "heap_mib": 65.69727325439453, "mobile_score": 9614.063730251892, "mobile_throughput": 224095.7765470756, "mobile_availability": 3902.524624435964, "mobile_accuracy": 5692.49370074074, "soft_acc_blocks": [ 25.01584145833333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.283167703, "time_to_acc50_sec": 0, "acc_per_sec": 6.858434835421709, "mobile_acc_per_sec": 1560.6749492159622 }, "started": "2026-08-19T03:47:37.666136741+10:00", "ended": "2026-08-19T03:47:41.314362061+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": 3840, "total_correct": 986, "total_train": 142, "infer_ms": 451.210841, "train_ms": 1469.125966, "blocked_train": 1469125966, "duration": 3616089351, "avg_accuracy": 27.941176470588236, "soft_acc": 25.002690647058824, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1061.9206627010142, "availability": 23.496442882063654, "score": 62.3851090209484, "zero_downtime": 5.874742926865248, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 107610976, "heap_mib": 102.62582397460938, "mobile_score": 454274.500532986, "mobile_throughput": 7732670.283419296, "mobile_availability": 171095.87563543595, "mobile_accuracy": 182064.03713840523, "soft_acc_blocks": [ 25.002690647058824 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.463373972, "time_to_acc50_sec": 0, "acc_per_sec": 6.914290057612801, "mobile_acc_per_sec": 50348.32369063472 }, "started": "2026-08-19T03:47:47.926121212+10:00", "ended": "2026-08-19T03:47:51.545078354+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": 1968, "total_correct": 469, "total_train": 126, "infer_ms": 344.553768, "train_ms": 1850.442064, "blocked_train": 1850442064, "duration": 3581253118, "avg_accuracy": 12.5, "soft_acc": 24.99164173333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 549.5283173670384, "availability": 15.697240194121697, "score": 21.55798507194107, "zero_downtime": 3.922998031335692, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 43470248, "heap_mib": 41.456459045410156, "mobile_score": 104653.6377536837, "mobile_throughput": 2667695.3931086096, "mobile_availability": 76202.543211997, "mobile_accuracy": 121322.38760264691, "soft_acc_blocks": [ 24.99164173333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.978462820100875, "mobile_acc_per_sec": 33877.07699097266 }, "started": "2026-08-19T03:47:56.844198688+10:00", "ended": "2026-08-19T03:48:00.426034875+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": 1976, "total_correct": 464, "total_train": 114, "infer_ms": 363.712988, "train_ms": 1793.768088, "blocked_train": 1793768088, "duration": 3380502366, "avg_accuracy": 18.181818181818183, "soft_acc": 24.975292545454547, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 584.5285067314164, "availability": 16.85822378912027, "score": 24.61093394063075, "zero_downtime": 4.2103907093002, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 43435032, "heap_mib": 41.422874450683594, "mobile_score": 119474.23457282792, "mobile_throughput": 2837604.4605296375, "mobile_availability": 81838.55957361378, "mobile_accuracy": 121243.02016732661, "soft_acc_blocks": [ 24.975292545454547 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.388041729137055, "mobile_acc_per_sec": 35865.38538968341 }, "started": "2026-08-19T03:48:05.770525791+10:00", "ended": "2026-08-19T03:48:09.164391287+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": 1672, "total_correct": 407, "total_train": 108, "infer_ms": 270.876407, "train_ms": 1628.667077, "blocked_train": 1628667077, "duration": 3413558348, "avg_accuracy": 23.958333333333332, "soft_acc": 24.995320250000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 489.8114605187935, "availability": 14.260079291767346, "score": 17.458606974030648, "zero_downtime": 3.5643524868811802, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 106763568, "heap_mib": 101.81767272949219, "mobile_score": 77570.66214576762, "mobile_throughput": 2176290.432309129, "mobile_availability": 63359.22416713659, "mobile_accuracy": 111057.17341722034, "soft_acc_blocks": [ 24.995320250000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.322365022600165, "mobile_acc_per_sec": 32534.136550584706 }, "started": "2026-08-19T03:48:14.493177339+10:00", "ended": "2026-08-19T03:48:17.908610621+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": 2272, "total_correct": 562, "total_train": 138, "infer_ms": 373.577247, "train_ms": 1739.163161, "blocked_train": 1739163161, "duration": 3370566134, "avg_accuracy": 22.265625, "soft_acc": 25.00128646875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 674.0707375777603, "availability": 17.68211776446508, "score": 29.79902875044134, "zero_downtime": 4.420756916035648, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 71196944, "heap_mib": 67.89869689941406, "mobile_score": 173591.9242834599, "mobile_throughput": 3926746.6540352087, "mobile_availability": 103005.8017610652, "mobile_accuracy": 145643.0497792, "soft_acc_blocks": [ 25.00128646875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.4175332792179525, "mobile_acc_per_sec": 43210.26319882913 }, "started": "2026-08-19T03:48:23.379150087+10:00", "ended": "2026-08-19T03:48:26.750307051+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": 1768, "total_correct": 431, "total_train": 134, "infer_ms": 268.424359, "train_ms": 1881.803102, "blocked_train": 1881803102, "duration": 3384729224, "avg_accuracy": 20.535714285714285, "soft_acc": 25.009242857142855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 522.3460675860551, "availability": 12.483533201420684, "score": 16.30783820583633, "zero_downtime": 3.122037135495359, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 40303096, "heap_mib": 38.43602752685547, "mobile_score": 85500.03877261518, "mobile_throughput": 2738597.750825577, "mobile_availability": 65449.666551064474, "mobile_accuracy": 131120.45919085713, "soft_acc_blocks": [ 25.009242857142855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.3888459613875614, "mobile_acc_per_sec": 38738.83271403962 }, "started": "2026-08-19T03:48:32.052006016+10:00", "ended": "2026-08-19T03:48:35.437496485+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": 3008, "total_correct": 881, "total_train": 143, "infer_ms": 414.066014, "train_ms": 1789.782941, "blocked_train": 1789782941, "duration": 3302768256, "avg_accuracy": 18.055555555555557, "soft_acc": 24.969136666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 910.7511538345123, "availability": 18.788311833285327, "score": 42.72587998105567, "zero_downtime": 4.691279259012519, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 43905464, "heap_mib": 41.87151336669922, "mobile_score": 414827.1511760688, "mobile_throughput": 8842516.684103496, "mobile_availability": 182416.41545276847, "mobile_accuracy": 242426.2726795062, "soft_acc_blocks": [ 24.969136666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.560063174673635, "mobile_acc_per_sec": 73400.93336524612 }, "started": "2026-08-19T03:48:41.163027151+10:00", "ended": "2026-08-19T03:48:44.466351237+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": 2440, "total_correct": 660, "total_train": 139, "infer_ms": 310.499364, "train_ms": 1725.88087, "blocked_train": 1725880870, "duration": 3477079447, "avg_accuracy": 28.47222222222222, "soft_acc": 24.982084333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 701.7383517380413, "availability": 15.247612347429612, "score": 26.73041642499247, "zero_downtime": 3.8091713754546124, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 70676312, "heap_mib": 67.40218353271484, "mobile_score": 218975.5713535383, "mobile_throughput": 5748640.577438034, "mobile_availability": 124908.44035014338, "mobile_accuracy": 204653.23485866666, "soft_acc_blocks": [ 24.982084333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.240867088, "time_to_acc50_sec": 0, "acc_per_sec": 7.184789624202491, "mobile_acc_per_sec": 58857.796601466805 }, "started": "2026-08-19T03:48:51.272489995+10:00", "ended": "2026-08-19T03:48:54.750521206+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": 5912, "total_correct": 1488, "total_train": 210, "infer_ms": 526.137623, "train_ms": 1550.56633, "blocked_train": 1550566330, "duration": 3309213309, "avg_accuracy": 28.125, "soft_acc": 25.01111036111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1786.5273247636392, "availability": 25.335225188931872, "score": 113.20546799421061, "zero_downtime": 6.336621132239771, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 73708712, "heap_mib": 70.29410552978516, "mobile_score": 42153.59971857152, "mobile_throughput": 665237.8111119878, "mobile_availability": 9433.916579442268, "mobile_accuracy": 9313.228003555556, "soft_acc_blocks": [ 25.01111036111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.260683694, "time_to_acc50_sec": 0, "acc_per_sec": 7.558023018065624, "mobile_acc_per_sec": 2814.3329347269814 }, "started": "2026-08-19T03:49:00.310420536+10:00", "ended": "2026-08-19T03:49:03.620130769+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": 7872, "total_correct": 2015, "total_train": 237, "infer_ms": 478.003461, "train_ms": 1593.307706, "blocked_train": 1593307706, "duration": 3285172474, "avg_accuracy": 21.1734693877551, "soft_acc": 24.98997769387755, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2396.2212219607195, "availability": 23.07733712903794, "score": 138.19059068308272, "zero_downtime": 5.767021400887503, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 78041696, "heap_mib": 74.42636108398438, "mobile_score": 102914.30171598306, "mobile_throughput": 1784531.2954820194, "mobile_availability": 17186.322341916253, "mobile_accuracy": 18610.717933476808, "soft_acc_blocks": [ 24.98997769387755 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.606899756909856, "mobile_acc_per_sec": 5665.065709873231 }, "started": "2026-08-19T03:49:09.305999453+10:00", "ended": "2026-08-19T03:49:12.59185635+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": 3856, "total_correct": 953, "total_train": 189, "infer_ms": 343.498883, "train_ms": 1703.772947, "blocked_train": 1703772947, "duration": 3534219146, "avg_accuracy": 24.21875, "soft_acc": 24.996589541666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1091.0472273243693, "availability": 16.778371976133723, "score": 45.75874737520692, "zero_downtime": 4.194020774648173, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 75655832, "heap_mib": 72.1510238647461, "mobile_score": 68155.57427230821, "mobile_throughput": 1625065.2520438605, "mobile_availability": 24990.62240517954, "mobile_accuracy": 37231.28391369697, "soft_acc_blocks": [ 24.996589541666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.072733327801022, "mobile_acc_per_sec": 10534.514803881086 }, "started": "2026-08-19T03:49:18.046550576+10:00", "ended": "2026-08-19T03:49:21.581476696+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": 4832, "total_correct": 1169, "total_train": 214, "infer_ms": 394.771593, "train_ms": 1770.998338, "blocked_train": 1770998338, "duration": 3321023496, "avg_accuracy": 19.791666666666668, "soft_acc": 24.976549194444445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1454.973144821135, "availability": 18.22777144281998, "score": 66.24010115912687, "zero_downtime": 4.552668301466828, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43689704, "heap_mib": 41.665748596191406, "mobile_score": 98661.61976283042, "mobile_throughput": 2167116.364068134, "mobile_availability": 27149.437029014774, "mobile_accuracy": 37201.434727434345, "soft_acc_blocks": [ 24.976549194444445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.520738478522479, "mobile_acc_per_sec": 11201.798112010209 }, "started": "2026-08-19T03:49:26.805083914+10:00", "ended": "2026-08-19T03:49:30.126834384+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": 3640, "total_correct": 980, "total_train": 137, "infer_ms": 469.226291, "train_ms": 1545.621714, "blocked_train": 1545621714, "duration": 3701291513, "avg_accuracy": 35.5, "soft_acc": 25.01058256, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 983.4405064327609, "availability": 23.28842125240112, "score": 57.28117897715725, "zero_downtime": 5.824569824252368, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 81266568, "heap_mib": 77.50183868408203, "mobile_score": 170635.42479304445, "mobile_throughput": 2929579.8649807917, "mobile_availability": 69374.08978169817, "mobile_accuracy": 74504.25175691636, "soft_acc_blocks": [ 25.01058256 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.287054244, "time_to_acc50_sec": 0, "acc_per_sec": 6.757258235984829, "mobile_acc_per_sec": 20129.257988795536 }, "started": "2026-08-19T03:49:35.996822821+10:00", "ended": "2026-08-19T03:49:39.698806517+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": 4104, "total_correct": 1020, "total_train": 186, "infer_ms": 367.633701, "train_ms": 1802.132313, "blocked_train": 1802132313, "duration": 3509156496, "avg_accuracy": 26.74418604651163, "soft_acc": 24.993619093023256, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1169.5118199140013, "availability": 16.943472182157613, "score": 49.52633332426553, "zero_downtime": 4.234786898340829, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 43709624, "heap_mib": 41.68474578857422, "mobile_score": 147534.44457904843, "mobile_throughput": 3483869.392267454, "mobile_availability": 50473.06331499461, "mobile_accuracy": 74453.71913092601, "soft_acc_blocks": [ 24.993619093023256 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133311132, "time_to_acc50_sec": 0, "acc_per_sec": 7.122400816695652, "mobile_acc_per_sec": 21216.984541953014 }, "started": "2026-08-19T03:49:45.364551954+10:00", "ended": "2026-08-19T03:49:48.874472976+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": 3408, "total_correct": 854, "total_train": 165, "infer_ms": 474.708952, "train_ms": 1787.194648, "blocked_train": 1787194648, "duration": 3341012503, "avg_accuracy": 23.214285714285715, "soft_acc": 24.995313571428568, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1020.0500587590888, "availability": 20.987143395501025, "score": 53.50980945772291, "zero_downtime": 5.2458023013908415, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 43716168, "heap_mib": 41.69098663330078, "mobile_score": 19925.107230803, "mobile_throughput": 379829.54915247526, "mobile_availability": 7814.849031633837, "mobile_accuracy": 9307.345853506493, "soft_acc_blocks": [ 24.995313571428568 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.48135888416595, "mobile_acc_per_sec": 2785.7859990494303 }, "started": "2026-08-19T03:49:55.099192331+10:00", "ended": "2026-08-19T03:49:58.536107883+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": 4008, "total_correct": 959, "total_train": 166, "infer_ms": 454.543133, "train_ms": 1633.225177, "blocked_train": 1633225177, "duration": 3544125582, "avg_accuracy": 22.606382978723403, "soft_acc": 24.989093638297874, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1130.8854348604175, "availability": 21.771722983955055, "score": 61.52645812896155, "zero_downtime": 5.440556243131349, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 80665072, "heap_mib": 76.92820739746094, "mobile_score": 45820.43136295027, "mobile_throughput": 842201.2256705946, "mobile_availability": 16213.995880414528, "mobile_accuracy": 18610.059553176015, "soft_acc_blocks": [ 24.989093638297874 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.050848808860824, "mobile_acc_per_sec": 5250.959403835261 }, "started": "2026-08-19T03:50:03.735655281+10:00", "ended": "2026-08-19T03:50:07.280307736+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": 3744, "total_correct": 913, "total_train": 171, "infer_ms": 436.630088, "train_ms": 1824.263565, "blocked_train": 1824263565, "duration": 3315463975, "avg_accuracy": 21.022727272727273, "soft_acc": 24.998727272727272, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1129.2537117674458, "availability": 19.312278904433725, "score": 54.518380966282564, "zero_downtime": 4.82782393346783, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43694584, "heap_mib": 41.67040252685547, "mobile_score": 81202.65034105214, "mobile_throughput": 1681972.0739634393, "mobile_availability": 28764.761597294742, "mobile_accuracy": 37234.467966942146, "soft_acc_blocks": [ 24.998727272727272 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.54003887878989, "mobile_acc_per_sec": 11230.545180917596 }, "started": "2026-08-19T03:50:12.577894798+10:00", "ended": "2026-08-19T03:50:15.893891894+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": 6400, "total_correct": 1671, "total_train": 206, "infer_ms": 684.779114, "train_ms": 1765.834477, "blocked_train": 1765834477, "duration": 3324667934, "avg_accuracy": 22.77777777777778, "soft_acc": 24.98888542222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1925.0042792393956, "availability": 27.94316968268214, "score": 134.41701692122282, "zero_downtime": 6.982686655342577, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 40989992, "heap_mib": 39.091102600097656, "mobile_score": 400416.0736795118, "mobile_throughput": 5734412.747465137, "mobile_availability": 83240.16219655712, "mobile_accuracy": 74439.61795594344, "soft_acc_blocks": [ 24.98888542222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.516204901750114, "mobile_acc_per_sec": 22390.091110958885 }, "started": "2026-08-19T03:50:21.50273541+10:00", "ended": "2026-08-19T03:50:24.828123236+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": 4072, "total_correct": 1045, "total_train": 183, "infer_ms": 455.065741, "train_ms": 1786.088044, "blocked_train": 1786088044, "duration": 3341984247, "avg_accuracy": 28.26086956521739, "soft_acc": 25.007321739130436, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1218.4378198835957, "availability": 20.304976126392862, "score": 61.868991350064135, "zero_downtime": 5.077730708980687, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 45848560, "heap_mib": 43.72459411621094, "mobile_score": 22843.07727953692, "mobile_throughput": 449867.83641628915, "mobile_availability": 7496.940368559339, "mobile_accuracy": 9233.125845045928, "soft_acc_blocks": [ 25.007321739130436 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.149047031, "time_to_acc50_sec": 0, "acc_per_sec": 7.482776665263687, "mobile_acc_per_sec": 2762.7676142801183 }, "started": "2026-08-19T03:50:30.695261701+10:00", "ended": "2026-08-19T03:50:34.037899121+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": 3888, "total_correct": 1039, "total_train": 175, "infer_ms": 512.550755, "train_ms": 1661.999505, "blocked_train": 1661999505, "duration": 3375278041, "avg_accuracy": 26.630434782608695, "soft_acc": 25.008747043478262, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1151.9051031565077, "availability": 23.570425776224642, "score": 67.9009833428097, "zero_downtime": 5.894668159446818, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 77860128, "heap_mib": 74.25320434570312, "mobile_score": 49720.21055144555, "mobile_throughput": 843477.6853683228, "mobile_availability": 17259.345515873276, "mobile_accuracy": 18312.55023733398, "soft_acc_blocks": [ 25.008747043478262 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.255952199, "time_to_acc50_sec": 0, "acc_per_sec": 7.409388719890132, "mobile_acc_per_sec": 5425.493845214745 }, "started": "2026-08-19T03:50:40.763892556+10:00", "ended": "2026-08-19T03:50:44.139970436+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": 3528, "total_correct": 860, "total_train": 181, "infer_ms": 395.759832, "train_ms": 1841.137391, "blocked_train": 1841137391, "duration": 3369443119, "avg_accuracy": 28.40909090909091, "soft_acc": 25.016951136363637, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1047.0572956420933, "availability": 17.692356534344004, "score": 46.34367929519033, "zero_downtime": 4.4260881890680785, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 43873368, "heap_mib": 41.840904235839844, "mobile_score": 66751.19486350754, "mobile_throughput": 1508130.7016967083, "mobile_availability": 25483.214897467442, "mobile_accuracy": 36033.20680599401, "soft_acc_blocks": [ 25.016951136363637 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112434506, "time_to_acc50_sec": 0, "acc_per_sec": 7.424654535728828, "mobile_acc_per_sec": 10694.11339897856 }, "started": "2026-08-19T03:50:49.631340176+10:00", "ended": "2026-08-19T03:50:53.001513864+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": 4792, "total_correct": 1214, "total_train": 212, "infer_ms": 355.239802, "train_ms": 1804.422642, "blocked_train": 1804422642, "duration": 4143831964, "avg_accuracy": 24.324324324324323, "soft_acc": 24.988716108108108, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1156.4175482092496, "availability": 16.448857690095572, "score": 47.53290526761543, "zero_downtime": 4.110358351204692, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 40767832, "heap_mib": 38.879234313964844, "mobile_score": 132558.14806887, "mobile_throughput": 3224977.891040059, "mobile_availability": 45872.01436502568, "mobile_accuracy": 69687.6808025946, "soft_acc_blocks": [ 24.988716108108108 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.030340111568314, "mobile_acc_per_sec": 16817.207214967704 }, "started": "2026-08-19T03:50:59.146189714+10:00", "ended": "2026-08-19T03:51:03.290630841+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": 3432, "total_correct": 875, "total_train": 154, "infer_ms": 253.402684, "train_ms": 1473.200636, "blocked_train": 1473200636, "duration": 3870046274, "avg_accuracy": 34.07534246575342, "soft_acc": 25.015532712328767, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 886.8111017320616, "availability": 14.676369555457592, "score": 32.55813472245436, "zero_downtime": 3.6713720271277537, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 109822464, "heap_mib": 104.73486328125, "mobile_score": 193975.44701552446, "mobile_throughput": 5283459.30573749, "mobile_availability": 87439.14138058807, "mobile_accuracy": 149037.9956213798, "soft_acc_blocks": [ 25.015532712328767 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.515233668, "time_to_acc50_sec": 0, "acc_per_sec": 6.463884651816638, "mobile_acc_per_sec": 38510.649503768655 }, "started": "2026-08-19T03:51:08.956394381+10:00", "ended": "2026-08-19T03:51:12.827075547+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": 3208, "total_correct": 816, "total_train": 155, "infer_ms": 361.460018, "train_ms": 1840.0323, "blocked_train": 1840032300, "duration": 3247694581, "avg_accuracy": 26.785714285714285, "soft_acc": 25.006396476190474, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 987.7776127003366, "availability": 16.418863470229013, "score": 40.5558383285968, "zero_downtime": 4.105766096249873, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 41009224, "heap_mib": 39.10944366455078, "mobile_score": 212629.3936562336, "mobile_throughput": 5178799.49007434, "mobile_availability": 86082.1309107943, "mobile_accuracy": 131105.5359570895, "soft_acc_blocks": [ 25.006396476190474 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115854306, "time_to_acc50_sec": 0, "acc_per_sec": 7.699737722409456, "mobile_acc_per_sec": 40368.800910066086 }, "started": "2026-08-19T03:51:18.280638774+10:00", "ended": "2026-08-19T03:51:21.529197985+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": 4192, "total_correct": 1017, "total_train": 199, "infer_ms": 319.634652, "train_ms": 1849.885624, "blocked_train": 1849885624, "duration": 3336739861, "avg_accuracy": 21.296296296296298, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1256.3160973369029, "availability": 14.732964496156661, "score": 46.273151145036714, "zero_downtime": 3.6832411240391654, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40561008, "heap_mib": 38.68199157714844, "mobile_score": 275687.02122192056, "mobile_throughput": 7484902.886824661, "mobile_availability": 87776.32374728391, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.4923431377439345, "mobile_acc_per_sec": 44638.0181704715 }, "started": "2026-08-19T03:51:27.84214881+10:00", "ended": "2026-08-19T03:51:31.203574787+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": 5704, "total_correct": 1334, "total_train": 213, "infer_ms": 432.113991, "train_ms": 1756.989113, "blocked_train": 1756989113, "duration": 3423902956, "avg_accuracy": 16.071428571428573, "soft_acc": 24.921126885714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1665.9350668816094, "availability": 19.739316536093128, "score": 81.95167937574242, "zero_downtime": 4.919260120332551, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 45636536, "heap_mib": 43.52239227294922, "mobile_score": 976506.4108306646, "mobile_throughput": 19850676.46239148, "mobile_availability": 235206.51791079986, "mobile_accuracy": 296951.085742213, "soft_acc_blocks": [ 24.921126885714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.278572788414709, "mobile_acc_per_sec": 86728.82659300843 }, "started": "2026-08-19T03:51:36.784522228+10:00", "ended": "2026-08-19T03:51:40.209180388+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": 3784, "total_correct": 856, "total_train": 166, "infer_ms": 461.718335, "train_ms": 1818.461775, "blocked_train": 1818461775, "duration": 3534863123, "avg_accuracy": 18.75, "soft_acc": 24.99286168181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1070.4799219463298, "availability": 20.249204568318067, "score": 54.17544403400677, "zero_downtime": 5.060855689428142, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 40758000, "heap_mib": 38.86985778808594, "mobile_score": 507205.98574466683, "mobile_throughput": 10022138.88066781, "mobile_availability": 189578.83865561328, "mobile_accuracy": 233990.31188280517, "soft_acc_blocks": [ 24.99286168181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.070390227898558, "mobile_acc_per_sec": 66195.01342507999 }, "started": "2026-08-19T03:51:45.844304904+10:00", "ended": "2026-08-19T03:51:49.412466549+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": 5280, "total_correct": 1403, "total_train": 183, "infer_ms": 343.343456, "train_ms": 1643.704429, "blocked_train": 1643704429, "duration": 3671852960, "avg_accuracy": 23.75, "soft_acc": 24.9801769, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1437.9660780316215, "availability": 17.279073070752897, "score": 62.06754843555308, "zero_downtime": 4.316343019754336, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 77721600, "heap_mib": 74.12109375, "mobile_score": 739574.3371404376, "mobile_throughput": 17134280.889069155, "mobile_availability": 205891.15141179308, "mobile_accuracy": 297654.70423970907, "soft_acc_blocks": [ 24.9801769 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.803152841937331, "mobile_acc_per_sec": 81063.89539076453 }, "started": "2026-08-19T03:51:55.014993449+10:00", "ended": "2026-08-19T03:51:58.687370625+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": 5768, "total_correct": 1605, "total_train": 182, "infer_ms": 435.092543, "train_ms": 1770.107891, "blocked_train": 1770107891, "duration": 3528910559, "avg_accuracy": 29.51388888888889, "soft_acc": 25.095624555555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1634.4987790323876, "availability": 19.73029463860517, "score": 80.93123723370348, "zero_downtime": 4.95144066620926, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 40557656, "heap_mib": 38.678794860839844, "mobile_score": 1928694.386671997, "mobile_throughput": 38952186.17551511, "mobile_availability": 470198.0325220467, "mobile_accuracy": 598060.6730446869, "soft_acc_blocks": [ 25.095624555555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112499104, "time_to_acc50_sec": 0, "acc_per_sec": 7.111436840345139, "mobile_acc_per_sec": 169474.59082503963 }, "started": "2026-08-19T03:52:04.105448347+10:00", "ended": "2026-08-19T03:52:07.635145881+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": 2864, "total_correct": 731, "total_train": 144, "infer_ms": 501.530106, "train_ms": 1619.307722, "blocked_train": 1619307722, "duration": 3482917894, "avg_accuracy": 34.166666666666664, "soft_acc": 25.001358266666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 822.2990283330521, "availability": 23.64773484227008, "score": 48.616414676412006, "zero_downtime": 5.912254909867304, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 83819880, "heap_mib": 79.9368667602539, "mobile_score": 18102.984955871234, "mobile_throughput": 306194.2563683801, "mobile_availability": 8805.55653763075, "mobile_accuracy": 9309.59667820606, "soft_acc_blocks": [ 25.001358266666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.350233209, "time_to_acc50_sec": 0, "acc_per_sec": 7.17827954248831, "mobile_acc_per_sec": 2672.9302732756473 }, "started": "2026-08-19T03:52:15.054035001+10:00", "ended": "2026-08-19T03:52:18.5379319+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": 3080, "total_correct": 787, "total_train": 159, "infer_ms": 422.910631, "train_ms": 1835.354228, "blocked_train": 1835354228, "duration": 3608953940, "avg_accuracy": 23.214285714285715, "soft_acc": 24.967038523809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 853.4328925239761, "availability": 18.72723783105195, "score": 39.90342139381931, "zero_downtime": 4.675636683724171, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 43712528, "heap_mib": 41.68751525878906, "mobile_score": 14733.017602621645, "mobile_throughput": 315101.8481377538, "mobile_availability": 6914.412723920116, "mobile_accuracy": 9218.252601106371, "soft_acc_blocks": [ 24.967038523809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.9180817873806175, "mobile_acc_per_sec": 2554.272721226908 }, "started": "2026-08-19T03:52:24.13939754+10:00", "ended": "2026-08-19T03:52:27.748930123+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": 3512, "total_correct": 878, "total_train": 167, "infer_ms": 415.758605, "train_ms": 1792.142422, "blocked_train": 1792142422, "duration": 3458194453, "avg_accuracy": 14.204545454545455, "soft_acc": 24.986594772727276, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1015.5588552729657, "availability": 18.83049103722347, "score": 47.78304435624049, "zero_downtime": 4.705098489185758, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 40953944, "heap_mib": 39.056724548339844, "mobile_score": 17642.307577073672, "mobile_throughput": 374961.49374179763, "mobile_availability": 6952.535552763253, "mobile_accuracy": 9225.473098734956, "soft_acc_blocks": [ 24.986594772727276 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.225329608360018, "mobile_acc_per_sec": 2667.7138096534204 }, "started": "2026-08-19T03:52:33.499179704+10:00", "ended": "2026-08-19T03:52:36.958381287+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": 2176, "total_correct": 596, "total_train": 117, "infer_ms": 264.01865, "train_ms": 1231.063888, "blocked_train": 1231063888, "duration": 3964291621, "avg_accuracy": 18.181818181818183, "soft_acc": 24.977124636363637, "adapt_pct": 24.977124636363637, "stability": 100, "consistency": 100, "throughput": 548.9000830496673, "availability": 17.65913541824806, "score": 24.210578923374406, "zero_downtime": 4.410744263120053, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 144858856, "heap_mib": 138.1481704711914, "mobile_score": 9015.139206376507, "mobile_throughput": 204390.4309246761, "mobile_availability": 6575.619879376732, "mobile_accuracy": 9300.572955504133, "soft_acc_blocks": [ 24.977124636363637 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.300526556636898, "mobile_acc_per_sec": 2346.0869796349757 }, "started": "2026-08-19T03:52:42.90008258+10:00", "ended": "2026-08-19T03:52:46.86506201+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": 2496, "total_correct": 661, "total_train": 137, "infer_ms": 305.094259, "train_ms": 1858.002481, "blocked_train": 1858002481, "duration": 3757244017, "avg_accuracy": 29.86111111111111, "soft_acc": 25.032812666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 664.3167142476283, "availability": 14.104512912353611, "score": 23.455404206339693, "zero_downtime": 3.5307562948952897, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 41607760, "heap_mib": 39.68025207519531, "mobile_score": 4366.96980132579, "mobile_throughput": 123683.69370719479, "mobile_availability": 2626.003858590927, "mobile_accuracy": 4660.654576484848, "soft_acc_blocks": [ 25.032812666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.110080194, "time_to_acc50_sec": 0, "acc_per_sec": 6.6625464179072145, "mobile_acc_per_sec": 1240.445005806725 }, "started": "2026-08-19T03:52:52.310001738+10:00", "ended": "2026-08-19T03:52:56.067980803+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": 2600, "total_correct": 621, "total_train": 123, "infer_ms": 345.38563, "train_ms": 1804.713538, "blocked_train": 1804713538, "duration": 3827998660, "avg_accuracy": 21.25, "soft_acc": 24.98308145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 679.2060893772622, "availability": 16.063706974096185, "score": 27.257959888607246, "zero_downtime": 4.013208997227781, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 41030024, "heap_mib": 39.12928009033203, "mobile_score": 162397.96902361495, "mobile_throughput": 4046586.388493478, "mobile_availability": 95704.64547766978, "mobile_accuracy": 148844.65690065455, "soft_acc_blocks": [ 24.98308145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.526408097018509, "mobile_acc_per_sec": 38883.152822382275 }, "started": "2026-08-19T03:53:02.136584952+10:00", "ended": "2026-08-19T03:53:05.965403868+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": 1616, "total_correct": 397, "total_train": 88, "infer_ms": 387.037495, "train_ms": 1833.477834, "blocked_train": 1833477834, "duration": 3441121124, "avg_accuracy": 25, "soft_acc": 24.994295636363635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 469.61439070809064, "availability": 17.43007534986488, "score": 20.45886628063736, "zero_downtime": 4.356524562586171, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 39706584, "heap_mib": 37.867149353027344, "mobile_score": 81260.13700411213, "mobile_throughput": 1865251.4369360865, "mobile_availability": 69230.14655325725, "mobile_accuracy": 99274.31265604407, "soft_acc_blocks": [ 24.994295636363635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130736151, "time_to_acc50_sec": 0, "acc_per_sec": 7.263416408693563, "mobile_acc_per_sec": 28849.409561220687 }, "started": "2026-08-19T03:53:11.153599087+10:00", "ended": "2026-08-19T03:53:14.595392604+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": 1368, "total_correct": 376, "total_train": 100, "infer_ms": 301.669271, "train_ms": 1869.897467, "blocked_train": 1869897467, "duration": 3589519069, "avg_accuracy": 26.38888888888889, "soft_acc": 25.006355, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 381.1095508070694, "availability": 13.891779871238752, "score": 13.239089487882733, "zero_downtime": 3.473827790420505, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 42649096, "heap_mib": 40.67334747314453, "mobile_score": 52584.058707750475, "mobile_throughput": 1513720.940708612, "mobile_availability": 55176.465796454715, "mobile_accuracy": 99322.21098666666, "soft_acc_blocks": [ 25.006355 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11449686, "time_to_acc50_sec": 0, "acc_per_sec": 6.966491755388972, "mobile_acc_per_sec": 27670.06082916192 }, "started": "2026-08-19T03:53:20.398099448+10:00", "ended": "2026-08-19T03:53:24.012609078+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": 1512, "total_correct": 417, "total_train": 97, "infer_ms": 318.862854, "train_ms": 1834.256893, "blocked_train": 1834256893, "duration": 3611733707, "avg_accuracy": 31.944444444444443, "soft_acc": 25.03058088888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 418.6355148690922, "availability": 14.809341396096537, "score": 15.51824993397725, "zero_downtime": 3.7068641772616506, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 50433288, "heap_mib": 48.09693145751953, "mobile_score": 56500.2237596185, "mobile_throughput": 1524205.394581157, "mobile_availability": 53919.16654081015, "mobile_accuracy": 91133.56384079013, "soft_acc_blocks": [ 25.03058088888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.155455167, "time_to_acc50_sec": 0, "acc_per_sec": 6.930350607071732, "mobile_acc_per_sec": 25232.636521391836 }, "started": "2026-08-19T03:53:29.722814297+10:00", "ended": "2026-08-19T03:53:33.335393103+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": 1376, "total_correct": 331, "total_train": 109, "infer_ms": 272.664233, "train_ms": 1875.200184, "blocked_train": 1875200184, "duration": 3657750207, "avg_accuracy": 23.75, "soft_acc": 25.0068465, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 376.18752570000197, "availability": 12.694666890605692, "score": 11.942207915554475, "zero_downtime": 3.1745358630200884, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 40997304, "heap_mib": 39.09807586669922, "mobile_score": 56919.60276027477, "mobile_throughput": 1793005.504310933, "mobile_availability": 60506.0137703807, "mobile_accuracy": 119188.9957981091, "soft_acc_blocks": [ 25.0068465 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.836674208135723, "mobile_acc_per_sec": 32585.329520318744 }, "started": "2026-08-19T03:53:38.783297606+10:00", "ended": "2026-08-19T03:53:42.534417128+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": 1520, "total_correct": 367, "total_train": 88, "infer_ms": 285.821422, "train_ms": 1430.304031, "blocked_train": 1430304031, "duration": 3925292568, "avg_accuracy": 45.833333333333336, "soft_acc": 25.032667444444442, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 387.2322823504757, "availability": 16.65504240965302, "score": 16.144493656229887, "zero_downtime": 4.1692013791396265, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 111341080, "heap_mib": 106.1831283569336, "mobile_score": 69380.03516424143, "mobile_throughput": 1664108.5151554607, "mobile_availability": 71574.08913829642, "mobile_accuracy": 107576.45204190891, "soft_acc_blocks": [ 25.032667444444442 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.535865659, "time_to_acc50_sec": 0, "acc_per_sec": 6.377274307784653, "mobile_acc_per_sec": 27405.970428522953 }, "started": "2026-08-19T03:53:49.216687565+10:00", "ended": "2026-08-19T03:53:53.143564971+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": 2080, "total_correct": 512, "total_train": 106, "infer_ms": 399.0702, "train_ms": 1804.376253, "blocked_train": 1804376253, "duration": 3580125416, "avg_accuracy": 15.625, "soft_acc": 24.995521666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 580.985233283794, "availability": 18.11118211911456, "score": 26.301111171462082, "zero_downtime": 4.526984450672739, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 40164488, "heap_mib": 38.30384063720703, "mobile_score": 208929.65111914414, "mobile_throughput": 4615205.848301421, "mobile_availability": 143870.8401646414, "mobile_accuracy": 198558.36459959595, "soft_acc_blocks": [ 24.995521666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.981744705076182, "mobile_acc_per_sec": 55461.28739295426 }, "started": "2026-08-19T03:53:59.065465873+10:00", "ended": "2026-08-19T03:54:02.646261599+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": 2464, "total_correct": 646, "total_train": 140, "infer_ms": 408.232896, "train_ms": 1740.442143, "blocked_train": 1740442143, "duration": 3385859003, "avg_accuracy": 30.5, "soft_acc": 24.99900188, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 727.7326072399359, "availability": 18.999285075233754, "score": 34.564618118173364, "zero_downtime": 4.749631633144246, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 66082320, "heap_mib": 63.02101135253906, "mobile_score": 232330.9551787292, "mobile_throughput": 4891557.34852066, "mobile_availability": 127706.37401954044, "mobile_accuracy": 168034.31663668514, "soft_acc_blocks": [ 24.99900188 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.228102123, "time_to_acc50_sec": 0, "acc_per_sec": 7.383355850863823, "mobile_acc_per_sec": 49628.267594072975 }, "started": "2026-08-19T03:54:07.992322337+10:00", "ended": "2026-08-19T03:54:11.378771181+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": 20728, "total_correct": 6178, "total_train": 375, "infer_ms": 558.981361, "train_ms": 1614.659974, "blocked_train": 1614659974, "duration": 3445355638, "avg_accuracy": 29.958677685950413, "soft_acc": 25.254331024793387, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6016.214921729365, "availability": 25.71635678799787, "score": 390.72270934333625, "zero_downtime": 6.494493870757907, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40980648, "heap_mib": 39.082191467285156, "mobile_score": 533466.7391567684, "mobile_throughput": 8214138.773134493, "mobile_availability": 35111.399134546424, "mobile_accuracy": 34480.57995918457, "soft_acc_blocks": [ 25.254331024793387 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117166835, "time_to_acc50_sec": 0, "acc_per_sec": 7.329963486571538, "mobile_acc_per_sec": 10007.84348033234 }, "started": "2026-08-19T03:54:17.096483487+10:00", "ended": "2026-08-19T03:54:20.542241936+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": 27528, "total_correct": 7846, "total_train": 444, "infer_ms": 513.628118, "train_ms": 1534.098212, "blocked_train": 1534098212, "duration": 3680614912, "avg_accuracy": 26.40449438202247, "soft_acc": 25.065792078651683, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7479.1850433061545, "availability": 25.082849718497293, "score": 470.23244076721676, "zero_downtime": 6.2872149578392005, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 40631952, "heap_mib": 38.74964904785156, "mobile_score": 1284048.0515883465, "mobile_throughput": 20423161.291588005, "mobile_availability": 68492.90163130994, "mobile_accuracy": 68446.32290277153, "soft_acc_blocks": [ 25.065792078651683 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131972611, "time_to_acc50_sec": 0, "acc_per_sec": 6.81021858519593, "mobile_acc_per_sec": 18596.436883308354 }, "started": "2026-08-19T03:54:26.320890784+10:00", "ended": "2026-08-19T03:54:30.002078506+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": 10352, "total_correct": 3300, "total_train": 279, "infer_ms": 327.502839, "train_ms": 1463.527558, "blocked_train": 1463527558, "duration": 3807824685, "avg_accuracy": 18.91891891891892, "soft_acc": 24.89820645945946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2718.6125560820037, "availability": 18.28572198152369, "score": 123.77344949455126, "zero_downtime": 4.552816811562529, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 86362712, "heap_mib": 82.36190032958984, "mobile_score": 675968.0655062426, "mobile_throughput": 14847249.372949183, "mobile_availability": 99864.42298176138, "mobile_accuracy": 135977.40487726126, "soft_acc_blocks": [ 24.89820645945946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.538695585839309, "mobile_acc_per_sec": 35709.99615946375 }, "started": "2026-08-19T03:54:36.537002001+10:00", "ended": "2026-08-19T03:54:40.345282465+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": 21856, "total_correct": 6735, "total_train": 381, "infer_ms": 595.479756, "train_ms": 1609.102077, "blocked_train": 1609102077, "duration": 3431383638, "avg_accuracy": 24.353448275862068, "soft_acc": 24.85087749137931, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6369.442273362032, "availability": 27.011007125540434, "score": 427.5470476241565, "zero_downtime": 6.71247228995579, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41055728, "heap_mib": 39.15379333496094, "mobile_score": 2334976.94275806, "mobile_throughput": 34785647.402254514, "mobile_availability": 147516.11358161815, "mobile_accuracy": 135718.9256062529, "soft_acc_blocks": [ 24.85087749137931 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 7.24223232173007, "mobile_acc_per_sec": 39552.24478640849 }, "started": "2026-08-19T03:54:46.256242736+10:00", "ended": "2026-08-19T03:54:49.688026008+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": 18320, "total_correct": 4309, "total_train": 365, "infer_ms": 563.985391, "train_ms": 1623.275845, "blocked_train": 1623275845, "duration": 3796031945, "avg_accuracy": 26.136363636363637, "soft_acc": 24.824544494949492, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4826.092157662282, "availability": 25.785003716858267, "score": 308.9186281426685, "zero_downtime": 6.4010097207158605, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40624168, "heap_mib": 38.742225646972656, "mobile_score": 3374215.2023263206, "mobile_throughput": 52713795.94075922, "mobile_availability": 281641.0005980039, "mobile_accuracy": 271150.2246701683, "soft_acc_blocks": [ 24.824544494949492 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115389575, "time_to_acc50_sec": 0, "acc_per_sec": 6.539603684749679, "mobile_acc_per_sec": 71429.91118062583 }, "started": "2026-08-19T03:54:55.838731361+10:00", "ended": "2026-08-19T03:54:59.635350804+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": 14952, "total_correct": 4138, "total_train": 356, "infer_ms": 393.166484, "train_ms": 1610.496456, "blocked_train": 1610496456, "duration": 3844078918, "avg_accuracy": 24.36868686868687, "soft_acc": 24.593922343434343, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3889.6183764560265, "availability": 19.622386388001967, "score": 187.70965606470992, "zero_downtime": 4.825914470193835, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40613864, "heap_mib": 38.732398986816406, "mobile_score": 2050290.0033094715, "mobile_throughput": 42485004.98657036, "mobile_availability": 214328.78572068282, "mobile_accuracy": 268631.21578321885, "soft_acc_blocks": [ 24.593922343434343 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.3978713413693615, "mobile_acc_per_sec": 69881.81603799708 }, "started": "2026-08-19T03:55:05.541407525+10:00", "ended": "2026-08-19T03:55:09.405169332+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": 13600, "total_correct": 3985, "total_train": 343, "infer_ms": 471.982271, "train_ms": 1668.441812, "blocked_train": 1668441812, "duration": 3712613329, "avg_accuracy": 26.644736842105264, "soft_acc": 25.09756582894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3663.1878396189427, "availability": 22.05087649445963, "score": 202.72935921244084, "zero_downtime": 5.534233244056887, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42488920, "heap_mib": 40.520591735839844, "mobile_score": 276793.15177805256, "mobile_throughput": 5001472.463693063, "mobile_availability": 30106.796707102214, "mobile_accuracy": 34266.543211789474, "soft_acc_blocks": [ 25.09756582894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126956467, "time_to_acc50_sec": 0, "acc_per_sec": 6.760080731517347, "mobile_acc_per_sec": 9229.763558765017 }, "started": "2026-08-19T03:55:15.058646272+10:00", "ended": "2026-08-19T03:55:18.771846317+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": 11512, "total_correct": 3207, "total_train": 304, "infer_ms": 419.611292, "train_ms": 1264.754352, "blocked_train": 1264754352, "duration": 3960333901, "avg_accuracy": 27.916666666666668, "soft_acc": 25.19516378333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2906.8256080865235, "availability": 24.91212602766671, "score": 182.45129727796888, "zero_downtime": 6.276650954581039, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 119855296, "heap_mib": 114.30291748046875, "mobile_score": 498213.67576704035, "mobile_throughput": 7937571.793814934, "mobile_availability": 68026.71213954856, "mobile_accuracy": 68799.59390435556, "soft_acc_blocks": [ 25.19516378333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.583317001, "time_to_acc50_sec": 0, "acc_per_sec": 6.361878673152143, "mobile_acc_per_sec": 17372.170030154117 }, "started": "2026-08-19T03:55:25.959510062+10:00", "ended": "2026-08-19T03:55:29.920539377+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": 12376, "total_correct": 3480, "total_train": 346, "infer_ms": 461.252108, "train_ms": 1679.208187, "blocked_train": 1679208187, "duration": 3767938431, "avg_accuracy": 18.406593406593405, "soft_acc": 24.62587435164835, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3284.5547310908273, "availability": 21.54920178045162, "score": 174.3007877934176, "zero_downtime": 5.306679354237185, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 43527096, "heap_mib": 41.51067352294922, "mobile_score": 951914.7024024514, "mobile_throughput": 17938048.23806404, "mobile_availability": 117687.37399030646, "mobile_accuracy": 134490.10845913552, "soft_acc_blocks": [ 24.62587435164835 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.535636078616261, "mobile_acc_per_sec": 35693.28717068294 }, "started": "2026-08-19T03:55:35.505239401+10:00", "ended": "2026-08-19T03:55:39.273617102+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": 24640, "total_correct": 7852, "total_train": 454, "infer_ms": 549.63694, "train_ms": 1624.432896, "blocked_train": 1624432896, "duration": 3503810407, "avg_accuracy": 34.42307692307692, "soft_acc": 25.621187453846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7032.343973513404, "availability": 25.28147582467999, "score": 455.5140550192761, "zero_downtime": 6.477414312140058, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 43383520, "heap_mib": 41.373748779296875, "mobile_score": 4975428.184957213, "mobile_throughput": 76811949.10802908, "mobile_availability": 276141.1332743713, "mobile_accuracy": 279851.6901625436, "soft_acc_blocks": [ 25.621187453846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113281122, "time_to_acc50_sec": 0, "acc_per_sec": 7.312378376027283, "mobile_acc_per_sec": 79870.67154188734 }, "started": "2026-08-19T03:55:45.055094788+10:00", "ended": "2026-08-19T03:55:48.559314985+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": 9520, "total_correct": 2949, "total_train": 276, "infer_ms": 360.713776, "train_ms": 1298.799649, "blocked_train": 1298799649, "duration": 3931327581, "avg_accuracy": 29.761904761904763, "soft_acc": 25.23770136190476, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2421.5738332287297, "availability": 21.736116777723566, "score": 132.84018471914223, "zero_downtime": 5.48569624003675, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 133745904, "heap_mib": 127.55003356933594, "mobile_score": 179501.32671657123, "mobile_throughput": 3272170.3656593408, "mobile_availability": 29371.095858657558, "mobile_accuracy": 34102.63910214001, "soft_acc_blocks": [ 25.23770136190476 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.61258598, "time_to_acc50_sec": 0, "acc_per_sec": 6.4196383643728625, "mobile_acc_per_sec": 8674.585976237937 }, "started": "2026-08-19T03:55:55.125930477+10:00", "ended": "2026-08-19T03:55:59.058055139+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": 15072, "total_correct": 4346, "total_train": 342, "infer_ms": 739.698622, "train_ms": 1683.78309, "blocked_train": 1683783090, "duration": 3962442537, "avg_accuracy": 22.993827160493826, "soft_acc": 25.067070555555553, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3803.714466332966, "availability": 30.52214581762027, "score": 291.0224915424249, "zero_downtime": 7.651007827172422, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 40200680, "heap_mib": 38.338356018066406, "mobile_score": 778467.3471724228, "mobile_throughput": 10174703.316963153, "mobile_availability": 81644.87135932906, "mobile_accuracy": 67052.87901750566, "soft_acc_blocks": [ 25.067070555555553 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.326166328341016, "mobile_acc_per_sec": 16922.107612006403 }, "started": "2026-08-19T03:56:04.976826379+10:00", "ended": "2026-08-19T03:56:08.939686101+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": 14432, "total_correct": 4060, "total_train": 362, "infer_ms": 560.17406, "train_ms": 1650.248819, "blocked_train": 1650248819, "duration": 3602236039, "avg_accuracy": 27.808988764044944, "soft_acc": 24.90897197752809, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4006.400425666276, "availability": 25.342393318577304, "score": 252.90521477429493, "zero_downtime": 6.312529650159372, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 44024008, "heap_mib": 41.98456573486328, "mobile_score": 1325951.6924358555, "mobile_throughput": 21005076.663717207, "mobile_availability": 132867.12708210258, "mobile_accuracy": 130594.75100154248, "soft_acc_blocks": [ 24.90897197752809 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124955104, "time_to_acc50_sec": 0, "acc_per_sec": 6.914863908930008, "mobile_acc_per_sec": 36253.80169085096 }, "started": "2026-08-19T03:56:14.904535402+10:00", "ended": "2026-08-19T03:56:18.507192168+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": 21272, "total_correct": 6045, "total_train": 456, "infer_ms": 493.4962, "train_ms": 1629.556928, "blocked_train": 1629556928, "duration": 3555263805, "avg_accuracy": 26.488095238095237, "soft_acc": 25.078473063492062, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5983.240953901591, "availability": 23.244646753842325, "score": 348.7871962439491, "zero_downtime": 5.82940247486623, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 45873200, "heap_mib": 43.74809265136719, "mobile_score": 3516633.4912374537, "mobile_throughput": 60325796.79306071, "mobile_availability": 234363.2568707401, "mobile_accuracy": 252852.74010600243, "soft_acc_blocks": [ 25.078473063492062 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12603198, "time_to_acc50_sec": 0, "acc_per_sec": 7.053899355716604, "mobile_acc_per_sec": 71120.66895019129 }, "started": "2026-08-19T03:56:24.033148248+10:00", "ended": "2026-08-19T03:56:27.589075592+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": 23760, "total_correct": 5455, "total_train": 380, "infer_ms": 533.037598, "train_ms": 1638.404212, "blocked_train": 1638404212, "duration": 3804328191, "avg_accuracy": 24.311023622047244, "soft_acc": 24.643377582677164, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6245.517948795707, "availability": 24.547634458599656, "score": 377.8142547602682, "zero_downtime": 6.0493662472480825, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43776600, "heap_mib": 41.748619079589844, "mobile_score": 8253478.3333229795, "mobile_throughput": 136435421.43075848, "mobile_availability": 536251.257292929, "mobile_accuracy": 538342.7977527769, "soft_acc_blocks": [ 24.643377582677164 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.477721254695285, "mobile_acc_per_sec": 141507.98004923674 }, "started": "2026-08-19T03:56:33.204319167+10:00", "ended": "2026-08-19T03:56:37.00906246+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": 11008, "total_correct": 2801, "total_train": 340, "infer_ms": 511.700114, "train_ms": 1461.700897, "blocked_train": 1461700897, "duration": 3816187373, "avg_accuracy": 18.85593220338983, "soft_acc": 24.928227677966103, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2884.5543795577146, "availability": 25.92985972682265, "score": 186.45339718184144, "zero_downtime": 6.463854469279589, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 75426048, "heap_mib": 71.931884765625, "mobile_score": 3491259.9536311887, "mobile_throughput": 54012044.51962697, "mobile_availability": 485525.5105877283, "mobile_accuracy": 466770.37974376755, "soft_acc_blocks": [ 24.928227677966103 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.532233677606192, "mobile_acc_per_sec": 122313.27608445697 }, "started": "2026-08-19T03:56:43.302108279+10:00", "ended": "2026-08-19T03:56:47.118832786+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": 19968, "total_correct": 5006, "total_train": 317, "infer_ms": 501.909216, "train_ms": 1645.450662, "blocked_train": 1645450662, "duration": 3516607716, "avg_accuracy": 25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5678.199450325042, "availability": 23.37331628210667, "score": 331.79587916332866, "zero_downtime": 5.843329070526668, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 40983944, "heap_mib": 39.08533477783203, "mobile_score": 7248191.578949302, "mobile_throughput": 124042159.72550064, "mobile_availability": 510597.8852880476, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134879047, "time_to_acc50_sec": 0, "acc_per_sec": 7.109123911164164, "mobile_acc_per_sec": 155301.18154735156 }, "started": "2026-08-19T03:56:53.19716855+10:00", "ended": "2026-08-19T03:56:56.714542461+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": 22992, "total_correct": 6003, "total_train": 415, "infer_ms": 627.203076, "train_ms": 1568.019478, "blocked_train": 1568019478, "duration": 3668736170, "avg_accuracy": 28.741496598639454, "soft_acc": 25.33227531972789, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6267.008292395144, "availability": 28.57127514734891, "score": 453.5906485449377, "zero_downtime": 7.237754082683417, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 40862480, "heap_mib": 38.96949768066406, "mobile_score": 19817677.828694027, "mobile_throughput": 273809770.3002721, "mobile_availability": 1248298.0587044389, "mobile_accuracy": 1106783.9969024581, "soft_acc_blocks": [ 25.33227531972789 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126056115, "time_to_acc50_sec": 0, "acc_per_sec": 6.904905162403077, "mobile_acc_per_sec": 301679.9098154987 }, "started": "2026-08-19T03:57:02.782983708+10:00", "ended": "2026-08-19T03:57:06.452390137+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": 13432, "total_correct": 3201, "total_train": 349, "infer_ms": 465.558814, "train_ms": 1637.279044, "blocked_train": 1637279044, "duration": 3735718888, "avg_accuracy": 26.121794871794872, "soft_acc": 24.978939564102564, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3595.5596239178262, "availability": 22.13954881156605, "score": 198.84251985985716, "zero_downtime": 5.530224517406071, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 40620456, "heap_mib": 38.738685607910156, "mobile_score": 6515671.6907677995, "mobile_throughput": 117819297.75653933, "mobile_availability": 725468.7354573964, "mobile_accuracy": 818509.8916365128, "soft_acc_blocks": [ 24.978939564102564 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.188193767, "time_to_acc50_sec": 0, "acc_per_sec": 6.68651478148978, "mobile_acc_per_sec": 219103.71635985712 }, "started": "2026-08-19T03:57:12.293066121+10:00", "ended": "2026-08-19T03:57:16.029445059+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": 22296, "total_correct": 5048, "total_train": 387, "infer_ms": 499.689433, "train_ms": 1642.315921, "blocked_train": 1642315921, "duration": 3763737006, "avg_accuracy": 25.885826771653544, "soft_acc": 25.29528818897638, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5923.899561647533, "availability": 23.328113165864664, "score": 349.5641862557959, "zero_downtime": 5.900913454356008, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 40792920, "heap_mib": 38.903160095214844, "mobile_score": 15272692.34030656, "mobile_throughput": 258819121.11475515, "mobile_availability": 1019220.8162920711, "mobile_accuracy": 1105168.0045018373, "soft_acc_blocks": [ 25.29528818897638 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112113673, "time_to_acc50_sec": 0, "acc_per_sec": 6.72079057294695, "mobile_acc_per_sec": 293635.8206591009 }, "started": "2026-08-19T03:57:21.884156008+10:00", "ended": "2026-08-19T03:57:25.648451033+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": 21656, "total_correct": 4388, "total_train": 381, "infer_ms": 487.502086, "train_ms": 1642.090357, "blocked_train": 1642090357, "duration": 3681287855, "avg_accuracy": 30.72289156626506, "soft_acc": 25.51873814457831, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5882.7238871272675, "availability": 22.89180202542633, "score": 343.65102339559195, "zero_downtime": 5.841699015443819, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 41083216, "heap_mib": 39.18000793457031, "mobile_score": 30028684.625671353, "mobile_throughput": 514040256.88903016, "mobile_availability": 2000316.1833844532, "mobile_accuracy": 2229861.3640574454, "soft_acc_blocks": [ 25.51873814457831 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130997259, "time_to_acc50_sec": 0, "acc_per_sec": 6.932013781513511, "mobile_acc_per_sec": 605728.6069136927 }, "started": "2026-08-19T03:57:32.315082121+10:00", "ended": "2026-08-19T03:57:35.997137265+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": 14768, "total_correct": 4969, "total_train": 315, "infer_ms": 587.510177, "train_ms": 1544.485169, "blocked_train": 1544485169, "duration": 3579060732, "avg_accuracy": 28.49264705882353, "soft_acc": 25.346621808823528, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4126.222242601499, "availability": 27.556822677979707, "score": 288.20521986978247, "zero_downtime": 6.984723626715632, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 69818056, "heap_mib": 66.58368682861328, "mobile_score": 393496.19352887635, "mobile_throughput": 5633668.768565246, "mobile_availability": 37624.24856300162, "mobile_accuracy": 34606.58764298039, "soft_acc_blocks": [ 25.346621808823528 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.222522994, "time_to_acc50_sec": 0, "acc_per_sec": 7.0819200082865565, "mobile_acc_per_sec": 9669.181451313912 }, "started": "2026-08-19T03:57:41.950362393+10:00", "ended": "2026-08-19T03:57:45.658836541+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": 12512, "total_correct": 3476, "total_train": 294, "infer_ms": 427.548951, "train_ms": 1428.974108, "blocked_train": 1428974108, "duration": 4147506094, "avg_accuracy": 23.943661971830984, "soft_acc": 24.806708492957746, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3016.7526500082827, "availability": 23.029552416671603, "score": 172.34327583288353, "zero_downtime": 5.7128739352366305, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 68288920, "heap_mib": 65.1253890991211, "mobile_score": 232880.18402028567, "mobile_throughput": 4076410.34373078, "mobile_availability": 31118.860766577116, "mobile_accuracy": 33520.256655556266, "soft_acc_blocks": [ 24.806708492957746 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.981114416888847, "mobile_acc_per_sec": 8082.027101551082 }, "started": "2026-08-19T03:57:51.668269092+10:00", "ended": "2026-08-19T03:57:55.8162256+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": 7928, "total_correct": 2351, "total_train": 263, "infer_ms": 340.284546, "train_ms": 1691.605063, "blocked_train": 1691605063, "duration": 3779391625, "avg_accuracy": 25, "soft_acc": 25.062978326086956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2097.692112020807, "availability": 16.74719652547817, "score": 88.04740089435133, "zero_downtime": 4.197346235407782, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 45914520, "heap_mib": 43.787498474121094, "mobile_score": 118974.73123736512, "mobile_throughput": 2834522.685637023, "mobile_availability": 22629.778793685306, "mobile_accuracy": 33866.54324903989, "soft_acc_blocks": [ 25.062978326086956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.15225189, "time_to_acc50_sec": 0, "acc_per_sec": 6.631484856001647, "mobile_acc_per_sec": 8960.845186039669 }, "started": "2026-08-19T03:58:01.314267107+10:00", "ended": "2026-08-19T03:58:05.094075032+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": 12152, "total_correct": 3468, "total_train": 316, "infer_ms": 428.358054, "train_ms": 1682.78009, "blocked_train": 1682780090, "duration": 3782570023, "avg_accuracy": 29.794520547945204, "soft_acc": 25.266585575342468, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3212.630546456377, "availability": 20.290384843712054, "score": 164.70152704334885, "zero_downtime": 5.126687450102825, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40661392, "heap_mib": 38.77772521972656, "mobile_score": 224872.48492318564, "mobile_throughput": 4386311.572761773, "mobile_availability": 27703.138773281524, "mobile_accuracy": 34497.31150553425, "soft_acc_blocks": [ 25.266585575342468 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126430365, "time_to_acc50_sec": 0, "acc_per_sec": 6.679740341013766, "mobile_acc_per_sec": 9120.072145597462 }, "started": "2026-08-19T03:58:10.714057259+10:00", "ended": "2026-08-19T03:58:14.497217228+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": 11112, "total_correct": 3122, "total_train": 238, "infer_ms": 405.175987, "train_ms": 1202.304888, "blocked_train": 1202304888, "duration": 4145953048, "avg_accuracy": 16.071428571428573, "soft_acc": 24.616318642857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2680.2040137334425, "availability": 25.20564899411323, "score": 166.29869542605857, "zero_downtime": 6.20470287239103, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 145438016, "heap_mib": 138.70050048828125, "mobile_score": 113526.57607752265, "mobile_throughput": 1829685.94004203, "mobile_availability": 17207.0563799813, "mobile_accuracy": 16804.740193523812, "soft_acc_blocks": [ 24.616318642857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.937433048049594, "mobile_acc_per_sec": 4053.2876274685227 }, "started": "2026-08-19T03:58:21.235844645+10:00", "ended": "2026-08-19T03:58:25.382299774+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": 12944, "total_correct": 3563, "total_train": 313, "infer_ms": 525.649179, "train_ms": 1616.966051, "blocked_train": 1616966051, "duration": 3635023370, "avg_accuracy": 23.507462686567163, "soft_acc": 25.082059641791044, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3560.9124570772706, "availability": 24.5330646230868, "score": 219.11711238033277, "zero_downtime": 6.15339790072177, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43783808, "heap_mib": 41.7554931640625, "mobile_score": 4786686.358985829, "mobile_throughput": 77789319.595672, "mobile_availability": 535932.9743795389, "mobile_accuracy": 547925.9535614726, "soft_acc_blocks": [ 25.082059641791044 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.900109597312175, "mobile_acc_per_sec": 150735.19418981692 }, "started": "2026-08-19T03:58:31.232593794+10:00", "ended": "2026-08-19T03:58:34.868105026+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": 6368, "total_correct": 1617, "total_train": 224, "infer_ms": 406.844809, "train_ms": 1792.876277, "blocked_train": 1792876277, "duration": 3941012097, "avg_accuracy": 22.22222222222222, "soft_acc": 25.23971013888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1615.8285849585404, "availability": 18.495290679774847, "score": 75.42942742727445, "zero_downtime": 4.668157756920104, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39776640, "heap_mib": 37.9339599609375, "mobile_score": 1098520.6568608573, "mobile_throughput": 23532209.365298424, "mobile_availability": 269357.1933310499, "mobile_accuracy": 367579.92081382714, "soft_acc_blocks": [ 25.23971013888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.404372663078606, "mobile_acc_per_sec": 93270.43707722655 }, "started": "2026-08-19T03:58:40.632189979+10:00", "ended": "2026-08-19T03:58:44.573663741+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": 4688, "total_correct": 1291, "total_train": 198, "infer_ms": 297.103191, "train_ms": 1624.912641, "blocked_train": 1624912641, "duration": 3862627893, "avg_accuracy": 21.875, "soft_acc": 24.8734795, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1213.6814960860638, "availability": 15.457895093967155, "score": 46.665038490261715, "zero_downtime": 3.844916367329426, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 75763752, "heap_mib": 72.25394439697266, "mobile_score": 679608.8805550649, "mobile_throughput": 17675517.894999173, "mobile_availability": 225121.91397294033, "mobile_accuracy": 362246.3005582222, "soft_acc_blocks": [ 24.8734795 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.439522570909991, "mobile_acc_per_sec": 93782.34471270158 }, "started": "2026-08-19T03:58:50.862771547+10:00", "ended": "2026-08-19T03:58:54.726026261+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": 6616, "total_correct": 1923, "total_train": 243, "infer_ms": 396.276513, "train_ms": 1753.932919, "blocked_train": 1753932919, "duration": 3629170257, "avg_accuracy": 17.613636363636363, "soft_acc": 25.107031045454548, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1823.0062332399414, "availability": 18.42967048244257, "score": 84.35310694437254, "zero_downtime": 4.627143089601829, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 41161224, "heap_mib": 39.25440216064453, "mobile_score": 1105633.0433412797, "mobile_throughput": 23894507.30032256, "mobile_availability": 241561.37694747126, "mobile_accuracy": 329082.87731898186, "soft_acc_blocks": [ 25.107031045454548 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.918118817111904, "mobile_acc_per_sec": 90677.16695964916 }, "started": "2026-08-19T03:59:01.025453045+10:00", "ended": "2026-08-19T03:59:04.655365071+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": 8128, "total_correct": 1850, "total_train": 220, "infer_ms": 507.335492, "train_ms": 1546.794352, "blocked_train": 1546794352, "duration": 3788841812, "avg_accuracy": 20.25862068965517, "soft_acc": 24.332596689655173, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2145.2465960064737, "availability": 24.69831658801409, "score": 128.92378063162278, "zero_downtime": 6.009741764495671, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 78217016, "heap_mib": 74.59355926513672, "mobile_score": 2253106.369993075, "mobile_throughput": 37490901.57756807, "mobile_availability": 431634.3669098911, "mobile_accuracy": 425242.9484408644, "soft_acc_blocks": [ 24.332596689655173 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.422172763346598, "mobile_acc_per_sec": 112235.60379164871 }, "started": "2026-08-19T03:59:11.38929759+10:00", "ended": "2026-08-19T03:59:15.1786444+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": 8000, "total_correct": 2029, "total_train": 231, "infer_ms": 447.090569, "train_ms": 1519.986703, "blocked_train": 1519986703, "duration": 3870662769, "avg_accuracy": 24.20212765957447, "soft_acc": 24.596068425531914, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2066.829501157196, "availability": 22.728673416343558, "score": 115.54321105878896, "zero_downtime": 5.590360065699543, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 96277304, "heap_mib": 91.81719207763672, "mobile_score": 1781703.501164422, "mobile_throughput": 31870997.22066776, "mobile_availability": 350481.49200317444, "mobile_accuracy": 379277.1624319199, "soft_acc_blocks": [ 24.596068425531914 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.354484979296298, "mobile_acc_per_sec": 97987.65355368522 }, "started": "2026-08-19T03:59:20.948505088+10:00", "ended": "2026-08-19T03:59:24.910499403+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": 10240, "total_correct": 2438, "total_train": 291, "infer_ms": 519.708945, "train_ms": 1556.849244, "blocked_train": 1556849244, "duration": 3790171671, "avg_accuracy": 23.06547619047619, "soft_acc": 24.738773904761906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2701.724588981025, "availability": 25.027420264600156, "score": 167.27665419187005, "zero_downtime": 6.1914769134539975, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 73157584, "heap_mib": 69.76850891113281, "mobile_score": 4872285.692941509, "mobile_throughput": 78693432.29487132, "mobile_availability": 728976.4508714826, "mobile_accuracy": 720569.0162766562, "soft_acc_blocks": [ 24.738773904761906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.527085328099353, "mobile_acc_per_sec": 190115.13958325295 }, "started": "2026-08-19T03:59:30.750891197+10:00", "ended": "2026-08-19T03:59:34.541666772+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": 6920, "total_correct": 1777, "total_train": 245, "infer_ms": 371.013105, "train_ms": 1735.343663, "blocked_train": 1735343663, "duration": 4090115366, "avg_accuracy": 22.446236559139784, "soft_acc": 25.304073677419353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1691.8838176360623, "availability": 17.613972648720825, "score": 75.4081519629817, "zero_downtime": 4.457052616552811, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 41712680, "heap_mib": 39.780311584472656, "mobile_score": 1797072.2352894433, "mobile_throughput": 40319744.68094435, "mobile_availability": 419763.3860023884, "mobile_accuracy": 603028.2809175835, "soft_acc_blocks": [ 25.304073677419353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.186640574435903, "mobile_acc_per_sec": 147435.5187949932 }, "started": "2026-08-19T03:59:40.679743469+10:00", "ended": "2026-08-19T03:59:44.770824405+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": 5304, "total_correct": 1429, "total_train": 208, "infer_ms": 364.472544, "train_ms": 1780.655181, "blocked_train": 1780655181, "duration": 3854667225, "avg_accuracy": 29.807692307692307, "soft_acc": 25.007366435897435, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1375.9942662754759, "availability": 16.990715273143003, "score": 58.46503907329772, "zero_downtime": 4.248930428434862, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44464520, "heap_mib": 42.40467071533203, "mobile_score": 26608.08889380305, "mobile_throughput": 626230.2794071499, "mobile_availability": 7732.663306532638, "mobile_accuracy": 11381.130324603988, "soft_acc_blocks": [ 25.007366435897435 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122833073, "time_to_acc50_sec": 0, "acc_per_sec": 6.487555209359852, "mobile_acc_per_sec": 2952.558459726439 }, "started": "2026-08-19T03:59:50.705920901+10:00", "ended": "2026-08-19T03:59:54.561148281+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": 6704, "total_correct": 1728, "total_train": 221, "infer_ms": 356.238582, "train_ms": 1780.375137, "blocked_train": 1780375137, "duration": 3881961685, "avg_accuracy": 21.634615384615383, "soft_acc": 25.009265346153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1726.961918739288, "availability": 16.673045709297913, "score": 72.01096589705413, "zero_downtime": 4.169806242723833, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 44121792, "heap_mib": 42.07781982421875, "mobile_score": 65545.98140318527, "mobile_throughput": 1571919.1153680275, "mobile_availability": 15176.176716729833, "mobile_accuracy": 22763.98907952137, "soft_acc_blocks": [ 25.009265346153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.442429723814712, "mobile_acc_per_sec": 5864.042699721124 }, "started": "2026-08-19T04:00:00.881653553+10:00", "ended": "2026-08-19T04:00:04.764152008+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": 3776, "total_correct": 1027, "total_train": 126, "infer_ms": 307.648056, "train_ms": 1290.038741, "blocked_train": 1290038741, "duration": 4304066089, "avg_accuracy": 32.21153846153846, "soft_acc": 25.00458, "adapt_pct": 25.00458, "stability": 100, "consistency": 100, "throughput": 877.3099487599434, "availability": 19.25584267064579, "score": 42.241093017579274, "zero_downtime": 4.8148425852557635, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 139551808, "heap_mib": 133.08697509765625, "mobile_score": 76897.56311111321, "mobile_throughput": 1597094.022275879, "mobile_availability": 35054.1918128734, "mobile_accuracy": 45519.44874666667, "soft_acc_blocks": [ 25.00458 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.697315158, "time_to_acc50_sec": 0, "acc_per_sec": 5.809525105551882, "mobile_acc_per_sec": 10575.917703262448 }, "started": "2026-08-19T04:00:10.663299993+10:00", "ended": "2026-08-19T04:00:14.968110351+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": 5136, "total_correct": 1328, "total_train": 198, "infer_ms": 328.827024, "train_ms": 1822.10689, "blocked_train": 1822106890, "duration": 3873758700, "avg_accuracy": 24.56896551724138, "soft_acc": 25.00348548275862, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1325.8440697403275, "availability": 15.28763956250494, "score": 50.679630369841306, "zero_downtime": 3.8224427386673865, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 44304496, "heap_mib": 42.25205993652344, "mobile_score": 92259.45155327555, "mobile_throughput": 2413625.4709583917, "mobile_availability": 27830.298510231216, "mobile_accuracy": 45517.45623883525, "soft_acc_blocks": [ 25.00348548275862 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.454580013659245, "mobile_acc_per_sec": 11750.204327088119 }, "started": "2026-08-19T04:00:21.190887051+10:00", "ended": "2026-08-19T04:00:25.101985175+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": 5624, "total_correct": 1437, "total_train": 178, "infer_ms": 476.494419, "train_ms": 1668.020825, "blocked_train": 1668020825, "duration": 3915950560, "avg_accuracy": 22.5, "soft_acc": 24.99037415, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1436.177478195741, "availability": 22.21921342518561, "score": 79.74611796739464, "zero_downtime": 5.552664568140915, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 48456656, "heap_mib": 46.21186828613281, "mobile_score": 290346.7548395097, "mobile_throughput": 5228962.622835338, "mobile_availability": 80897.68727960912, "mobile_accuracy": 90987.17557191111, "soft_acc_blocks": [ 24.99037415 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.381687860226714, "mobile_acc_per_sec": 23235.016422656554 }, "started": "2026-08-19T04:00:31.076737496+10:00", "ended": "2026-08-19T04:00:35.012649978+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": 4576, "total_correct": 1077, "total_train": 194, "infer_ms": 409.003956, "train_ms": 1804.324841, "blocked_train": 1804324841, "duration": 3813078346, "avg_accuracy": 25.462962962962962, "soft_acc": 25.00524674074074, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1200.0802461350738, "availability": 18.479132271462515, "score": 55.4527394157135, "zero_downtime": 4.620752620027051, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44057296, "heap_mib": 42.01631164550781, "mobile_score": 201897.26279712224, "mobile_throughput": 4369358.833928233, "mobile_availability": 67280.46736347597, "mobile_accuracy": 91041.32502228807, "soft_acc_blocks": [ 25.00524674074074 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125931831, "time_to_acc50_sec": 0, "acc_per_sec": 6.55775844914694, "mobile_acc_per_sec": 23876.069873516324 }, "started": "2026-08-19T04:00:40.659414897+10:00", "ended": "2026-08-19T04:00:44.473162719+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": 3368, "total_correct": 829, "total_train": 154, "infer_ms": 359.149465, "train_ms": 1645.072954, "blocked_train": 1645072954, "duration": 3804851901, "avg_accuracy": 26.08695652173913, "soft_acc": 24.968328826086957, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 885.1855703279316, "availability": 17.919641133402575, "score": 39.60528191780619, "zero_downtime": 4.47423492264269, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 62769656, "heap_mib": 59.86180877685547, "mobile_score": 18024.803859481573, "mobile_throughput": 402857.7884514675, "mobile_availability": 8155.427786935216, "mobile_accuracy": 11363.36387462802, "soft_acc_blocks": [ 24.968328826086957 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.310399547, "time_to_acc50_sec": 0, "acc_per_sec": 6.562234083151758, "mobile_acc_per_sec": 2986.5456449544 }, "started": "2026-08-19T04:00:50.17450174+10:00", "ended": "2026-08-19T04:00:53.980002389+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": 2536, "total_correct": 645, "total_train": 90, "infer_ms": 233.315968, "train_ms": 1263.884459, "blocked_train": 1263884459, "duration": 4179579978, "avg_accuracy": 28.47222222222222, "soft_acc": 25.000786222222224, "adapt_pct": 25.000786222222224, "stability": 100, "consistency": 100, "throughput": 606.7595340557448, "availability": 15.583482598085043, "score": 23.63931000710423, "zero_downtime": 3.8959931703244433, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 117416632, "heap_mib": 111.97722625732422, "mobile_score": 21517.025286466425, "mobile_throughput": 552286.0114427401, "mobile_availability": 14184.432160390297, "mobile_accuracy": 22756.27119249383, "soft_acc_blocks": [ 25.000786222222224 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.688200485, "time_to_acc50_sec": 0, "acc_per_sec": 5.9816503940153165, "mobile_acc_per_sec": 5444.631114197053 }, "started": "2026-08-19T04:01:00.720786632+10:00", "ended": "2026-08-19T04:01:04.900885202+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": 3576, "total_correct": 904, "total_train": 175, "infer_ms": 388.928985, "train_ms": 1833.256467, "blocked_train": 1833256467, "duration": 3957797099, "avg_accuracy": 28.571428571428573, "soft_acc": 25.00930766666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 903.5329276742189, "availability": 17.502093925147346, "score": 39.54901429328754, "zero_downtime": 4.377152517849076, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 43849240, "heap_mib": 41.817893981933594, "mobile_score": 71996.78335346923, "mobile_throughput": 1644831.4985571557, "mobile_availability": 31861.589652179347, "mobile_accuracy": 45528.05520118519, "soft_acc_blocks": [ 25.00930766666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122345392, "time_to_acc50_sec": 0, "acc_per_sec": 6.318996916993462, "mobile_acc_per_sec": 11503.38283200232 }, "started": "2026-08-19T04:01:11.008674966+10:00", "ended": "2026-08-19T04:01:14.967195553+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": 6336, "total_correct": 1698, "total_train": 178, "infer_ms": 372.809086, "train_ms": 1579.28278, "blocked_train": 1579282780, "duration": 4031084707, "avg_accuracy": 25.862068965517242, "soft_acc": 24.997448793103448, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1571.7853780143848, "availability": 19.097927330844172, "score": 75.03694914971538, "zero_downtime": 4.77399460507188, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 74965424, "heap_mib": 71.49259948730469, "mobile_score": 273201.1944153193, "mobile_throughput": 5722695.9185305955, "mobile_availability": 69533.43141967797, "mobile_accuracy": 91012.93356137931, "soft_acc_blocks": [ 24.997448793103448 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.317686842, "time_to_acc50_sec": 0, "acc_per_sec": 6.20117179619055, "mobile_acc_per_sec": 22577.777490841327 }, "started": "2026-08-19T04:01:21.08246868+10:00", "ended": "2026-08-19T04:01:25.114092188+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": 2024, "total_correct": 629, "total_train": 104, "infer_ms": 186.708774, "train_ms": 1058.206311, "blocked_train": 1058206311, "duration": 4509333895, "avg_accuracy": 29.336734693877553, "soft_acc": 24.994191775510203, "adapt_pct": 24.994191775510203, "stability": 100, "consistency": 100, "throughput": 448.8467802848296, "availability": 14.997711590907425, "score": 16.825276490344947, "zero_downtime": 3.7485567969693236, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 132606040, "heap_mib": 126.46297454833984, "mobile_score": 7591.472083106688, "mobile_throughput": 202517.1951307855, "mobile_availability": 6766.8848662424025, "mobile_accuracy": 11277.241667468756, "soft_acc_blocks": [ 24.994191775510203 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.95572539, "time_to_acc50_sec": 0, "acc_per_sec": 5.542768035701247, "mobile_acc_per_sec": 2500.8664095539893 }, "started": "2026-08-19T04:01:32.297131749+10:00", "ended": "2026-08-19T04:01:36.807182517+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": 3824, "total_correct": 1052, "total_train": 165, "infer_ms": 405.15172, "train_ms": 1799.013371, "blocked_train": 1799013371, "duration": 3849645248, "avg_accuracy": 29.545454545454547, "soft_acc": 25.00559677272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 993.3382827902589, "availability": 18.38118758228714, "score": 45.65706227188718, "zero_downtime": 4.596325648865339, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 41377296, "heap_mib": 39.46046447753906, "mobile_score": 40848.89055358905, "mobile_throughput": 888729.2518899987, "mobile_availability": 16445.454053143618, "mobile_accuracy": 22372.242868224632, "soft_acc_blocks": [ 25.00559677272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129544966, "time_to_acc50_sec": 0, "acc_per_sec": 6.495558723422214, "mobile_acc_per_sec": 5811.507665504412 }, "started": "2026-08-19T04:01:43.231356911+10:00", "ended": "2026-08-19T04:01:47.081571376+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": 3632, "total_correct": 860, "total_train": 165, "infer_ms": 310.003828, "train_ms": 1838.832634, "blocked_train": 1838832634, "duration": 4001664833, "avg_accuracy": 17.934782608695652, "soft_acc": 24.973868652173916, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 907.6222401357719, "availability": 14.42659008640742, "score": 32.70051891948218, "zero_downtime": 3.602877659166933, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 44576480, "heap_mib": 42.511444091796875, "mobile_score": 57531.84450757541, "mobile_throughput": 1596830.3658936361, "mobile_availability": 25381.503567860316, "mobile_accuracy": 43937.918281580394, "soft_acc_blocks": [ 24.973868652173916 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.240869661603145, "mobile_acc_per_sec": 10979.909641418086 }, "started": "2026-08-19T04:01:53.429284043+10:00", "ended": "2026-08-19T04:01:57.431536531+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": 6184, "total_correct": 1561, "total_train": 216, "infer_ms": 398.777658, "train_ms": 1779.603618, "blocked_train": 1779603618, "duration": 3754878594, "avg_accuracy": 20.714285714285715, "soft_acc": 24.98419342857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1646.9240869415976, "availability": 18.306146054112517, "score": 75.32442722093836, "zero_downtime": 4.573642939476268, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 40574640, "heap_mib": 38.69499206542969, "mobile_score": 256439.56687539825, "mobile_throughput": 5606899.582431405, "mobile_availability": 62322.679885834696, "mobile_accuracy": 85057.87535246012, "soft_acc_blocks": [ 24.98419342857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.65379527010386, "mobile_acc_per_sec": 22652.629964754626 }, "started": "2026-08-19T04:02:03.77890586+10:00", "ended": "2026-08-19T04:02:07.534441848+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": 6392, "total_correct": 1760, "total_train": 183, "infer_ms": 710.463528, "train_ms": 1618.296101, "blocked_train": 1618296101, "duration": 3874248162, "avg_accuracy": 29.891304347826086, "soft_acc": 25.00645034782609, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1649.8684990535721, "availability": 30.508237911401885, "score": 125.86891928444894, "zero_downtime": 7.629027365311368, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 78274904, "heap_mib": 74.64876556396484, "mobile_score": 916549.499358405, "mobile_throughput": 12013975.772663878, "mobile_availability": 222154.20886240376, "mobile_accuracy": 182091.4144439034, "soft_acc_blocks": [ 25.00645034782609 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.299207346, "time_to_acc50_sec": 0, "acc_per_sec": 6.454529834484591, "mobile_acc_per_sec": 47000.45191475357 }, "started": "2026-08-19T04:02:14.10786068+10:00", "ended": "2026-08-19T04:02:17.982776549+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": 3648, "total_correct": 988, "total_train": 162, "infer_ms": 396.785286, "train_ms": 1556.521716, "blocked_train": 1556521716, "duration": 3903990199, "avg_accuracy": 31.25, "soft_acc": 25.00057042857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 934.4285753930501, "availability": 20.313513727935735, "score": 47.45490199562799, "zero_downtime": 5.078494306070099, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 75615696, "heap_mib": 72.11274719238281, "mobile_score": 303415.068993705, "mobile_throughput": 5974508.40165453, "mobile_availability": 129879.65226087769, "mobile_accuracy": 159847.54962018118, "soft_acc_blocks": [ 25.00057042857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.34199469, "time_to_acc50_sec": 0, "acc_per_sec": 6.403850715346386, "mobile_acc_per_sec": 40944.65955911617 }, "started": "2026-08-19T04:02:23.79291245+10:00", "ended": "2026-08-19T04:02:27.6974002+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": 5024, "total_correct": 1259, "total_train": 202, "infer_ms": 291.739297, "train_ms": 1656.704819, "blocked_train": 1656704819, "duration": 3904195852, "avg_accuracy": 26.442307692307693, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1286.8206899575384, "availability": 14.972936334397799, "score": 48.16871066130018, "zero_downtime": 3.7432340835994493, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 80232008, "heap_mib": 76.51520538330078, "mobile_score": 350753.84687766316, "mobile_throughput": 9370342.304117471, "mobile_availability": 109029.59506789935, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.299975326, "time_to_acc50_sec": 0, "acc_per_sec": 6.403367286811, "mobile_acc_per_sec": 46627.89761204952 }, "started": "2026-08-19T04:02:33.460692541+10:00", "ended": "2026-08-19T04:02:37.365618912+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": 6168, "total_correct": 1452, "total_train": 219, "infer_ms": 366.273814, "train_ms": 1807.918759, "blocked_train": 1807918759, "duration": 3965020674, "avg_accuracy": 26.071428571428573, "soft_acc": 25.010558342857145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1555.6034904043984, "availability": 16.846429269814273, "score": 65.5435800102325, "zero_downtime": 4.213386021215062, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40105128, "heap_mib": 38.247230529785156, "mobile_score": 954547.5687890216, "mobile_throughput": 22655117.85492059, "mobile_availability": 245343.90858367737, "mobile_accuracy": 364242.65590166353, "soft_acc_blocks": [ 25.010558342857145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121530681, "time_to_acc50_sec": 0, "acc_per_sec": 6.307800235913006, "mobile_acc_per_sec": 91863.9991690655 }, "started": "2026-08-19T04:02:43.239950256+10:00", "ended": "2026-08-19T04:02:47.205483428+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": 2912, "total_correct": 728, "total_train": 118, "infer_ms": 385.833304, "train_ms": 1432.849366, "blocked_train": 1432849366, "duration": 4054474497, "avg_accuracy": 25.892857142857142, "soft_acc": 24.99578592857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 718.2188473881527, "availability": 21.21498765917201, "score": 38.086088977496445, "zero_downtime": 5.302852900059483, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 110206360, "heap_mib": 105.1009750366211, "mobile_score": 434088.6829963838, "mobile_throughput": 8185946.153466082, "mobile_availability": 241799.20543156468, "mobile_accuracy": 284891.1002808447, "soft_acc_blocks": [ 24.99578592857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.502658683, "time_to_acc50_sec": 0, "acc_per_sec": 6.164987829388591, "mobile_acc_per_sec": 70265.85084988012 }, "started": "2026-08-19T04:02:54.172640161+10:00", "ended": "2026-08-19T04:02:58.229684026+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": 5704, "total_correct": 1474, "total_train": 201, "infer_ms": 346.296582, "train_ms": 1831.689855, "blocked_train": 1831689855, "duration": 3988541100, "avg_accuracy": 25.27777777777778, "soft_acc": 24.997174488888888, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1430.0968341532196, "availability": 15.899850252373264, "score": 56.83938903443569, "zero_downtime": 3.9745133110577853, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41433600, "heap_mib": 39.51416015625, "mobile_score": 827783.5999468394, "mobile_throughput": 20827294.694014534, "mobile_availability": 231558.35247545206, "mobile_accuracy": 364047.7394008494, "soft_acc_blocks": [ 24.997174488888888 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.111593316, "time_to_acc50_sec": 0, "acc_per_sec": 6.267247562997129, "mobile_acc_per_sec": 91273.40806412886 }, "started": "2026-08-19T04:03:04.477888335+10:00", "ended": "2026-08-19T04:03:08.503650383+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": 6120, "total_correct": 1420, "total_train": 213, "infer_ms": 338.992906, "train_ms": 1823.392673, "blocked_train": 1823392673, "duration": 4014303250, "avg_accuracy": 22.282608695652176, "soft_acc": 25.00004393478261, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1524.5485004153584, "availability": 15.676802014040806, "score": 59.75021750886411, "zero_downtime": 3.9192073910790866, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 43239128, "heap_mib": 41.236045837402344, "mobile_score": 1740351.2242937414, "mobile_throughput": 44405693.56587597, "mobile_availability": 456619.954129857, "mobile_accuracy": 728179.0574710725, "soft_acc_blocks": [ 25.00004393478261 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.2277417469102785, "mobile_acc_per_sec": 181396.1258335609 }, "started": "2026-08-19T04:03:14.562050758+10:00", "ended": "2026-08-19T04:03:18.57684406+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": 2896, "total_correct": 769, "total_train": 112, "infer_ms": 366.837804, "train_ms": 1622.68179, "blocked_train": 1622681790, "duration": 4062066392, "avg_accuracy": 17.307692307692307, "soft_acc": 24.984662, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 712.9376333443247, "availability": 18.438511744559374, "score": 32.843609732304216, "zero_downtime": 4.606799837208463, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 77901920, "heap_mib": 74.29306030273438, "mobile_score": 14947.491718168674, "mobile_throughput": 324465.83846426156, "mobile_availability": 8391.57156730169, "mobile_accuracy": 11370.797283555556, "soft_acc_blocks": [ 24.984662 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.150727139567639, "mobile_acc_per_sec": 2799.2642626298943 }, "started": "2026-08-19T04:03:25.036289923+10:00", "ended": "2026-08-19T04:03:29.107208481+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": 2624, "total_correct": 708, "total_train": 121, "infer_ms": 248.964859, "train_ms": 1501.67728, "blocked_train": 1501677280, "duration": 4269565862, "avg_accuracy": 22.727272727272727, "soft_acc": 25.010824, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 614.5823919368784, "availability": 14.22134503983855, "score": 21.859931007622126, "zero_downtime": 3.5568755783467494, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 77147072, "heap_mib": 73.57318115234375, "mobile_score": 9863.080471707564, "mobile_throughput": 277296.1902786593, "mobile_availability": 6416.592554429323, "mobile_accuracy": 11284.746035552496, "soft_acc_blocks": [ 25.010824 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.8579314170092545, "mobile_acc_per_sec": 2643.0663913605404 }, "started": "2026-08-19T04:03:35.083035966+10:00", "ended": "2026-08-19T04:03:39.353112294+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": 3272, "total_correct": 824, "total_train": 150, "infer_ms": 394.067018, "train_ms": 1787.225372, "blocked_train": 1787225372, "duration": 4003732680, "avg_accuracy": 20.833333333333332, "soft_acc": 24.99006437037037, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 817.2373785954162, "availability": 18.065758621199794, "score": 36.89536406809912, "zero_downtime": 4.514644708433563, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 52188024, "heap_mib": 49.77037811279297, "mobile_score": 16646.98505725951, "mobile_throughput": 368733.004086948, "mobile_availability": 8151.17078828881, "mobile_accuracy": 11275.379405002359, "soft_acc_blocks": [ 24.99006437037037 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.241691533304459, "mobile_acc_per_sec": 2816.2168421799724 }, "started": "2026-08-19T04:03:45.64218596+10:00", "ended": "2026-08-19T04:03:49.646599054+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": 2608, "total_correct": 709, "total_train": 137, "infer_ms": 304.922292, "train_ms": 1740.14583, "blocked_train": 1740145830, "duration": 3886449439, "avg_accuracy": 26.442307692307693, "soft_acc": 25.004726730769228, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 671.049512140585, "availability": 14.910128847042877, "score": 25.01831602150375, "zero_downtime": 3.728236973408664, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 74364848, "heap_mib": 70.91984558105469, "mobile_score": 11386.113602675485, "mobile_throughput": 305402.0890808707, "mobile_availability": 6785.765306387514, "mobile_accuracy": 11379.928965470084, "soft_acc_blocks": [ 25.004726730769228 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.235389226, "time_to_acc50_sec": 0, "acc_per_sec": 6.43382272771907, "mobile_acc_per_sec": 2928.1042103041455 }, "started": "2026-08-19T04:03:55.743861997+10:00", "ended": "2026-08-19T04:03:59.631283986+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": 3304, "total_correct": 842, "total_train": 139, "infer_ms": 352.274377, "train_ms": 1392.092206, "blocked_train": 1392092206, "duration": 4319175202, "avg_accuracy": 25, "soft_acc": 24.977014714285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 764.960865322175, "availability": 20.19497394831715, "score": 38.5854033589066, "zero_downtime": 5.0441016146173405, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 112832832, "heap_mib": 107.60577392578125, "mobile_score": 8780.32289767119, "mobile_throughput": 174071.09468664604, "mobile_availability": 4595.47851623928, "mobile_accuracy": 5683.6584594285705, "soft_acc_blocks": [ 24.977014714285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.590619896, "time_to_acc50_sec": 0, "acc_per_sec": 5.7828204567205495, "mobile_acc_per_sec": 1315.912921707076 }, "started": "2026-08-19T04:04:05.932090044+10:00", "ended": "2026-08-19T04:04:10.25235415+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": 2512, "total_correct": 569, "total_train": 127, "infer_ms": 253.765758, "train_ms": 1738.867668, "blocked_train": 1738867668, "duration": 4240028073, "avg_accuracy": 27.5, "soft_acc": 24.9981872, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 592.4489075900511, "availability": 12.735195279214391, "score": 18.861013578796516, "zero_downtime": 3.1835679561835764, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 43931616, "heap_mib": 41.896453857421875, "mobile_score": 137341.7095444454, "mobile_throughput": 4314081.289757955, "mobile_availability": 92734.86197984382, "mobile_accuracy": 182031.24403768888, "soft_acc_blocks": [ 24.9981872 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.253536693, "time_to_acc50_sec": 0, "acc_per_sec": 5.895759832154299, "mobile_acc_per_sec": 42931.612928896015 }, "started": "2026-08-19T04:04:16.517004682+10:00", "ended": "2026-08-19T04:04:20.757942961+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": 1496, "total_correct": 355, "total_train": 98, "infer_ms": 286.094598, "train_ms": 1862.532771, "blocked_train": 1862532771, "duration": 3854098112, "avg_accuracy": 26.25, "soft_acc": 25.0117832, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 388.15825558308984, "availability": 13.315226368597934, "score": 12.927127646632185, "zero_downtime": 3.3303755519029483, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 44127120, "heap_mib": 42.08290100097656, "mobile_score": 62754.98055182866, "mobile_throughput": 1884321.4398439538, "mobile_availability": 64639.01298462475, "mobile_accuracy": 121420.16472557037, "soft_acc_blocks": [ 25.0117832 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122030078, "time_to_acc50_sec": 0, "acc_per_sec": 6.489659181774353, "mobile_acc_per_sec": 31504.170676797334 }, "started": "2026-08-19T04:04:26.832948479+10:00", "ended": "2026-08-19T04:04:30.752758885+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": 1392, "total_correct": 326, "total_train": 97, "infer_ms": 234.589338, "train_ms": 1869.672994, "blocked_train": 1869672994, "duration": 4078549170, "avg_accuracy": 30.555555555555557, "soft_acc": 25.007651555555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 341.2978345924907, "availability": 11.148293367825204, "score": 9.515132296088112, "zero_downtime": 2.7879263598168365, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 41606728, "heap_mib": 39.67926788330078, "mobile_score": 46191.38593751337, "mobile_throughput": 1656836.6583595162, "mobile_availability": 54119.59660398463, "mobile_accuracy": 121400.10758110287, "soft_acc_blocks": [ 25.007651555555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12340539, "time_to_acc50_sec": 0, "acc_per_sec": 6.131506698386955, "mobile_acc_per_sec": 29765.512813739813 }, "started": "2026-08-19T04:04:37.207293102+10:00", "ended": "2026-08-19T04:04:41.286499978+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": 1608, "total_correct": 395, "total_train": 91, "infer_ms": 393.83894, "train_ms": 1717.240465, "blocked_train": 1717240465, "duration": 4079233254, "avg_accuracy": 22.115384615384617, "soft_acc": 25.01013369230769, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 394.19172669845074, "availability": 18.655808922545006, "score": 18.39236611273035, "zero_downtime": 4.665842752909972, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 44094440, "heap_mib": 42.051734924316406, "mobile_score": 81719.46478399297, "mobile_throughput": 1751440.610231164, "mobile_availability": 82889.97244392608, "mobile_accuracy": 111122.99129892046, "soft_acc_blocks": [ 25.01013369230769 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.1310869310509135, "mobile_acc_per_sec": 27241.146651752722 }, "started": "2026-08-19T04:04:48.483883635+10:00", "ended": "2026-08-19T04:04:52.563709022+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": 1688, "total_correct": 454, "total_train": 99, "infer_ms": 320.013844, "train_ms": 1850.289822, "blocked_train": 1850289822, "duration": 3888096986, "avg_accuracy": 25, "soft_acc": 25.01230681818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 434.14554885797287, "availability": 14.745118345111804, "score": 16.011696985784866, "zero_downtime": 3.688094241183378, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 41229144, "heap_mib": 39.319175720214844, "mobile_score": 93274.89543647972, "mobile_throughput": 2529081.1279960987, "mobile_availability": 85896.54007691085, "mobile_accuracy": 145707.24796767678, "soft_acc_blocks": [ 25.01230681818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112366513, "time_to_acc50_sec": 0, "acc_per_sec": 6.433046014089789, "mobile_acc_per_sec": 37475.209207056745 }, "started": "2026-08-19T04:04:58.627206034+10:00", "ended": "2026-08-19T04:05:02.532634751+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": 2304, "total_correct": 547, "total_train": 109, "infer_ms": 376.096914, "train_ms": 1805.652092, "blocked_train": 1805652092, "duration": 3958456003, "avg_accuracy": 21.59090909090909, "soft_acc": 24.99130018181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 582.0451201816729, "availability": 17.2383217760476, "score": 25.074973728571077, "zero_downtime": 4.308080741359786, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 40121224, "heap_mib": 38.26258087158203, "mobile_score": 131465.07826205072, "mobile_throughput": 3051592.719698089, "mobile_availability": 90378.45247320444, "mobile_accuracy": 131026.3878972509, "soft_acc_blocks": [ 24.99130018181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.313395971277182, "mobile_acc_per_sec": 33100.37746988971 }, "started": "2026-08-19T04:05:08.703076511+10:00", "ended": "2026-08-19T04:05:12.662103399+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": 1608, "total_correct": 299, "total_train": 101, "infer_ms": 271.152766, "train_ms": 1783.716493, "blocked_train": 1783716493, "duration": 4064925255, "avg_accuracy": 16.810344827586206, "soft_acc": 24.98487924137931, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 395.57922941439176, "availability": 13.195621318115206, "score": 13.041891376133332, "zero_downtime": 3.296910051480789, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 66498048, "heap_mib": 63.41748046875, "mobile_score": 126624.20640389246, "mobile_throughput": 3840693.3894669004, "mobile_availability": 128116.77610429602, "mobile_accuracy": 242579.11792044956, "soft_acc_blocks": [ 24.98487924137931 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.146454774450535, "mobile_acc_per_sec": 59676.15705161337 }, "started": "2026-08-19T04:05:19.176855364+10:00", "ended": "2026-08-19T04:05:23.242528794+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": 2368, "total_correct": 522, "total_train": 125, "infer_ms": 304.272556, "train_ms": 1855.959797, "blocked_train": 1855959797, "duration": 3891652266, "avg_accuracy": 17.96875, "soft_acc": 24.997815625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 608.4819090051762, "availability": 14.085177253152638, "score": 21.424566724091186, "zero_downtime": 3.5209866401975365, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 40946216, "heap_mib": 39.049354553222656, "mobile_score": 175510.050603755, "mobile_throughput": 4984683.798570404, "mobile_availability": 115385.77205782641, "mobile_accuracy": 204782.1056, "soft_acc_blocks": [ 24.997815625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.423445343099419, "mobile_acc_per_sec": 52620.86425067044 }, "started": "2026-08-19T04:05:29.135552468+10:00", "ended": "2026-08-19T04:05:33.027958431+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": 3648, "total_correct": 935, "total_train": 181, "infer_ms": 306.336666, "train_ms": 1809.937217, "blocked_train": 1809937217, "duration": 3857682087, "avg_accuracy": 18.47826086956522, "soft_acc": 24.976773260869564, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 945.6455762110082, "availability": 14.475284530078945, "score": 34.18942805486308, "zero_downtime": 3.6154589959435466, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40751336, "heap_mib": 38.863502502441406, "mobile_score": 12730.899755701743, "mobile_throughput": 352124.0254691173, "mobile_availability": 5390.069585018487, "mobile_accuracy": 9300.44211604743, "soft_acc_blocks": [ 24.976773260869564 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.474554589409732, "mobile_acc_per_sec": 2410.8886907474784 }, "started": "2026-08-19T04:05:39.196544755+10:00", "ended": "2026-08-19T04:05:43.054904601+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": 7016, "total_correct": 1827, "total_train": 195, "infer_ms": 498.517439, "train_ms": 1738.478855, "blocked_train": 1738478855, "duration": 4106828209, "avg_accuracy": 28.47222222222222, "soft_acc": 24.992446583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1708.3743567906326, "availability": 22.285125833114144, "score": 95.14958691033382, "zero_downtime": 5.5695981698696695, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 41343624, "heap_mib": 39.42835235595703, "mobile_score": 70860.49236085951, "mobile_throughput": 1272272.9755298966, "mobile_availability": 16596.340984079186, "mobile_accuracy": 18612.556582787878, "soft_acc_blocks": [ 24.992446583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13891339, "time_to_acc50_sec": 0, "acc_per_sec": 6.085583645442749, "mobile_acc_per_sec": 4532.100111224273 }, "started": "2026-08-19T04:05:49.35700494+10:00", "ended": "2026-08-19T04:05:53.464376741+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": 3504, "total_correct": 926, "total_train": 156, "infer_ms": 344.48101, "train_ms": 1667.954717, "blocked_train": 1667954717, "duration": 3961374056, "avg_accuracy": 25, "soft_acc": 24.99850255, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 884.5415632216682, "availability": 17.117615503354656, "score": 37.85083861457239, "zero_downtime": 4.27914754810531, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 75714728, "heap_mib": 72.20719146728516, "mobile_score": 56377.10362374128, "mobile_throughput": 1317484.451983983, "mobile_availability": 25495.91021881479, "mobile_accuracy": 37234.133252654545, "soft_acc_blocks": [ 24.99850255 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.286103693, "time_to_acc50_sec": 0, "acc_per_sec": 6.3105635056443665, "mobile_acc_per_sec": 9399.297497861573 }, "started": "2026-08-19T04:05:59.499798646+10:00", "ended": "2026-08-19T04:06:03.461705775+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": 4032, "total_correct": 1060, "total_train": 173, "infer_ms": 367.771452, "train_ms": 1639.115852, "blocked_train": 1639115852, "duration": 3947504719, "avg_accuracy": 27.5, "soft_acc": 25.004771033333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1021.4047321066673, "availability": 18.325466072109847, "score": 46.8032246958206, "zero_downtime": 4.582240832122251, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 78651128, "heap_mib": 75.00756072998047, "mobile_score": 69711.27576512043, "mobile_throughput": 1521335.920985058, "mobile_availability": 27294.948738677067, "mobile_accuracy": 37243.469873648486, "soft_acc_blocks": [ 25.004771033333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.316668787, "time_to_acc50_sec": 0, "acc_per_sec": 6.334323278445037, "mobile_acc_per_sec": 9434.686599458499 }, "started": "2026-08-19T04:06:10.224793727+10:00", "ended": "2026-08-19T04:06:14.172778029+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": 4520, "total_correct": 1178, "total_train": 135, "infer_ms": 586.690447, "train_ms": 1764.838469, "blocked_train": 1764838469, "duration": 3982727718, "avg_accuracy": 20.238095238095237, "soft_acc": 24.98131995238095, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1134.9005807180313, "availability": 24.949318845628856, "score": 70.73459856786353, "zero_downtime": 6.232669166766222, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 44379736, "heap_mib": 42.323814392089844, "mobile_score": 210711.93871561383, "mobile_throughput": 3380765.65717895, "mobile_availability": 74321.75272123331, "mobile_accuracy": 74417.08110905626, "soft_acc_blocks": [ 24.98131995238095 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.272414717048691, "mobile_acc_per_sec": 18684.953222568318 }, "started": "2026-08-19T04:06:20.210696718+10:00", "ended": "2026-08-19T04:06:24.193949123+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": 3912, "total_correct": 1025, "total_train": 148, "infer_ms": 396.251396, "train_ms": 1796.667421, "blocked_train": 1796667421, "duration": 3961916879, "avg_accuracy": 27.916666666666668, "soft_acc": 24.985212466666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 987.400826285735, "availability": 18.069588027070132, "score": 44.57843156366439, "zero_downtime": 4.514724960414834, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 41024168, "heap_mib": 39.123695373535156, "mobile_score": 132795.0950434686, "mobile_throughput": 2941377.297793724, "mobile_availability": 53827.660042821284, "mobile_accuracy": 74428.67655524849, "soft_acc_blocks": [ 24.985212466666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.143713076, "time_to_acc50_sec": 0, "acc_per_sec": 6.306344436224773, "mobile_acc_per_sec": 18786.026771473942 }, "started": "2026-08-19T04:06:30.160892579+10:00", "ended": "2026-08-19T04:06:34.123541383+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": 3360, "total_correct": 851, "total_train": 111, "infer_ms": 418.27687, "train_ms": 1276.202008, "blocked_train": 1276202008, "duration": 4455721247, "avg_accuracy": 22.5, "soft_acc": 24.969649666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 754.0866705389751, "availability": 24.68469069934314, "score": 46.47949524386426, "zero_downtime": 6.163680788926232, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 139729744, "heap_mib": 133.2566680908203, "mobile_score": 17307.273865351635, "mobile_throughput": 280794.4547752402, "mobile_availability": 9191.681191319045, "mobile_accuracy": 9297.78954860606, "soft_acc_blocks": [ 24.969649666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.603952375494433, "mobile_acc_per_sec": 2086.7080845477453 }, "started": "2026-08-19T04:06:41.442842905+10:00", "ended": "2026-08-19T04:06:45.899291338+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": 2424, "total_correct": 611, "total_train": 129, "infer_ms": 290.106937, "train_ms": 1832.891891, "blocked_train": 1832891891, "duration": 4166857600, "avg_accuracy": 27.63157894736842, "soft_acc": 24.996695947368423, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 581.7333426513063, "availability": 13.6649598282303, "score": 19.870780383886565, "zero_downtime": 3.4157884595927666, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 41727912, "heap_mib": 39.794837951660156, "mobile_score": 14798.312082254432, "mobile_throughput": 433232.6857272274, "mobile_availability": 10176.668264805692, "mobile_accuracy": 18615.721200076558, "soft_acc_blocks": [ 24.996695947368423 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125852076, "time_to_acc50_sec": 0, "acc_per_sec": 5.99893213230239, "mobile_acc_per_sec": 4467.568366165562 }, "started": "2026-08-19T04:06:52.304199761+10:00", "ended": "2026-08-19T04:06:56.471937672+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": 2744, "total_correct": 738, "total_train": 124, "infer_ms": 397.439323, "train_ms": 1842.620428, "blocked_train": 1842620428, "duration": 3951166650, "avg_accuracy": 20.58823529411765, "soft_acc": 24.96362305882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 694.4784270235729, "availability": 17.74235365027993, "score": 30.75938212725336, "zero_downtime": 4.4291342870192985, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 40135376, "heap_mib": 38.27607727050781, "mobile_score": 45814.70152481082, "mobile_throughput": 1034394.0498503834, "mobile_availability": 26426.42929147149, "mobile_accuracy": 37182.18183597861, "soft_acc_blocks": [ 24.96362305882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.318038511188468, "mobile_acc_per_sec": 9410.431178846533 }, "started": "2026-08-19T04:07:02.434890971+10:00", "ended": "2026-08-19T04:07:06.386596891+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": 3504, "total_correct": 906, "total_train": 142, "infer_ms": 251.271816, "train_ms": 1386.851089, "blocked_train": 1386851089, "duration": 4501274351, "avg_accuracy": 33.63970588235294, "soft_acc": 25.02373279411765, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 778.446219173811, "availability": 15.339008766256157, "score": 29.879821814348055, "zero_downtime": 3.838392566934223, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 72689456, "heap_mib": 69.32206726074219, "mobile_score": 89009.2728375052, "mobile_throughput": 2318920.519080676, "mobile_availability": 45693.5126593347, "mobile_accuracy": 74543.42510887701, "soft_acc_blocks": [ 25.02373279411765 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.62216838, "time_to_acc50_sec": 0, "acc_per_sec": 5.559255189268433, "mobile_acc_per_sec": 16560.515821995275 }, "started": "2026-08-19T04:07:13.131814869+10:00", "ended": "2026-08-19T04:07:17.634072395+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": 2296, "total_correct": 627, "total_train": 143, "infer_ms": 226.256083, "train_ms": 1868.308658, "blocked_train": 1868308658, "duration": 3996195098, "avg_accuracy": 23.125, "soft_acc": 24.9959934, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 574.5465233039031, "availability": 10.802057275726861, "score": 15.513224520817587, "zero_downtime": 2.700081523704906, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41471240, "heap_mib": 39.55005645751953, "mobile_score": 5727.744688429867, "mobile_throughput": 212132.28704926532, "mobile_availability": 3988.3021161804822, "mobile_accuracy": 9228.943230774084, "soft_acc_blocks": [ 24.9959934 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.254948216244472, "mobile_acc_per_sec": 2309.4325988721 }, "started": "2026-08-19T04:07:23.909631916+10:00", "ended": "2026-08-19T04:07:27.906438784+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": 3360, "total_correct": 893, "total_train": 145, "infer_ms": 423.729692, "train_ms": 1700.43423, "blocked_train": 1700434230, "duration": 4262071418, "avg_accuracy": 22.36842105263158, "soft_acc": 24.98336236842105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 788.3490609307289, "availability": 19.948069337371976, "score": 39.28893991489661, "zero_downtime": 4.9836984480595286, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 71114360, "heap_mib": 67.81993865966797, "mobile_score": 28769.161634219712, "mobile_throughput": 577265.2967280028, "mobile_availability": 14606.890190994523, "mobile_accuracy": 18293.96241538371, "soft_acc_blocks": [ 24.98336236842105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.861788768463348, "mobile_acc_per_sec": 4292.270265139821 }, "started": "2026-08-19T04:07:33.882270203+10:00", "ended": "2026-08-19T04:07:38.144889067+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": 3480, "total_correct": 860, "total_train": 147, "infer_ms": 446.006212, "train_ms": 1799.421456, "blocked_train": 1799421456, "duration": 3968140408, "avg_accuracy": 26.38888888888889, "soft_acc": 25.000834777777776, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 876.9850968438816, "availability": 19.862862578746846, "score": 43.55004029122659, "zero_downtime": 4.965881455449549, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 44371360, "heap_mib": 42.315826416015625, "mobile_score": 62727.37231924891, "mobile_throughput": 1263166.9298189147, "mobile_availability": 28609.50685628029, "mobile_accuracy": 36009.99358233943, "soft_acc_blocks": [ 25.000834777777776 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123440527, "time_to_acc50_sec": 0, "acc_per_sec": 6.300390663438887, "mobile_acc_per_sec": 9074.778077343537 }, "started": "2026-08-19T04:07:44.15907751+10:00", "ended": "2026-08-19T04:07:48.127762604+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": 4904, "total_correct": 1183, "total_train": 165, "infer_ms": 445.976055, "train_ms": 1777.722348, "blocked_train": 1777722348, "duration": 3873703512, "avg_accuracy": 17.5, "soft_acc": 24.968054633333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1265.9719528890987, "availability": 20.05559991401406, "score": 63.39345874048874, "zero_downtime": 5.007493143573783, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 44229584, "heap_mib": 42.18061828613281, "mobile_score": 176789.51966028384, "mobile_throughput": 3530499.4852995733, "mobile_availability": 55930.37429637555, "mobile_accuracy": 69630.06078511206, "soft_acc_blocks": [ 24.968054633333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.445525465742803, "mobile_acc_per_sec": 17975.061996720015 }, "started": "2026-08-19T04:07:54.385682439+10:00", "ended": "2026-08-19T04:07:58.260133606+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": 5056, "total_correct": 1052, "total_train": 179, "infer_ms": 315.568103, "train_ms": 1833.608238, "blocked_train": 1833608238, "duration": 4066736134, "avg_accuracy": 17.36111111111111, "soft_acc": 25.003068388888888, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1243.2574510377613, "availability": 14.683211283312746, "score": 45.643130930398286, "zero_downtime": 3.6712533588517355, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 47326160, "heap_mib": 45.13374328613281, "mobile_score": 271933.47533223475, "mobile_throughput": 7407101.846473702, "mobile_availability": 87479.90315119855, "mobile_accuracy": 148963.73544856565, "soft_acc_blocks": [ 25.003068388888888 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.148190481268359, "mobile_acc_per_sec": 36629.80103458211 }, "started": "2026-08-19T04:08:05.138158132+10:00", "ended": "2026-08-19T04:08:09.205592598+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": 2648, "total_correct": 639, "total_train": 142, "infer_ms": 279.573804, "train_ms": 1850.8014, "blocked_train": 1850801400, "duration": 3891413306, "avg_accuracy": 21.710526315789473, "soft_acc": 24.99463889473684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 680.4725665909516, "availability": 13.123219021469609, "score": 22.320188861763796, "zero_downtime": 3.280101205781746, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 44175248, "heap_mib": 42.12879943847656, "mobile_score": 117022.07177956417, "mobile_throughput": 3567636.0099283685, "mobile_availability": 68803.46254328259, "mobile_accuracy": 131043.8923684379, "soft_acc_blocks": [ 24.99463889473684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.423023444001361, "mobile_acc_per_sec": 33675.14115408585 }, "started": "2026-08-19T04:08:15.423767505+10:00", "ended": "2026-08-19T04:08:19.31573258+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": 4224, "total_correct": 1022, "total_train": 157, "infer_ms": 356.45344, "train_ms": 1704.22057, "blocked_train": 1704220570, "duration": 4029812913, "avg_accuracy": 25.43103448275862, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1048.18761843101, "availability": 17.297905358645252, "score": 45.32862555430843, "zero_downtime": 4.324476339661313, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 71546352, "heap_mib": 68.23191833496094, "mobile_score": 270059.709484287, "mobile_throughput": 6244911.25104497, "mobile_availability": 103057.77505310685, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.244965026, "time_to_acc50_sec": 0, "acc_per_sec": 6.203761946206261, "mobile_acc_per_sec": 36960.88571877941 }, "started": "2026-08-19T04:08:25.56310958+10:00", "ended": "2026-08-19T04:08:29.594011658+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": 3272, "total_correct": 780, "total_train": 120, "infer_ms": 325.510231, "train_ms": 1299.246764, "blocked_train": 1299246764, "duration": 4761224726, "avg_accuracy": 24.739583333333332, "soft_acc": 24.962284083333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 687.218139932007, "availability": 20.034394804990516, "score": 34.36807155906899, "zero_downtime": 5.001042545598308, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 167435944, "heap_mib": 159.67935943603516, "mobile_score": 409517.4432172991, "mobile_throughput": 8188641.457924366, "mobile_availability": 238722.56326179244, "mobile_accuracy": 297441.49994278786, "soft_acc_blocks": [ 24.962284083333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.242828372922579, "mobile_acc_per_sec": 62471.63640870075 }, "started": "2026-08-19T04:08:36.913626156+10:00", "ended": "2026-08-19T04:08:41.675817286+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": 2888, "total_correct": 627, "total_train": 133, "infer_ms": 478.968417, "train_ms": 1836.248411, "blocked_train": 1836248411, "duration": 4023342500, "avg_accuracy": 16.91176470588235, "soft_acc": 25.012643411764707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 717.8111234626433, "availability": 20.687842763036446, "score": 37.14368455990333, "zero_downtime": 5.174576339904877, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 44446080, "heap_mib": 42.3870849609375, "mobile_score": 347749.7873311178, "mobile_throughput": 6720352.826749684, "mobile_availability": 193685.49475976522, "mobile_accuracy": 234175.5140904874, "soft_acc_blocks": [ 25.012643411764707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.216881464047544, "mobile_acc_per_sec": 58204.22051825998 }, "started": "2026-08-19T04:08:48.124661218+10:00", "ended": "2026-08-19T04:08:52.148540905+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": 4488, "total_correct": 1221, "total_train": 184, "infer_ms": 333.163826, "train_ms": 1814.522798, "blocked_train": 1814522798, "duration": 4073283275, "avg_accuracy": 32.25806451612903, "soft_acc": 24.975831, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1101.8138678312278, "availability": 15.512683381130001, "score": 42.68891431997075, "zero_downtime": 3.874421584836115, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 40203976, "heap_mib": 38.34149932861328, "mobile_score": 508665.57979520055, "mobile_throughput": 13128813.389488608, "mobile_availability": 184843.49419377014, "mobile_accuracy": 297602.92007563636, "soft_acc_blocks": [ 24.975831 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132365779, "time_to_acc50_sec": 0, "acc_per_sec": 6.131621425224839, "mobile_acc_per_sec": 73062.17122246092 }, "started": "2026-08-19T04:08:58.077124584+10:00", "ended": "2026-08-19T04:09:02.150945879+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": 3848, "total_correct": 1232, "total_train": 150, "infer_ms": 270.492495, "train_ms": 1419.185431, "blocked_train": 1419185431, "duration": 4380781462, "avg_accuracy": 35.714285714285715, "soft_acc": 25.044358666666664, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 878.382095381502, "availability": 16.008523922682766, "score": 35.21637735413926, "zero_downtime": 4.0092321484358076, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 127553488, "heap_mib": 121.64448547363281, "mobile_score": 839251.0931930438, "mobile_throughput": 20932963.27378986, "mobile_availability": 381503.4995625228, "mobile_accuracy": 596838.9416649697, "soft_acc_blocks": [ 25.044358666666664 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.555097394, "time_to_acc50_sec": 0, "acc_per_sec": 5.716870125548998, "mobile_acc_per_sec": 136240.29110835606 }, "started": "2026-08-19T04:09:08.783071353+10:00", "ended": "2026-08-19T04:09:13.184217827+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": 2384, "total_correct": 666, "total_train": 124, "infer_ms": 296.033533, "train_ms": 1865.299612, "blocked_train": 1865299612, "duration": 4104555070, "avg_accuracy": 23.214285714285715, "soft_acc": 25.00035907142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 580.8181299416699, "availability": 13.696802535270423, "score": 19.888663740723487, "zero_downtime": 3.424249815122138, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41449168, "heap_mib": 39.52900695800781, "mobile_score": 7405.8151529094, "mobile_throughput": 216275.55093100725, "mobile_availability": 5100.191198587969, "mobile_accuracy": 9309.224614233766, "soft_acc_blocks": [ 25.00035907142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.090881629084482, "mobile_acc_per_sec": 2268.022832066367 }, "started": "2026-08-19T04:09:19.5153161+10:00", "ended": "2026-08-19T04:09:23.620404918+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": 2320, "total_correct": 632, "total_train": 123, "infer_ms": 275.824307, "train_ms": 1859.598349, "blocked_train": 1859598349, "duration": 3973685105, "avg_accuracy": 27.314814814814813, "soft_acc": 25.025070037037036, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 583.8409281804427, "availability": 12.916614246130765, "score": 18.87202606281721, "zero_downtime": 3.2323917615081275, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 40172704, "heap_mib": 38.311676025390625, "mobile_score": 6967.8709862128935, "mobile_throughput": 215563.93841821686, "mobile_availability": 4769.032288644652, "mobile_accuracy": 9239.678816604277, "soft_acc_blocks": [ 25.025070037037036 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125658348, "time_to_acc50_sec": 0, "acc_per_sec": 6.297698326812194, "mobile_acc_per_sec": 2325.2166622307827 }, "started": "2026-08-19T04:09:29.911884686+10:00", "ended": "2026-08-19T04:09:33.886276873+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": 2000, "total_correct": 541, "total_train": 108, "infer_ms": 359.937276, "train_ms": 1752.308314, "blocked_train": 1752308314, "duration": 4241843268, "avg_accuracy": 31.25, "soft_acc": 25.026363725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 471.49313957160564, "availability": 17.040503135811967, "score": 20.1073826914358, "zero_downtime": 4.264618295338334, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 76503528, "heap_mib": 72.9594497680664, "mobile_score": 7423.98553276584, "mobile_throughput": 174083.23602797042, "mobile_availability": 6291.641766245482, "mobile_accuracy": 9240.156468065352, "soft_acc_blocks": [ 25.026363725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.256364762, "time_to_acc50_sec": 0, "acc_per_sec": 5.899879402380597, "mobile_acc_per_sec": 2178.335191630506 }, "started": "2026-08-19T04:09:40.034791979+10:00", "ended": "2026-08-19T04:09:44.2773441+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": 3136, "total_correct": 863, "total_train": 110, "infer_ms": 410.760352, "train_ms": 1534.34672, "blocked_train": 1534346720, "duration": 4383910431, "avg_accuracy": 20.394736842105264, "soft_acc": 24.977952684210525, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 715.3430822455597, "availability": 21.117621642167368, "score": 37.73255595312554, "zero_downtime": 5.2747495418111665, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 93903928, "heap_mib": 89.55376434326172, "mobile_score": 14050.2317440002, "mobile_throughput": 266367.7513525284, "mobile_availability": 7863.434386028867, "mobile_accuracy": 9300.881290411482, "soft_acc_blocks": [ 24.977952684210525 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.697642111386131, "mobile_acc_per_sec": 2121.5947352943263 }, "started": "2026-08-19T04:09:50.984226569+10:00", "ended": "2026-08-19T04:09:55.371354859+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": 2592, "total_correct": 679, "total_train": 129, "infer_ms": 307.986222, "train_ms": 1847.014205, "blocked_train": 1847014205, "duration": 4191327252, "avg_accuracy": 17.96875, "soft_acc": 24.9760701875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 618.4198570424584, "availability": 14.291701205310249, "score": 22.07452972196497, "zero_downtime": 3.5695053240260712, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 47776168, "heap_mib": 45.562904357910156, "mobile_score": 4109.876079144024, "mobile_throughput": 115138.53338390497, "mobile_availability": 2660.8549153159443, "mobile_accuracy": 4650.090158545455, "soft_acc_blocks": [ 24.9760701875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.95898833134111, "mobile_acc_per_sec": 1109.4552820533265 }, "started": "2026-08-19T04:10:02.455950002+10:00", "ended": "2026-08-19T04:10:06.647855066+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": 2072, "total_correct": 547, "total_train": 114, "infer_ms": 260.446052, "train_ms": 1886.771856, "blocked_train": 1886771856, "duration": 4033164103, "avg_accuracy": 22.321428571428573, "soft_acc": 24.967176714285717, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 513.7405637570706, "availability": 12.129465343486695, "score": 15.558042412197851, "zero_downtime": 3.028385046806366, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 47143688, "heap_mib": 44.95972442626953, "mobile_score": 92691.98795689076, "mobile_throughput": 3060772.871489398, "mobile_availability": 72265.14915915855, "mobile_accuracy": 148749.89937703896, "soft_acc_blocks": [ 24.967176714285717 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.190468841997853, "mobile_acc_per_sec": 36881.68782083375 }, "started": "2026-08-19T04:10:12.652949118+10:00", "ended": "2026-08-19T04:10:16.687010615+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": 1264, "total_correct": 360, "total_train": 81, "infer_ms": 290.577044, "train_ms": 1830.390106, "blocked_train": 1830390106, "duration": 3974482584, "avg_accuracy": 30.357142857142858, "soft_acc": 25.03102542857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 318.02881841487016, "availability": 13.700214263101623, "score": 10.906175359858342, "zero_downtime": 3.429304115965737, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 43343808, "heap_mib": 41.33587646484375, "mobile_score": 43318.00656870765, "mobile_throughput": 1263171.9177961776, "mobile_availability": 54415.59042100776, "mobile_accuracy": 99420.1989385974, "soft_acc_blocks": [ 25.03102542857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.111979839, "time_to_acc50_sec": 0, "acc_per_sec": 6.297933101867991, "mobile_acc_per_sec": 25014.62689478913 }, "started": "2026-08-19T04:10:23.053125332+10:00", "ended": "2026-08-19T04:10:27.028447289+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": 1336, "total_correct": 333, "total_train": 81, "infer_ms": 285.02644, "train_ms": 1824.252425, "blocked_train": 1824252425, "duration": 4073205664, "avg_accuracy": 16.666666666666668, "soft_acc": 24.971702333333337, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 327.99718703327426, "availability": 13.51298041854698, "score": 11.068006767111399, "zero_downtime": 3.374421246481173, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 44432408, "heap_mib": 42.374046325683594, "mobile_score": 43960.78130238864, "mobile_throughput": 1302765.0696613735, "mobile_availability": 53671.92028544818, "mobile_accuracy": 99184.57479498991, "soft_acc_blocks": [ 24.971702333333337 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.130724641291606, "mobile_acc_per_sec": 24350.49515707192 }, "started": "2026-08-19T04:10:34.717655229+10:00", "ended": "2026-08-19T04:10:38.791592611+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": 1528, "total_correct": 396, "total_train": 82, "infer_ms": 441.038431, "train_ms": 1841.825377, "blocked_train": 1841825377, "duration": 4122651075, "avg_accuracy": 25, "soft_acc": 25.005665333333337, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 370.6352956392265, "availability": 19.319524426049334, "score": 17.90530077874556, "zero_downtime": 4.830975621969484, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44196760, "heap_mib": 42.149314880371094, "mobile_score": 65191.210657548276, "mobile_throughput": 1349441.9297229082, "mobile_availability": 70340.24182142051, "mobile_accuracy": 91042.84907140741, "soft_acc_blocks": [ 25.005665333333337 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127414239, "time_to_acc50_sec": 0, "acc_per_sec": 6.0654333530599205, "mobile_acc_per_sec": 22083.56890145194 }, "started": "2026-08-19T04:10:45.229904862+10:00", "ended": "2026-08-19T04:10:49.353244373+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": 1704, "total_correct": 476, "total_train": 83, "infer_ms": 393.904197, "train_ms": 1482.519608, "blocked_train": 1482519608, "duration": 4412404732, "avg_accuracy": 24.166666666666668, "soft_acc": 25.000774133333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 386.18397529177525, "availability": 20.992283083937956, "score": 20.267835910375275, "zero_downtime": 5.248233279245269, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 112010520, "heap_mib": 106.8215560913086, "mobile_score": 96601.66503435302, "mobile_throughput": 1840651.1276161296, "mobile_availability": 100054.56466828784, "mobile_accuracy": 119160.05335288243, "soft_acc_blocks": [ 25.000774133333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.666020152689233, "mobile_acc_per_sec": 27005.694307392117 }, "started": "2026-08-19T04:10:55.565165386+10:00", "ended": "2026-08-19T04:11:00.063190843+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": 1360, "total_correct": 261, "total_train": 70, "infer_ms": 281.610362, "train_ms": 1564.801555, "blocked_train": 1564801555, "duration": 4340068136, "avg_accuracy": 16.071428571428573, "soft_acc": 24.987680428571426, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 313.3591357055137, "availability": 15.251762589225102, "score": 11.942309990285304, "zero_downtime": 3.8110616955199794, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 79025656, "heap_mib": 75.36473846435547, "mobile_score": 51321.39196874345, "mobile_throughput": 1346642.9060719048, "mobile_availability": 65543.5746260627, "mobile_accuracy": 107383.12292241685, "soft_acc_blocks": [ 24.987680428571426 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.757439663516708, "mobile_acc_per_sec": 24742.266609064325 }, "started": "2026-08-19T04:11:07.214068381+10:00", "ended": "2026-08-19T04:11:11.555221515+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": 1368, "total_correct": 422, "total_train": 95, "infer_ms": 262.102474, "train_ms": 1624.515303, "blocked_train": 1624515303, "duration": 4444496936, "avg_accuracy": 29.166666666666668, "soft_acc": 24.993807222222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 307.7963647402546, "availability": 13.89271728462039, "score": 10.687671580456747, "zero_downtime": 3.4723189760463664, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 73093192, "heap_mib": 69.70709991455078, "mobile_score": 84900.27208446222, "mobile_throughput": 2445059.7041960396, "mobile_availability": 110360.37817756145, "mobile_accuracy": 198544.7454685522, "soft_acc_blocks": [ 24.993807222222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.402986801, "time_to_acc50_sec": 0, "acc_per_sec": 5.623540207616024, "mobile_acc_per_sec": 44672.04012682712 }, "started": "2026-08-19T04:11:17.954486923+10:00", "ended": "2026-08-19T04:11:22.399811723+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": 1744, "total_correct": 411, "total_train": 114, "infer_ms": 270.553615, "train_ms": 1828.707489, "blocked_train": 1828707489, "duration": 4210301989, "avg_accuracy": 25, "soft_acc": 25.016618333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 414.22206876286845, "availability": 12.888040200643855, "score": 13.35514840051304, "zero_downtime": 3.224151827641641, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 48681344, "heap_mib": 46.4261474609375, "mobile_score": 89768.51339241257, "mobile_throughput": 2784252.0511223944, "mobile_availability": 86628.77975275854, "mobile_accuracy": 168152.72811213674, "soft_acc_blocks": [ 25.016618333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144569419, "time_to_acc50_sec": 0, "acc_per_sec": 5.941763417135571, "mobile_acc_per_sec": 39938.400749271466 }, "started": "2026-08-19T04:11:28.659861243+10:00", "ended": "2026-08-19T04:11:32.870926252+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": 18168, "total_correct": 5138, "total_train": 930, "infer_ms": 538.115621, "train_ms": 1563.007818, "blocked_train": 1563007818, "duration": 4610655557, "avg_accuracy": 27.467105263157894, "soft_acc": 24.559029644736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3940.4374877704618, "availability": 25.610852318896054, "score": 247.84472344708507, "zero_downtime": 6.289776813267455, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43949640, "heap_mib": 41.91364288330078, "mobile_score": 338390.6624130868, "mobile_throughput": 5380010.64996927, "mobile_availability": 34967.35036606608, "mobile_accuracy": 33531.2618082807, "soft_acc_blocks": [ 24.559029644736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.153741278, "time_to_acc50_sec": 0, "acc_per_sec": 5.326580860600349, "mobile_acc_per_sec": 7272.55840167301 }, "started": "2026-08-19T04:11:39.866762484+10:00", "ended": "2026-08-19T04:11:44.478321164+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": 34744, "total_correct": 12018, "total_train": 1010, "infer_ms": 651.088316, "train_ms": 1411.728183, "blocked_train": 1411728183, "duration": 4114166922, "avg_accuracy": 30.11904761904762, "soft_acc": 25.337531595238094, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8444.966054782743, "availability": 31.56307486951121, "score": 675.3696137973794, "zero_downtime": 7.997304067491058, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 40383024, "heap_mib": 38.51225280761719, "mobile_score": 1844209.292076044, "mobile_throughput": 23060387.306926742, "mobile_availability": 86188.23644367862, "mobile_accuracy": 69188.35294273015, "soft_acc_blocks": [ 25.337531595238094 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134931419, "time_to_acc50_sec": 0, "acc_per_sec": 6.158605636477405, "mobile_acc_per_sec": 16817.0991246743 }, "started": "2026-08-19T04:11:51.000758586+10:00", "ended": "2026-08-19T04:11:55.115297538+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": 29720, "total_correct": 8299, "total_train": 693, "infer_ms": 1091.253422, "train_ms": 1395.209163, "blocked_train": 1395209163, "duration": 4282165552, "avg_accuracy": 23.333333333333332, "soft_acc": 24.473463024242424, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6940.413591931113, "availability": 43.88778775852764, "score": 745.4602120778773, "zero_downtime": 10.740861509241254, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 44242000, "heap_mib": 42.19245910644531, "mobile_score": 4071206.704894647, "mobile_throughput": 37903912.096733116, "mobile_availability": 239685.8382119056, "mobile_accuracy": 133657.73939639595, "soft_acc_blocks": [ 24.473463024242424 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.715207113562437, "mobile_acc_per_sec": 31212.651116202323 }, "started": "2026-08-19T04:12:01.614488593+10:00", "ended": "2026-08-19T04:12:05.897157425+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": 22040, "total_correct": 6207, "total_train": 762, "infer_ms": 533.194686, "train_ms": 1133.16971, "blocked_train": 1133169710, "duration": 4574667762, "avg_accuracy": 27.30496453900709, "soft_acc": 25.259446120567375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4817.836211643123, "availability": 31.997484300546716, "score": 389.3961824338766, "zero_downtime": 8.082387306833603, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 132521280, "heap_mib": 126.38214111328125, "mobile_score": 2126622.350998878, "mobile_throughput": 26311809.497186974, "mobile_availability": 174748.9275933858, "mobile_accuracy": 137950.25507979197, "soft_acc_blocks": [ 25.259446120567375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.548940562, "time_to_acc50_sec": 0, "acc_per_sec": 5.521591388644187, "mobile_acc_per_sec": 30155.251103848786 }, "started": "2026-08-19T04:12:12.936815616+10:00", "ended": "2026-08-19T04:12:17.512126189+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": 29496, "total_correct": 8489, "total_train": 635, "infer_ms": 835.260654, "train_ms": 1108.946994, "blocked_train": 1108946994, "duration": 4383941578, "avg_accuracy": 29.807692307692307, "soft_acc": 25.098178792899407, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6728.191850917955, "availability": 42.96149410065483, "score": 725.47082545394, "zero_downtime": 10.78255260148328, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 55359472, "heap_mib": 52.79490661621094, "mobile_score": 7924076.002824903, "mobile_throughput": 73489796.85695985, "mobile_availability": 469254.07956341916, "mobile_accuracy": 274139.0408952426, "soft_acc_blocks": [ 25.098178792899407 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.403948173, "time_to_acc50_sec": 0, "acc_per_sec": 5.725025834935843, "mobile_acc_per_sec": 62532.548853059234 }, "started": "2026-08-19T04:12:23.917320901+10:00", "ended": "2026-08-19T04:12:28.302004144+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": 27552, "total_correct": 7671, "total_train": 857, "infer_ms": 802.618618, "train_ms": 1409.485375, "blocked_train": 1409485375, "duration": 4144959125, "avg_accuracy": 27.734375, "soft_acc": 24.812084, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6647.110181092558, "availability": 36.283041870536515, "score": 598.4113337486434, "zero_downtime": 9.002578826672691, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 41693184, "heap_mib": 39.76171875, "mobile_score": 6536247.528091849, "mobile_throughput": 72604168.80468032, "mobile_availability": 396307.5720045802, "mobile_accuracy": 271014.1228373333, "soft_acc_blocks": [ 24.812084 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.135043089, "time_to_acc50_sec": 0, "acc_per_sec": 5.986086533483006, "mobile_acc_per_sec": 65384.02784305704 }, "started": "2026-08-19T04:12:34.744459772+10:00", "ended": "2026-08-19T04:12:38.889977437+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": 15560, "total_correct": 5558, "total_train": 640, "infer_ms": 700.491435, "train_ms": 1358.942931, "blocked_train": 1358942931, "duration": 4642885710, "avg_accuracy": 25.3125, "soft_acc": 25.28029315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3351.363994699753, "availability": 34.01377808220959, "score": 288.1765110959761, "zero_downtime": 8.598782810573033, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 76048600, "heap_mib": 72.52559661865234, "mobile_score": 393456.99648303934, "mobile_throughput": 4575728.974096729, "mobile_availability": 46440.1450082435, "mobile_accuracy": 34516.026914133334, "soft_acc_blocks": [ 25.28029315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.300316386, "time_to_acc50_sec": 0, "acc_per_sec": 5.444952714547867, "mobile_acc_per_sec": 7434.175439596021 }, "started": "2026-08-19T04:12:46.867367949+10:00", "ended": "2026-08-19T04:12:51.511069752+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": 20080, "total_correct": 6531, "total_train": 696, "infer_ms": 704.633711, "train_ms": 1446.781222, "blocked_train": 1446781222, "duration": 4263874286, "avg_accuracy": 25.0968992248062, "soft_acc": 25.159286635658912, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4709.332089346689, "availability": 32.752106541225714, "score": 388.05821159142226, "zero_downtime": 8.240196363923369, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 40866544, "heap_mib": 38.97337341308594, "mobile_score": 1059657.623118977, "mobile_throughput": 12859616.158642692, "mobile_availability": 89435.08559524035, "mobile_accuracy": 68701.62537310594, "soft_acc_blocks": [ 25.159286635658912 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124754411, "time_to_acc50_sec": 0, "acc_per_sec": 5.900569516851584, "mobile_acc_per_sec": 16112.488494016057 }, "started": "2026-08-19T04:12:58.15668558+10:00", "ended": "2026-08-19T04:13:02.420949501+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": 20528, "total_correct": 6159, "total_train": 626, "infer_ms": 780.006906, "train_ms": 1480.264803, "blocked_train": 1480264803, "duration": 4196099280, "avg_accuracy": 21.826923076923077, "soft_acc": 24.748053853846155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4892.162608697857, "availability": 34.509431007526715, "score": 417.8108703975716, "zero_downtime": 8.540412570398594, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 42111992, "heap_mib": 40.16112518310547, "mobile_score": 2281804.433531271, "mobile_throughput": 26717730.72696856, "mobile_availability": 188467.50587577256, "mobile_accuracy": 135157.37144713846, "soft_acc_blocks": [ 24.748053853846155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.8978713806423935, "mobile_acc_per_sec": 32210.24156681499 }, "started": "2026-08-19T04:13:09.281094367+10:00", "ended": "2026-08-19T04:13:13.477594324+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": 21512, "total_correct": 6592, "total_train": 1032, "infer_ms": 551.735967, "train_ms": 1534.733628, "blocked_train": 1534733628, "duration": 4247722810, "avg_accuracy": 19.863013698630137, "soft_acc": 24.949152698630137, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5064.3605908927, "availability": 26.443518195624602, "score": 334.1178340104668, "zero_downtime": 6.597433733516426, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 47960848, "heap_mib": 45.73902893066406, "mobile_score": 3649457.7282849923, "mobile_throughput": 55316322.614124, "mobile_availability": 288833.73474474234, "mobile_accuracy": 272511.2785429041, "soft_acc_blocks": [ 24.949152698630137 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.873535966116899, "mobile_acc_per_sec": 64154.675512572845 }, "started": "2026-08-19T04:13:20.241034304+10:00", "ended": "2026-08-19T04:13:24.489432165+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": 23032, "total_correct": 6975, "total_train": 598, "infer_ms": 916.968805, "train_ms": 1330.129305, "blocked_train": 1330129305, "duration": 4032332854, "avg_accuracy": 26.08695652173913, "soft_acc": 25.198132166666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5711.830058164142, "availability": 40.80679881841029, "score": 587.3218444329802, "zero_downtime": 10.282551099248797, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 43433136, "heap_mib": 41.42106628417969, "mobile_score": 793623.1834383463, "mobile_throughput": 7718154.529728767, "mobile_availability": 55140.50241986262, "mobile_accuracy": 34049.17092112715, "soft_acc_blocks": [ 25.198132166666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12257822, "time_to_acc50_sec": 0, "acc_per_sec": 6.249020871794, "mobile_acc_per_sec": 8444.037770183331 }, "started": "2026-08-19T04:13:31.250511568+10:00", "ended": "2026-08-19T04:13:35.283253589+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": 24272, "total_correct": 7741, "total_train": 758, "infer_ms": 889.430311, "train_ms": 1322.343395, "blocked_train": 1322343395, "duration": 4220173693, "avg_accuracy": 29.619565217391305, "soft_acc": 25.23986454347826, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5751.422042239626, "availability": 40.21344085008306, "score": 583.7588696320697, "zero_downtime": 10.149817998832717, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 73754280, "heap_mib": 70.33756256103516, "mobile_score": 1561519.2359268295, "mobile_throughput": 15384701.835110862, "mobile_availability": 107568.4922265732, "mobile_accuracy": 67515.09235597515, "soft_acc_blocks": [ 25.23986454347826 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.231958913, "time_to_acc50_sec": 0, "acc_per_sec": 5.9807643901822365, "mobile_acc_per_sec": 15998.178574489104 }, "started": "2026-08-19T04:13:41.599968769+10:00", "ended": "2026-08-19T04:13:45.820570117+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": 16616, "total_correct": 4907, "total_train": 696, "infer_ms": 720.825721, "train_ms": 1597.249006, "blocked_train": 1597249006, "duration": 4623468060, "avg_accuracy": 23.757309941520468, "soft_acc": 24.9243449122807, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3593.8390369241565, "availability": 31.095879378007645, "score": 278.5384902613256, "zero_downtime": 7.750444229681391, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 41810352, "heap_mib": 39.87345886230469, "mobile_score": 1460343.8798212986, "mobile_throughput": 18842066.809908923, "mobile_availability": 163031.96407336873, "mobile_accuracy": 130675.34945369823, "soft_acc_blocks": [ 24.9243449122807 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.390833155724384, "mobile_acc_per_sec": 28263.49133548426 }, "started": "2026-08-19T04:13:51.922808525+10:00", "ended": "2026-08-19T04:13:56.546874814+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": 31408, "total_correct": 9419, "total_train": 1010, "infer_ms": 727.378252, "train_ms": 1445.053181, "blocked_train": 1445053181, "duration": 4087360227, "avg_accuracy": 25, "soft_acc": 25.041789150000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7684.177135288253, "availability": 33.48221909105474, "score": 644.2834209970446, "zero_downtime": 8.384546707522976, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 44411488, "heap_mib": 42.354095458984375, "mobile_score": 6495962.812071125, "mobile_throughput": 77475420.42126939, "mobile_availability": 337583.18620790204, "mobile_accuracy": 252482.8759591385, "soft_acc_blocks": [ 25.041789150000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130791854, "time_to_acc50_sec": 0, "acc_per_sec": 6.126641098227823, "mobile_acc_per_sec": 61771.62323283979 }, "started": "2026-08-19T04:14:02.977536224+10:00", "ended": "2026-08-19T04:14:07.065374523+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": 31784, "total_correct": 8322, "total_train": 690, "infer_ms": 1035.37671, "train_ms": 1384.389604, "blocked_train": 1384389604, "duration": 4483707789, "avg_accuracy": 21.59090909090909, "soft_acc": 24.901336641711232, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7088.775963049272, "availability": 42.788293398814545, "score": 755.298940671455, "zero_downtime": 10.654856982481915, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 44471864, "heap_mib": 42.41167449951172, "mobile_score": 16499757.12528149, "mobile_throughput": 154856673.83813235, "mobile_availability": 934724.53206157, "mobile_accuracy": 543977.9993837291, "soft_acc_blocks": [ 24.901336641711232 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.553737623759145, "mobile_acc_per_sec": 121323.2496368931 }, "started": "2026-08-19T04:14:14.488700797+10:00", "ended": "2026-08-19T04:14:18.973032022+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": 19728, "total_correct": 5077, "total_train": 857, "infer_ms": 693.099199, "train_ms": 1390.25064, "blocked_train": 1390250640, "duration": 4226781962, "avg_accuracy": 19.867149758454108, "soft_acc": 25.108495893719805, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4667.380569274796, "availability": 33.26849797500572, "score": 389.8765414228082, "zero_downtime": 8.353219447956569, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 71031216, "heap_mib": 67.74064636230469, "mobile_score": 7300271.148195759, "mobile_throughput": 87394700.85371229, "mobile_availability": 622938.3666542786, "mobile_accuracy": 470145.8248259489, "soft_acc_blocks": [ 25.108495893719805 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.940333833032432, "mobile_acc_per_sec": 111230.20516617528 }, "started": "2026-08-19T04:14:26.052604098+10:00", "ended": "2026-08-19T04:14:30.279779185+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": 32128, "total_correct": 7949, "total_train": 839, "infer_ms": 748.492221, "train_ms": 1419.99793, "blocked_train": 1419997930, "duration": 4111160885, "avg_accuracy": 24.42528735632184, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7814.824303573806, "availability": 34.516745241145436, "score": 674.3557489769222, "zero_downtime": 8.629186310286359, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 47317464, "heap_mib": 45.125450134277344, "mobile_score": 14731526.121650524, "mobile_throughput": 170717441.8530043, "mobile_availability": 754029.8053745691, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.0810074573376856, "mobile_acc_per_sec": 132841.6349080275 }, "started": "2026-08-19T04:14:36.961329026+10:00", "ended": "2026-08-19T04:14:41.073012721+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": 35936, "total_correct": 7626, "total_train": 841, "infer_ms": 751.634076, "train_ms": 1480.008478, "blocked_train": 1480008478, "duration": 4185327134, "avg_accuracy": 18.31081081081081, "soft_acc": 24.71529999459459, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 8586.186658641247, "availability": 33.68075566818574, "score": 714.7399191824832, "zero_downtime": 8.324299803838528, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41114352, "heap_mib": 39.20970153808594, "mobile_score": 31227463.562362146, "mobile_throughput": 375136219.2404752, "mobile_availability": 1471534.668980147, "mobile_accuracy": 1079827.9336305007, "soft_acc_blocks": [ 24.71529999459459 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.9052253750529875, "mobile_acc_per_sec": 258003.23345298172 }, "started": "2026-08-19T04:14:48.229930266+10:00", "ended": "2026-08-19T04:14:52.415675941+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": 22568, "total_correct": 5289, "total_train": 679, "infer_ms": 714.825671, "train_ms": 1227.224652, "blocked_train": 1227224652, "duration": 4327034777, "avg_accuracy": 26.57563025210084, "soft_acc": 25.06297499159664, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5215.580914662013, "availability": 36.80778312148814, "score": 481.1438838206843, "zero_downtime": 9.225125478699702, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 48932544, "heap_mib": 46.66571044921875, "mobile_score": 15766122.785036184, "mobile_throughput": 170904155.41164485, "mobile_availability": 1206117.4373249235, "mobile_accuracy": 821263.5645246387, "soft_acc_blocks": [ 25.06297499159664 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.340348007, "time_to_acc50_sec": 0, "acc_per_sec": 5.792182472120825, "mobile_acc_per_sec": 189798.23524645518 }, "started": "2026-08-19T04:14:58.95738188+10:00", "ended": "2026-08-19T04:15:03.284936395+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": 30768, "total_correct": 6201, "total_train": 696, "infer_ms": 796.262127, "train_ms": 1353.72491, "blocked_train": 1353724910, "duration": 4267398547, "avg_accuracy": 23.273480662983424, "soft_acc": 24.93730838121547, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7210.013234322826, "availability": 37.03567106669956, "score": 665.8951565895765, "zero_downtime": 9.23569950495546, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 73949080, "heap_mib": 70.5233383178711, "mobile_score": 29093403.321502987, "mobile_throughput": 315010284.88305384, "mobile_availability": 1618113.1593514814, "mobile_accuracy": 1089527.628047558, "soft_acc_blocks": [ 24.93730838121547 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.843679259521356, "mobile_acc_per_sec": 255314.24263466106 }, "started": "2026-08-19T04:15:09.524821378+10:00", "ended": "2026-08-19T04:15:13.792736435+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": 32624, "total_correct": 7907, "total_train": 959, "infer_ms": 695.162064, "train_ms": 1298.844743, "blocked_train": 1298844743, "duration": 4452810129, "avg_accuracy": 25.932835820895523, "soft_acc": 25.012579965174126, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7326.609277033469, "availability": 34.86257226202137, "score": 638.8824364531587, "zero_downtime": 8.720028764954709, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 78812752, "heap_mib": 75.16169738769531, "mobile_score": 55826399.14052561, "mobile_throughput": 640208887.4395539, "mobile_availability": 3046338.0476851095, "mobile_accuracy": 2185632.5874635354, "soft_acc_blocks": [ 25.012579965174126 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.290818304, "time_to_acc50_sec": 0, "acc_per_sec": 5.61725724667074, "mobile_acc_per_sec": 490843.42789041816 }, "started": "2026-08-19T04:15:21.127244416+10:00", "ended": "2026-08-19T04:15:25.580499647+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": 18232, "total_correct": 5520, "total_train": 767, "infer_ms": 740.416124, "train_ms": 1504.953519, "blocked_train": 1504953519, "duration": 4185606076, "avg_accuracy": 18.857758620689655, "soft_acc": 24.568076344827585, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4355.880526966246, "availability": 32.97524424578675, "score": 352.8865724047333, "zero_downtime": 8.101383181198253, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 44414320, "heap_mib": 42.35679626464844, "mobile_score": 481807.80018992914, "mobile_throughput": 5947228.879484582, "mobile_availability": 45022.20014358084, "mobile_accuracy": 33543.613569471265, "soft_acc_blocks": [ 24.568076344827585 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.8696580372671425, "mobile_acc_per_sec": 8014.039773548739 }, "started": "2026-08-19T04:15:32.195794055+10:00", "ended": "2026-08-19T04:15:36.381984453+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": 22304, "total_correct": 6411, "total_train": 751, "infer_ms": 794.372394, "train_ms": 1421.868055, "blocked_train": 1421868055, "duration": 4290496440, "avg_accuracy": 21.982758620689655, "soft_acc": 24.928153172413793, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5198.466031124361, "availability": 35.84324049127577, "score": 464.4859493572592, "zero_downtime": 8.935057891621867, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 44672112, "heap_mib": 42.60264587402344, "mobile_score": 627640.2304552029, "mobile_throughput": 7024467.418881775, "mobile_availability": 48433.455852293795, "mobile_accuracy": 33684.3597176765, "soft_acc_blocks": [ 24.928153172413793 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.810085970474268, "mobile_acc_per_sec": 7850.923590948487 }, "started": "2026-08-19T04:15:43.293963076+10:00", "ended": "2026-08-19T04:15:47.585036702+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": 22504, "total_correct": 6698, "total_train": 814, "infer_ms": 853.471185, "train_ms": 1461.60486, "blocked_train": 1461604860, "duration": 4241020609, "avg_accuracy": 28.77906976744186, "soft_acc": 25.026321643410853, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5306.269899335923, "availability": 36.86579483396624, "score": 489.56454721959057, "zero_downtime": 9.226152391548334, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 48371752, "heap_mib": 46.130897521972656, "mobile_score": 661527.8797233626, "mobile_throughput": 7170138.229337712, "mobile_availability": 49815.1903142023, "mobile_accuracy": 33817.01062314585, "soft_acc_blocks": [ 25.026321643410853 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.142189862, "time_to_acc50_sec": 0, "acc_per_sec": 5.901013918749117, "mobile_acc_per_sec": 7973.790684106023 }, "started": "2026-08-19T04:15:55.442234534+10:00", "ended": "2026-08-19T04:15:59.683680716+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": 18576, "total_correct": 5676, "total_train": 730, "infer_ms": 659.022797, "train_ms": 1521.017279, "blocked_train": 1521017279, "duration": 4149065265, "avg_accuracy": 20.689655172413794, "soft_acc": 24.826848853448276, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4477.153000387908, "availability": 30.229847802119032, "score": 336.0156435881193, "zero_downtime": 7.505118622459547, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 40733336, "heap_mib": 38.846336364746094, "mobile_score": 458773.35871231224, "mobile_throughput": 6112806.229862957, "mobile_availability": 41273.81886582652, "mobile_accuracy": 33896.92430124138, "soft_acc_blocks": [ 24.826848853448276 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.983720975150358, "mobile_acc_per_sec": 8169.773704738622 }, "started": "2026-08-19T04:16:06.452667256+10:00", "ended": "2026-08-19T04:16:10.676125729+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": 21760, "total_correct": 6076, "total_train": 675, "infer_ms": 804.548908, "train_ms": 1294.342713, "blocked_train": 1294342713, "duration": 4215390745, "avg_accuracy": 29.9, "soft_acc": 24.99124376, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5162.036289473326, "availability": 38.33208441780711, "score": 494.50576590833924, "zero_downtime": 9.579664655143151, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 71372600, "heap_mib": 68.06621551513672, "mobile_score": 337582.60286009294, "mobile_throughput": 3523950.106947124, "mobile_availability": 26168.036295889655, "mobile_accuracy": 17060.689073493333, "soft_acc_blocks": [ 24.99124376 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.252689781, "time_to_acc50_sec": 0, "acc_per_sec": 5.928571103317731, "mobile_acc_per_sec": 4047.2378731982376 }, "started": "2026-08-19T04:16:17.433861435+10:00", "ended": "2026-08-19T04:16:21.650067596+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": 19992, "total_correct": 5456, "total_train": 736, "infer_ms": 799.173311, "train_ms": 1462.098532, "blocked_train": 1462098532, "duration": 4048296516, "avg_accuracy": 20.982142857142858, "soft_acc": 25.02021729464286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4938.373442010986, "availability": 35.34176191482344, "score": 436.6799001831525, "zero_downtime": 8.842585626844157, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41507872, "heap_mib": 39.584991455078125, "mobile_score": 9539417.979467694, "mobile_throughput": 107880413.96521066, "mobile_availability": 772052.5696166229, "mobile_accuracy": 546574.9868739048, "soft_acc_blocks": [ 25.02021729464286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.180431002461397, "mobile_acc_per_sec": 135013.5753924367 }, "started": "2026-08-19T04:16:28.891202988+10:00", "ended": "2026-08-19T04:16:32.939985336+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": 11528, "total_correct": 3517, "total_train": 574, "infer_ms": 729.397598, "train_ms": 1559.720754, "blocked_train": 1559720754, "duration": 4170566484, "avg_accuracy": 33.108108108108105, "soft_acc": 25.246489581081082, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2764.1328927919326, "availability": 31.863690986651093, "score": 222.35965958160497, "zero_downtime": 8.04446342509274, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 44076592, "heap_mib": 42.03471374511719, "mobile_score": 3238347.255631125, "mobile_throughput": 40255602.9471138, "mobile_availability": 464048.633889148, "mobile_accuracy": 367678.65359682887, "soft_acc_blocks": [ 25.246489581081082 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.170458203, "time_to_acc50_sec": 0, "acc_per_sec": 6.053491696616502, "mobile_acc_per_sec": 88160.3626287687 }, "started": "2026-08-19T04:16:39.606678394+10:00", "ended": "2026-08-19T04:16:43.778123106+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": 12616, "total_correct": 3421, "total_train": 524, "infer_ms": 883.949224, "train_ms": 1258.825445, "blocked_train": 1258825445, "duration": 4365102375, "avg_accuracy": 28.716216216216218, "soft_acc": 25.08549958108108, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2890.195673818532, "availability": 41.252551506618545, "score": 299.08925868875986, "zero_downtime": 10.348408635378053, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 54639840, "heap_mib": 52.108612060546875, "mobile_score": 4355803.0349836815, "mobile_throughput": 42091525.26208252, "mobile_availability": 600783.8256750562, "mobile_accuracy": 365334.0667879399, "soft_acc_blocks": [ 25.08549958108108 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.326758984, "time_to_acc50_sec": 0, "acc_per_sec": 5.746829610400851, "mobile_acc_per_sec": 83694.27229938448 }, "started": "2026-08-19T04:16:50.632302389+10:00", "ended": "2026-08-19T04:16:54.997956013+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": 8440, "total_correct": 2441, "total_train": 432, "infer_ms": 563.041663, "train_ms": 1056.399862, "blocked_train": 1056399862, "duration": 4921779693, "avg_accuracy": 25, "soft_acc": 24.953184413333332, "adapt_pct": 24.953184413333332, "stability": 100, "consistency": 100, "throughput": 1714.8268566355762, "availability": 34.76764392588982, "score": 148.7721070456013, "zero_downtime": 8.675634304998372, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 146849680, "heap_mib": 140.04676818847656, "mobile_score": 1949985.7614681055, "mobile_throughput": 22476578.575293824, "mobile_availability": 455706.46246542304, "mobile_accuracy": 327066.37874244264, "soft_acc_blocks": [ 24.953184413333332 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.708650013, "time_to_acc50_sec": 0, "acc_per_sec": 5.069951515469698, "mobile_acc_per_sec": 66452.86850356442 }, "started": "2026-08-19T04:17:01.497441805+10:00", "ended": "2026-08-19T04:17:06.42002759+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": 13072, "total_correct": 3491, "total_train": 427, "infer_ms": 922.322108, "train_ms": 1566.969342, "blocked_train": 1566969342, "duration": 4195315508, "avg_accuracy": 17.045454545454547, "soft_acc": 24.860628220779223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3115.856238958226, "availability": 37.05159184956024, "score": 287.00957264634735, "zero_downtime": 9.211258499599708, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 44320440, "heap_mib": 42.26726531982422, "mobile_score": 5015855.827453605, "mobile_throughput": 54453534.52703102, "mobile_availability": 647523.4995874079, "mobile_accuracy": 434470.9682871966, "soft_acc_blocks": [ 24.860628220779223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.9258065748267965, "mobile_acc_per_sec": 103560.97591675972 }, "started": "2026-08-19T04:17:13.348931237+10:00", "ended": "2026-08-19T04:17:17.544729349+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": 12816, "total_correct": 3873, "total_train": 524, "infer_ms": 718.052531, "train_ms": 1397.469333, "blocked_train": 1397469333, "duration": 4138056298, "avg_accuracy": 20.727848101265824, "soft_acc": 24.96803232911392, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3097.1062443481524, "availability": 33.94209926255812, "score": 262.46966746169346, "zero_downtime": 8.47467431705545, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 40718200, "heap_mib": 38.83190155029297, "mobile_score": 4047344.0298281275, "mobile_throughput": 47758107.01872953, "mobile_availability": 523395.15700494335, "mobile_accuracy": 385012.9333460729, "soft_acc_blocks": [ 24.96803232911392 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 6.033758492164893, "mobile_acc_per_sec": 93041.97565706316 }, "started": "2026-08-19T04:17:24.430886169+10:00", "ended": "2026-08-19T04:17:28.569384758+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": 16184, "total_correct": 4421, "total_train": 529, "infer_ms": 839.379142, "train_ms": 1424.805347, "blocked_train": 1424805347, "duration": 4303690832, "avg_accuracy": 24.175824175824175, "soft_acc": 25.068688153846153, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3760.4931747569362, "availability": 37.072029513404196, "score": 349.48036036558136, "zero_downtime": 9.293471471017108, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 44279680, "heap_mib": 42.2283935546875, "mobile_score": 10179353.28751944, "mobile_throughput": 109532302.53372025, "mobile_availability": 1079801.1227513144, "mobile_accuracy": 730178.4652668717, "soft_acc_blocks": [ 25.068688153846153 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.824927749792914, "mobile_acc_per_sec": 169663.31778241263 }, "started": "2026-08-19T04:17:35.356283073+10:00", "ended": "2026-08-19T04:17:39.674143934+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": 16936, "total_correct": 4249, "total_train": 722, "infer_ms": 883.873904, "train_ms": 1451.908152, "blocked_train": 1451908152, "duration": 4445874521, "avg_accuracy": 24.02777777777778, "soft_acc": 25.1965362, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3809.3742682127304, "availability": 37.84059825828202, "score": 363.2055529420951, "zero_downtime": 9.5345200384446, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 43191704, "heap_mib": 41.190818786621094, "mobile_score": 8655650.588222962, "mobile_throughput": 90782237.10603255, "mobile_availability": 901789.6172562802, "mobile_accuracy": 600465.5259648, "soft_acc_blocks": [ 25.1965362 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.667397062374266, "mobile_acc_per_sec": 135061.2850471854 }, "started": "2026-08-19T04:17:46.670019586+10:00", "ended": "2026-08-19T04:17:51.116515773+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": 10072, "total_correct": 2731, "total_train": 526, "infer_ms": 660.23505, "train_ms": 1632.861842, "blocked_train": 1632861842, "duration": 4525467272, "avg_accuracy": 24.642857142857142, "soft_acc": 25.006986385714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2225.6265253132074, "availability": 28.792287508800133, "score": 160.24696638369778, "zero_downtime": 7.2000834174613635, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40904696, "heap_mib": 39.00975799560547, "mobile_score": 72930.17492306957, "mobile_throughput": 1012907.3608536553, "mobile_availability": 13103.689959560594, "mobile_accuracy": 11380.957359542857, "soft_acc_blocks": [ 25.006986385714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.525835208319298, "mobile_acc_per_sec": 2514.8690014750937 }, "started": "2026-08-19T04:17:58.124120549+10:00", "ended": "2026-08-19T04:18:02.650087091+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": 11488, "total_correct": 3292, "total_train": 476, "infer_ms": 567.153177, "train_ms": 1163.314797, "blocked_train": 1163314797, "duration": 5103237069, "avg_accuracy": 20.56451612903226, "soft_acc": 24.993011177419355, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2251.120189925082, "availability": 32.77455494822119, "score": 184.39709274212152, "zero_downtime": 8.19134818155837, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 106675152, "heap_mib": 101.73335266113281, "mobile_score": 167842.33152705105, "mobile_throughput": 2049019.621762919, "mobile_availability": 29832.128237314217, "mobile_accuracy": 22749.194173935484, "soft_acc_blocks": [ 24.993011177419355 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.897481900114203, "mobile_acc_per_sec": 4457.796858415061 }, "started": "2026-08-19T04:18:10.075879071+10:00", "ended": "2026-08-19T04:18:15.179995982+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": 9040, "total_correct": 1992, "total_train": 459, "infer_ms": 804.080346, "train_ms": 1506.83627, "blocked_train": 1506836270, "duration": 4519311485, "avg_accuracy": 23.88888888888889, "soft_acc": 24.998750444444447, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2000.3046990685573, "availability": 34.794866263577894, "score": 173.9921392777791, "zero_downtime": 8.69828178471003, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 41945192, "heap_mib": 40.002052307128906, "mobile_score": 316743.023325237, "mobile_throughput": 3641443.5766154714, "mobile_availability": 63342.1209847178, "mobile_accuracy": 45508.83636464198, "soft_acc_blocks": [ 24.998750444444447 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.531539600095621, "mobile_acc_per_sec": 10069.860534218516 }, "started": "2026-08-19T04:18:21.838352432+10:00", "ended": "2026-08-19T04:18:26.358159073+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": 12816, "total_correct": 3076, "total_train": 493, "infer_ms": 816.045033, "train_ms": 1581.86829, "blocked_train": 1581868290, "duration": 4234111552, "avg_accuracy": 26.08695652173913, "soft_acc": 25.02444297101449, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3026.8451462848943, "availability": 34.03146498969596, "score": 257.7717186563659, "zero_downtime": 8.516184548547228, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 44506944, "heap_mib": 42.44512939453125, "mobile_score": 469259.0931628777, "mobile_throughput": 5510203.430747967, "mobile_availability": 61952.39137679763, "mobile_accuracy": 45555.608181900156, "soft_acc_blocks": [ 25.02444297101449 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12489766, "time_to_acc50_sec": 0, "acc_per_sec": 5.910199262273592, "mobile_acc_per_sec": 10759.189412565614 }, "started": "2026-08-19T04:18:32.81201307+10:00", "ended": "2026-08-19T04:18:37.046592589+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": 7280, "total_correct": 1651, "total_train": 432, "infer_ms": 640.394944, "train_ms": 1371.058437, "blocked_train": 1371058437, "duration": 4653309216, "avg_accuracy": 22.22222222222222, "soft_acc": 24.957264055555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1564.4780224293609, "availability": 31.837424125714804, "score": 124.30951258517064, "zero_downtime": 7.945750007541793, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 109238848, "heap_mib": 104.17828369140625, "mobile_score": 452597.12315454124, "mobile_throughput": 5696090.648773922, "mobile_availability": 115916.52375015809, "mobile_accuracy": 90866.62539693827, "soft_acc_blocks": [ 24.957264055555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.363336691604798, "mobile_acc_per_sec": 19527.312967834 }, "started": "2026-08-19T04:18:44.128866779+10:00", "ended": "2026-08-19T04:18:48.783491096+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": 10240, "total_correct": 2333, "total_train": 462, "infer_ms": 802.686506, "train_ms": 1455.138583, "blocked_train": 1455138583, "duration": 4438809113, "avg_accuracy": 12.276785714285714, "soft_acc": 24.98016548214286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2306.925064655287, "availability": 35.55131484323762, "score": 204.87287698357974, "zero_downtime": 8.880777278918375, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 70887280, "heap_mib": 67.60337829589844, "mobile_score": 745919.3814442157, "mobile_throughput": 8399257.835402716, "mobile_availability": 129438.38719813449, "mobile_accuracy": 90950.00694653968, "soft_acc_blocks": [ 24.98016548214286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.627672838866423, "mobile_acc_per_sec": 20489.73150933055 }, "started": "2026-08-19T04:18:55.052962003+10:00", "ended": "2026-08-19T04:18:59.492463719+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": 2232, "total_train": 424, "infer_ms": 633.150794, "train_ms": 1677.235405, "blocked_train": 1677235405, "duration": 4586789512, "avg_accuracy": 26.329787234042552, "soft_acc": 24.999494021276593, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1538.3308916923327, "availability": 27.404543633183295, "score": 105.3910070416812, "zero_downtime": 6.850997247135793, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 42228024, "heap_mib": 40.27178192138672, "mobile_score": 47964.61831585847, "mobile_throughput": 700111.4813746439, "mobile_availability": 12472.112302390975, "mobile_accuracy": 11377.547501238769, "soft_acc_blocks": [ 24.999494021276593 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120957928, "time_to_acc50_sec": 0, "acc_per_sec": 5.450325103402433, "mobile_acc_per_sec": 2480.5035137262626 }, "started": "2026-08-19T04:19:06.444743639+10:00", "ended": "2026-08-19T04:19:11.032200077+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": 7864, "total_correct": 2026, "total_train": 456, "infer_ms": 731.869033, "train_ms": 1588.46594, "blocked_train": 1588465940, "duration": 4338546755, "avg_accuracy": 30.147058823529413, "soft_acc": 25.00925680392157, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1812.5885104123995, "availability": 31.54152488826879, "score": 142.98243685284737, "zero_downtime": 7.888300959179977, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 71383688, "heap_mib": 68.07678985595703, "mobile_score": 130145.79141094729, "mobile_throughput": 1649858.341922042, "mobile_availability": 28709.796876077547, "mobile_accuracy": 22763.981304191722, "soft_acc_blocks": [ 25.00925680392157 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.230155355, "time_to_acc50_sec": 0, "acc_per_sec": 5.764431782393357, "mobile_acc_per_sec": 5246.913906818487 }, "started": "2026-08-19T04:19:18.435010799+10:00", "ended": "2026-08-19T04:19:22.895218034+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": 8096, "total_correct": 2046, "total_train": 400, "infer_ms": 779.156359, "train_ms": 1493.131328, "blocked_train": 1493131328, "duration": 4534975149, "avg_accuracy": 35, "soft_acc": 25.033626711111115, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1785.2358026229174, "availability": 34.28951199523003, "score": 153.24300662719992, "zero_downtime": 8.583908433947554, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 78795312, "heap_mib": 75.14506530761719, "mobile_score": 278970.3800644493, "mobile_throughput": 3249922.598908209, "mobile_availability": 62422.15161442765, "mobile_accuracy": 45572.32667053828, "soft_acc_blocks": [ 25.033626711111115 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.303963726, "time_to_acc50_sec": 0, "acc_per_sec": 5.520124342165632, "mobile_acc_per_sec": 10049.079691337967 }, "started": "2026-08-19T04:19:29.941065715+10:00", "ended": "2026-08-19T04:19:34.476567582+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": 12040, "total_correct": 2743, "total_train": 507, "infer_ms": 657.789155, "train_ms": 1581.62769, "blocked_train": 1581627690, "duration": 4458835651, "avg_accuracy": 23.01829268292683, "soft_acc": 25.00050369512195, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2700.2565114279873, "availability": 29.3732342180359, "score": 198.29216246868336, "zero_downtime": 7.34345650605689, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41778120, "heap_mib": 39.84272003173828, "mobile_score": 721959.7310859796, "mobile_throughput": 9831333.929608032, "mobile_availability": 106944.68209517782, "mobile_accuracy": 91024.05612019512, "soft_acc_blocks": [ 25.00050369512195 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.606957881373131, "mobile_acc_per_sec": 20414.31065075942 }, "started": "2026-08-19T04:19:41.025119061+10:00", "ended": "2026-08-19T04:19:45.484859659+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": 6544, "total_correct": 1790, "total_train": 332, "infer_ms": 564.430536, "train_ms": 1342.664765, "blocked_train": 1342664765, "duration": 4750252539, "avg_accuracy": 33.13953488372093, "soft_acc": 25.016868023255817, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1377.6109683165625, "availability": 29.596346637949168, "score": 101.99940410541649, "zero_downtime": 7.404078978121054, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 121901984, "heap_mib": 116.25479125976562, "mobile_score": 46021.56934562874, "mobile_throughput": 621570.4813741428, "mobile_availability": 13353.708593904556, "mobile_accuracy": 11287.47306555658, "soft_acc_blocks": [ 25.016868023255817 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.53214914, "time_to_acc50_sec": 0, "acc_per_sec": 5.2664290620056695, "mobile_acc_per_sec": 2376.183786627219 }, "started": "2026-08-19T04:19:53.182454875+10:00", "ended": "2026-08-19T04:19:57.933943194+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": 9048, "total_correct": 2015, "total_train": 459, "infer_ms": 879.103, "train_ms": 1578.426144, "blocked_train": 1578426144, "duration": 4330376513, "avg_accuracy": 21.153846153846153, "soft_acc": 25.00923880769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2089.425705325499, "availability": 35.77182399428749, "score": 186.92547467186338, "zero_downtime": 8.946260888598736, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 44948168, "heap_mib": 42.86591339111328, "mobile_score": 167240.24447911588, "mobile_throughput": 1869387.072002893, "mobile_availability": 32004.67245446587, "mobile_accuracy": 22375.50135837438, "soft_acc_blocks": [ 25.00923880769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.7753035406074655, "mobile_acc_per_sec": 5167.102973887384 }, "started": "2026-08-19T04:20:04.673426023+10:00", "ended": "2026-08-19T04:20:09.004594096+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": 8200, "total_correct": 2044, "total_train": 421, "infer_ms": 750.758547, "train_ms": 1416.222255, "blocked_train": 1416222255, "duration": 4526725740, "avg_accuracy": 25.96153846153846, "soft_acc": 24.99011953846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1811.4638418540462, "availability": 34.64537139909557, "score": 156.83508531457701, "zero_downtime": 8.657919727177948, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 44324392, "heap_mib": 42.271034240722656, "mobile_score": 275928.7020449965, "mobile_throughput": 3187009.2440200476, "mobile_availability": 60953.53181237926, "mobile_accuracy": 43966.50937107692, "soft_acc_blocks": [ 24.99011953846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.317392093, "time_to_acc50_sec": 0, "acc_per_sec": 5.520572920430903, "mobile_acc_per_sec": 9712.651460761332 }, "started": "2026-08-19T04:20:15.569875299+10:00", "ended": "2026-08-19T04:20:20.097287549+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": 9768, "total_correct": 2367, "total_train": 363, "infer_ms": 626.568623, "train_ms": 1087.200073, "blocked_train": 1087200073, "duration": 4773078016, "avg_accuracy": 26.666666666666668, "soft_acc": 24.999283366666667, "adapt_pct": 24.999283366666667, "stability": 100, "consistency": 100, "throughput": 2046.4781776573416, "availability": 36.560862878545656, "score": 187.04715817032584, "zero_downtime": 9.139953712306072, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 120681584, "heap_mib": 115.09092712402344, "mobile_score": 636795.9770311934, "mobile_throughput": 6967168.511737742, "mobile_availability": 124470.27062900613, "mobile_accuracy": 85109.24855677229, "soft_acc_blocks": [ 24.999283366666667 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.675399176, "time_to_acc50_sec": 0, "acc_per_sec": 5.237560182939752, "mobile_acc_per_sec": 17831.103592163094 }, "started": "2026-08-19T04:20:27.490223899+10:00", "ended": "2026-08-19T04:20:32.263919518+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": 14568, "total_correct": 3668, "total_train": 517, "infer_ms": 889.537598, "train_ms": 1538.118005, "blocked_train": 1538118005, "duration": 4493984415, "avg_accuracy": 23.64457831325301, "soft_acc": 24.99712220481928, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3241.666782682868, "availability": 36.6418365480155, "score": 296.9173783546479, "zero_downtime": 9.159404659997568, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 44722712, "heap_mib": 42.650901794433594, "mobile_score": 2162086.3675389118, "mobile_throughput": 23605097.141100492, "mobile_availability": 266817.7111123048, "mobile_accuracy": 182023.48897944848, "soft_acc_blocks": [ 24.99712220481928 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.562351778832166, "mobile_acc_per_sec": 40503.809575282765 }, "started": "2026-08-19T04:20:39.317117062+10:00", "ended": "2026-08-19T04:20:43.811804705+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": 6512, "total_correct": 1606, "total_train": 496, "infer_ms": 589.434756, "train_ms": 1698.688538, "blocked_train": 1698688538, "duration": 4246645135, "avg_accuracy": 21.27659574468085, "soft_acc": 24.979411595744683, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1533.445765536046, "availability": 25.76062039775729, "score": 98.67495629302397, "zero_downtime": 6.434851398773154, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 42022136, "heap_mib": 40.07543182373047, "mobile_score": 630903.6034750848, "mobile_throughput": 9804478.213675153, "mobile_availability": 164707.1237451143, "mobile_accuracy": 159712.2652037779, "soft_acc_blocks": [ 24.979411595744683 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.882151863801703, "mobile_acc_per_sec": 37609.044345961796 }, "started": "2026-08-19T04:20:50.7021143+10:00", "ended": "2026-08-19T04:20:54.94930881+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": 11512, "total_correct": 2812, "total_train": 423, "infer_ms": 664.827741, "train_ms": 1366.753643, "blocked_train": 1366753643, "duration": 4616323724, "avg_accuracy": 24.25595238095238, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2493.7592526602452, "availability": 32.72464230258963, "score": 204.01844883019942, "zero_downtime": 8.181160575647407, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 77293688, "heap_mib": 73.71300506591797, "mobile_score": 1485617.0069484387, "mobile_throughput": 18159000.709149092, "mobile_availability": 238293.57310472376, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.4155647425735, "mobile_acc_per_sec": 39434.93899658855 }, "started": "2026-08-19T04:21:02.669581058+10:00", "ended": "2026-08-19T04:21:07.287752227+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": 12872, "total_correct": 2924, "total_train": 532, "infer_ms": 744.702052, "train_ms": 1565.265838, "blocked_train": 1565265838, "duration": 4457701386, "avg_accuracy": 25.675675675675677, "soft_acc": 24.96632622972973, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2887.586871661304, "availability": 32.23863220020777, "score": 232.41615239329025, "zero_downtime": 8.048802087106568, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 44714208, "heap_mib": 42.642791748046875, "mobile_score": 3384805.547388149, "mobile_throughput": 42053531.826932274, "mobile_availability": 469509.11108284805, "mobile_accuracy": 363598.4790647928, "soft_acc_blocks": [ 24.96632622972973 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118832102, "time_to_acc50_sec": 0, "acc_per_sec": 5.600717515116597, "mobile_acc_per_sec": 81566.36068237362 }, "started": "2026-08-19T04:21:14.049223891+10:00", "ended": "2026-08-19T04:21:18.531729195+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": 7608, "total_correct": 1600, "total_train": 473, "infer_ms": 674.68861, "train_ms": 1571.169172, "blocked_train": 1571169172, "duration": 4663856504, "avg_accuracy": 21.875, "soft_acc": 24.98338977083333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1631.2680275379244, "availability": 30.041466356750814, "score": 122.43280935685596, "zero_downtime": 7.50537663278082, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 73885312, "heap_mib": 70.4625244140625, "mobile_score": 1395435.929393202, "mobile_throughput": 18592483.730908766, "mobile_availability": 342399.5720271341, "mobile_accuracy": 284749.8142645797, "soft_acc_blocks": [ 24.98338977083333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.3568092734856, "mobile_acc_per_sec": 61054.58305167865 }, "started": "2026-08-19T04:21:25.215026939+10:00", "ended": "2026-08-19T04:21:29.879618129+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": 11504, "total_correct": 3084, "total_train": 385, "infer_ms": 655.631823, "train_ms": 1024.264262, "blocked_train": 1024264262, "duration": 4974827804, "avg_accuracy": 27.389705882352942, "soft_acc": 24.980285161764705, "adapt_pct": 24.980285161764705, "stability": 100, "consistency": 100, "throughput": 2312.4418478867215, "availability": 39.028117801703196, "score": 225.4477052087169, "zero_downtime": 9.749335120134912, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 145430984, "heap_mib": 138.69379425048828, "mobile_score": 3283320.17967966, "mobile_throughput": 33677375.32068982, "mobile_availability": 568388.1618338713, "mobile_accuracy": 363801.7707469804, "soft_acc_blocks": [ 24.980285161764705 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.697547227, "time_to_acc50_sec": 0, "acc_per_sec": 5.021336646401983, "mobile_acc_per_sec": 73128.5152130223 }, "started": "2026-08-19T04:21:37.536243167+10:00", "ended": "2026-08-19T04:21:42.511889722+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": 12168, "total_correct": 3548, "total_train": 568, "infer_ms": 663.271202, "train_ms": 1613.892858, "blocked_train": 1613892858, "duration": 4401043443, "avg_accuracy": 28.253424657534246, "soft_acc": 24.99409608219178, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2764.798884081363, "availability": 29.127071415311203, "score": 201.2786918219412, "zero_downtime": 7.280048215471499, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 40764200, "heap_mib": 38.875770568847656, "mobile_score": 5862666.8209967725, "mobile_throughput": 80530604.29651387, "mobile_availability": 848387.4454550378, "mobile_accuracy": 728005.813707787, "soft_acc_blocks": [ 24.99409608219178 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113352765, "time_to_acc50_sec": 0, "acc_per_sec": 5.679129598674081, "mobile_acc_per_sec": 165416.6388349798 }, "started": "2026-08-19T04:21:49.249177835+10:00", "ended": "2026-08-19T04:21:53.650936695+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": 5296, "total_correct": 1427, "total_train": 386, "infer_ms": 565.702954, "train_ms": 1697.009923, "blocked_train": 1697009923, "duration": 4381796416, "avg_accuracy": 30.05952380952381, "soft_acc": 25.018053238095234, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1208.6367090588262, "availability": 25.001093145765484, "score": 75.59764925734902, "zero_downtime": 6.254786793313388, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40977528, "heap_mib": 39.07921600341797, "mobile_score": 34405.330150900176, "mobile_throughput": 550063.9955894392, "mobile_availability": 11378.275280561713, "mobile_accuracy": 11385.994007026453, "soft_acc_blocks": [ 25.018053238095234 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132571015, "time_to_acc50_sec": 0, "acc_per_sec": 5.709542585489037, "mobile_acc_per_sec": 2598.476270018122 }, "started": "2026-08-19T04:22:00.525594434+10:00", "ended": "2026-08-19T04:22:04.908045382+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": 5624, "total_correct": 1140, "total_train": 306, "infer_ms": 592.911719, "train_ms": 1044.901416, "blocked_train": 1044901416, "duration": 5272671640, "avg_accuracy": 25.595238095238095, "soft_acc": 25.01961307142857, "adapt_pct": 25.01961307142857, "stability": 100, "consistency": 100, "throughput": 1066.6319437255909, "availability": 36.20142654430476, "score": 96.60972802696898, "zero_downtime": 9.057456847722484, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 109670136, "heap_mib": 104.58959197998047, "mobile_score": 43589.777183996135, "mobile_throughput": 481258.45827194717, "mobile_availability": 16333.884268554608, "mobile_accuracy": 11288.7116161731, "soft_acc_blocks": [ 25.01961307142857 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.802559852, "time_to_acc50_sec": 0, "acc_per_sec": 4.745149097019925, "mobile_acc_per_sec": 2140.9851375029107 }, "started": "2026-08-19T04:22:12.870628359+10:00", "ended": "2026-08-19T04:22:18.143917552+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": 8176, "total_correct": 2082, "total_train": 357, "infer_ms": 789.728179, "train_ms": 1480.725661, "blocked_train": 1480725661, "duration": 4659404812, "avg_accuracy": 27.734375, "soft_acc": 25.008378921875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1754.7305567748124, "availability": 34.78283350609761, "score": 152.6373923422926, "zero_downtime": 8.698622802969789, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 75889304, "heap_mib": 72.3736801147461, "mobile_score": 68869.15073696722, "mobile_throughput": 791724.7626078768, "mobile_availability": 15693.822902964634, "mobile_accuracy": 11283.642829769364, "soft_acc_blocks": [ 25.008378921875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.30439434, "time_to_acc50_sec": 0, "acc_per_sec": 5.367290443935568, "mobile_acc_per_sec": 2421.6918866351903 }, "started": "2026-08-19T04:22:25.331298875+10:00", "ended": "2026-08-19T04:22:29.99138275+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": 7680, "total_correct": 2055, "total_train": 448, "infer_ms": 771.234454, "train_ms": 1678.02893, "blocked_train": 1678028930, "duration": 4468138568, "avg_accuracy": 20.380434782608695, "soft_acc": 24.97841845652174, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1718.836576600997, "availability": 31.488424603011172, "score": 135.19183309622403, "zero_downtime": 7.865310462706475, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 47882872, "heap_mib": 45.66466522216797, "mobile_score": 61527.3053735704, "mobile_throughput": 782261.6241952982, "mobile_availability": 14330.731908214862, "mobile_accuracy": 11367.955777545894, "soft_acc_blocks": [ 24.97841845652174 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.59034105061393, "mobile_acc_per_sec": 2544.226327034962 }, "started": "2026-08-19T04:22:36.947945505+10:00", "ended": "2026-08-19T04:22:41.416589594+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": 6192, "total_correct": 1337, "total_train": 532, "infer_ms": 611.465176, "train_ms": 1721.192598, "blocked_train": 1721192598, "duration": 4509139061, "avg_accuracy": 19.02173913043478, "soft_acc": 24.997284913043476, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1373.2111421347004, "availability": 26.21323979948719, "score": 89.9810090982803, "zero_downtime": 6.5525982376171195, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 41444696, "heap_mib": 39.524742126464844, "mobile_score": 20475.67851480867, "mobile_throughput": 312481.8243435407, "mobile_availability": 5964.9683454833075, "mobile_accuracy": 5688.271055768116, "soft_acc_blocks": [ 24.997284913043476 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.543693502213654, "mobile_acc_per_sec": 1261.4982547259515 }, "started": "2026-08-19T04:22:49.117501357+10:00", "ended": "2026-08-19T04:22:53.671489531+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": 6728, "total_correct": 1810, "total_train": 337, "infer_ms": 694.979928, "train_ms": 1622.734551, "blocked_train": 1622734551, "duration": 4278045474, "avg_accuracy": 30.92105263157895, "soft_acc": 25.005267, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1572.6808050287686, "availability": 29.985571315922208, "score": 117.91916906860448, "zero_downtime": 7.497972169021762, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 47795688, "heap_mib": 45.581520080566406, "mobile_score": 858661.1848977847, "mobile_throughput": 11451912.137596153, "mobile_availability": 218348.26686225308, "mobile_accuracy": 182082.797568, "soft_acc_blocks": [ 25.005267 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133227699, "time_to_acc50_sec": 0, "acc_per_sec": 5.845021319191336, "mobile_acc_per_sec": 42562.14635272482 }, "started": "2026-08-19T04:23:00.397907219+10:00", "ended": "2026-08-19T04:23:04.676677798+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": 3456, "total_correct": 1040, "total_train": 334, "infer_ms": 624.874238, "train_ms": 1694.576063, "blocked_train": 1694576063, "duration": 4542241641, "avg_accuracy": 30.76923076923077, "soft_acc": 24.989742153846155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 760.8578039540719, "availability": 26.940617685603947, "score": 51.223921511867616, "zero_downtime": 6.732390894285902, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 41624248, "heap_mib": 39.69597625732422, "mobile_score": 248667.47557050045, "mobile_throughput": 3693598.2992543746, "mobile_availability": 130783.72745509187, "mobile_accuracy": 121313.166058849, "soft_acc_blocks": [ 24.989742153846155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117775905, "time_to_acc50_sec": 0, "acc_per_sec": 5.501632041826934, "mobile_acc_per_sec": 26707.774629123698 }, "started": "2026-08-19T04:23:12.010651555+10:00", "ended": "2026-08-19T04:23:16.553686426+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": 4128, "total_correct": 965, "total_train": 284, "infer_ms": 782.015709, "train_ms": 1663.192096, "blocked_train": 1663192096, "duration": 4518155990, "avg_accuracy": 22, "soft_acc": 24.986315519999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 913.6470739692189, "availability": 31.981564405320555, "score": 73.00967098697146, "zero_downtime": 7.991014590545404, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 44796960, "heap_mib": 42.721710205078125, "mobile_score": 354426.7998371971, "mobile_throughput": 4435316.639973832, "mobile_availability": 155255.09665682132, "mobile_accuracy": 121296.53140138666, "soft_acc_blocks": [ 24.986315519999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.530202050416589, "mobile_acc_per_sec": 26846.468264896415 }, "started": "2026-08-19T04:23:23.705626056+10:00", "ended": "2026-08-19T04:23:28.224647829+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": 4440, "total_correct": 876, "total_train": 313, "infer_ms": 864.143178, "train_ms": 1569.520164, "blocked_train": 1569520164, "duration": 4735032035, "avg_accuracy": 25.568181818181817, "soft_acc": 24.99384559090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 937.6916496405499, "availability": 35.50791775865933, "score": 83.21820354680995, "zero_downtime": 8.874794137146301, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 41861480, "heap_mib": 39.922218322753906, "mobile_score": 369748.3517046601, "mobile_throughput": 4166275.2509046155, "mobile_availability": 157765.8914055253, "mobile_accuracy": 111050.62133191987, "soft_acc_blocks": [ 24.99384559090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12551809, "time_to_acc50_sec": 0, "acc_per_sec": 5.278495563738903, "mobile_acc_per_sec": 23452.982051877476 }, "started": "2026-08-19T04:23:35.325544218+10:00", "ended": "2026-08-19T04:23:40.10489541+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": 4384, "total_correct": 1015, "total_train": 316, "infer_ms": 824.749076, "train_ms": 1607.853351, "blocked_train": 1607853351, "duration": 4656864409, "avg_accuracy": 21.75925925925926, "soft_acc": 25.01094411111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 941.4059794241264, "availability": 33.903981466347524, "score": 79.82845796586435, "zero_downtime": 8.47970585598965, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 44548632, "heap_mib": 42.484886169433594, "mobile_score": 465034.47300007875, "mobile_throughput": 5484087.3126701815, "mobile_availability": 197505.00705587122, "mobile_accuracy": 145699.3096236247, "soft_acc_blocks": [ 25.01094411111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.370769237509727, "mobile_acc_per_sec": 31286.998466616664 }, "started": "2026-08-19T04:23:47.168688473+10:00", "ended": "2026-08-19T04:23:51.837455965+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": 4664, "total_correct": 1170, "total_train": 273, "infer_ms": 710.389436, "train_ms": 1462.603004, "blocked_train": 1462603004, "duration": 4575121742, "avg_accuracy": 30.357142857142858, "soft_acc": 25.002929428571427, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1019.4264246968752, "availability": 32.691758283337606, "score": 83.32686851998558, "zero_downtime": 8.173897252542055, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 77445184, "heap_mib": 73.85748291015625, "mobile_score": 436872.77242606203, "mobile_throughput": 5344730.413514753, "mobile_availability": 171398.96566854508, "mobile_accuracy": 131087.35864246858, "soft_acc_blocks": [ 25.002929428571427 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.31855278, "time_to_acc50_sec": 0, "acc_per_sec": 5.464975762074798, "mobile_acc_per_sec": 28652.212123466717 }, "started": "2026-08-19T04:23:58.75265765+10:00", "ended": "2026-08-19T04:24:03.328337778+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": 3776, "total_correct": 1037, "total_train": 289, "infer_ms": 506.928129, "train_ms": 1361.119419, "blocked_train": 1361119419, "duration": 5287992081, "avg_accuracy": 37.86764705882353, "soft_acc": 25.025693882352943, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 714.0706608785106, "availability": 27.136789400394857, "score": 48.493751392442654, "zero_downtime": 6.791169844841618, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 75506256, "heap_mib": 72.00837707519531, "mobile_score": 470827.6283340921, "mobile_throughput": 6932938.493530973, "mobile_availability": 263472.09335470776, "mobile_accuracy": 242975.3887813159, "soft_acc_blocks": [ 25.025693882352943 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.499401616, "time_to_acc50_sec": 0, "acc_per_sec": 4.732551316079201, "mobile_acc_per_sec": 45948.51600749134 }, "started": "2026-08-19T04:24:10.420307082+10:00", "ended": "2026-08-19T04:24:15.708969684+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": 6168, "total_correct": 1588, "total_train": 333, "infer_ms": 917.987763, "train_ms": 1587.448025, "blocked_train": 1587448025, "duration": 4701440718, "avg_accuracy": 28.515625, "soft_acc": 24.99442990625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1311.938269557481, "availability": 36.63984395037308, "score": 120.14625867022032, "zero_downtime": 9.157920113935381, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 42066088, "heap_mib": 40.117347717285156, "mobile_score": 984238.1510264449, "mobile_throughput": 10747398.304214884, "mobile_availability": 300153.60164145625, "mobile_accuracy": 204754.369792, "soft_acc_blocks": [ 24.99442990625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118357021, "time_to_acc50_sec": 0, "acc_per_sec": 5.31633416338868, "mobile_acc_per_sec": 43551.409466480065 }, "started": "2026-08-19T04:24:22.823371608+10:00", "ended": "2026-08-19T04:24:27.56901262+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": 8248, "total_correct": 2237, "total_train": 408, "infer_ms": 747.232305, "train_ms": 1632.626694, "blocked_train": 1632626694, "duration": 4454140133, "avg_accuracy": 22.80701754385965, "soft_acc": 24.978037280701756, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1851.760329427426, "availability": 31.398175493337284, "score": 145.22704407372473, "zero_downtime": 7.842647980185949, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41824896, "heap_mib": 39.8873291015625, "mobile_score": 54077.270229634225, "mobile_throughput": 689528.2099395216, "mobile_availability": 11691.538801882683, "mobile_accuracy": 9300.91279106858, "soft_acc_blocks": [ 24.978037280701756 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.607824750650196, "mobile_acc_per_sec": 2088.1500162421094 }, "started": "2026-08-19T04:24:34.800141473+10:00", "ended": "2026-08-19T04:24:39.254782649+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": 11496, "total_correct": 2698, "total_train": 391, "infer_ms": 672.547138, "train_ms": 1174.884322, "blocked_train": 1174884322, "duration": 4875344404, "avg_accuracy": 21.568627450980394, "soft_acc": 24.997270352941175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.987261488245, "availability": 36.40444328040186, "score": 214.57960217029714, "zero_downtime": 9.100117107285179, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 110851680, "heap_mib": 105.71640014648438, "mobile_score": 159803.28190718856, "mobile_throughput": 1756057.4223737912, "mobile_availability": 27111.381759368363, "mobile_accuracy": 18616.148975572192, "soft_acc_blocks": [ 24.997270352941175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.127282973574553, "mobile_acc_per_sec": 3818.4274654111578 }, "started": "2026-08-19T04:24:47.35729402+10:00", "ended": "2026-08-19T04:24:52.233682487+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": 8056, "total_correct": 1992, "total_train": 395, "infer_ms": 735.321539, "train_ms": 1598.059821, "blocked_train": 1598059821, "duration": 4583194337, "avg_accuracy": 23.61111111111111, "soft_acc": 24.989343644444443, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1757.726032903326, "availability": 31.513131612571033, "score": 138.41960243378563, "zero_downtime": 7.874924751791432, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 44605616, "heap_mib": 42.53923034667969, "mobile_score": 206169.70602501306, "mobile_throughput": 2618053.029371645, "mobile_availability": 46937.377121851256, "mobile_accuracy": 37220.491479143435, "soft_acc_blocks": [ 24.989343644444443 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.452385783143902, "mobile_acc_per_sec": 8121.080788275427 }, "started": "2026-08-19T04:24:59.030286647+10:00", "ended": "2026-08-19T04:25:03.61400536+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": 9512, "total_correct": 2595, "total_train": 456, "infer_ms": 700.610861, "train_ms": 1631.228786, "blocked_train": 1631228786, "duration": 4883392266, "avg_accuracy": 30.25, "soft_acc": 25.017684279999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1947.8263227441498, "availability": 30.045413367139652, "score": 146.41161173431516, "zero_downtime": 7.516666656811915, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 45054512, "heap_mib": 42.96733093261719, "mobile_score": 218073.4406050018, "mobile_throughput": 2901198.7701672865, "mobile_availability": 44751.27750974691, "mobile_accuracy": 37262.703567592725, "soft_acc_blocks": [ 25.017684279999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127056383, "time_to_acc50_sec": 0, "acc_per_sec": 5.123013454025076, "mobile_acc_per_sec": 7630.49567552244 }, "started": "2026-08-19T04:25:10.826116354+10:00", "ended": "2026-08-19T04:25:15.710189662+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": 7816, "total_correct": 2010, "total_train": 475, "infer_ms": 707.994792, "train_ms": 1641.868321, "blocked_train": 1641868321, "duration": 4455876623, "avg_accuracy": 26.38888888888889, "soft_acc": 25.015376972222224, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1754.088064210749, "availability": 30.129192976527225, "score": 132.20441061796348, "zero_downtime": 7.536931201766587, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 47766504, "heap_mib": 45.553688049316406, "mobile_score": 393824.9206481297, "mobile_throughput": 5225268.88073253, "mobile_availability": 89752.12685953129, "mobile_accuracy": 74518.53387507072, "soft_acc_blocks": [ 25.015376972222224 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13014414, "time_to_acc50_sec": 0, "acc_per_sec": 5.614019212987133, "mobile_acc_per_sec": 16723.65287010567 }, "started": "2026-08-19T04:25:23.022905648+10:00", "ended": "2026-08-19T04:25:27.578030193+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": 7792, "total_correct": 1980, "total_train": 368, "infer_ms": 842.361198, "train_ms": 1568.847389, "blocked_train": 1568847389, "duration": 4456290212, "avg_accuracy": 17.091836734693878, "soft_acc": 24.97286583673469, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1748.5396213688068, "availability": 34.9352271944277, "score": 152.54832158458692, "zero_downtime": 8.724327417022884, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 47743648, "heap_mib": 45.531890869140625, "mobile_score": 454427.5819712495, "mobile_throughput": 5208740.573910278, "mobile_availability": 104068.86588245518, "mobile_accuracy": 74391.89706710204, "soft_acc_blocks": [ 24.97286583673469 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.6039585953103295, "mobile_acc_per_sec": 16693.68320464808 }, "started": "2026-08-19T04:25:34.90653946+10:00", "ended": "2026-08-19T04:25:39.363525713+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": 6168, "total_correct": 1383, "total_train": 365, "infer_ms": 706.269147, "train_ms": 1602.407635, "blocked_train": 1602407635, "duration": 4557943494, "avg_accuracy": 21.296296296296298, "soft_acc": 24.988818148148148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1353.2418750077643, "availability": 30.591945676698884, "score": 103.44946385127182, "zero_downtime": 7.644565673130554, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41760456, "heap_mib": 39.82587432861328, "mobile_score": 38520.818539528125, "mobile_throughput": 503898.0654574366, "mobile_availability": 11391.328135614422, "mobile_accuracy": 9304.927194074075, "soft_acc_blocks": [ 24.988818148148148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.482476511839826, "mobile_acc_per_sec": 2041.4748902269023 }, "started": "2026-08-19T04:25:46.506099412+10:00", "ended": "2026-08-19T04:25:51.064562542+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": 6624, "total_correct": 1730, "total_train": 385, "infer_ms": 700.014834, "train_ms": 1678.172573, "blocked_train": 1678172573, "duration": 4417863051, "avg_accuracy": 21.474358974358974, "soft_acc": 24.988191153846152, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1499.3674370464319, "availability": 29.434805345430878, "score": 110.2818549509889, "zero_downtime": 7.355225425478793, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 41898560, "heap_mib": 39.95758056640625, "mobile_score": 82129.90506895464, "mobile_throughput": 1116619.82220767, "mobile_availability": 21920.902308160887, "mobile_accuracy": 18609.387448391608, "soft_acc_blocks": [ 24.988191153846152 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.656171516722316, "mobile_acc_per_sec": 4212.305187726292 }, "started": "2026-08-19T04:25:59.077770896+10:00", "ended": "2026-08-19T04:26:03.49620702+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": 5440, "total_correct": 1195, "total_train": 432, "infer_ms": 595.88245, "train_ms": 1632.80992, "blocked_train": 1632809920, "duration": 4425896139, "avg_accuracy": 27.884615384615383, "soft_acc": 25.04893935897436, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1229.1296110778437, "availability": 26.736864092194114, "score": 82.31850817234307, "zero_downtime": 6.697300872945094, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 42104080, "heap_mib": 40.15357971191406, "mobile_score": 122609.67617233354, "mobile_throughput": 1830732.6861726718, "mobile_availability": 39823.34375331894, "mobile_accuracy": 37309.25658703963, "soft_acc_blocks": [ 25.04893935897436 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122343858, "time_to_acc50_sec": 0, "acc_per_sec": 5.659631083126589, "mobile_acc_per_sec": 8429.763242358731 }, "started": "2026-08-19T04:26:10.598822801+10:00", "ended": "2026-08-19T04:26:15.025411076+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": 11264, "total_correct": 2567, "total_train": 418, "infer_ms": 696.854461, "train_ms": 1404.509434, "blocked_train": 1404509434, "duration": 4566998238, "avg_accuracy": 21.3768115942029, "soft_acc": 24.986136608695652, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2466.390266209689, "availability": 33.1620079062984, "score": 204.36274446396354, "zero_downtime": 8.285904597654172, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 74300232, "heap_mib": 70.85822296142578, "mobile_score": 608778.0373268324, "mobile_throughput": 7347152.385741735, "mobile_availability": 98786.60682487144, "mobile_accuracy": 74431.42949033993, "soft_acc_blocks": [ 24.986136608695652 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.471019542069649, "mobile_acc_per_sec": 16297.669850412569 }, "started": "2026-08-19T04:26:22.402100542+10:00", "ended": "2026-08-19T04:26:26.970351541+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": 7072, "total_correct": 1430, "total_train": 435, "infer_ms": 798.694361, "train_ms": 1638.211252, "blocked_train": 1638211252, "duration": 4398235523, "avg_accuracy": 32.01219512195122, "soft_acc": 25.029541195121954, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1607.9175303409506, "availability": 32.774940348089714, "score": 131.9041831831243, "zero_downtime": 8.20341719610176, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 44844328, "heap_mib": 42.766883850097656, "mobile_score": 48701.25379768583, "mobile_throughput": 593670.3282728143, "mobile_availability": 12101.061919168493, "mobile_accuracy": 9241.329643738098, "soft_acc_blocks": [ 25.029541195121954 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124249944, "time_to_acc50_sec": 0, "acc_per_sec": 5.6908142058862525, "mobile_acc_per_sec": 2101.144787588515 }, "started": "2026-08-19T04:26:34.617361441+10:00", "ended": "2026-08-19T04:26:39.016252225+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": 5816, "total_correct": 1433, "total_train": 345, "infer_ms": 638.38908, "train_ms": 1365.896058, "blocked_train": 1365896058, "duration": 4923181033, "avg_accuracy": 23.214285714285715, "soft_acc": 24.996514657142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1181.3500176035473, "availability": 31.851210583591126, "score": 94.05545601024393, "zero_downtime": 7.9616925220047925, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 108880496, "heap_mib": 103.83653259277344, "mobile_score": 68871.71357639493, "mobile_throughput": 865038.600599621, "mobile_availability": 23322.915495041652, "mobile_accuracy": 18303.593123692895, "soft_acc_blocks": [ 24.996514657142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.077309668198597, "mobile_acc_per_sec": 3717.8387308945616 }, "started": "2026-08-19T04:26:46.33602775+10:00", "ended": "2026-08-19T04:26:51.25998644+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": 7248, "total_correct": 1681, "total_train": 384, "infer_ms": 834.289183, "train_ms": 1600.731303, "blocked_train": 1600731303, "duration": 4758367598, "avg_accuracy": 19.94047619047619, "soft_acc": 24.978729452380954, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1523.211448196315, "availability": 34.262101193673494, "score": 130.360054306221, "zero_downtime": 8.558237561868687, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 41949512, "heap_mib": 40.00617218017578, "mobile_score": 187764.3190991758, "mobile_throughput": 2193960.1201976635, "mobile_availability": 49349.4739302986, "mobile_accuracy": 35978.15414046677, "soft_acc_blocks": [ 24.978729452380954 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.249432486653578, "mobile_acc_per_sec": 7561.028735062174 }, "started": "2026-08-19T04:26:58.389966825+10:00", "ended": "2026-08-19T04:27:03.194827667+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": 9808, "total_correct": 1899, "total_train": 398, "infer_ms": 1076.612134, "train_ms": 1585.272076, "blocked_train": 1585272076, "duration": 4944361043, "avg_accuracy": 18.75, "soft_acc": 24.974265032258064, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1983.673909470207, "availability": 40.4454908277171, "score": 200.37018891930845, "zero_downtime": 10.100964072911696, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 41051976, "heap_mib": 39.15021514892578, "mobile_score": 558785.5617453532, "mobile_throughput": 5532002.269405936, "mobile_availability": 112793.0079525646, "mobile_accuracy": 69647.3801342155, "soft_acc_blocks": [ 24.974265032258064 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.05106015015135, "mobile_acc_per_sec": 14086.224595758249 }, "started": "2026-08-19T04:27:10.650825688+10:00", "ended": "2026-08-19T04:27:15.595750482+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": 12152, "total_correct": 2975, "total_train": 519, "infer_ms": 775.872536, "train_ms": 1446.477677, "blocked_train": 1446477677, "duration": 4933823648, "avg_accuracy": 25.423728813559322, "soft_acc": 24.99780940677966, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2462.9984504869763, "availability": 34.91225331909467, "score": 214.95322791595902, "zero_downtime": 8.72729854431939, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 74057592, "heap_mib": 70.62682342529297, "mobile_score": 1280652.2495182082, "mobile_throughput": 14674096.950101316, "mobile_availability": 208000.85759274437, "mobile_accuracy": 148932.40338933744, "soft_acc_blocks": [ 24.99780940677966 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.241822771, "time_to_acc50_sec": 0, "acc_per_sec": 5.066619966628297, "mobile_acc_per_sec": 30186.000557541094 }, "started": "2026-08-19T04:27:23.204840759+10:00", "ended": "2026-08-19T04:27:28.139505865+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": 6344, "total_correct": 1905, "total_train": 407, "infer_ms": 656.302325, "train_ms": 1662.09589, "blocked_train": 1662095890, "duration": 4948319290, "avg_accuracy": 25, "soft_acc": 24.998668842105264, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1282.0514660039248, "availability": 28.308438160180344, "score": 90.7273554541912, "zero_downtime": 7.076732710035641, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 44388808, "heap_mib": 42.33246612548828, "mobile_score": 475672.6373636699, "mobile_throughput": 6721641.990082657, "mobile_availability": 148417.74426124632, "mobile_accuracy": 131065.02089889685, "soft_acc_blocks": [ 24.998668842105264 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123360913, "time_to_acc50_sec": 0, "acc_per_sec": 5.05195145604787, "mobile_acc_per_sec": 26486.77524988426 }, "started": "2026-08-19T04:27:35.062977105+10:00", "ended": "2026-08-19T04:27:40.011856499+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": 9728, "total_correct": 2427, "total_train": 458, "infer_ms": 716.568686, "train_ms": 1652.083044, "blocked_train": 1652083044, "duration": 4743247132, "avg_accuracy": 27.33050847457627, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2050.915697470346, "availability": 30.252175823247768, "score": 155.11165569632934, "zero_downtime": 7.563043955811942, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 44670064, "heap_mib": 42.60069274902344, "mobile_score": 924127.0425195127, "mobile_throughput": 12218982.831765145, "mobile_availability": 180236.96315930597, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11419445, "time_to_acc50_sec": 0, "acc_per_sec": 5.270650949502329, "mobile_acc_per_sec": 31401.58005696224 }, "started": "2026-08-19T04:27:47.051537825+10:00", "ended": "2026-08-19T04:27:51.795729436+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": 7960, "total_correct": 2091, "total_train": 349, "infer_ms": 553.710573, "train_ms": 1131.627009, "blocked_train": 1131627009, "duration": 5391869339, "avg_accuracy": 22.916666666666668, "soft_acc": 25.019136523809525, "adapt_pct": 25.019136523809525, "stability": 100, "consistency": 100, "throughput": 1476.2969017858834, "availability": 32.854579338514974, "score": 121.35060231631098, "zero_downtime": 8.219932059026378, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 142098752, "heap_mib": 135.51593017578125, "mobile_score": 1445969.6497094103, "mobile_throughput": 17591017.046443574, "mobile_availability": 391483.220277985, "mobile_accuracy": 298118.9329498875, "soft_acc_blocks": [ 25.019136523809525 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.640160017017342, "mobile_acc_per_sec": 55290.45943186337 }, "started": "2026-08-19T04:27:59.531522669+10:00", "ended": "2026-08-19T04:28:04.934603103+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": 6920, "total_correct": 2057, "total_train": 385, "infer_ms": 769.137616, "train_ms": 1417.146184, "blocked_train": 1417146184, "duration": 4747156342, "avg_accuracy": 26.458333333333332, "soft_acc": 25.003684516666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1457.7147878564645, "availability": 35.180136082973306, "score": 128.2254066785209, "zero_downtime": 8.796330238720659, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 81855864, "heap_mib": 78.06383514404297, "mobile_score": 1200482.8931547923, "mobile_throughput": 13647542.333851608, "mobile_availability": 329366.4854762484, "mobile_accuracy": 234091.63835489523, "soft_acc_blocks": [ 25.003684516666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.314857129, "time_to_acc50_sec": 0, "acc_per_sec": 5.267086802144901, "mobile_acc_per_sec": 49311.97152362403 }, "started": "2026-08-19T04:28:11.826957128+10:00", "ended": "2026-08-19T04:28:16.591489723+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": 11088, "total_correct": 2892, "total_train": 446, "infer_ms": 738.216833, "train_ms": 1586.899356, "blocked_train": 1586899356, "duration": 4809877368, "avg_accuracy": 31.785714285714285, "soft_acc": 25.02138402857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2305.2562782095442, "availability": 31.74967498366164, "score": 183.13435610573026, "zero_downtime": 7.944208105485252, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 45053384, "heap_mib": 42.96625518798828, "mobile_score": 2182162.3930445705, "mobile_throughput": 27468595.53613467, "mobile_availability": 378317.5817689544, "mobile_accuracy": 298145.7133993558, "soft_acc_blocks": [ 25.02138402857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.142727517, "time_to_acc50_sec": 0, "acc_per_sec": 5.202083569747142, "mobile_acc_per_sec": 61986.13615035431 }, "started": "2026-08-19T04:28:23.976569982+10:00", "ended": "2026-08-19T04:28:28.787120944+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": 11304, "total_correct": 3036, "total_train": 469, "infer_ms": 852.024785, "train_ms": 1573.288959, "blocked_train": 1573288959, "duration": 4879129840, "avg_accuracy": 27.717391304347824, "soft_acc": 25.058803217391304, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2316.806555818158, "availability": 35.13049753285858, "score": 203.95502020365169, "zero_downtime": 8.803282246049537, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 45197256, "heap_mib": 43.10346221923828, "mobile_score": 4860507.7105696425, "mobile_throughput": 55212448.88803592, "mobile_availability": 837204.4677503344, "mobile_accuracy": 597183.1736927115, "soft_acc_blocks": [ 25.058803217391304 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122783136, "time_to_acc50_sec": 0, "acc_per_sec": 5.13591645214166, "mobile_acc_per_sec": 122395.42567547485 }, "started": "2026-08-19T04:28:37.280180847+10:00", "ended": "2026-08-19T04:28:42.159997093+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": 6000, "total_correct": 1557, "total_train": 373, "infer_ms": 761.663184, "train_ms": 1624.093937, "blocked_train": 1624093937, "duration": 4958702587, "avg_accuracy": 29.166666666666668, "soft_acc": 24.968415393939395, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1209.9939237593965, "availability": 31.925428506349622, "score": 96.45192627593879, "zero_downtime": 7.971273605760515, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41734256, "heap_mib": 39.80088806152344, "mobile_score": 35915.190002385934, "mobile_throughput": 450557.73742895346, "mobile_availability": 11887.868651091641, "mobile_accuracy": 9297.32995032507, "soft_acc_blocks": [ 24.968415393939395 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129609956, "time_to_acc50_sec": 0, "acc_per_sec": 5.035271818761207, "mobile_acc_per_sec": 1874.952124513264 }, "started": "2026-08-19T04:28:49.21807656+10:00", "ended": "2026-08-19T04:28:54.177482689+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": 5752, "total_correct": 1559, "total_train": 392, "infer_ms": 722.240595, "train_ms": 1647.154289, "blocked_train": 1647154289, "duration": 4575195631, "avg_accuracy": 25, "soft_acc": 24.996272948717948, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1257.2139999929984, "availability": 30.482069488590994, "score": 95.79192828803767, "zero_downtime": 7.6193812897860775, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41713976, "heap_mib": 39.78154754638672, "mobile_score": 35367.99894244978, "mobile_throughput": 464184.65748473885, "mobile_availability": 11254.495245094644, "mobile_accuracy": 9229.046444885518, "soft_acc_blocks": [ 24.996272948717948 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115245682, "time_to_acc50_sec": 0, "acc_per_sec": 5.46343259714438, "mobile_acc_per_sec": 2017.1916545715724 }, "started": "2026-08-19T04:29:01.14482255+10:00", "ended": "2026-08-19T04:29:05.720573859+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": 4224, "total_correct": 1172, "total_train": 213, "infer_ms": 542.850431, "train_ms": 1106.693916, "blocked_train": 1106693916, "duration": 5140779470, "avg_accuracy": 30.434782608695652, "soft_acc": 25.03631960869565, "adapt_pct": 25.03631960869565, "stability": 100, "consistency": 100, "throughput": 821.6652794872759, "availability": 32.90911408276312, "score": 67.69890027709197, "zero_downtime": 8.239230982150843, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 114910080, "heap_mib": 109.5867919921875, "mobile_score": 24995.5781890676, "mobile_throughput": 303372.70848720067, "mobile_availability": 12150.601129735007, "mobile_accuracy": 9243.832348594242, "soft_acc_blocks": [ 25.03631960869565 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.699170634, "time_to_acc50_sec": 0, "acc_per_sec": 4.8701407548796585, "mobile_acc_per_sec": 1798.1382789396805 }, "started": "2026-08-19T04:29:14.547221866+10:00", "ended": "2026-08-19T04:29:19.722630763+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": 5480, "total_correct": 1612, "total_train": 401, "infer_ms": 633.580189, "train_ms": 1673.987738, "blocked_train": 1673987738, "duration": 4611737431, "avg_accuracy": 30.92105263157895, "soft_acc": 25.018553921052632, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1188.2723337984417, "availability": 27.45662138854992, "score": 81.62539285711797, "zero_downtime": 6.869249626993632, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 44644264, "heap_mib": 42.576087951660156, "mobile_score": 30394.328103886837, "mobile_throughput": 442469.4072034925, "mobile_availability": 10223.847382500042, "mobile_accuracy": 9315.99971460287, "soft_acc_blocks": [ 25.018553921052632 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.110995832, "time_to_acc50_sec": 0, "acc_per_sec": 5.424973623363388, "mobile_acc_per_sec": 2020.0629055724035 }, "started": "2026-08-19T04:29:26.705811778+10:00", "ended": "2026-08-19T04:29:31.318108063+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": 6992, "total_correct": 1846, "total_train": 341, "infer_ms": 938.976583, "train_ms": 1516.824387, "blocked_train": 1516824387, "duration": 4642202328, "avg_accuracy": 22.22222222222222, "soft_acc": 24.995770472222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1506.1816581812718, "availability": 38.2350440638518, "score": 143.94794777725755, "zero_downtime": 9.557143854153425, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 71347248, "heap_mib": 68.04203796386719, "mobile_score": 26800.490640711225, "mobile_throughput": 280423.63963229494, "mobile_availability": 7118.670022069863, "mobile_accuracy": 4653.757993373737, "soft_acc_blocks": [ 24.995770472222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.384463818273761, "mobile_acc_per_sec": 1002.4892636204239 }, "started": "2026-08-19T04:29:38.352356317+10:00", "ended": "2026-08-19T04:29:42.998996249+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": 5000, "total_correct": 1303, "total_train": 304, "infer_ms": 655.700791, "train_ms": 1307.725972, "blocked_train": 1307725972, "duration": 5217706299, "avg_accuracy": 28.75, "soft_acc": 25.020365599999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 958.2754784335553, "availability": 33.395734608309404, "score": 80.07095853024691, "zero_downtime": 8.35573489380474, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 114090184, "heap_mib": 108.80487823486328, "mobile_score": 477048.2125671147, "mobile_throughput": 5709231.068601953, "mobile_availability": 198965.71484456045, "mobile_accuracy": 149066.78908741818, "soft_acc_blocks": [ 25.020365599999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.510971377, "time_to_acc50_sec": 0, "acc_per_sec": 4.795280563184494, "mobile_acc_per_sec": 28569.409726259906 }, "started": "2026-08-19T04:29:50.604252754+10:00", "ended": "2026-08-19T04:29:55.849769676+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": 3544, "total_correct": 832, "total_train": 267, "infer_ms": 828.631075, "train_ms": 1513.967372, "blocked_train": 1513967372, "duration": 4905383972, "avg_accuracy": 22.321428571428573, "soft_acc": 24.96479107142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 722.4714762858935, "availability": 35.3723053159695, "score": 63.79872599038803, "zero_downtime": 8.830622119279607, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 79117592, "heap_mib": 75.4524154663086, "mobile_score": 253400.8064549133, "mobile_throughput": 2869569.131507413, "mobile_availability": 140494.50916287134, "mobile_accuracy": 99157.1241004329, "soft_acc_blocks": [ 24.96479107142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.089263391801324, "mobile_acc_per_sec": 20213.93731182373 }, "started": "2026-08-19T04:30:02.721160174+10:00", "ended": "2026-08-19T04:30:07.659991226+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": 3336, "total_correct": 919, "total_train": 266, "infer_ms": 746.441788, "train_ms": 1701.203162, "blocked_train": 1701203162, "duration": 4605828426, "avg_accuracy": 30.263157894736842, "soft_acc": 25.02685847368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 724.2996680397838, "availability": 30.49632619306162, "score": 55.28052362819697, "zero_downtime": 7.632272396010619, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 48225840, "heap_mib": 45.99174499511719, "mobile_score": 219567.53918166767, "mobile_throughput": 2876830.487554865, "mobile_availability": 121127.71111445372, "mobile_accuracy": 99403.64829887082, "soft_acc_blocks": [ 25.02685847368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11238952, "time_to_acc50_sec": 0, "acc_per_sec": 5.433736596093562, "mobile_acc_per_sec": 21582.143124944705 }, "started": "2026-08-19T04:30:15.336732332+10:00", "ended": "2026-08-19T04:30:19.943165133+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": 2760, "total_correct": 630, "total_train": 208, "infer_ms": 643.110481, "train_ms": 1446.943044, "blocked_train": 1446943044, "duration": 5254027714, "avg_accuracy": 27.083333333333332, "soft_acc": 24.999373333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 525.3112755088143, "availability": 30.770048389071757, "score": 40.40862048201708, "zero_downtime": 7.6923192716313675, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 76343088, "heap_mib": 72.80644226074219, "mobile_score": 147123.29732830395, "mobile_throughput": 1912599.986208092, "mobile_availability": 112030.32729034481, "mobile_accuracy": 91019.94059851853, "soft_acc_blocks": [ 24.999373333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.423914427, "time_to_acc50_sec": 0, "acc_per_sec": 4.758135033570425, "mobile_acc_per_sec": 17323.84097555952 }, "started": "2026-08-19T04:30:28.599880744+10:00", "ended": "2026-08-19T04:30:33.854652261+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": 3640, "total_correct": 852, "total_train": 271, "infer_ms": 705.124525, "train_ms": 1715.505904, "blocked_train": 1715505904, "duration": 4613037391, "avg_accuracy": 25, "soft_acc": 24.98206590909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 789.0679592369253, "availability": 29.12978852749934, "score": 57.422234771545604, "zero_downtime": 7.277222969118688, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 40640216, "heap_mib": 38.757530212402344, "mobile_score": 273688.9874900373, "mobile_throughput": 3760898.7473855373, "mobile_availability": 138839.9869773234, "mobile_accuracy": 119070.8851940496, "soft_acc_blocks": [ 24.98206590909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115833005, "time_to_acc50_sec": 0, "acc_per_sec": 5.415535100112288, "mobile_acc_per_sec": 25811.818786978827 }, "started": "2026-08-19T04:30:40.801329478+10:00", "ended": "2026-08-19T04:30:45.567407211+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": 4048, "total_correct": 795, "total_train": 284, "infer_ms": 818.554693, "train_ms": 1600.865995, "blocked_train": 1600865995, "duration": 4843399088, "avg_accuracy": 27.083333333333332, "soft_acc": 25.015817541666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 835.7766780006464, "availability": 33.83267312956034, "score": 70.73612445552835, "zero_downtime": 8.4635197795593, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 70854736, "heap_mib": 67.57234191894531, "mobile_score": 303984.4362175414, "mobile_throughput": 3591702.3193082204, "mobile_availability": 145393.9715553355, "mobile_accuracy": 107504.04055151912, "soft_acc_blocks": [ 25.015817541666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.212139132, "time_to_acc50_sec": 0, "acc_per_sec": 5.164930059892407, "mobile_acc_per_sec": 22195.99058394156 }, "started": "2026-08-19T04:30:52.229280329+10:00", "ended": "2026-08-19T04:30:57.073486969+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": 4384, "total_correct": 1149, "total_train": 244, "infer_ms": 784.016942, "train_ms": 1302.608398, "blocked_train": 1302608398, "duration": 5185325122, "avg_accuracy": 25.96153846153846, "soft_acc": 25.0026065, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 845.4628970900621, "availability": 37.5734410471599, "score": 79.42565585903745, "zero_downtime": 9.39433961353087, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 47637520, "heap_mib": 45.43067932128906, "mobile_score": 630938.1554397428, "mobile_throughput": 6716152.293781129, "mobile_availability": 298474.30696565716, "mobile_accuracy": 198614.6447980606, "soft_acc_blocks": [ 25.0026065 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.479879808, "time_to_acc50_sec": 0, "acc_per_sec": 4.8218011236981795, "mobile_acc_per_sec": 38303.2192051738 }, "started": "2026-08-19T04:31:04.882192513+10:00", "ended": "2026-08-19T04:31:10.068166854+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": 3464, "total_correct": 876, "total_train": 276, "infer_ms": 640.209982, "train_ms": 1664.777733, "blocked_train": 1664777733, "duration": 5253927609, "avg_accuracy": 30.625, "soft_acc": 25.0301299, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 659.3162787523288, "availability": 27.774984562119457, "score": 45.83642403750969, "zero_downtime": 6.952114715603446, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 47210296, "heap_mib": 45.02324676513672, "mobile_score": 308095.9882792036, "mobile_throughput": 4431687.348134628, "mobile_availability": 186693.47571928828, "mobile_accuracy": 168243.5480129641, "soft_acc_blocks": [ 25.0301299 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.168462361, "time_to_acc50_sec": 0, "acc_per_sec": 4.76407970622269, "mobile_acc_per_sec": 32022.433602770278 }, "started": "2026-08-19T04:31:17.423588527+10:00", "ended": "2026-08-19T04:31:22.678266345+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": 26200, "total_correct": 9666, "total_train": 764, "infer_ms": 689.220365, "train_ms": 1449.277388, "blocked_train": 1449277388, "duration": 4867198328, "avg_accuracy": 21.37784090909091, "soft_acc": 25.24134748863636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5382.973578306177, "availability": 32.22918350197584, "score": 437.90921776607, "zero_downtime": 8.135080200483984, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 49985256, "heap_mib": 47.669654846191406, "mobile_score": 597892.0519899409, "mobile_throughput": 7349553.258914034, "mobile_availability": 44003.578541364346, "mobile_accuracy": 34462.85310448484, "soft_acc_blocks": [ 25.24134748863636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.186011702754752, "mobile_acc_per_sec": 7080.634644827821 }, "started": "2026-08-19T04:31:29.749065125+10:00", "ended": "2026-08-19T04:31:34.616831839+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": 33912, "total_correct": 11120, "total_train": 780, "infer_ms": 726.000515, "train_ms": 1518.396527, "blocked_train": 1518396527, "duration": 4802589299, "avg_accuracy": 23.214285714285715, "soft_acc": 25.023028798029557, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7061.190930288623, "availability": 32.347240769532256, "score": 571.5511087293521, "zero_downtime": 8.094259373128015, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 41933952, "heap_mib": 39.9913330078125, "mobile_score": 1560715.5609036174, "mobile_throughput": 19281758.700308133, "mobile_availability": 88329.53212800274, "mobile_accuracy": 68329.55063781938, "soft_acc_blocks": [ 25.023028798029557 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.210320358486594, "mobile_acc_per_sec": 14227.648125574058 }, "started": "2026-08-19T04:31:41.697087156+10:00", "ended": "2026-08-19T04:31:46.500114267+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": 20392, "total_correct": 6704, "total_train": 588, "infer_ms": 603.632428, "train_ms": 1338.617696, "blocked_train": 1338617696, "duration": 5112628662, "avg_accuracy": 22.2682119205298, "soft_acc": 24.94611480794702, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3988.554880107974, "availability": 31.079026359222926, "score": 309.2330426269648, "zero_downtime": 7.753009596763868, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 79232720, "heap_mib": 75.56221008300781, "mobile_score": 1688824.7234667304, "mobile_throughput": 21782827.718563017, "mobile_availability": 169732.92262316946, "mobile_accuracy": 136239.04833780133, "soft_acc_blocks": [ 24.94611480794702 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.879312865681192, "mobile_acc_per_sec": 26647.553997106883 }, "started": "2026-08-19T04:31:53.991273156+10:00", "ended": "2026-08-19T04:31:59.104291401+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": 30472, "total_correct": 10425, "total_train": 699, "infer_ms": 737.625468, "train_ms": 1454.503754, "blocked_train": 1454503754, "duration": 4782415333, "avg_accuracy": 24.49127906976744, "soft_acc": 25.242008784883723, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6371.675791045311, "availability": 33.64881324500677, "score": 541.1869739796183, "zero_downtime": 8.493636395313727, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 42094384, "heap_mib": 40.14433288574219, "mobile_score": 2955602.4605606887, "mobile_throughput": 34797845.38682879, "mobile_availability": 183767.38540206364, "mobile_accuracy": 137855.0239771783, "soft_acc_blocks": [ 25.242008784883723 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.278087959175528, "mobile_acc_per_sec": 28825.397707710614 }, "started": "2026-08-19T04:32:06.088855502+10:00", "ended": "2026-08-19T04:32:10.976386587+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": 25576, "total_correct": 6891, "total_train": 611, "infer_ms": 843.007815, "train_ms": 1475.260393, "blocked_train": 1475260393, "duration": 4755375886, "avg_accuracy": 24.070945945945947, "soft_acc": 25.00736631756757, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5378.3340398593255, "availability": 36.363687863677946, "score": 489.08421816693937, "zero_downtime": 9.093600630646804, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 41737728, "heap_mib": 39.80419921875, "mobile_score": 5342103.886964756, "mobile_throughput": 58745749.939370126, "mobile_availability": 397188.4413056663, "mobile_accuracy": 273147.12649801804, "soft_acc_blocks": [ 25.00736631756757 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.2587570188068975, "mobile_acc_per_sec": 57439.649997421475 }, "started": "2026-08-19T04:32:18.073144704+10:00", "ended": "2026-08-19T04:32:22.829323403+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": 18872, "total_correct": 3913, "total_train": 680, "infer_ms": 583.201054, "train_ms": 1607.631796, "blocked_train": 1607631796, "duration": 5208449984, "avg_accuracy": 24.71590909090909, "soft_acc": 24.559547356060605, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3623.3428482511085, "availability": 26.6200615898196, "score": 236.88569970911718, "zero_downtime": 6.537766632364244, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 45113400, "heap_mib": 43.02349090576172, "mobile_score": 2587423.5360227837, "mobile_throughput": 39576566.150497444, "mobile_availability": 290762.0593917362, "mobile_accuracy": 268255.74925446464, "soft_acc_blocks": [ 24.559547356060605 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.715327483513492, "mobile_acc_per_sec": 51503.950326590035 }, "started": "2026-08-19T04:32:30.838632373+10:00", "ended": "2026-08-19T04:32:36.047482252+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": 19344, "total_correct": 6794, "total_train": 708, "infer_ms": 770.507359, "train_ms": 1545.62054, "blocked_train": 1545620540, "duration": 5047444900, "avg_accuracy": 27.3876404494382, "soft_acc": 24.81127442696629, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3832.43410938473, "availability": 33.267047097557544, "score": 316.32828163302537, "zero_downtime": 8.253978349123127, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43066032, "heap_mib": 41.07096862792969, "mobile_score": 431893.547189624, "mobile_throughput": 5232550.037346618, "mobile_availability": 45420.608303865236, "mobile_accuracy": 33875.66001761797, "soft_acc_blocks": [ 24.81127442696629 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.146920473, "time_to_acc50_sec": 0, "acc_per_sec": 4.915610753267715, "mobile_acc_per_sec": 6711.447215128187 }, "started": "2026-08-19T04:32:43.121221906+10:00", "ended": "2026-08-19T04:32:48.169322796+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": 20424, "total_correct": 5685, "total_train": 662, "infer_ms": 706.586111, "train_ms": 1498.788512, "blocked_train": 1498788512, "duration": 5108780264, "avg_accuracy": 21.618852459016395, "soft_acc": 24.880928327868855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3997.8231484962535, "availability": 32.03927820838083, "score": 318.6932624967941, "zero_downtime": 7.971669847793738, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45060384, "heap_mib": 42.972930908203125, "mobile_score": 870245.0687912457, "mobile_throughput": 10916722.410827102, "mobile_availability": 87488.58902768524, "mobile_accuracy": 67941.52162063388, "soft_acc_blocks": [ 24.880928327868855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.870228712555341, "mobile_acc_per_sec": 13298.971204417785 }, "started": "2026-08-19T04:32:55.828123023+10:00", "ended": "2026-08-19T04:33:00.937305527+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": 21392, "total_correct": 6592, "total_train": 582, "infer_ms": 870.945653, "train_ms": 1363.026929, "blocked_train": 1363026929, "duration": 4927721493, "avg_accuracy": 23.19277108433735, "soft_acc": 24.921574409638552, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4341.154432203216, "availability": 38.98640744374185, "score": 421.7877168072445, "zero_downtime": 9.716026540736987, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 59407696, "heap_mib": 56.65559387207031, "mobile_score": 2303523.3173899646, "mobile_throughput": 23708491.405739162, "mobile_availability": 212917.76651942215, "mobile_accuracy": 136105.02504250602, "soft_acc_blocks": [ 24.921574409638552 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.057423485690195, "mobile_acc_per_sec": 27620.275463182716 }, "started": "2026-08-19T04:33:09.416832312+10:00", "ended": "2026-08-19T04:33:14.346104118+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": 30160, "total_correct": 9042, "total_train": 745, "infer_ms": 653.827382, "train_ms": 1429.547586, "blocked_train": 1429547586, "duration": 5024979248, "avg_accuracy": 21.283783783783782, "soft_acc": 24.66618905405405, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6002.01483657948, "availability": 31.383087156301087, "score": 464.61666527182626, "zero_downtime": 7.741011608971782, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 46837592, "heap_mib": 44.667808532714844, "mobile_score": 5074852.962542401, "mobile_throughput": 65558007.38834547, "mobile_availability": 342786.9999792247, "mobile_accuracy": 269420.5609744144, "soft_acc_blocks": [ 24.66618905405405 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.908714610885504, "mobile_acc_per_sec": 53616.25345649873 }, "started": "2026-08-19T04:33:21.422108268+10:00", "ended": "2026-08-19T04:33:26.447497099+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": 21536, "total_correct": 6070, "total_train": 635, "infer_ms": 745.117046, "train_ms": 1462.164744, "blocked_train": 1462164744, "duration": 4647226980, "avg_accuracy": 20.6, "soft_acc": 24.698005639999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4634.161424153205, "availability": 33.75722344902778, "score": 386.36676499979484, "zero_downtime": 8.337360951348282, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 44699632, "heap_mib": 42.62889099121094, "mobile_score": 522081.0785778671, "mobile_throughput": 6261946.455532051, "mobile_availability": 45614.70919495844, "mobile_accuracy": 33373.37108501113, "soft_acc_blocks": [ 24.698005639999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.3145683966570525, "mobile_acc_per_sec": 7181.3516380065275 }, "started": "2026-08-19T04:33:33.682675302+10:00", "ended": "2026-08-19T04:33:38.330298167+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": 25368, "total_correct": 8454, "total_train": 646, "infer_ms": 854.348533, "train_ms": 1397.393304, "blocked_train": 1397393304, "duration": 4947528241, "avg_accuracy": 17.905405405405407, "soft_acc": 24.555605954954956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5127.408832106554, "availability": 37.941673373100805, "score": 477.71082632624535, "zero_downtime": 9.316807806214701, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 45306616, "heap_mib": 43.20775604248047, "mobile_score": 1277847.2128210946, "mobile_throughput": 13715504.70289531, "mobile_availability": 101491.65331345038, "mobile_accuracy": 65684.74252505829, "soft_acc_blocks": [ 24.555605954954956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.963206829516096, "mobile_acc_per_sec": 13276.274399149668 }, "started": "2026-08-19T04:33:47.022761773+10:00", "ended": "2026-08-19T04:33:51.970875899+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": 20368, "total_correct": 6736, "total_train": 700, "infer_ms": 663.436631, "train_ms": 1549.479176, "blocked_train": 1549479176, "duration": 5105410085, "avg_accuracy": 22.641509433962263, "soft_acc": 24.792398981132074, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3989.493431652513, "availability": 29.980202089089236, "score": 296.5315192898784, "zero_downtime": 7.4328113172766965, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 41729896, "heap_mib": 39.796730041503906, "mobile_score": 1554679.1718545177, "mobile_throughput": 20916435.322942328, "mobile_availability": 157182.60192884417, "mobile_accuracy": 129983.57277019773, "soft_acc_blocks": [ 24.792398981132074 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.856103342995624, "mobile_acc_per_sec": 25459.967094924898 }, "started": "2026-08-19T04:33:59.139609278+10:00", "ended": "2026-08-19T04:34:04.245455665+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": 24688, "total_correct": 6683, "total_train": 914, "infer_ms": 578.368718, "train_ms": 1541.14424, "blocked_train": 1541144240, "duration": 4957437789, "avg_accuracy": 17.21698113207547, "soft_acc": 24.438514540880504, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4979.991893146881, "availability": 27.287812316361403, "score": 332.10251122031286, "zero_downtime": 6.668735980822163, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 43851696, "heap_mib": 41.82023620605469, "mobile_score": 3348410.796205296, "mobile_throughput": 50210576.72450369, "mobile_availability": 275128.3181484709, "mobile_accuracy": 246400.38291556074, "soft_acc_blocks": [ 24.438514540880504 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.929666408544114, "mobile_acc_per_sec": 49703.171961591856 }, "started": "2026-08-19T04:34:11.291327957+10:00", "ended": "2026-08-19T04:34:16.249328766+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": 35984, "total_correct": 7327, "total_train": 700, "infer_ms": 780.911653, "train_ms": 1381.946274, "blocked_train": 1381946274, "duration": 4740462763, "avg_accuracy": 22.052845528455286, "soft_acc": 25.06225695121951, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7590.820094793348, "availability": 36.10554550308195, "score": 686.8830314678409, "zero_downtime": 9.048864587621878, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 56611680, "heap_mib": 53.989105224609375, "mobile_score": 15005188.783425473, "mobile_throughput": 165823995.24412563, "mobile_availability": 788737.6766966595, "mobile_accuracy": 547493.3571850406, "soft_acc_blocks": [ 25.06225695121951 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.286879826761654, "mobile_acc_per_sec": 115493.6521088839 }, "started": "2026-08-19T04:34:24.789196547+10:00", "ended": "2026-08-19T04:34:29.530569361+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": 19560, "total_correct": 4350, "total_train": 625, "infer_ms": 716.534907, "train_ms": 1494.603948, "blocked_train": 1494603948, "duration": 4911874134, "avg_accuracy": 30.876068376068375, "soft_acc": 25.21919390598291, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3982.186730845901, "availability": 32.40569471156075, "score": 325.44241803244006, "zero_downtime": 8.172454985889354, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 41706976, "heap_mib": 39.774871826171875, "mobile_score": 6093769.802335426, "mobile_throughput": 74564739.88363342, "mobile_availability": 606782.7453190986, "mobile_accuracy": 472218.59766357025, "soft_acc_blocks": [ 25.21919390598291 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136182334, "time_to_acc50_sec": 0, "acc_per_sec": 5.134332276842278, "mobile_acc_per_sec": 96138.171455753 }, "started": "2026-08-19T04:34:36.629042527+10:00", "ended": "2026-08-19T04:34:41.54132239+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": 29064, "total_correct": 7221, "total_train": 784, "infer_ms": 664.662849, "train_ms": 1482.906369, "blocked_train": 1482906369, "duration": 4782747673, "avg_accuracy": 24.932065217391305, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6076.841595485942, "availability": 30.94954255392945, "score": 470.1886688824518, "zero_downtime": 7.737385638482363, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41697704, "heap_mib": 39.766029357910156, "mobile_score": 10271428.201293454, "mobile_throughput": 132750630.26725556, "mobile_availability": 676103.0736047735, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.227120832891156, "mobile_acc_per_sec": 114188.19696811827 }, "started": "2026-08-19T04:34:49.024806274+10:00", "ended": "2026-08-19T04:34:53.809237437+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": 32016, "total_correct": 8256, "total_train": 727, "infer_ms": 672.47334, "train_ms": 1488.475994, "blocked_train": 1488475994, "duration": 4999437146, "avg_accuracy": 24.385245901639344, "soft_acc": 25.130162524590162, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6403.92089449823, "availability": 31.119347844922682, "score": 500.8085595476592, "zero_downtime": 7.820342690021616, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 42029344, "heap_mib": 40.082305908203125, "mobile_score": 21880659.83901026, "mobile_throughput": 279791573.161224, "mobile_availability": 1359625.0535765686, "mobile_accuracy": 1097953.5541410272, "soft_acc_blocks": [ 25.130162524590162 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.026598353115921, "mobile_acc_per_sec": 219615.43311320335 }, "started": "2026-08-19T04:35:00.899322356+10:00", "ended": "2026-08-19T04:35:05.964836604+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": 12488, "total_correct": 3563, "total_train": 624, "infer_ms": 433.07966, "train_ms": 1674.792612, "blocked_train": 1674792612, "duration": 5233733945, "avg_accuracy": 21.769662921348313, "soft_acc": 24.06380791011236, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2386.0593853706105, "availability": 20.545820814326838, "score": 117.96932562014646, "zero_downtime": 4.944106854315494, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 42673040, "heap_mib": 40.69618225097656, "mobile_score": 3865618.8619209593, "mobile_throughput": 78186393.93982416, "mobile_availability": 673245.4564438618, "mobile_accuracy": 788522.8575985618, "soft_acc_blocks": [ 24.06380791011236 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.597827891710372, "mobile_acc_per_sec": 150661.62435556547 }, "started": "2026-08-19T04:35:13.294688817+10:00", "ended": "2026-08-19T04:35:18.528829273+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": 32592, "total_correct": 9036, "total_train": 629, "infer_ms": 750.29487, "train_ms": 1440.518872, "blocked_train": 1440518872, "duration": 5135816227, "avg_accuracy": 23.243243243243242, "soft_acc": 24.988342989189192, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6346.02146172159, "availability": 34.24731439355742, "score": 543.0821336668627, "zero_downtime": 8.557836385248086, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 40288176, "heap_mib": 38.42179870605469, "mobile_score": 23727620.474661008, "mobile_throughput": 277261908.34359074, "mobile_availability": 1496287.9973974526, "mobile_accuracy": 1091757.364093002, "soft_acc_blocks": [ 24.988342989189192 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.865505673240514, "mobile_acc_per_sec": 212577.18653432687 }, "started": "2026-08-19T04:35:25.303099231+10:00", "ended": "2026-08-19T04:35:30.439341655+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": 26992, "total_correct": 7186, "total_train": 579, "infer_ms": 673.580453, "train_ms": 1509.550727, "blocked_train": 1509550727, "duration": 4885421768, "avg_accuracy": 30.4093567251462, "soft_acc": 26.174480064327486, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5525.009156179777, "availability": 30.853869853116198, "score": 446.19090019963414, "zero_downtime": 8.075840013777446, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 40595152, "heap_mib": 38.71455383300781, "mobile_score": 38988755.7806443, "mobile_throughput": 482782666.74586385, "mobile_availability": 2696052.2862584307, "mobile_accuracy": 2287160.9673276884, "soft_acc_blocks": [ 26.174480064327486 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123174728, "time_to_acc50_sec": 0, "acc_per_sec": 5.357670495467339, "mobile_acc_per_sec": 468160.3914545967 }, "started": "2026-08-19T04:35:37.66643078+10:00", "ended": "2026-08-19T04:35:42.552243953+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": 16744, "total_correct": 6523, "total_train": 616, "infer_ms": 647.083485, "train_ms": 1410.290237, "blocked_train": 1410290237, "duration": 5010747894, "avg_accuracy": 21.683673469387756, "soft_acc": 24.58539693877551, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3341.616931087214, "availability": 31.451917465484186, "score": 258.3931608448073, "zero_downtime": 7.732578753745349, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 77138232, "heap_mib": 73.56475067138672, "mobile_score": 352792.7956067769, "mobile_throughput": 4562420.98324441, "mobile_availability": 42942.35131287441, "mobile_accuracy": 33567.261953741494, "soft_acc_blocks": [ 24.58539693877551 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.906532409705686, "mobile_acc_per_sec": 6699.052250051496 }, "started": "2026-08-19T04:35:50.002736628+10:00", "ended": "2026-08-19T04:35:55.013923636+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": 21336, "total_correct": 6592, "total_train": 514, "infer_ms": 780.376056, "train_ms": 1335.580477, "blocked_train": 1335580477, "duration": 5044778083, "avg_accuracy": 22.863247863247864, "soft_acc": 24.90913858119658, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4229.323797591514, "availability": 36.88053340555082, "score": 388.5320401553433, "zero_downtime": 9.186623175473152, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 78002032, "heap_mib": 74.38853454589844, "mobile_score": 525006.9233736201, "mobile_throughput": 5714906.482452732, "mobile_availability": 49835.105923013994, "mobile_accuracy": 33658.666104274205, "soft_acc_blocks": [ 24.90913858119658 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.937608388590159, "mobile_acc_per_sec": 6671.9815124669 }, "started": "2026-08-19T04:36:01.918392564+10:00", "ended": "2026-08-19T04:36:06.96404773+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": 18568, "total_correct": 5933, "total_train": 692, "infer_ms": 729.96339, "train_ms": 1568.253503, "blocked_train": 1568253503, "duration": 4857393549, "avg_accuracy": 32.93084522502744, "soft_acc": 25.41382943859649, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3822.6262320916176, "availability": 31.762162754235753, "score": 308.56169635002493, "zero_downtime": 8.071981868370896, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42657456, "heap_mib": 40.68132019042969, "mobile_score": 416946.37797928316, "mobile_throughput": 5165353.252502191, "mobile_availability": 42918.8680053937, "mobile_accuracy": 34340.63352758473, "soft_acc_blocks": [ 25.41382943859649 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.110865459, "time_to_acc50_sec": 0, "acc_per_sec": 5.23198896326374, "mobile_acc_per_sec": 7069.765540133041 }, "started": "2026-08-19T04:36:14.245349657+10:00", "ended": "2026-08-19T04:36:19.103209872+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": 16680, "total_correct": 5454, "total_train": 602, "infer_ms": 669.42017, "train_ms": 1325.516609, "blocked_train": 1325516609, "duration": 5450632219, "avg_accuracy": 27.040816326530614, "soft_acc": 24.737212755102043, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3060.1954653730418, "availability": 33.55595911844181, "score": 254.02098058108254, "zero_downtime": 8.300808999144015, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 89084688, "heap_mib": 84.95777893066406, "mobile_score": 346823.31215337134, "mobile_throughput": 4178186.8753893264, "mobile_availability": 45815.06951637922, "mobile_accuracy": 33774.54114829932, "soft_acc_blocks": [ 24.737212755102043 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.357676568, "time_to_acc50_sec": 0, "acc_per_sec": 4.538411648628983, "mobile_acc_per_sec": 6196.444704261438 }, "started": "2026-08-19T04:36:27.271768045+10:00", "ended": "2026-08-19T04:36:32.723376097+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": 19528, "total_correct": 6501, "total_train": 548, "infer_ms": 807.252966, "train_ms": 1485.714564, "blocked_train": 1485714564, "duration": 4925366895, "avg_accuracy": 24.72222222222222, "soft_acc": 25.294176274074072, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3964.7807800519195, "availability": 35.20559953153807, "score": 353.0623964499981, "zero_downtime": 8.904966403851835, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 40275544, "heap_mib": 38.409751892089844, "mobile_score": 241023.92930986537, "mobile_throughput": 2706623.6791821104, "mobile_availability": 24033.689280196657, "mobile_accuracy": 17267.491003101233, "soft_acc_blocks": [ 25.294176274074072 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.135490779326821, "mobile_acc_per_sec": 3505.828372020443 }, "started": "2026-08-19T04:36:39.486094881+10:00", "ended": "2026-08-19T04:36:44.412022922+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": 19152, "total_correct": 4693, "total_train": 579, "infer_ms": 863.306308, "train_ms": 1510.107942, "blocked_train": 1510107942, "duration": 4841744240, "avg_accuracy": 23.484848484848484, "soft_acc": 24.961052555555554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3955.5992738682953, "availability": 36.374025646808185, "score": 359.14229359460575, "zero_downtime": 9.079339658271047, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43094472, "heap_mib": 41.09809112548828, "mobile_score": 7845583.117672027, "mobile_throughput": 86411384.6707442, "mobile_availability": 794602.7149297404, "mobile_accuracy": 545282.5134269629, "soft_acc_blocks": [ 24.961052555555554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.155384365274849, "mobile_acc_per_sec": 112621.08992088417 }, "started": "2026-08-19T04:36:51.40964817+10:00", "ended": "2026-08-19T04:36:56.252129753+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": 12120, "total_correct": 3568, "total_train": 392, "infer_ms": 791.321077, "train_ms": 1224.640833, "blocked_train": 1224640833, "duration": 5297657402, "avg_accuracy": 37.70161290322581, "soft_acc": 25.156384387096775, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2287.8036611851103, "availability": 39.25277918569404, "score": 225.9110031000201, "zero_downtime": 9.874580014571508, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 107524232, "heap_mib": 102.54309844970703, "mobile_score": 3290067.4442584263, "mobile_throughput": 33318555.719872754, "mobile_availability": 571660.0303808099, "mobile_accuracy": 366366.40159839427, "soft_acc_blocks": [ 25.156384387096775 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.53825369, "time_to_acc50_sec": 0, "acc_per_sec": 4.7485864936452105, "mobile_acc_per_sec": 69156.30321056278 }, "started": "2026-08-19T04:37:05.446540032+10:00", "ended": "2026-08-19T04:37:10.744933268+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": 11088, "total_correct": 3399, "total_train": 427, "infer_ms": 720.771045, "train_ms": 1394.471954, "blocked_train": 1394471954, "duration": 5191176479, "avg_accuracy": 18.237704918032787, "soft_acc": 24.726261754098363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2135.9320078703877, "availability": 34.075094225143445, "score": 179.9628870543057, "zero_downtime": 8.425496991064625, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 86531624, "heap_mib": 82.52298736572266, "mobile_score": 2620899.5035535507, "mobile_throughput": 31106764.459509715, "mobile_availability": 496254.52780866687, "mobile_accuracy": 360102.28673702007, "soft_acc_blocks": [ 24.726261754098363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.763132568142144, "mobile_acc_per_sec": 69368.14577461412 }, "started": "2026-08-19T04:37:17.799184637+10:00", "ended": "2026-08-19T04:37:22.991039136+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": 10544, "total_correct": 2672, "total_train": 409, "infer_ms": 634.625515, "train_ms": 1157.930361, "blocked_train": 1157930361, "duration": 5255166130, "avg_accuracy": 26.428571428571427, "soft_acc": 25.007138242857142, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2006.4065986054754, "availability": 35.40338817310038, "score": 177.63468461156575, "zero_downtime": 8.853374223102549, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 112252216, "heap_mib": 107.05205535888672, "mobile_score": 2328293.3381407144, "mobile_throughput": 26298372.569241688, "mobile_availability": 464039.2894624613, "mobile_accuracy": 327773.5623767771, "soft_acc_blocks": [ 25.007138242857142 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.613760873, "time_to_acc50_sec": 0, "acc_per_sec": 4.758581864824346, "mobile_acc_per_sec": 62371.68421862567 }, "started": "2026-08-19T04:37:30.364829669+10:00", "ended": "2026-08-19T04:37:35.620497413+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": 11688, "total_correct": 3288, "total_train": 416, "infer_ms": 694.64809, "train_ms": 1405.407416, "blocked_train": 1405407416, "duration": 4935520292, "avg_accuracy": 25.36764705882353, "soft_acc": 25.213985161764707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2368.1393872384874, "availability": 33.07760618780521, "score": 197.50715186667753, "zero_downtime": 8.34018271606017, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 45701544, "heap_mib": 43.584388732910156, "mobile_score": 3451687.6545958878, "mobile_throughput": 41386235.435216404, "mobile_availability": 578073.0664330672, "mobile_accuracy": 440646.3284163765, "soft_acc_blocks": [ 25.213985161764707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.349948219, "time_to_acc50_sec": 0, "acc_per_sec": 5.108678248701385, "mobile_acc_per_sec": 89280.62338850506 }, "started": "2026-08-19T04:37:42.913414021+10:00", "ended": "2026-08-19T04:37:47.849926135+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": 8456, "total_correct": 2436, "total_train": 274, "infer_ms": 520.296184, "train_ms": 1035.407832, "blocked_train": 1035407832, "duration": 5613450076, "avg_accuracy": 26.461038961038962, "soft_acc": 25.147313129870128, "adapt_pct": 25.147313129870128, "stability": 100, "consistency": 100, "throughput": 1506.3819728535873, "availability": 33.44441993135538, "score": 126.69234279113891, "zero_downtime": 8.410373004606633, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 113315072, "heap_mib": 108.065673828125, "mobile_score": 1953625.7358023718, "mobile_throughput": 23228764.46421946, "mobile_availability": 515720.8246167779, "mobile_accuracy": 387777.48547745147, "soft_acc_blocks": [ 25.147313129870128 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.803197772, "time_to_acc50_sec": 0, "acc_per_sec": 4.479831973100837, "mobile_acc_per_sec": 69080.06310332623 }, "started": "2026-08-19T04:37:55.148222622+10:00", "ended": "2026-08-19T04:38:00.762404418+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": 14552, "total_correct": 3156, "total_train": 492, "infer_ms": 745.326157, "train_ms": 1529.198449, "blocked_train": 1529198449, "duration": 5061900540, "avg_accuracy": 19.90740740740741, "soft_acc": 25.072179716049384, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2874.8095473246894, "availability": 32.76843675526278, "score": 236.18749177351492, "zero_downtime": 8.215761353419467, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 39555608, "heap_mib": 37.723167419433594, "mobile_score": 6879459.315941811, "mobile_throughput": 83734897.10820927, "mobile_availability": 954449.8983079563, "mobile_accuracy": 730280.1643871167, "soft_acc_blocks": [ 25.072179716049384 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.953115834245408, "mobile_acc_per_sec": 144269.95525026982 }, "started": "2026-08-19T04:38:07.623861379+10:00", "ended": "2026-08-19T04:38:12.715042682+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": 17624, "total_correct": 3931, "total_train": 405, "infer_ms": 912.450475, "train_ms": 1253.433291, "blocked_train": 1253433291, "duration": 5123298791, "avg_accuracy": 18.556701030927837, "soft_acc": 24.230461979381445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3439.971143389049, "availability": 42.12832144197345, "score": 351.14836403827303, "zero_downtime": 10.207886909548977, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 51491840, "heap_mib": 49.1064453125, "mobile_score": 8368312.431131732, "mobile_throughput": 81978890.49205261, "mobile_availability": 1003971.5178258807, "mobile_accuracy": 577442.7477384518, "soft_acc_blocks": [ 24.230461979381445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.729464934183935, "mobile_acc_per_sec": 112709.1687006103 }, "started": "2026-08-19T04:38:19.888252768+10:00", "ended": "2026-08-19T04:38:25.012018694+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": 3760, "total_correct": 1080, "total_train": 422, "infer_ms": 266.04085, "train_ms": 1557.259768, "blocked_train": 1557259768, "duration": 5214868218, "avg_accuracy": 27.232142857142858, "soft_acc": 24.992955035714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 721.0153435942492, "availability": 14.591167653517465, "score": 26.293727774346213, "zero_downtime": 3.6467639708293067, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 76678600, "heap_mib": 73.12641143798828, "mobile_score": 11966.567662635787, "mobile_throughput": 328142.09415133833, "mobile_availability": 6640.602523200837, "mobile_accuracy": 11374.571536253969, "soft_acc_blocks": [ 24.992955035714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.319723018, "time_to_acc50_sec": 0, "acc_per_sec": 4.792634059178498, "mobile_acc_per_sec": 2181.181011821681 }, "started": "2026-08-19T04:38:32.360810637+10:00", "ended": "2026-08-19T04:38:37.588239524+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": 14936, "total_correct": 3520, "total_train": 352, "infer_ms": 716.752742, "train_ms": 1153.299073, "blocked_train": 1153299073, "duration": 5138408384, "avg_accuracy": 24.78448275862069, "soft_acc": 24.993442051724138, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2906.7366553635143, "availability": 38.32796162388688, "score": 278.4501658070271, "zero_downtime": 9.579476878073233, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 114483032, "heap_mib": 109.17952728271484, "mobile_score": 253451.5286990184, "mobile_throughput": 2645776.2978597675, "mobile_availability": 34886.96240254237, "mobile_accuracy": 22749.586365302683, "soft_acc_blocks": [ 24.993442051724138 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.86404352942223, "mobile_acc_per_sec": 4427.360510336323 }, "started": "2026-08-19T04:38:44.782401821+10:00", "ended": "2026-08-19T04:38:49.92210536+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": 7736, "total_correct": 1857, "total_train": 403, "infer_ms": 581.416702, "train_ms": 1560.046082, "blocked_train": 1560046082, "duration": 5084473380, "avg_accuracy": 26.358695652173914, "soft_acc": 24.991803478260866, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1521.4948376816951, "availability": 27.150446243757834, "score": 103.23930027370284, "zero_downtime": 6.785386168710817, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 76225912, "heap_mib": 72.69469451904297, "mobile_score": 187941.41063159413, "mobile_throughput": 2769796.8245085436, "mobile_availability": 49425.87902863648, "mobile_accuracy": 45496.189798647334, "soft_acc_blocks": [ 24.991803478260866 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.309127031, "time_to_acc50_sec": 0, "acc_per_sec": 4.91531799076129, "mobile_acc_per_sec": 8948.063328959219 }, "started": "2026-08-19T04:38:57.148265859+10:00", "ended": "2026-08-19T04:39:02.233221166+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": 7464, "total_correct": 1924, "total_train": 328, "infer_ms": 489.859455, "train_ms": 1585.549694, "blocked_train": 1585549694, "duration": 5234503441, "avg_accuracy": 27.083333333333332, "soft_acc": 24.985673000000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1425.9232196767982, "availability": 23.603030527066448, "score": 84.0920541004407, "zero_downtime": 5.897376025582999, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 75069384, "heap_mib": 71.59174346923828, "mobile_score": 153084.91270906894, "mobile_throughput": 2595814.0034649624, "mobile_availability": 42968.00579505074, "mobile_accuracy": 45485.02960355556, "soft_acc_blocks": [ 24.985673000000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.285771106, "time_to_acc50_sec": 0, "acc_per_sec": 4.773265178182161, "mobile_acc_per_sec": 8689.464075481836 }, "started": "2026-08-19T04:39:11.009619038+10:00", "ended": "2026-08-19T04:39:16.244889718+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": 7968, "total_correct": 1740, "total_train": 412, "infer_ms": 602.379537, "train_ms": 1705.681536, "blocked_train": 1705681536, "duration": 4959706770, "avg_accuracy": 24.772727272727273, "soft_acc": 25.018983036363636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1606.5465902533588, "availability": 26.098942703324216, "score": 104.90251281407092, "zero_downtime": 6.529690047614951, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 39783464, "heap_mib": 37.940467834472656, "mobile_score": 381938.39332127507, "mobile_throughput": 5849257.629935784, "mobile_availability": 95023.35050028088, "mobile_accuracy": 91091.33734839596, "soft_acc_blocks": [ 25.018983036363636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.044448028197367, "mobile_acc_per_sec": 18366.27477644126 }, "started": "2026-08-19T04:39:23.336464567+10:00", "ended": "2026-08-19T04:39:28.296837587+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": 6888, "total_correct": 1883, "total_train": 404, "infer_ms": 603.778605, "train_ms": 1681.477813, "blocked_train": 1681477813, "duration": 4801057523, "avg_accuracy": 25, "soft_acc": 25.002915204081635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1434.6839143255982, "availability": 26.42060646867856, "score": 94.77409791329563, "zero_downtime": 6.605921831767807, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42982528, "heap_mib": 40.9913330078125, "mobile_score": 345061.9600469857, "mobile_throughput": 5223524.722735689, "mobile_availability": 96194.49252951768, "mobile_accuracy": 91032.8361563719, "soft_acc_blocks": [ 25.002915204081635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133452042, "time_to_acc50_sec": 0, "acc_per_sec": 5.207793300601459, "mobile_acc_per_sec": 18960.996763789844 }, "started": "2026-08-19T04:39:35.469962119+10:00", "ended": "2026-08-19T04:39:40.271536516+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": 5816, "total_correct": 1385, "total_train": 305, "infer_ms": 629.841237, "train_ms": 1519.148875, "blocked_train": 1519148875, "duration": 5303008641, "avg_accuracy": 27.84090909090909, "soft_acc": 25.00479884090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1096.7359085621374, "availability": 29.308708005818875, "score": 80.37520661109039, "zero_downtime": 7.328583479724427, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 81539896, "heap_mib": 77.76250457763672, "mobile_score": 36579.64958655847, "mobile_throughput": 499136.6979411683, "mobile_availability": 13338.718665759347, "mobile_accuracy": 11379.961783595958, "soft_acc_blocks": [ 25.00479884090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.294338073, "time_to_acc50_sec": 0, "acc_per_sec": 4.715209899449434, "mobile_acc_per_sec": 2145.9444164605425 }, "started": "2026-08-19T04:39:48.404630789+10:00", "ended": "2026-08-19T04:39:53.708240888+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": 7504, "total_correct": 2093, "total_train": 327, "infer_ms": 692.001783, "train_ms": 1621.536857, "blocked_train": 1621536857, "duration": 5037989106, "avg_accuracy": 24.479166666666668, "soft_acc": 25.0035714375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1489.4831731698469, "availability": 29.91096716672949, "score": 111.39561714650829, "zero_downtime": 7.478810043180378, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 39830472, "heap_mib": 37.98529815673828, "mobile_score": 101394.76618491065, "mobile_throughput": 1355760.683845265, "mobile_availability": 27225.62700331644, "mobile_accuracy": 22758.806357333335, "soft_acc_blocks": [ 25.0035714375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.963006253372394, "mobile_acc_per_sec": 4517.438580847406 }, "started": "2026-08-19T04:40:00.722157981+10:00", "ended": "2026-08-19T04:40:05.760822087+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": 7672, "total_correct": 2062, "total_train": 345, "infer_ms": 775.603286, "train_ms": 1625.746345, "blocked_train": 1625746345, "duration": 4916389265, "avg_accuracy": 27.1875, "soft_acc": 24.999246075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1560.4948238369404, "availability": 32.29864056393211, "score": 126.00085362012787, "zero_downtime": 8.074416633457156, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 42958952, "heap_mib": 40.968849182128906, "mobile_score": 229377.55396801943, "mobile_throughput": 2840794.13263827, "mobile_availability": 58797.88077771819, "mobile_accuracy": 45509.73863253333, "soft_acc_blocks": [ 24.999246075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113133096, "time_to_acc50_sec": 0, "acc_per_sec": 5.08487931437219, "mobile_acc_per_sec": 9256.74029851933 }, "started": "2026-08-19T04:40:12.985480127+10:00", "ended": "2026-08-19T04:40:17.902490589+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": 10984, "total_correct": 2776, "total_train": 345, "infer_ms": 563.775012, "train_ms": 1183.31492, "blocked_train": 1183314920, "duration": 5509244316, "avg_accuracy": 26.35135135135135, "soft_acc": 25.0032075, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1993.7398615814081, "availability": 32.269375587014714, "score": 160.86248704992147, "zero_downtime": 8.06837893697563, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 92494936, "heap_mib": 88.21004486083984, "mobile_score": 585682.4417390919, "mobile_throughput": 7258985.30936662, "mobile_availability": 117489.21102614424, "mobile_accuracy": 91033.90037333332, "soft_acc_blocks": [ 25.0032075 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.650713693, "time_to_acc50_sec": 0, "acc_per_sec": 4.538409637667628, "mobile_acc_per_sec": 16523.845223010314 }, "started": "2026-08-19T04:40:26.496627845+10:00", "ended": "2026-08-19T04:40:32.006566849+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": 6296, "total_correct": 1544, "total_train": 328, "infer_ms": 583.585096, "train_ms": 1709.643708, "blocked_train": 1709643708, "duration": 5024478595, "avg_accuracy": 28.571428571428573, "soft_acc": 24.997562095238095, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1253.065344186226, "availability": 25.44818445425387, "score": 79.71282098148062, "zero_downtime": 6.3614257110628385, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 40250792, "heap_mib": 38.386146545410156, "mobile_score": 35965.98578893159, "mobile_throughput": 565376.1817321067, "mobile_availability": 11482.08066364187, "mobile_accuracy": 11278.762337167118, "soft_acc_blocks": [ 24.997562095238095 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123718971, "time_to_acc50_sec": 0, "acc_per_sec": 4.975155455953952, "mobile_acc_per_sec": 2244.762739837509 }, "started": "2026-08-19T04:40:39.317125609+10:00", "ended": "2026-08-19T04:40:44.34233686+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": 7976, "total_correct": 2339, "total_train": 321, "infer_ms": 801.316368, "train_ms": 1613.411662, "blocked_train": 1613411662, "duration": 5139722437, "avg_accuracy": 32.95454545454545, "soft_acc": 25.02438195454545, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1551.8347727461144, "availability": 33.1845391300651, "score": 128.86786390948131, "zero_downtime": 8.304225821763085, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 42976232, "heap_mib": 40.985328674316406, "mobile_score": 115296.71439142345, "mobile_throughput": 1388410.152446271, "mobile_availability": 29689.856060449776, "mobile_accuracy": 22389.04977164629, "soft_acc_blocks": [ 25.02438195454545 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126096313, "time_to_acc50_sec": 0, "acc_per_sec": 4.868819719601806, "mobile_acc_per_sec": 4356.081490018075 }, "started": "2026-08-19T04:40:51.547588829+10:00", "ended": "2026-08-19T04:40:56.687809078+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": 7040, "total_correct": 1554, "total_train": 321, "infer_ms": 734.730861, "train_ms": 1689.80603, "blocked_train": 1689806030, "duration": 5182785964, "avg_accuracy": 23.011363636363637, "soft_acc": 24.9949155, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1358.3428003587917, "availability": 30.303967067993774, "score": 102.88700930622073, "zero_downtime": 7.574450961792872, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 41031144, "heap_mib": 39.130348205566406, "mobile_score": 181014.8467622143, "mobile_throughput": 2389808.1547466787, "mobile_availability": 53315.457336054766, "mobile_accuracy": 43974.94717336913, "soft_acc_blocks": [ 24.9949155 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.822679476562695, "mobile_acc_per_sec": 8484.808649020477 }, "started": "2026-08-19T04:41:04.793417308+10:00", "ended": "2026-08-19T04:41:09.976954939+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": 9616, "total_correct": 2259, "total_train": 467, "infer_ms": 563.102759, "train_ms": 1652.47657, "blocked_train": 1652476570, "duration": 5266241807, "avg_accuracy": 27.083333333333332, "soft_acc": 24.99638046666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1825.97008500791, "availability": 25.415599054814976, "score": 116.00351134159996, "zero_downtime": 6.352979837624089, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 47262816, "heap_mib": 45.073333740234375, "mobile_score": 394930.18801470625, "mobile_throughput": 6216455.86966641, "mobile_availability": 86526.5818003301, "mobile_accuracy": 85099.3657279723, "soft_acc_blocks": [ 24.99638046666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.152683687, "time_to_acc50_sec": 0, "acc_per_sec": 4.74653109043359, "mobile_acc_per_sec": 16159.410989228869 }, "started": "2026-08-19T04:41:17.458409784+10:00", "ended": "2026-08-19T04:41:22.725277372+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": 10328, "total_correct": 2279, "total_train": 397, "infer_ms": 563.359058, "train_ms": 1465.797828, "blocked_train": 1465797828, "duration": 5253364649, "avg_accuracy": 23.958333333333332, "soft_acc": 25.004624383333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1965.9781283155316, "availability": 27.763208546704753, "score": 136.47989268143786, "zero_downtime": 6.942086013865021, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 77143376, "heap_mib": 73.56965637207031, "mobile_score": 993816.2496411902, "mobile_throughput": 14315815.846365187, "mobile_availability": 202165.51503520473, "mobile_accuracy": 182078.11817623704, "soft_acc_blocks": [ 25.004624383333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.759735151469653, "mobile_acc_per_sec": 34659.33365407946 }, "started": "2026-08-19T04:41:30.350056438+10:00", "ended": "2026-08-19T04:41:35.616542067+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": 6224, "total_correct": 1362, "total_train": 310, "infer_ms": 618.530206, "train_ms": 1677.171165, "blocked_train": 1677171165, "duration": 4943745116, "avg_accuracy": 20.833333333333332, "soft_acc": 25.001263476190474, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1258.964581296185, "availability": 26.942973237436814, "score": 84.80490829456116, "zero_downtime": 6.7360837274110645, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 40941784, "heap_mib": 39.045127868652344, "mobile_score": 542221.8995114497, "mobile_throughput": 8049512.468275784, "mobile_availability": 172266.7994232838, "mobile_accuracy": 159851.98079762136, "soft_acc_blocks": [ 25.001263476190474 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.057150579077401, "mobile_acc_per_sec": 32334.187351260152 }, "started": "2026-08-19T04:41:43.046931861+10:00", "ended": "2026-08-19T04:41:47.99117031+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": 10568, "total_correct": 2620, "total_train": 427, "infer_ms": 600.019757, "train_ms": 1663.844811, "blocked_train": 1663844811, "duration": 5201067963, "avg_accuracy": 22.761194029850746, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2031.8903877395844, "availability": 26.504224920578377, "score": 134.6341996265279, "zero_downtime": 6.626056230144594, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 41543056, "heap_mib": 39.61854553222656, "mobile_score": 980376.322969348, "mobile_throughput": 14795774.272322379, "mobile_availability": 192997.87604389162, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.80670511861181, "mobile_acc_per_sec": 35001.35851703818 }, "started": "2026-08-19T04:41:55.169159996+10:00", "ended": "2026-08-19T04:42:00.371007542+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": 10032, "total_correct": 2608, "total_train": 346, "infer_ms": 545.508084, "train_ms": 1507.968469, "blocked_train": 1507968469, "duration": 5547775112, "avg_accuracy": 25.96153846153846, "soft_acc": 25.002058261538462, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1808.292477159085, "availability": 26.565099231498266, "score": 120.10356010576163, "zero_downtime": 6.641821587094703, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41338032, "heap_mib": 39.42301940917969, "mobile_score": 1749134.8700202655, "mobile_throughput": 26335167.95179951, "mobile_availability": 386882.2984967712, "mobile_accuracy": 364118.86449515214, "soft_acc_blocks": [ 25.002058261538462 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.321000792, "time_to_acc50_sec": 0, "acc_per_sec": 4.506682004369333, "mobile_acc_per_sec": 65633.31374185525 }, "started": "2026-08-19T04:42:07.866972411+10:00", "ended": "2026-08-19T04:42:13.415397939+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": 7056, "total_correct": 1315, "total_train": 359, "infer_ms": 651.187834, "train_ms": 1621.703983, "blocked_train": 1621703983, "duration": 4928872650, "avg_accuracy": 18.4375, "soft_acc": 24.9781378, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1431.5646804142932, "availability": 28.650190437110446, "score": 102.4468348518973, "zero_downtime": 7.156284047343869, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 41790008, "heap_mib": 39.85405731201172, "mobile_score": 1167644.481539816, "mobile_throughput": 16316351.807935847, "mobile_availability": 326542.413997647, "mobile_accuracy": 284689.95458448696, "soft_acc_blocks": [ 24.9781378 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 5.067718233701981, "mobile_acc_per_sec": 57759.64907198139 }, "started": "2026-08-19T04:42:20.637535948+10:00", "ended": "2026-08-19T04:42:25.566990473+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": 7488, "total_correct": 2258, "total_train": 331, "infer_ms": 453.412505, "train_ms": 1361.637942, "blocked_train": 1361637942, "duration": 5398320378, "avg_accuracy": 34.298780487804876, "soft_acc": 24.985450597560973, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1387.0981112043958, "availability": 24.980710908031305, "score": 86.57632759925926, "zero_downtime": 6.241543182845687, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 94608448, "heap_mib": 90.22564697265625, "mobile_score": 1260859.15678779, "mobile_throughput": 20201080.403531395, "mobile_availability": 363807.9711263866, "mobile_accuracy": 363876.997858168, "soft_acc_blocks": [ 24.985450597560973 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.450665062, "time_to_acc50_sec": 0, "acc_per_sec": 4.628374910719494, "mobile_acc_per_sec": 67405.59514420283 }, "started": "2026-08-19T04:42:33.630112834+10:00", "ended": "2026-08-19T04:42:39.029821441+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": 11144, "total_correct": 3235, "total_train": 408, "infer_ms": 630.837922, "train_ms": 1631.909623, "blocked_train": 1631909623, "duration": 5186027550, "avg_accuracy": 33.84615384615385, "soft_acc": 25.071315215384615, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2148.850906123705, "availability": 27.87928876086793, "score": 150.19832558362677, "zero_downtime": 6.989704365044494, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 51862568, "heap_mib": 49.459999084472656, "mobile_score": 4374843.31797714, "mobile_throughput": 62589819.10387695, "mobile_availability": 812043.1414365513, "mobile_accuracy": 730254.9839801983, "soft_acc_blocks": [ 25.071315215384615 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144551969, "time_to_acc50_sec": 0, "acc_per_sec": 4.834396842991051, "mobile_acc_per_sec": 140812.01400100513 }, "started": "2026-08-19T04:42:46.604067218+10:00", "ended": "2026-08-19T04:42:51.790603309+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": 5664, "total_correct": 1438, "total_train": 276, "infer_ms": 604.381263, "train_ms": 1684.413029, "blocked_train": 1684413029, "duration": 4951561878, "avg_accuracy": 30.90277777777778, "soft_acc": 25.006823027777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1143.8814942746435, "availability": 26.406097966623204, "score": 75.53422626031461, "zero_downtime": 6.603326187055091, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43020504, "heap_mib": 41.027549743652344, "mobile_score": 34376.46564024985, "mobile_throughput": 520593.1778387711, "mobile_availability": 12017.708585698738, "mobile_accuracy": 11380.883013530864, "soft_acc_blocks": [ 25.006823027777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126188285, "time_to_acc50_sec": 0, "acc_per_sec": 5.050289917386301, "mobile_acc_per_sec": 2298.443055734921 }, "started": "2026-08-19T04:42:59.06889095+10:00", "ended": "2026-08-19T04:43:04.020951786+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": 6776, "total_correct": 1654, "total_train": 294, "infer_ms": 725.792683, "train_ms": 1524.950186, "blocked_train": 1524950186, "duration": 5042739228, "avg_accuracy": 20.058139534883722, "soft_acc": 24.969859255813954, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1343.7141390092122, "availability": 32.2468058433733, "score": 108.1956210557753, "zero_downtime": 8.051982033585904, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 56491432, "heap_mib": 53.874427795410156, "mobile_score": 48817.26830644606, "mobile_throughput": 606276.4186857676, "mobile_availability": 14549.581189337781, "mobile_accuracy": 11266.262968599129, "soft_acc_blocks": [ 24.969859255813954 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.951645946149241, "mobile_acc_per_sec": 2234.1553784980147 }, "started": "2026-08-19T04:43:11.888789491+10:00", "ended": "2026-08-19T04:43:16.932182312+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": 7072, "total_correct": 1837, "total_train": 305, "infer_ms": 711.193128, "train_ms": 1634.578515, "blocked_train": 1634578515, "duration": 5328032411, "avg_accuracy": 26.28205128205128, "soft_acc": 25.01181558974359, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1327.3192530509928, "availability": 30.318088724546833, "score": 100.6520052392039, "zero_downtime": 7.583104442118498, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 43263144, "heap_mib": 41.258949279785156, "mobile_score": 45413.63039832335, "mobile_throughput": 598879.1364402744, "mobile_availability": 13679.354648205861, "mobile_accuracy": 11285.19343538338, "soft_acc_blocks": [ 25.01181558974359 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133387757, "time_to_acc50_sec": 0, "acc_per_sec": 4.694381276304814, "mobile_acc_per_sec": 2118.078976412477 }, "started": "2026-08-19T04:43:24.376027613+10:00", "ended": "2026-08-19T04:43:29.704576794+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": 6224, "total_correct": 1460, "total_train": 335, "infer_ms": 622.656683, "train_ms": 1658.590475, "blocked_train": 1658590475, "duration": 5353999708, "avg_accuracy": 19.186046511627907, "soft_acc": 24.995515232558137, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1162.4953939948925, "availability": 27.29457353257117, "score": 79.31030994709323, "zero_downtime": 6.822419284995609, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41864816, "heap_mib": 39.92539978027344, "mobile_score": 36095.00328258821, "mobile_throughput": 529064.5704225644, "mobile_availability": 12422.06368771239, "mobile_accuracy": 11375.736710284236, "soft_acc_blocks": [ 24.995515232558137 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.668568658158421, "mobile_acc_per_sec": 2124.7174693129878 }, "started": "2026-08-19T04:43:36.776812726+10:00", "ended": "2026-08-19T04:43:42.131470507+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": 6808, "total_correct": 1494, "total_train": 329, "infer_ms": 748.205285, "train_ms": 1587.759693, "blocked_train": 1587759693, "duration": 5034985779, "avg_accuracy": 19.817073170731707, "soft_acc": 24.991149414634148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1352.1388736379188, "availability": 32.02981603091483, "score": 108.23356763998721, "zero_downtime": 8.004619181518366, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 40251728, "heap_mib": 38.38703918457031, "mobile_score": 24629.14961407709, "mobile_throughput": 307686.71257893974, "mobile_availability": 7288.562581257063, "mobile_accuracy": 5686.874889018971, "soft_acc_blocks": [ 24.991149414634148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.963499503587008, "mobile_acc_per_sec": 1129.4718870384659 }, "started": "2026-08-19T04:43:49.226081545+10:00", "ended": "2026-08-19T04:43:54.261798209+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": 2040, "total_correct": 445, "total_train": 171, "infer_ms": 459.917956, "train_ms": 1076.026827, "blocked_train": 1076026827, "duration": 6265573075, "avg_accuracy": 27.976190476190474, "soft_acc": 25.02781776190476, "adapt_pct": 25.02781776190476, "stability": 100, "consistency": 100, "throughput": 325.58873315829936, "availability": 29.943651691806945, "score": 24.400409465238436, "zero_downtime": 7.494242576684955, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 137953632, "heap_mib": 131.56283569335938, "mobile_score": 177678.3594126518, "mobile_throughput": 2370864.801806923, "mobile_availability": 218043.01747491778, "mobile_accuracy": 182247.00720491004, "soft_acc_blocks": [ 25.02781776190476 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.891729163, "time_to_acc50_sec": 0, "acc_per_sec": 3.9944977837330167, "mobile_acc_per_sec": 29087.045194969665 }, "started": "2026-08-19T04:44:02.942115726+10:00", "ended": "2026-08-19T04:44:09.208708227+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": 3592, "total_correct": 658, "total_train": 232, "infer_ms": 645.037577, "train_ms": 1520.050912, "blocked_train": 1520050912, "duration": 5358294683, "avg_accuracy": 17.857142857142858, "soft_acc": 24.972459785714285, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 670.3625336986714, "availability": 29.792665762955803, "score": 49.874714261722296, "zero_downtime": 7.439961476746406, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 77098896, "heap_mib": 73.52723693847656, "mobile_score": 242117.72398935055, "mobile_throughput": 3254287.333961195, "mobile_availability": 144629.0476623016, "mobile_accuracy": 121229.268482709, "soft_acc_blocks": [ 24.972459785714285 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.660523779131295, "mobile_acc_per_sec": 22624.598991788782 }, "started": "2026-08-19T04:44:16.25439981+10:00", "ended": "2026-08-19T04:44:21.613251316+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": 2832, "total_correct": 668, "total_train": 229, "infer_ms": 487.766423, "train_ms": 1605.639557, "blocked_train": 1605639557, "duration": 5319182141, "avg_accuracy": 26.136363636363637, "soft_acc": 25.00959990909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 532.4126764096083, "availability": 23.300135170149844, "score": 31.025127279671043, "zero_downtime": 5.827270584331854, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 77840200, "heap_mib": 74.23419952392578, "mobile_score": 150612.05491855714, "mobile_throughput": 2584607.197124451, "mobile_availability": 113110.93766747705, "mobile_accuracy": 121409.56589942088, "soft_acc_blocks": [ 25.00959990909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.307928338, "time_to_acc50_sec": 0, "acc_per_sec": 4.7017754320383425, "mobile_acc_per_sec": 22824.855904745542 }, "started": "2026-08-19T04:44:28.975595055+10:00", "ended": "2026-08-19T04:44:34.308931715+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": 3304, "total_correct": 877, "total_train": 228, "infer_ms": 583.391692, "train_ms": 1728.032731, "blocked_train": 1728032731, "duration": 5484489896, "avg_accuracy": 39, "soft_acc": 25.012371119999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 602.4261257933402, "availability": 25.239488092057773, "score": 38.03112776844961, "zero_downtime": 6.3129944303736965, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 41413552, "heap_mib": 39.49504089355469, "mobile_score": 168976.81284292295, "mobile_throughput": 2676650.751185922, "mobile_availability": 112142.04010854903, "mobile_accuracy": 111132.93245561491, "soft_acc_blocks": [ 25.012371119999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130098797, "time_to_acc50_sec": 0, "acc_per_sec": 4.560564718742987, "mobile_acc_per_sec": 20263.130129324774 }, "started": "2026-08-19T04:44:42.080691487+10:00", "ended": "2026-08-19T04:44:47.565920654+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": 3000, "total_correct": 664, "total_train": 219, "infer_ms": 509.548894, "train_ms": 1550.332034, "blocked_train": 1550332034, "duration": 5495501530, "avg_accuracy": 26.20967741935484, "soft_acc": 25.005829806451615, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 545.9010399001745, "availability": 24.736813039709837, "score": 33.76750238981358, "zero_downtime": 6.185645368249973, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 107048816, "heap_mib": 102.08970642089844, "mobile_score": 196709.958810562, "mobile_throughput": 3180104.0489686965, "mobile_availability": 144102.38038848212, "mobile_accuracy": 145669.51663961005, "soft_acc_blocks": [ 25.005829806451615 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.377467339, "time_to_acc50_sec": 0, "acc_per_sec": 4.550236164969571, "mobile_acc_per_sec": 26507.046871772964 }, "started": "2026-08-19T04:44:55.247008021+10:00", "ended": "2026-08-19T04:45:00.758492976+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": 3848, "total_correct": 1013, "total_train": 260, "infer_ms": 656.182279, "train_ms": 1754.510775, "blocked_train": 1754510775, "duration": 5091342214, "avg_accuracy": 26.875, "soft_acc": 25.01152975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 755.7928417027047, "availability": 27.21965278454733, "score": 51.45476630496805, "zero_downtime": 6.808051554053759, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42000976, "heap_mib": 40.05525207519531, "mobile_score": 269771.1651649909, "mobile_throughput": 3962531.173906276, "mobile_availability": 142709.3731910475, "mobile_accuracy": 131132.44909568, "soft_acc_blocks": [ 25.01152975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126710362, "time_to_acc50_sec": 0, "acc_per_sec": 4.912561108389875, "mobile_acc_per_sec": 25755.968383955107 }, "started": "2026-08-19T04:45:08.24626235+10:00", "ended": "2026-08-19T04:45:13.338617429+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": 4136, "total_correct": 1097, "total_train": 272, "infer_ms": 550.86823, "train_ms": 1674.811958, "blocked_train": 1674811958, "duration": 5312648883, "avg_accuracy": 15.086206896551724, "soft_acc": 24.976218310344827, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 778.5193584380909, "availability": 24.750556390359527, "score": 48.126143773104, "zero_downtime": 6.181752997081198, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 39365912, "heap_mib": 37.542259216308594, "mobile_score": 467258.51234283607, "mobile_throughput": 7558673.285125737, "mobile_availability": 240304.06868127437, "mobile_accuracy": 242495.02862026053, "soft_acc_blocks": [ 24.976218310344827 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.701274046223248, "mobile_acc_per_sec": 45644.843836042484 }, "started": "2026-08-19T04:45:20.627592359+10:00", "ended": "2026-08-19T04:45:26.022039037+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": 4904, "total_correct": 1050, "total_train": 261, "infer_ms": 739.230835, "train_ms": 1511.67617, "blocked_train": 1511676170, "duration": 5185173033, "avg_accuracy": 16.810344827586206, "soft_acc": 24.971102862068964, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 945.7736451203209, "availability": 32.841464945372095, "score": 77.56172381002911, "zero_downtime": 8.200875992919187, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 78486712, "heap_mib": 74.85076141357422, "mobile_score": 635385.6414517584, "mobile_throughput": 7747777.700825669, "mobile_availability": 269037.2808324882, "mobile_accuracy": 204563.27464606895, "soft_acc_blocks": [ 24.971102862068964 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.8158668386079615, "mobile_acc_per_sec": 39451.58114187642 }, "started": "2026-08-19T04:45:34.622983448+10:00", "ended": "2026-08-19T04:45:39.808864865+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": 8408, "total_correct": 2168, "total_train": 385, "infer_ms": 823.481808, "train_ms": 1729.990867, "blocked_train": 1729990867, "duration": 5009609934, "avg_accuracy": 21.09375, "soft_acc": 25.0002490625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1678.3741869671883, "availability": 32.24948581053447, "score": 135.3181094116488, "zero_downtime": 8.062451774009215, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 43197336, "heap_mib": 41.196189880371094, "mobile_score": 50387.543286373955, "mobile_throughput": 624965.5154379639, "mobile_availability": 12008.53580726811, "mobile_accuracy": 9309.183650909092, "soft_acc_blocks": [ 25.0002490625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.990458217679668, "mobile_acc_per_sec": 1858.2651690559928 }, "started": "2026-08-19T04:45:47.467408642+10:00", "ended": "2026-08-19T04:45:52.524531556+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": 9096, "total_correct": 2737, "total_train": 343, "infer_ms": 529.550862, "train_ms": 1701.763642, "blocked_train": 1701763642, "duration": 5211946357, "avg_accuracy": 35.416666666666664, "soft_acc": 25.013688090909092, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1745.2213390077297, "availability": 23.73268586972803, "score": 103.60366894557032, "zero_downtime": 5.936420019049025, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 40285104, "heap_mib": 38.41886901855469, "mobile_score": 77156.47781837382, "mobile_throughput": 1299713.9281046656, "mobile_availability": 17674.37842225564, "mobile_accuracy": 18628.37571279339, "soft_acc_blocks": [ 25.013688090909092 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130541138, "time_to_acc50_sec": 0, "acc_per_sec": 4.799298837240333, "mobile_acc_per_sec": 3574.1687340611647 }, "started": "2026-08-19T04:46:00.181460306+10:00", "ended": "2026-08-19T04:46:05.393927653+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": 7128, "total_correct": 1987, "total_train": 296, "infer_ms": 721.984632, "train_ms": 1558.771772, "blocked_train": 1558771772, "duration": 5300338034, "avg_accuracy": 29.276315789473685, "soft_acc": 25.012071947368423, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1344.8198877649168, "availability": 31.65549072815406, "score": 106.47872512729815, "zero_downtime": 7.917694116218433, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 41478216, "heap_mib": 39.55670928955078, "mobile_score": 158595.22113505934, "mobile_throughput": 2003048.094649127, "mobile_availability": 47149.414553643284, "mobile_accuracy": 37254.344253244024, "soft_acc_blocks": [ 25.012071947368423 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.203689617, "time_to_acc50_sec": 0, "acc_per_sec": 4.718957882860273, "mobile_acc_per_sec": 7028.673268434793 }, "started": "2026-08-19T04:46:13.102447216+10:00", "ended": "2026-08-19T04:46:18.403332593+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": 7656, "total_correct": 1876, "total_train": 381, "infer_ms": 549.265158, "train_ms": 1679.961357, "blocked_train": 1679961357, "duration": 5332631529, "avg_accuracy": 24.50980392156863, "soft_acc": 25.004225764705883, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1435.688919882242, "availability": 24.639270810036997, "score": 88.45076859858641, "zero_downtime": 6.160858900118926, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43009456, "heap_mib": 41.01701354980469, "mobile_score": 131743.3993381127, "mobile_throughput": 2138393.387577332, "mobile_availability": 36699.073904695106, "mobile_accuracy": 37242.65772081284, "soft_acc_blocks": [ 25.004225764705883 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.688909336549415, "mobile_acc_per_sec": 6983.917324547783 }, "started": "2026-08-19T04:46:25.667085952+10:00", "ended": "2026-08-19T04:46:31.000277116+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": 7656, "total_correct": 1827, "total_train": 337, "infer_ms": 685.343881, "train_ms": 1606.863242, "blocked_train": 1606863242, "duration": 5305545650, "avg_accuracy": 20.738636363636363, "soft_acc": 24.990792704545456, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1443.0184009443026, "availability": 29.898863594099385, "score": 107.82180131656153, "zero_downtime": 7.471963021816187, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 43026008, "heap_mib": 41.032798767089844, "mobile_score": 321191.34414009895, "mobile_throughput": 4298620.632922082, "mobile_availability": 89065.99656831351, "mobile_accuracy": 74445.29957659505, "soft_acc_blocks": [ 24.990792704545456 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.710315272576244, "mobile_acc_per_sec": 14031.600986525305 }, "started": "2026-08-19T04:46:38.629978728+10:00", "ended": "2026-08-19T04:46:43.936126929+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": 6152, "total_correct": 1642, "total_train": 342, "infer_ms": 555.459453, "train_ms": 1654.160217, "blocked_train": 1654160217, "duration": 5343566172, "avg_accuracy": 18.26923076923077, "soft_acc": 24.991749589743588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1151.2910670473493, "availability": 25.138238066101216, "score": 72.32969445082462, "zero_downtime": 6.282485508753617, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 45988800, "heap_mib": 43.85833740234375, "mobile_score": 215463.5843422383, "mobile_throughput": 3429591.4259097767, "mobile_availability": 74884.52590454588, "mobile_accuracy": 74448.15005061071, "soft_acc_blocks": [ 24.991749589743588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6769795273985775, "mobile_acc_per_sec": 13932.296832163325 }, "started": "2026-08-19T04:46:51.160114649+10:00", "ended": "2026-08-19T04:46:56.551197187+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": 4152, "total_correct": 1123, "total_train": 181, "infer_ms": 445.070641, "train_ms": 1091.281807, "blocked_train": 1091281807, "duration": 6119924276, "avg_accuracy": 28.125, "soft_acc": 25.025527583333332, "adapt_pct": 25.025527583333332, "stability": 100, "consistency": 100, "throughput": 678.4397670217186, "availability": 28.96930594144502, "score": 49.18499466571801, "zero_downtime": 7.249721649076545, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 146000760, "heap_mib": 139.23717498779297, "mobile_score": 18314.703468252814, "mobile_throughput": 252626.29870190538, "mobile_availability": 10787.116103287162, "mobile_accuracy": 9318.596452848484, "soft_acc_blocks": [ 25.025527583333332 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.756825328, "time_to_acc50_sec": 0, "acc_per_sec": 4.089189090373858, "mobile_acc_per_sec": 1522.6653194701203 }, "started": "2026-08-19T04:47:05.218083206+10:00", "ended": "2026-08-19T04:47:11.339799407+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": 4784, "total_correct": 1238, "total_train": 297, "infer_ms": 498.848525, "train_ms": 1694.787268, "blocked_train": 1694787268, "duration": 5046669263, "avg_accuracy": 17.5, "soft_acc": 24.97321133333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 947.9519561692347, "availability": 22.74071778878929, "score": 53.83502116362157, "zero_downtime": 5.679087512111277, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 40301320, "heap_mib": 38.43433380126953, "mobile_score": 40092.4084883989, "mobile_throughput": 705965.6749943973, "mobile_availability": 16935.632738705623, "mobile_accuracy": 18598.23156751515, "soft_acc_blocks": [ 24.97321133333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.948454125263594, "mobile_acc_per_sec": 3685.248744923578 }, "started": "2026-08-19T04:47:18.586244559+10:00", "ended": "2026-08-19T04:47:23.633585592+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": 5896, "total_correct": 1479, "total_train": 266, "infer_ms": 636.894382, "train_ms": 1443.384468, "blocked_train": 1443384468, "duration": 5394745035, "avg_accuracy": 30, "soft_acc": 25.0175964, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1092.915413378753, "availability": 30.615817778467537, "score": 83.71012629091854, "zero_downtime": 7.6593417263764545, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 78101312, "heap_mib": 74.48321533203125, "mobile_score": 124682.42810458266, "mobile_throughput": 1627847.8302543173, "mobile_availability": 45600.868952946556, "mobile_accuracy": 37262.57267432727, "soft_acc_blocks": [ 25.0175964 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.310270143, "time_to_acc50_sec": 0, "acc_per_sec": 4.6374010704289015, "mobile_acc_per_sec": 6907.198103446102 }, "started": "2026-08-19T04:47:31.054575778+10:00", "ended": "2026-08-19T04:47:36.450089613+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": 9496, "total_correct": 2666, "total_train": 380, "infer_ms": 647.919307, "train_ms": 1661.159783, "blocked_train": 1661159783, "duration": 5147124456, "avg_accuracy": 25.21551724137931, "soft_acc": 24.988768655172414, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1844.913617530759, "availability": 28.059641170627895, "score": 129.36089325431092, "zero_downtime": 7.011758817599717, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 39877192, "heap_mib": 38.02985382080078, "mobile_score": 385354.3409233873, "mobile_throughput": 5495829.947204355, "mobile_availability": 83587.12017083044, "mobile_accuracy": 74439.27011751724, "soft_acc_blocks": [ 24.988768655172414 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123205672, "time_to_acc50_sec": 0, "acc_per_sec": 4.854898860283633, "mobile_acc_per_sec": 14462.3023503431 }, "started": "2026-08-19T04:47:44.022888341+10:00", "ended": "2026-08-19T04:47:49.170689255+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": 6928, "total_correct": 1391, "total_train": 271, "infer_ms": 873.161354, "train_ms": 1590.431359, "blocked_train": 1590431359, "duration": 5328038656, "avg_accuracy": 18.40277777777778, "soft_acc": 24.984685111111112, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1300.2908663581586, "availability": 35.442601749569306, "score": 115.14364861312043, "zero_downtime": 8.85522244231505, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41654504, "heap_mib": 39.724830627441406, "mobile_score": 42512.981157799775, "mobile_throughput": 480089.3646064692, "mobile_availability": 13086.007595829713, "mobile_accuracy": 9224.768019390298, "soft_acc_blocks": [ 24.984685111111112 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.689283754158842, "mobile_acc_per_sec": 1731.3628175355148 }, "started": "2026-08-19T04:47:56.951137568+10:00", "ended": "2026-08-19T04:48:02.279887786+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": 6648, "total_correct": 1413, "total_train": 309, "infer_ms": 654.168952, "train_ms": 1462.988918, "blocked_train": 1462988918, "duration": 5364735171, "avg_accuracy": 21.283783783783782, "soft_acc": 24.98393135135135, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1239.2037608747041, "availability": 30.8984493442617, "score": 95.66216057003281, "zero_downtime": 7.719647372802415, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 78040544, "heap_mib": 74.42526245117188, "mobile_score": 70048.216258298, "mobile_throughput": 907401.7617059733, "mobile_availability": 22625.260069559048, "mobile_accuracy": 18294.379050750416, "soft_acc_blocks": [ 24.98393135135135 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6570670415207625, "mobile_acc_per_sec": 3410.1178283028457 }, "started": "2026-08-19T04:48:09.81307963+10:00", "ended": "2026-08-19T04:48:15.249923174+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": 6328, "total_correct": 1659, "total_train": 279, "infer_ms": 979.343708, "train_ms": 1647.352693, "blocked_train": 1647352693, "duration": 5349297827, "avg_accuracy": 31.428571428571427, "soft_acc": 25.071749571428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1182.9589984801569, "availability": 37.28423686982468, "score": 110.5807654424766, "zero_downtime": 9.347810497620683, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 41410240, "heap_mib": 39.49188232421875, "mobile_score": 159275.18778105816, "mobile_throughput": 1703876.9433933091, "mobile_availability": 53702.41203298528, "mobile_accuracy": 36112.13582226688, "soft_acc_blocks": [ 25.071749571428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123037911, "time_to_acc50_sec": 0, "acc_per_sec": 4.686923477111638, "mobile_acc_per_sec": 6750.8179559557875 }, "started": "2026-08-19T04:48:22.662242189+10:00", "ended": "2026-08-19T04:48:28.012275171+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": 3808, "total_correct": 928, "total_train": 279, "infer_ms": 312.612488, "train_ms": 1303.647849, "blocked_train": 1303647849, "duration": 5938968323, "avg_accuracy": 16.071428571428573, "soft_acc": 24.996751214285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 641.1888046704438, "availability": 19.341716234913708, "score": 31.000200738396117, "zero_downtime": 4.834800687814489, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 164459568, "heap_mib": 156.8408660888672, "mobile_score": 86452.30449325651, "mobile_throughput": 1788125.5107609448, "mobile_availability": 53939.51979452361, "mobile_accuracy": 69710.08883316717, "soft_acc_blocks": [ 24.996751214285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.208938296148193, "mobile_acc_per_sec": 11737.743837292253 }, "started": "2026-08-19T04:48:36.869328184+10:00", "ended": "2026-08-19T04:48:42.809259424+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": 9472, "total_correct": 2411, "total_train": 349, "infer_ms": 616.030165, "train_ms": 1572.095317, "blocked_train": 1572095317, "duration": 5503769428, "avg_accuracy": 17.92452830188679, "soft_acc": 24.98134052830189, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1721.002328297391, "availability": 28.15332895976941, "score": 121.03945295364936, "zero_downtime": 7.0330789774930285, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 54596464, "heap_mib": 52.06724548339844, "mobile_score": 721131.0535245786, "mobile_throughput": 10253418.96248162, "mobile_availability": 167732.41515522255, "mobile_accuracy": 148834.28480570842, "soft_acc_blocks": [ 24.98134052830189 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.538951141596023, "mobile_acc_per_sec": 27042.245637785178 }, "started": "2026-08-19T04:48:50.140813156+10:00", "ended": "2026-08-19T04:48:55.727854124+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": 5424, "total_correct": 1471, "total_train": 356, "infer_ms": 598.40888, "train_ms": 1668.558532, "blocked_train": 1668558532, "duration": 5560887800, "avg_accuracy": 21.96969696969697, "soft_acc": 24.985522151515152, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 975.3838227054321, "availability": 26.39688937884035, "score": 64.33047091502806, "zero_downtime": 6.595400643061106, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 44417656, "heap_mib": 42.35997772216797, "mobile_score": 337276.9393509823, "mobile_throughput": 5113820.336385855, "mobile_availability": 138395.7233865345, "mobile_accuracy": 130996.09437773576, "soft_acc_blocks": [ 24.985522151515152 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.493081509667423, "mobile_acc_per_sec": 23556.68718540514 }, "started": "2026-08-19T04:49:03.560100147+10:00", "ended": "2026-08-19T04:49:09.121519041+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": 8256, "total_correct": 2047, "total_train": 434, "infer_ms": 613.548312, "train_ms": 1708.702256, "blocked_train": 1708702256, "duration": 5324824614, "avg_accuracy": 23.14814814814815, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1550.4736021339313, "availability": 26.420418212165984, "score": 102.41040248825479, "zero_downtime": 6.605104553041496, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 40118760, "heap_mib": 38.260231018066406, "mobile_score": 610142.5579518423, "mobile_throughput": 9237439.817222666, "mobile_availability": 157408.04799568272, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.694990316539278, "mobile_acc_per_sec": 27971.89867133801 }, "started": "2026-08-19T04:49:16.62654737+10:00", "ended": "2026-08-19T04:49:22.046776013+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": 8816, "total_correct": 2217, "total_train": 311, "infer_ms": 710.639184, "train_ms": 1330.157343, "blocked_train": 1330157343, "duration": 5716285079, "avg_accuracy": 24.0990990990991, "soft_acc": 25.0078368018018, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1542.260380327683, "availability": 34.82165784771546, "score": 134.30224499962964, "zero_downtime": 8.708143366238492, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 108585344, "heap_mib": 103.5550537109375, "mobile_score": 1600296.7142355868, "mobile_throughput": 18377013.870028187, "mobile_availability": 414922.2124923419, "mobile_accuracy": 297984.28957143327, "soft_acc_blocks": [ 25.0078368018018 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.374840732431882, "mobile_acc_per_sec": 52129.01131648288 }, "started": "2026-08-19T04:49:29.770071471+10:00", "ended": "2026-08-19T04:49:35.48721582+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": 5392, "total_correct": 1358, "total_train": 307, "infer_ms": 598.997173, "train_ms": 1670.986813, "blocked_train": 1670986813, "duration": 5068167166, "avg_accuracy": 25, "soft_acc": 25.028189393939392, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1063.8954524176797, "availability": 26.38772681632477, "score": 70.2635946904139, "zero_downtime": 6.6043702443450965, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 43879944, "heap_mib": 41.84717559814453, "mobile_score": 657827.8488044236, "mobile_throughput": 9960493.19566358, "mobile_availability": 247049.43780495142, "mobile_accuracy": 234321.060017316, "soft_acc_blocks": [ 25.028189393939392 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13564045, "time_to_acc50_sec": 0, "acc_per_sec": 4.938311735619533, "mobile_acc_per_sec": 46233.88541508024 }, "started": "2026-08-19T04:49:43.074695236+10:00", "ended": "2026-08-19T04:49:48.14357662+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": 8976, "total_correct": 2338, "total_train": 327, "infer_ms": 539.768092, "train_ms": 1546.934219, "blocked_train": 1546934219, "duration": 5794468784, "avg_accuracy": 26.984126984126984, "soft_acc": 24.994383936507937, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1549.0634835733372, "availability": 25.867038587853465, "score": 100.15170887211242, "zero_downtime": 6.465306937652756, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 78021976, "heap_mib": 74.40755462646484, "mobile_score": 1193371.3441168654, "mobile_throughput": 18458077.174447678, "mobile_availability": 308222.2256170118, "mobile_accuracy": 297823.9901205426, "soft_acc_blocks": [ 24.994383936507937 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.305867638, "time_to_acc50_sec": 0, "acc_per_sec": 4.313490134854773, "mobile_acc_per_sec": 51397.97990506226 }, "started": "2026-08-19T04:49:55.531794481+10:00", "ended": "2026-08-19T04:50:01.326781442+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": 10456, "total_correct": 2650, "total_train": 293, "infer_ms": 702.864193, "train_ms": 1203.672224, "blocked_train": 1203672224, "duration": 5536131923, "avg_accuracy": 17.62295081967213, "soft_acc": 24.92171181967213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1888.683316335054, "availability": 36.866025045877734, "score": 173.52550923799873, "zero_downtime": 9.187644521301799, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 128418560, "heap_mib": 122.469482421875, "mobile_score": 4135333.735789631, "mobile_throughput": 45009727.20703059, "mobile_availability": 878564.2972387794, "mobile_accuracy": 593916.1112051028, "soft_acc_blocks": [ 24.92171181967213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.501647028340175, "mobile_acc_per_sec": 107279.97805429153 }, "started": "2026-08-19T04:50:09.941462178+10:00", "ended": "2026-08-19T04:50:15.478723214+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": 4232, "total_correct": 1044, "total_train": 280, "infer_ms": 595.320904, "train_ms": 1675.693459, "blocked_train": 1675693459, "duration": 5993818054, "avg_accuracy": 27.232142857142858, "soft_acc": 25.004336071428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 706.0608049614981, "availability": 26.21387665789941, "score": 46.27950259279332, "zero_downtime": 6.554605816890936, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41962200, "heap_mib": 40.018272399902344, "mobile_score": 17232.803874552857, "mobile_throughput": 262911.36882929964, "mobile_availability": 9761.094435523271, "mobile_accuracy": 9310.705504415584, "soft_acc_blocks": [ 25.004336071428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128781184, "time_to_acc50_sec": 0, "acc_per_sec": 4.17168753641793, "mobile_acc_per_sec": 1553.3847408334402 }, "started": "2026-08-19T04:50:23.084794956+10:00", "ended": "2026-08-19T04:50:29.079434884+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": 3888, "total_correct": 975, "total_train": 288, "infer_ms": 473.872571, "train_ms": 1712.921609, "blocked_train": 1712921609, "duration": 5395996818, "avg_accuracy": 23.958333333333332, "soft_acc": 25.007177, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 720.5341535840764, "availability": 21.669738072926464, "score": 39.04567196639723, "zero_downtime": 5.41898975533311, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 41807360, "heap_mib": 39.87060546875, "mobile_score": 14416.322016843993, "mobile_throughput": 266033.3875452734, "mobile_availability": 8000.8335456186405, "mobile_accuracy": 9233.072404912675, "soft_acc_blocks": [ 25.007177 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.634394319244389, "mobile_acc_per_sec": 1711.0967104563395 }, "started": "2026-08-19T04:50:37.252693849+10:00", "ended": "2026-08-19T04:50:42.746966045+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": 5176, "total_correct": 1519, "total_train": 265, "infer_ms": 661.879603, "train_ms": 1669.545491, "blocked_train": 1669545491, "duration": 5413420697, "avg_accuracy": 24.342105263157894, "soft_acc": 25.007512263157896, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 956.142204663389, "availability": 28.38948610029844, "score": 67.88135614996081, "zero_downtime": 7.099504217979639, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 40071848, "heap_mib": 38.215492248535156, "mobile_score": 25062.94398109201, "mobile_throughput": 353023.8621116612, "mobile_availability": 10481.878090530472, "mobile_accuracy": 9233.196189736991, "soft_acc_blocks": [ 25.007512263157896 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.6195397813837955, "mobile_acc_per_sec": 1705.6121640155968 }, "started": "2026-08-19T04:50:50.463482809+10:00", "ended": "2026-08-19T04:50:56.102267517+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": 3960, "total_correct": 1063, "total_train": 294, "infer_ms": 507.78541, "train_ms": 1325.042259, "blocked_train": 1325042259, "duration": 5589955836, "avg_accuracy": 25, "soft_acc": 24.991927217391307, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 708.4134680451526, "availability": 27.705027515055484, "score": 49.05069242124648, "zero_downtime": 6.924020312120901, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 110239576, "heap_mib": 105.13265228271484, "mobile_score": 18264.6941961296, "mobile_throughput": 263787.41501026775, "mobile_availability": 10316.344791060661, "mobile_accuracy": 9306.084898403164, "soft_acc_blocks": [ 24.991927217391307 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.529095815, "time_to_acc50_sec": 0, "acc_per_sec": 4.470863089192984, "mobile_acc_per_sec": 1664.7868375758603 }, "started": "2026-08-19T04:51:03.857025947+10:00", "ended": "2026-08-19T04:51:09.44817824+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": 5696, "total_correct": 1373, "total_train": 285, "infer_ms": 728.140827, "train_ms": 1641.349675, "blocked_train": 1641349675, "duration": 5316750973, "avg_accuracy": 30.46875, "soft_acc": 25.00961503125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1071.330974297261, "availability": 30.729847888624292, "score": 82.33624914631717, "zero_downtime": 7.685416656633642, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 40252744, "heap_mib": 38.38800811767578, "mobile_score": 15329.512568332506, "mobile_throughput": 199462.34866916278, "mobile_availability": 5721.338952354778, "mobile_accuracy": 4656.335598545455, "soft_acc_blocks": [ 25.00961503125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133639616, "time_to_acc50_sec": 0, "acc_per_sec": 4.70392823704854, "mobile_acc_per_sec": 875.7859117704919 }, "started": "2026-08-19T04:51:16.858828587+10:00", "ended": "2026-08-19T04:51:22.267941297+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": 4456, "total_correct": 1199, "total_train": 281, "infer_ms": 601.017089, "train_ms": 1723.331391, "blocked_train": 1723331391, "duration": 5777441421, "avg_accuracy": 23.660714285714285, "soft_acc": 25.013785714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 771.2756695036684, "availability": 25.857443243622402, "score": 49.885535272387294, "zero_downtime": 6.4679254441527565, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43018896, "heap_mib": 41.02601623535156, "mobile_score": 297208.9490555613, "mobile_throughput": 4595120.206962947, "mobile_availability": 154053.94549218524, "mobile_accuracy": 149027.58732467532, "soft_acc_blocks": [ 25.013785714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.329561113915397, "mobile_acc_per_sec": 25794.73792377813 }, "started": "2026-08-19T04:51:29.849644597+10:00", "ended": "2026-08-19T04:51:35.628129351+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": 2776, "total_correct": 763, "total_train": 211, "infer_ms": 592.760913, "train_ms": 1523.587591, "blocked_train": 1523587591, "duration": 5552768336, "avg_accuracy": 28.40909090909091, "soft_acc": 25.007580272727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 499.93081504994376, "availability": 28.008662650771054, "score": 35.01659806483966, "zero_downtime": 7.004288795708955, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 78276592, "heap_mib": 74.65037536621094, "mobile_score": 139081.68307741405, "mobile_throughput": 1985664.599703825, "mobile_availability": 111247.01305945042, "mobile_accuracy": 99327.0776214215, "soft_acc_blocks": [ 25.007580272727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.308779505, "time_to_acc50_sec": 0, "acc_per_sec": 4.503623915047349, "mobile_acc_per_sec": 17887.848296760185 }, "started": "2026-08-19T04:51:44.46322439+10:00", "ended": "2026-08-19T04:51:50.016766111+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": 2120, "total_correct": 643, "total_train": 200, "infer_ms": 513.355874, "train_ms": 1831.642924, "blocked_train": 1831642924, "duration": 5635596166, "avg_accuracy": 40.78947368421053, "soft_acc": 25.023548631578947, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 376.18025450264315, "availability": 21.89151970729496, "score": 20.60728630623972, "zero_downtime": 5.478035080146644, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 41006600, "heap_mib": 39.10694122314453, "mobile_score": 81849.64335549856, "mobile_throughput": 1494142.3732778921, "mobile_availability": 86950.46275983531, "mobile_accuracy": 99390.50200722169, "soft_acc_blocks": [ 25.023548631578947 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128824047, "time_to_acc50_sec": 0, "acc_per_sec": 4.440266458861621, "mobile_acc_per_sec": 17636.200160482134 }, "started": "2026-08-19T04:51:57.639312259+10:00", "ended": "2026-08-19T04:52:03.275523477+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": 2664, "total_correct": 753, "total_train": 210, "infer_ms": 569.578417, "train_ms": 1609.017558, "blocked_train": 1609017558, "duration": 5409255429, "avg_accuracy": 30.833333333333332, "soft_acc": 25.0246848, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 492.489222401629, "availability": 26.144288502139545, "score": 32.22123439284752, "zero_downtime": 6.5425257908630625, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 74182496, "heap_mib": 70.74594116210938, "mobile_score": 117313.93428720307, "mobile_throughput": 1793098.5377396198, "mobile_availability": 95188.4495153454, "mobile_accuracy": 91112.09683626666, "soft_acc_blocks": [ 25.0246848 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.303569925, "time_to_acc50_sec": 0, "acc_per_sec": 4.626271605855054, "mobile_acc_per_sec": 16843.740886739823 }, "started": "2026-08-19T04:52:11.168864151+10:00", "ended": "2026-08-19T04:52:16.579261402+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": 2608, "total_correct": 621, "total_train": 232, "infer_ms": 544.891672, "train_ms": 1818.077969, "blocked_train": 1818077969, "duration": 5186926825, "avg_accuracy": 27.205882352941178, "soft_acc": 24.990839235294118, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 502.80254339234875, "availability": 23.059613739658708, "score": 28.97545970811764, "zero_downtime": 5.762790997957902, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 40278488, "heap_mib": 38.412559509277344, "mobile_score": 138104.41654045074, "mobile_throughput": 2396484.907909889, "mobile_availability": 109907.9888030744, "mobile_accuracy": 119112.70109994439, "soft_acc_blocks": [ 24.990839235294118 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112148489, "time_to_acc50_sec": 0, "acc_per_sec": 4.818043531064103, "mobile_acc_per_sec": 22964.02188013215 }, "started": "2026-08-19T04:52:24.088110702+10:00", "ended": "2026-08-19T04:52:29.275775391+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": 1680, "total_correct": 467, "total_train": 190, "infer_ms": 364.5858, "train_ms": 1685.049377, "blocked_train": 1685049377, "duration": 5736150157, "avg_accuracy": 21.875, "soft_acc": 25.00364775, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 292.8793622931653, "availability": 17.787838737898475, "score": 13.02612753030911, "zero_downtime": 4.447608540362181, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 51915264, "heap_mib": 49.51025390625, "mobile_score": 55979.03566074346, "mobile_throughput": 1258632.2549013037, "mobile_availability": 76442.21636242062, "mobile_accuracy": 107451.74157009835, "soft_acc_blocks": [ 25.00364775 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.35895976668032, "mobile_acc_per_sec": 18732.379493059765 }, "started": "2026-08-19T04:52:37.197456585+10:00", "ended": "2026-08-19T04:52:42.934594814+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": 3432, "total_correct": 814, "total_train": 252, "infer_ms": 610.707032, "train_ms": 1716.309431, "blocked_train": 1716309431, "duration": 5151257102, "avg_accuracy": 22.61904761904762, "soft_acc": 25.003545047619046, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 666.2451382338322, "availability": 26.244207624241465, "score": 43.71888788373621, "zero_downtime": 6.561982275717887, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 40539376, "heap_mib": 38.66136169433594, "mobile_score": 347292.2468301256, "mobile_throughput": 5292489.864156658, "mobile_availability": 208477.62313482288, "mobile_accuracy": 198622.10039281962, "soft_acc_blocks": [ 25.003545047619046 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.853872472781703, "mobile_acc_per_sec": 38557.986227420806 }, "started": "2026-08-19T04:52:50.429052019+10:00", "ended": "2026-08-19T04:52:55.581085786+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": 4008, "total_correct": 1164, "total_train": 237, "infer_ms": 633.038314, "train_ms": 1508.623315, "blocked_train": 1508623315, "duration": 5483282616, "avg_accuracy": 26.973684210526315, "soft_acc": 25.029797157894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 730.9490100519013, "availability": 29.558278741520095, "score": 54.07836499370643, "zero_downtime": 7.398377212367601, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 43154752, "heap_mib": 41.15557861328125, "mobile_score": 363495.35674128664, "mobile_throughput": 4913176.853616554, "mobile_availability": 198680.13903633444, "mobile_accuracy": 168241.31143997842, "soft_acc_blocks": [ 25.029797157894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120348585, "time_to_acc50_sec": 0, "acc_per_sec": 4.564746869851061, "mobile_acc_per_sec": 30682.589832057347 }, "started": "2026-08-19T04:53:03.390834611+10:00", "ended": "2026-08-19T04:53:08.874943684+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": 23200, "total_correct": 6676, "total_train": 649, "infer_ms": 645.011493, "train_ms": 932.466581, "blocked_train": 932466581, "duration": 5977481724, "avg_accuracy": 28.1, "soft_acc": 25.293276247999998, "adapt_pct": 25.293276247999998, "stability": 100, "consistency": 100, "throughput": 3881.2331130767666, "availability": 40.888777069620296, "score": 401.4014498668707, "zero_downtime": 10.342111338647939, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 150545496, "heap_mib": 143.57137298583984, "mobile_score": 548046.7795515674, "mobile_throughput": 5299176.943720812, "mobile_availability": 55826.81029238825, "mobile_accuracy": 34533.753170602664, "soft_acc_blocks": [ 25.293276247999998 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.710976831, "time_to_acc50_sec": 0, "acc_per_sec": 4.231426780686882, "mobile_acc_per_sec": 5777.308031231157 }, "started": "2026-08-19T04:53:17.751104619+10:00", "ended": "2026-08-19T04:53:23.729624051+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": 36280, "total_correct": 10332, "total_train": 870, "infer_ms": 675.267448, "train_ms": 1317.855256, "blocked_train": 1317855256, "duration": 5564254292, "avg_accuracy": 18.691037735849058, "soft_acc": 24.912722268867928, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6520.190864059094, "availability": 33.87987335876537, "score": 550.3301085080205, "zero_downtime": 8.440398754913394, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 50595424, "heap_mib": 48.251556396484375, "mobile_score": 1502768.0829659014, "mobile_throughput": 17804467.8527907, "mobile_availability": 92514.64085166865, "mobile_accuracy": 68028.34027552202, "soft_acc_blocks": [ 24.912722268867928 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.477279606844382, "mobile_acc_per_sec": 12225.958179756393 }, "started": "2026-08-19T04:53:31.741246461+10:00", "ended": "2026-08-19T04:53:37.306058825+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": 29160, "total_correct": 8096, "total_train": 570, "infer_ms": 1042.414703, "train_ms": 1249.560167, "blocked_train": 1249560167, "duration": 5486262014, "avg_accuracy": 21.486928104575163, "soft_acc": 24.98572516993464, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5315.0943074881725, "availability": 45.481070348733795, "score": 603.9953709862447, "zero_downtime": 11.363775241679258, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 78465600, "heap_mib": 74.83062744140625, "mobile_score": 3298620.0527462107, "mobile_throughput": 29027501.711295407, "mobile_availability": 248387.28553121816, "mobile_accuracy": 136455.3737280697, "soft_acc_blocks": [ 24.98572516993464 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.554234760603003, "mobile_acc_per_sec": 24872.194105906532 }, "started": "2026-08-19T04:53:44.793276613+10:00", "ended": "2026-08-19T04:53:50.280096178+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": 30320, "total_correct": 8204, "total_train": 767, "infer_ms": 946.313177, "train_ms": 1354.328505, "blocked_train": 1354328505, "duration": 5407274528, "avg_accuracy": 22.733516483516482, "soft_acc": 24.994967576923074, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5607.261078200614, "availability": 41.132575507253634, "score": 576.4866558657046, "zero_downtime": 10.281073911591447, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 39897880, "heap_mib": 38.049583435058594, "mobile_score": 3148385.7899012347, "mobile_throughput": 30623121.83507962, "mobile_availability": 224638.7057036145, "mobile_accuracy": 136505.84959343588, "soft_acc_blocks": [ 24.994967576923074 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.622470608343241, "mobile_acc_per_sec": 25244.852815698556 }, "started": "2026-08-19T04:53:59.199080989+10:00", "ended": "2026-08-19T04:54:04.60687786+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": 30960, "total_correct": 8178, "total_train": 739, "infer_ms": 857.193707, "train_ms": 1258.853781, "blocked_train": 1258853781, "duration": 5529774039, "avg_accuracy": 19.953416149068325, "soft_acc": 24.4774599378882, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5598.782116890762, "availability": 40.50919045348003, "score": 555.154007735467, "zero_downtime": 9.915620864413405, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 77267336, "heap_mib": 73.68787384033203, "mobile_score": 6063762.175158594, "mobile_throughput": 61153630.802092165, "mobile_availability": 442468.3842598779, "mobile_accuracy": 267359.13574824017, "soft_acc_blocks": [ 24.4774599378882 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.426484656561967, "mobile_acc_per_sec": 48349.01640874084 }, "started": "2026-08-19T04:54:12.081322929+10:00", "ended": "2026-08-19T04:54:17.69106033+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": 22992, "total_correct": 6424, "total_train": 804, "infer_ms": 596.866049, "train_ms": 1516.264568, "blocked_train": 1516264568, "duration": 5773838852, "avg_accuracy": 31.099397590361445, "soft_acc": 25.33249238554217, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3982.0993604689543, "availability": 28.245582369506696, "score": 284.9315538693258, "zero_downtime": 7.155310003007326, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40583200, "heap_mib": 38.703155517578125, "mobile_score": 3112212.3857300226, "mobile_throughput": 43495143.947948895, "mobile_availability": 308517.0810279985, "mobile_accuracy": 276698.3701631486, "soft_acc_blocks": [ 25.33249238554217 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.137674713, "time_to_acc50_sec": 0, "acc_per_sec": 4.387460931086992, "mobile_acc_per_sec": 47922.77326328619 }, "started": "2026-08-19T04:54:25.107795496+10:00", "ended": "2026-08-19T04:54:30.882205963+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": 23584, "total_correct": 7037, "total_train": 835, "infer_ms": 883.555081, "train_ms": 1451.654418, "blocked_train": 1451654418, "duration": 5294093206, "avg_accuracy": 28.571428571428573, "soft_acc": 24.98909105263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4454.776121672989, "availability": 37.83622331865137, "score": 421.1958880503887, "zero_downtime": 9.454928295974813, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43115448, "heap_mib": 41.11809539794922, "mobile_score": 575072.7858181307, "mobile_throughput": 6082254.331457521, "mobile_availability": 51659.05690439867, "mobile_accuracy": 34118.43898385965, "soft_acc_blocks": [ 24.98909105263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125933005, "time_to_acc50_sec": 0, "acc_per_sec": 4.720183434683484, "mobile_acc_per_sec": 6444.623782821184 }, "started": "2026-08-19T04:54:38.789922163+10:00", "ended": "2026-08-19T04:54:44.084575786+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": 19600, "total_correct": 5933, "total_train": 652, "infer_ms": 757.528669, "train_ms": 1401.092893, "blocked_train": 1401092893, "duration": 5770003841, "avg_accuracy": 26.346153846153847, "soft_acc": 24.901003553846156, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3396.8781546951486, "availability": 35.09316696985722, "score": 296.83792161048876, "zero_downtime": 8.738550754321313, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 40206704, "heap_mib": 38.34410095214844, "mobile_score": 810565.4179443746, "mobile_throughput": 9275741.94775422, "mobile_availability": 95827.74127235678, "mobile_accuracy": 67996.3403710359, "soft_acc_blocks": [ 24.901003553846156 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.225988536, "time_to_acc50_sec": 0, "acc_per_sec": 4.315595663369708, "mobile_acc_per_sec": 11784.453224774881 }, "started": "2026-08-19T04:54:51.675207433+10:00", "ended": "2026-08-19T04:54:57.445764711+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": 23728, "total_correct": 6748, "total_train": 608, "infer_ms": 777.115275, "train_ms": 1455.743371, "blocked_train": 1455743371, "duration": 5444513883, "avg_accuracy": 20.348837209302324, "soft_acc": 24.932887023255816, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4358.1484977177715, "availability": 34.80360372978129, "score": 378.1802185210537, "zero_downtime": 8.677543197968015, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 40102416, "heap_mib": 38.24464416503906, "mobile_score": 2065368.2334163145, "mobile_throughput": 23801301.662202656, "mobile_availability": 190074.08116957886, "mobile_accuracy": 136166.8069963411, "soft_acc_blocks": [ 24.932887023255816 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.5794514549970184, "mobile_acc_per_sec": 25009.91087955705 }, "started": "2026-08-19T04:55:05.463164484+10:00", "ended": "2026-08-19T04:55:10.908154096+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": 35168, "total_correct": 10614, "total_train": 813, "infer_ms": 774.226667, "train_ms": 1397.467639, "blocked_train": 1397467639, "duration": 5390620438, "avg_accuracy": 23.728813559322035, "soft_acc": 24.749222813559324, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6523.924361672893, "availability": 35.65081258724818, "score": 575.6253557083668, "zero_downtime": 8.823299042062507, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 40647688, "heap_mib": 38.76465606689453, "mobile_score": 6287363.885283921, "mobile_throughput": 71258651.16109912, "mobile_availability": 389401.94228631613, "mobile_accuracy": 270327.51105157065, "soft_acc_blocks": [ 24.749222813559324 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.591164059538507, "mobile_acc_per_sec": 50147.75463431926 }, "started": "2026-08-19T04:55:18.733249563+10:00", "ended": "2026-08-19T04:55:24.124287135+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": 21672, "total_correct": 6830, "total_train": 641, "infer_ms": 697.988886, "train_ms": 1449.703691, "blocked_train": 1449703691, "duration": 5580597066, "avg_accuracy": 23.404255319148938, "soft_acc": 24.822957687943262, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3883.4554338347566, "availability": 32.4994784390876, "score": 313.2912344433422, "zero_downtime": 8.067331781736959, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 41479560, "heap_mib": 39.55799102783203, "mobile_score": 423337.20289647166, "mobile_throughput": 5247549.181686487, "mobile_availability": 43915.17152544423, "mobile_accuracy": 33542.213505918546, "soft_acc_blocks": [ 24.822957687943262 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.448082775797966, "mobile_acc_per_sec": 6010.506243189598 }, "started": "2026-08-19T04:55:32.849563193+10:00", "ended": "2026-08-19T04:55:38.430721611+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": 25184, "total_correct": 8090, "total_train": 839, "infer_ms": 843.179749, "train_ms": 1351.907732, "blocked_train": 1351907732, "duration": 5488921679, "avg_accuracy": 16.75925925925926, "soft_acc": 24.79023725925926, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4588.150728466607, "availability": 38.41212508833036, "score": 436.90467772299627, "zero_downtime": 9.522456945720547, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 44432136, "heap_mib": 42.37378692626953, "mobile_score": 1168693.263643032, "mobile_throughput": 12273022.291460715, "mobile_availability": 102750.0828485232, "mobile_accuracy": 66312.36689889041, "soft_acc_blocks": [ 24.79023725925926 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.516413005873983, "mobile_acc_per_sec": 12081.128275630912 }, "started": "2026-08-19T04:55:46.108496385+10:00", "ended": "2026-08-19T04:55:51.597826914+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": 23136, "total_correct": 6750, "total_train": 860, "infer_ms": 829.380567, "train_ms": 1409.27985, "blocked_train": 1409279850, "duration": 5779734492, "avg_accuracy": 21.26865671641791, "soft_acc": 24.754021014925375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4002.9520442545613, "availability": 37.048073959847926, "score": 367.1062492185331, "zero_downtime": 9.170888013645852, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42246512, "heap_mib": 40.28941345214844, "mobile_score": 1924694.0119028627, "mobile_throughput": 20986997.213781353, "mobile_availability": 194238.6060026075, "mobile_accuracy": 129782.36169873195, "soft_acc_blocks": [ 24.754021014925375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.282899335460576, "mobile_acc_per_sec": 22454.727267899547 }, "started": "2026-08-19T04:55:59.482014755+10:00", "ended": "2026-08-19T04:56:05.319752382+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": 37904, "total_correct": 11961, "total_train": 832, "infer_ms": 936.838356, "train_ms": 1322.287948, "blocked_train": 1322287948, "duration": 5620448023, "avg_accuracy": 28.591954022988507, "soft_acc": 25.215963752873563, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6743.946362441078, "availability": 41.46905617190317, "score": 705.2024785606646, "zero_downtime": 10.45682217296588, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 41938776, "heap_mib": 39.995933532714844, "mobile_score": 7110176.866915649, "mobile_throughput": 67995579.81675977, "mobile_availability": 418110.1638895148, "mobile_accuracy": 254238.98469358796, "soft_acc_blocks": [ 25.215963752873563 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132382756, "time_to_acc50_sec": 0, "acc_per_sec": 4.48646863198179, "mobile_acc_per_sec": 45234.64742547055 }, "started": "2026-08-19T04:56:13.179558807+10:00", "ended": "2026-08-19T04:56:18.800578958+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": 27648, "total_correct": 7273, "total_train": 546, "infer_ms": 912.612877, "train_ms": 1253.944871, "blocked_train": 1253944871, "duration": 5790672437, "avg_accuracy": 38.679245283018865, "soft_acc": 25.43030394339623, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4774.575025750158, "availability": 42.12271183828145, "score": 511.44930881235365, "zero_downtime": 10.711933649675917, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 98864976, "heap_mib": 94.28498840332031, "mobile_score": 11172780.634108802, "mobile_throughput": 104302182.96252078, "mobile_availability": 920184.6810112043, "mobile_accuracy": 555533.4664114717, "soft_acc_blocks": [ 25.43030394339623 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.422236153, "time_to_acc50_sec": 0, "acc_per_sec": 4.391597732399283, "mobile_acc_per_sec": 95935.91633017315 }, "started": "2026-08-19T04:56:28.046062974+10:00", "ended": "2026-08-19T04:56:33.837444205+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": 21384, "total_correct": 6663, "total_train": 760, "infer_ms": 687.325509, "train_ms": 1494.969918, "blocked_train": 1494969918, "duration": 5361525973, "avg_accuracy": 30.8, "soft_acc": 25.641791824, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3988.4167506950917, "availability": 31.495529912962606, "score": 322.1052632422463, "zero_downtime": 8.076018214147519, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 43158920, "heap_mib": 41.15955352783203, "mobile_score": 6031283.009098244, "mobile_throughput": 74681394.33530101, "mobile_availability": 589740.2995359764, "mobile_accuracy": 480131.5625650468, "soft_acc_blocks": [ 25.641791824 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123959331, "time_to_acc50_sec": 0, "acc_per_sec": 4.782554808673683, "mobile_acc_per_sec": 89551.28912606814 }, "started": "2026-08-19T04:56:41.854978457+10:00", "ended": "2026-08-19T04:56:47.216916457+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": 32888, "total_correct": 8195, "total_train": 663, "infer_ms": 804.315451, "train_ms": 1471.202035, "blocked_train": 1471202035, "duration": 6040154440, "avg_accuracy": 24.73821989528796, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5444.893889170158, "availability": 35.34648518187656, "score": 481.14465292610805, "zero_downtime": 8.83662129546914, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 50686200, "heap_mib": 48.33812713623047, "mobile_score": 10510765.324721806, "mobile_throughput": 118945521.97355182, "mobile_availability": 772155.7509598207, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.138967016214241, "mobile_acc_per_sec": 90417.11412487215 }, "started": "2026-08-19T04:56:55.118665969+10:00", "ended": "2026-08-19T04:57:01.159359674+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": 31576, "total_correct": 8353, "total_train": 710, "infer_ms": 765.939704, "train_ms": 1502.343965, "blocked_train": 1502343965, "duration": 5461565735, "avg_accuracy": 27.67379679144385, "soft_acc": 24.65621262566845, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5781.4922555354, "availability": 33.76736844989382, "score": 481.3528321544678, "zero_downtime": 8.325754163098706, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 40191000, "heap_mib": 38.329124450683594, "mobile_score": 21030626.138716802, "mobile_throughput": 252597250.97251198, "mobile_availability": 1475318.8391548276, "mobile_accuracy": 1077246.3670905384, "soft_acc_blocks": [ 24.65621262566845 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129746046, "time_to_acc50_sec": 0, "acc_per_sec": 4.51449526051863, "mobile_acc_per_sec": 197241.30759556594 }, "started": "2026-08-19T04:57:09.103020515+10:00", "ended": "2026-08-19T04:57:14.565033016+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": 16232, "total_correct": 3838, "total_train": 673, "infer_ms": 644.697206, "train_ms": 1243.94299, "blocked_train": 1243942990, "duration": 6149010570, "avg_accuracy": 29.857142857142858, "soft_acc": 25.424176891428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2639.7742881095746, "availability": 34.13552286800953, "score": 229.0974501198832, "zero_downtime": 8.678675716776795, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 72627704, "heap_mib": 69.26317596435547, "mobile_score": 7507065.245528333, "mobile_throughput": 86500123.87277454, "mobile_availability": 1118552.8133389363, "mobile_accuracy": 833099.4283783315, "soft_acc_blocks": [ 25.424176891428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.451221718, "time_to_acc50_sec": 0, "acc_per_sec": 4.134677701721461, "mobile_acc_per_sec": 135485.11893000884 }, "started": "2026-08-19T04:57:23.30238511+10:00", "ended": "2026-08-19T04:57:29.451820155+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": 35184, "total_correct": 8030, "total_train": 880, "infer_ms": 892.309138, "train_ms": 1409.636741, "blocked_train": 1409636741, "duration": 5787672910, "avg_accuracy": 25.923645320197043, "soft_acc": 25.106506586206898, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 6079.127232502848, "availability": 38.76325443357654, "score": 591.6266822684554, "zero_downtime": 9.732099027394032, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 40183480, "heap_mib": 38.32195281982422, "mobile_score": 25848564.166096997, "mobile_throughput": 265601121.53953776, "mobile_availability": 1693592.4283725815, "mobile_accuracy": 1096920.0104224368, "soft_acc_blocks": [ 25.106506586206898 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.10857597, "time_to_acc50_sec": 0, "acc_per_sec": 4.337927691599092, "mobile_acc_per_sec": 189526.95279775874 }, "started": "2026-08-19T04:57:37.700757536+10:00", "ended": "2026-08-19T04:57:43.488995231+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": 31744, "total_correct": 7695, "total_train": 635, "infer_ms": 886.997784, "train_ms": 1169.284564, "blocked_train": 1169284564, "duration": 6201476043, "avg_accuracy": 25.37878787878788, "soft_acc": 24.148871010101008, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5118.781364290115, "availability": 43.13599175048697, "score": 533.2160328307898, "zero_downtime": 10.41685500675291, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 90463568, "heap_mib": 86.27278137207031, "mobile_score": 46593127.903464854, "mobile_throughput": 447285940.6534893, "mobile_availability": 3769280.473813219, "mobile_accuracy": 2110160.5473573064, "soft_acc_blocks": [ 24.148871010101008 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.380677615, "time_to_acc50_sec": 0, "acc_per_sec": 3.8940521325337336, "mobile_acc_per_sec": 340267.46741030767 }, "started": "2026-08-19T04:57:51.061020938+10:00", "ended": "2026-08-19T04:57:57.341288557+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": 22736, "total_correct": 6895, "total_train": 700, "infer_ms": 904.591952, "train_ms": 1403.599113, "blocked_train": 1403599113, "duration": 5588231167, "avg_accuracy": 29.26356589147287, "soft_acc": 25.05998203875969, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4068.5503731953972, "availability": 39.19051441263594, "score": 399.5778602009295, "zero_downtime": 9.821135872704094, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 47310872, "heap_mib": 45.119163513183594, "mobile_score": 545556.9717943358, "mobile_throughput": 5554927.442869449, "mobile_availability": 53508.11567805227, "mobile_accuracy": 34215.228810253226, "soft_acc_blocks": [ 25.05998203875969 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.155707825, "time_to_acc50_sec": 0, "acc_per_sec": 4.484421150425127, "mobile_acc_per_sec": 6122.72967738044 }, "started": "2026-08-19T04:58:05.130206616+10:00", "ended": "2026-08-19T04:58:10.756963067+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": 17296, "total_correct": 5280, "total_train": 763, "infer_ms": 602.852778, "train_ms": 1303.039388, "blocked_train": 1303039388, "duration": 5649999325, "avg_accuracy": 29.74537037037037, "soft_acc": 25.14812135185185, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3061.2393037763773, "availability": 31.631001415218577, "score": 243.50942188425157, "zero_downtime": 7.954602620705143, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 90562144, "heap_mib": 86.36679077148438, "mobile_score": 329043.9891259033, "mobile_throughput": 4136523.27860389, "mobile_availability": 42741.635231912674, "mobile_accuracy": 33981.59342092706, "soft_acc_blocks": [ 25.14812135185185 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.389674615, "time_to_acc50_sec": 0, "acc_per_sec": 4.450995461287396, "mobile_acc_per_sec": 6014.442031977954 }, "started": "2026-08-19T04:58:18.845911543+10:00", "ended": "2026-08-19T04:58:24.49653159+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": 20368, "total_correct": 6063, "total_train": 848, "infer_ms": 803.864773, "train_ms": 1519.337931, "blocked_train": 1519337931, "duration": 5756308887, "avg_accuracy": 18.229166666666668, "soft_acc": 24.564302783333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3538.378568599562, "availability": 34.60157702192481, "score": 300.74930385115806, "zero_downtime": 8.499636147473904, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 40146000, "heap_mib": 38.28620910644531, "mobile_score": 406389.8222100927, "mobile_throughput": 4781261.399417338, "mobile_availability": 46755.64848884256, "mobile_accuracy": 33192.70406615533, "soft_acc_blocks": [ 24.564302783333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.267370508696841, "mobile_acc_per_sec": 5766.317395009405 }, "started": "2026-08-19T04:58:32.257660655+10:00", "ended": "2026-08-19T04:58:38.014670838+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": 23736, "total_correct": 7356, "total_train": 578, "infer_ms": 847.60696, "train_ms": 1423.036713, "blocked_train": 1423036713, "duration": 5762391821, "avg_accuracy": 20.192307692307693, "soft_acc": 25.25011094017094, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4119.122881144323, "availability": 37.32892880018167, "score": 388.25187883551547, "zero_downtime": 9.425595934823294, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43530360, "heap_mib": 41.51378631591797, "mobile_score": 530093.2319034238, "mobile_throughput": 5623975.773722383, "mobile_availability": 50966.43078851471, "mobile_accuracy": 34474.81813698006, "soft_acc_blocks": [ 25.25011094017094 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.381880254680262, "mobile_acc_per_sec": 5982.727174390118 }, "started": "2026-08-19T04:58:46.286009944+10:00", "ended": "2026-08-19T04:58:52.0487965+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": 21168, "total_correct": 5821, "total_train": 722, "infer_ms": 887.479536, "train_ms": 1432.91095, "blocked_train": 1432910950, "duration": 5899939534, "avg_accuracy": 24.085365853658537, "soft_acc": 24.851668829268295, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3587.8333799886705, "availability": 38.24699081273513, "score": 341.0241186647319, "zero_downtime": 9.505015493941604, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 40151456, "heap_mib": 38.291412353515625, "mobile_score": 232805.7983417903, "mobile_throughput": 2449294.2540722657, "mobile_availability": 26109.945728160514, "mobile_accuracy": 16965.40592078049, "soft_acc_blocks": [ 24.851668829268295 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.212190427724526, "mobile_acc_per_sec": 2875.5219986599427 }, "started": "2026-08-19T04:59:01.594528478+10:00", "ended": "2026-08-19T04:59:07.520177979+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": 21016, "total_correct": 5562, "total_train": 555, "infer_ms": 851.292769, "train_ms": 1315.387468, "blocked_train": 1315387468, "duration": 5656418473, "avg_accuracy": 21.169354838709676, "soft_acc": 24.744076, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3715.4252466143516, "availability": 39.29018940878446, "score": 361.213431731487, "zero_downtime": 9.721994327853576, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 70407496, "heap_mib": 67.14582061767578, "mobile_score": 7890827.820651577, "mobile_throughput": 81164702.98737271, "mobile_availability": 858307.2843646994, "mobile_accuracy": 540542.5882453333, "soft_acc_blocks": [ 24.744076 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.374512974616685, "mobile_acc_per_sec": 95562.69410149303 }, "started": "2026-08-19T04:59:15.583991294+10:00", "ended": "2026-08-19T04:59:21.240923043+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": 11896, "total_correct": 3518, "total_train": 511, "infer_ms": 728.970648, "train_ms": 1594.172591, "blocked_train": 1594172591, "duration": 6209302952, "avg_accuracy": 23.06338028169014, "soft_acc": 24.769169, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1915.835012715611, "availability": 31.3786354522757, "score": 148.90305082883629, "zero_downtime": 7.772227245068083, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40900072, "heap_mib": 39.005348205566406, "mobile_score": 2168557.85313747, "mobile_throughput": 27901369.642962284, "mobile_availability": 456984.5006667423, "mobile_accuracy": 360727.1687964445, "soft_acc_blocks": [ 24.769169 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.989041796071799, "mobile_acc_per_sec": 58094.63181052476 }, "started": "2026-08-19T04:59:29.152090071+10:00", "ended": "2026-08-19T04:59:35.419045889+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": 14032, "total_correct": 4064, "total_train": 555, "infer_ms": 932.663795, "train_ms": 1511.361411, "blocked_train": 1511361411, "duration": 5509204537, "avg_accuracy": 22.10144927536232, "soft_acc": 24.79147085507246, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2547.0101728408563, "availability": 38.160972837364426, "score": 240.96413712894986, "zero_downtime": 9.460666458987319, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 40896776, "heap_mib": 39.00220489501953, "mobile_score": 3509294.5979739684, "mobile_throughput": 37093524.15273297, "mobile_availability": 555759.4479710034, "mobile_accuracy": 361051.9631017842, "soft_acc_blocks": [ 24.79147085507246 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.50000915532762, "mobile_acc_per_sec": 65536.13333412242 }, "started": "2026-08-19T04:59:43.275463887+10:00", "ended": "2026-08-19T04:59:48.785102796+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": 12072, "total_correct": 3336, "total_train": 608, "infer_ms": 765.893219, "train_ms": 1540.515598, "blocked_train": 1540515598, "duration": 5470753838, "avg_accuracy": 34.166666666666664, "soft_acc": 25.55349956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2206.6428791124854, "availability": 33.207175300180104, "score": 187.2467865168516, "zero_downtime": 8.485595394219951, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 40186968, "heap_mib": 38.325279235839844, "mobile_score": 2454281.0802336773, "mobile_throughput": 28922909.54510317, "mobile_availability": 435253.0880945207, "mobile_accuracy": 334934.82943283196, "soft_acc_blocks": [ 25.55349956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123904701, "time_to_acc50_sec": 0, "acc_per_sec": 4.670928416209247, "mobile_acc_per_sec": 61222.79293693784 }, "started": "2026-08-19T04:59:57.676638885+10:00", "ended": "2026-08-19T05:00:03.147828917+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": 14280, "total_correct": 4305, "total_train": 602, "infer_ms": 825.974498, "train_ms": 1501.542741, "blocked_train": 1501542741, "duration": 5832018554, "avg_accuracy": 27.138157894736842, "soft_acc": 24.991654855263157, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2448.5518809273663, "availability": 35.48736327963241, "score": 217.15911209457022, "zero_downtime": 8.868879348079128, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 39961600, "heap_mib": 38.1103515625, "mobile_score": 3795130.5520612677, "mobile_throughput": 42791545.6182549, "mobile_availability": 620186.6239717306, "mobile_accuracy": 436760.8246918737, "soft_acc_blocks": [ 24.991654855263157 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.109556668, "time_to_acc50_sec": 0, "acc_per_sec": 4.285249545051971, "mobile_acc_per_sec": 74890.16378254026 }, "started": "2026-08-19T05:00:11.186375342+10:00", "ended": "2026-08-19T05:00:17.019000817+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": 13112, "total_correct": 4235, "total_train": 670, "infer_ms": 722.092558, "train_ms": 1536.166103, "blocked_train": 1536166103, "duration": 5827098484, "avg_accuracy": 22.69736842105263, "soft_acc": 24.995156710526317, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2250.176487664113, "availability": 31.975635496079253, "score": 179.84221006204, "zero_downtime": 7.992360201431689, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 40846088, "heap_mib": 38.95386505126953, "mobile_score": 2773209.1949707894, "mobile_throughput": 34698250.89307184, "mobile_availability": 493071.8230284823, "mobile_accuracy": 385431.1976896594, "soft_acc_blocks": [ 24.995156710526317 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.28946872601481, "mobile_acc_per_sec": 66144.61704190743 }, "started": "2026-08-19T05:00:25.315107266+10:00", "ended": "2026-08-19T05:00:31.142799964+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": 17512, "total_correct": 3704, "total_train": 626, "infer_ms": 841.686095, "train_ms": 1325.021028, "blocked_train": 1325021028, "duration": 5634655193, "avg_accuracy": 24.0979381443299, "soft_acc": 24.997757742268043, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3107.90978332718, "availability": 38.84632519390116, "score": 301.8001143174889, "zero_downtime": 9.710710263745048, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 78056760, "heap_mib": 74.44072723388672, "mobile_score": 8790565.463071534, "mobile_throughput": 90524433.58228002, "mobile_availability": 1131481.2301811138, "mobile_accuracy": 728112.4672876793, "soft_acc_blocks": [ 24.997757742268043 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.436430781660439, "mobile_acc_per_sec": 129220.41231417713 }, "started": "2026-08-19T05:00:38.900326958+10:00", "ended": "2026-08-19T05:00:44.535426835+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": 12088, "total_correct": 3049, "total_train": 600, "infer_ms": 716.710027, "train_ms": 1577.703241, "blocked_train": 1577703241, "duration": 6014214559, "avg_accuracy": 30.416666666666668, "soft_acc": 25.134804766666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2009.9050144313283, "availability": 31.237181069160382, "score": 157.80577227331622, "zero_downtime": 7.851404476343621, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 40838320, "heap_mib": 38.94645690917969, "mobile_score": 3760712.3969832915, "mobile_throughput": 47898594.554826014, "mobile_availability": 744421.7812903618, "mobile_accuracy": 598994.3873411878, "soft_acc_blocks": [ 25.134804766666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128991096, "time_to_acc50_sec": 0, "acc_per_sec": 4.179233135115468, "mobile_acc_per_sec": 99596.44463379175 }, "started": "2026-08-19T05:00:53.692752376+10:00", "ended": "2026-08-19T05:00:59.707389745+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": 10208, "total_correct": 2517, "total_train": 503, "infer_ms": 670.412654, "train_ms": 1542.040986, "blocked_train": 1542040986, "duration": 5946054104, "avg_accuracy": 18.37121212121212, "soft_acc": 24.978473136363636, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1716.7687716014768, "availability": 30.301771837352494, "score": 129.94085384714134, "zero_downtime": 7.568919938235294, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 39567000, "heap_mib": 37.734031677246094, "mobile_score": 59137.52637309899, "mobile_throughput": 781320.5431644055, "mobile_availability": 13790.673049532868, "mobile_accuracy": 11367.980662949494, "soft_acc_blocks": [ 24.978473136363636 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.200848613126517, "mobile_acc_per_sec": 1911.8528799295793 }, "started": "2026-08-19T05:01:07.892112531+10:00", "ended": "2026-08-19T05:01:13.838817359+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": 15432, "total_correct": 3826, "total_train": 611, "infer_ms": 776.180435, "train_ms": 1523.700567, "blocked_train": 1523700567, "duration": 5879211767, "avg_accuracy": 14.970930232558139, "soft_acc": 24.979319162790695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2624.8416644251147, "availability": 33.748721534941396, "score": 221.27942471432573, "zero_downtime": 8.430200865574486, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 42400776, "heap_mib": 40.43653106689453, "mobile_score": 201413.44969552848, "mobile_throughput": 2389189.2127745044, "mobile_availability": 30718.836312693325, "mobile_accuracy": 22736.731397953485, "soft_acc_blocks": [ 24.979319162790695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.248753090167554, "mobile_acc_per_sec": 3867.3094794058447 }, "started": "2026-08-19T05:01:22.065425188+10:00", "ended": "2026-08-19T05:01:27.945415594+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": 9256, "total_correct": 2627, "total_train": 404, "infer_ms": 682.672591, "train_ms": 1637.355019, "blocked_train": 1637355019, "duration": 5841938688, "avg_accuracy": 26.15740740740741, "soft_acc": 25.00260698148148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1584.405536301308, "availability": 29.42519253035958, "score": 116.56574900212209, "zero_downtime": 7.357065241910052, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 40195712, "heap_mib": 38.3336181640625, "mobile_score": 212201.4701834187, "mobile_throughput": 2884322.2563067367, "mobile_availability": 53566.92826860127, "mobile_accuracy": 45515.85697606584, "soft_acc_blocks": [ 25.00260698148148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112459822, "time_to_acc50_sec": 0, "acc_per_sec": 4.279847550067523, "mobile_acc_per_sec": 7791.224695589589 }, "started": "2026-08-19T05:01:36.148801697+10:00", "ended": "2026-08-19T05:01:41.99129007+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": 7744, "total_correct": 2102, "total_train": 436, "infer_ms": 475.31287, "train_ms": 1201.233718, "blocked_train": 1201233718, "duration": 6322595244, "avg_accuracy": 22.2972972972973, "soft_acc": 25.013337324324322, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1224.8134984362443, "availability": 28.350710526154494, "score": 86.8571453257716, "zero_downtime": 7.091458857749746, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 145052432, "heap_mib": 138.33277893066406, "mobile_score": 158118.60766860464, "mobile_throughput": 2229704.9287088253, "mobile_availability": 51610.89347339058, "mobile_accuracy": 45535.390969081076, "soft_acc_blocks": [ 25.013337324324322 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9561819725944676, "mobile_acc_per_sec": 7202.009493220862 }, "started": "2026-08-19T05:01:51.165108818+10:00", "ended": "2026-08-19T05:01:57.488573378+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": 8896, "total_correct": 2080, "total_train": 576, "infer_ms": 666.133111, "train_ms": 1622.822412, "blocked_train": 1622822412, "duration": 5509927193, "avg_accuracy": 23.940677966101696, "soft_acc": 24.994660000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1614.5403901709958, "availability": 29.102055689004313, "score": 117.44102010597645, "zero_downtime": 7.2739598724772865, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43363648, "heap_mib": 41.35479736328125, "mobile_score": 427589.70520362625, "mobile_throughput": 5878362.16723591, "mobile_availability": 105957.35120192148, "mobile_accuracy": 91002.77987555557, "soft_acc_blocks": [ 24.994660000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.536295875516118, "mobile_acc_per_sec": 16516.14924987913 }, "started": "2026-08-19T05:02:05.745621587+10:00", "ended": "2026-08-19T05:02:11.256288982+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": 10616, "total_correct": 2599, "total_train": 483, "infer_ms": 798.364342, "train_ms": 1517.398258, "blocked_train": 1517398258, "duration": 5987672029, "avg_accuracy": 22.66949152542373, "soft_acc": 24.98887650847458, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1772.9761998625995, "availability": 34.475223928394044, "score": 152.74138782174828, "zero_downtime": 8.614971133486467, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 52138272, "heap_mib": 49.722930908203125, "mobile_score": 556114.4217936719, "mobile_throughput": 6455209.346344184, "mobile_availability": 125520.45974284623, "mobile_accuracy": 90981.72282552166, "soft_acc_blocks": [ 24.98887650847458 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.1733876517361574, "mobile_acc_per_sec": 15194.840730232267 }, "started": "2026-08-19T05:02:19.759690846+10:00", "ended": "2026-08-19T05:02:25.7483574+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": 8944, "total_correct": 2373, "total_train": 427, "infer_ms": 886.99607, "train_ms": 1612.197938, "blocked_train": 1612197938, "duration": 5658833444, "avg_accuracy": 28.98936170212766, "soft_acc": 25.012298191489364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1580.5377713463588, "availability": 35.49128507673663, "score": 140.30727863805072, "zero_downtime": 8.87718605538493, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 42190304, "heap_mib": 40.235809326171875, "mobile_score": 63855.40147793953, "mobile_throughput": 719320.3012705207, "mobile_availability": 16152.478186034805, "mobile_accuracy": 11383.374821371159, "soft_acc_blocks": [ 25.012298191489364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.138749231, "time_to_acc50_sec": 0, "acc_per_sec": 4.420044950785685, "mobile_acc_per_sec": 2011.6115687131294 }, "started": "2026-08-19T05:02:33.8715344+10:00", "ended": "2026-08-19T05:02:39.531000236+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": 6760, "total_correct": 1708, "total_train": 392, "infer_ms": 598.244154, "train_ms": 1363.48878, "blocked_train": 1363488780, "duration": 6194363661, "avg_accuracy": 28.40909090909091, "soft_acc": 24.97989072727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1091.3146805637637, "availability": 30.49569814685081, "score": 83.13408323404428, "zero_downtime": 7.617792073602267, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 112903928, "heap_mib": 107.67357635498047, "mobile_score": 75670.48998369898, "mobile_throughput": 993338.8736864836, "mobile_availability": 27757.862135444648, "mobile_accuracy": 22737.251648646466, "soft_acc_blocks": [ 24.97989072727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.46692959, "time_to_acc50_sec": 0, "acc_per_sec": 4.032680690762035, "mobile_acc_per_sec": 3670.6355798580657 }, "started": "2026-08-19T05:02:48.798268899+10:00", "ended": "2026-08-19T05:02:54.993289952+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": 7488, "total_correct": 1804, "total_train": 504, "infer_ms": 711.29451, "train_ms": 1646.683221, "blocked_train": 1646683221, "duration": 5888452213, "avg_accuracy": 17.96875, "soft_acc": 24.998523958333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1271.641465217067, "availability": 30.165446460698572, "score": 95.89341929893016, "zero_downtime": 7.540916360615947, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 40707536, "heap_mib": 38.82173156738281, "mobile_score": 174568.64242151906, "mobile_throughput": 2314952.640679603, "mobile_availability": 54914.51942356504, "mobile_accuracy": 45508.42405925926, "soft_acc_blocks": [ 24.998523958333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.245347173429347, "mobile_acc_per_sec": 7728.41867660738 }, "started": "2026-08-19T05:03:02.869972484+10:00", "ended": "2026-08-19T05:03:08.75913813+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": 13016, "total_correct": 3221, "total_train": 570, "infer_ms": 673.733283, "train_ms": 1571.706476, "blocked_train": 1571706476, "duration": 5596615790, "avg_accuracy": 25.304878048780488, "soft_acc": 25.001429536585363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2325.6911834571374, "availability": 30.004513828509264, "score": 174.46305866979822, "zero_downtime": 7.501557382629755, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41772928, "heap_mib": 39.8377685546875, "mobile_score": 635200.6118324386, "mobile_throughput": 8467583.188835941, "mobile_availability": 109243.1010147324, "mobile_accuracy": 91027.42700609213, "soft_acc_blocks": [ 25.001429536585363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117118179, "time_to_acc50_sec": 0, "acc_per_sec": 4.467240645902077, "mobile_acc_per_sec": 16264.726831657696 }, "started": "2026-08-19T05:03:17.004175344+10:00", "ended": "2026-08-19T05:03:22.730995273+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": 8776, "total_correct": 2549, "total_train": 412, "infer_ms": 804.015518, "train_ms": 1433.923497, "blocked_train": 1433923497, "duration": 5801013589, "avg_accuracy": 37.760416666666664, "soft_acc": 25.0253079375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1512.8390694759325, "availability": 35.926605354793374, "score": 136.01548214288198, "zero_downtime": 8.990743621527406, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 79049272, "heap_mib": 75.38726043701172, "mobile_score": 61369.43640424037, "mobile_throughput": 682584.6558153165, "mobile_availability": 16209.886461492175, "mobile_accuracy": 11291.281108378656, "soft_acc_blocks": [ 25.0253079375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.304644569, "time_to_acc50_sec": 0, "acc_per_sec": 4.313954372551979, "mobile_acc_per_sec": 1946.4324527336764 }, "started": "2026-08-19T05:03:30.740566039+10:00", "ended": "2026-08-19T05:03:36.542446497+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": 5664, "total_correct": 1413, "total_train": 404, "infer_ms": 573.633921, "train_ms": 1704.95099, "blocked_train": 1704950990, "duration": 5977781697, "avg_accuracy": 27.727272727272727, "soft_acc": 24.997323472727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 947.5086724633196, "availability": 25.17500744566284, "score": 59.62746024576569, "zero_downtime": 6.293078045475515, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 46450952, "heap_mib": 44.29907989501953, "mobile_score": 53348.05781114676, "mobile_throughput": 847725.9844171483, "mobile_availability": 22523.812804900474, "mobile_accuracy": 22364.840834247843, "soft_acc_blocks": [ 24.997323472727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.160623083, "time_to_acc50_sec": 0, "acc_per_sec": 4.181705645971045, "mobile_acc_per_sec": 3741.3277981482374 }, "started": "2026-08-19T05:03:45.550242014+10:00", "ended": "2026-08-19T05:03:51.528891569+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": 8712, "total_correct": 1760, "total_train": 463, "infer_ms": 753.128911, "train_ms": 1652.689994, "blocked_train": 1652689994, "duration": 5988296458, "avg_accuracy": 18.75, "soft_acc": 24.98713146, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1454.8377925346863, "availability": 31.30447222917637, "score": 113.79871608518742, "zero_downtime": 7.822089628763492, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 46092328, "heap_mib": 43.957069396972656, "mobile_score": 200212.42033178103, "mobile_throughput": 2559577.169706126, "mobile_availability": 55075.70179896114, "mobile_accuracy": 43961.25227818953, "soft_acc_blocks": [ 24.98713146 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.1726610623324625, "mobile_acc_per_sec": 7341.195043785779 }, "started": "2026-08-19T05:03:59.622833143+10:00", "ended": "2026-08-19T05:04:05.611773086+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": 11744, "total_correct": 2994, "total_train": 325, "infer_ms": 697.821287, "train_ms": 1534.154818, "blocked_train": 1534154818, "duration": 6129957748, "avg_accuracy": 26, "soft_acc": 24.995440613333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1915.8370225034055, "availability": 31.26472928795087, "score": 149.71800479936277, "zero_downtime": 7.814756842089193, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 44125072, "heap_mib": 42.08094787597656, "mobile_score": 509710.0863652488, "mobile_throughput": 6522404.940612113, "mobile_availability": 106439.75577221549, "mobile_accuracy": 85096.16602781368, "soft_acc_blocks": [ 24.995440613333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13316209, "time_to_acc50_sec": 0, "acc_per_sec": 4.077587748706508, "mobile_acc_per_sec": 13882.015101258685 }, "started": "2026-08-19T05:04:13.899641735+10:00", "ended": "2026-08-19T05:04:20.030106094+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": 11184, "total_correct": 2928, "total_train": 486, "infer_ms": 684.053924, "train_ms": 1603.592949, "blocked_train": 1603592949, "duration": 5689051169, "avg_accuracy": 24.21875, "soft_acc": 24.996712525, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1965.8814216582064, "availability": 29.902076761652367, "score": 146.9405178644386, "zero_downtime": 7.474536167115072, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 43336224, "heap_mib": 41.328643798828125, "mobile_score": 1069988.1976404274, "mobile_throughput": 14315111.649976913, "mobile_availability": 217740.2780724055, "mobile_accuracy": 182020.50578204443, "soft_acc_blocks": [ 24.996712525 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.393828036071932, "mobile_acc_per_sec": 31994.879352445572 }, "started": "2026-08-19T05:04:28.163104816+10:00", "ended": "2026-08-19T05:04:33.852641087+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": 6704, "total_correct": 1730, "total_train": 374, "infer_ms": 680.207274, "train_ms": 1539.638562, "blocked_train": 1539638562, "duration": 6162088156, "avg_accuracy": 23.076923076923077, "soft_acc": 25.009484038461537, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1087.9428905073912, "availability": 30.642095183766628, "score": 83.37374080995862, "zero_downtime": 7.663429904034306, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 75844344, "heap_mib": 72.33080291748047, "mobile_score": 533071.3636801413, "mobile_throughput": 6956041.489979746, "mobile_availability": 195918.08292325167, "mobile_accuracy": 159904.54106776734, "soft_acc_blocks": [ 25.009484038461537 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.058605363201418, "mobile_acc_per_sec": 25949.732788562746 }, "started": "2026-08-19T05:04:43.540569651+10:00", "ended": "2026-08-19T05:04:49.703331605+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": 12880, "total_correct": 3198, "total_train": 522, "infer_ms": 878.007319, "train_ms": 1594.722513, "blocked_train": 1594722513, "duration": 5911869198, "avg_accuracy": 25.48076923076923, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2178.6679590876834, "availability": 35.50761217976845, "score": 193.39824239943275, "zero_downtime": 8.876903044942113, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 40005216, "heap_mib": 38.151947021484375, "mobile_score": 1408283.0237654694, "mobile_throughput": 15864575.929641157, "mobile_availability": 258558.54131258946, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.107737803, "time_to_acc50_sec": 0, "acc_per_sec": 4.228780976490069, "mobile_acc_per_sec": 30793.043341694793 }, "started": "2026-08-19T05:04:57.970742889+10:00", "ended": "2026-08-19T05:05:03.883504478+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": 12960, "total_correct": 2858, "total_train": 488, "infer_ms": 849.367692, "train_ms": 1519.836052, "blocked_train": 1519836052, "duration": 6041911932, "avg_accuracy": 17.123287671232877, "soft_acc": 24.96520521917808, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2145.0163699605546, "availability": 35.850343987975734, "score": 191.98136642253394, "zero_downtime": 8.950111948379412, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 56896200, "heap_mib": 54.26044464111328, "mobile_score": 2795931.2955260407, "mobile_throughput": 31239065.071496647, "mobile_availability": 522108.4763546617, "mobile_accuracy": 363582.1531653455, "soft_acc_blocks": [ 24.96520521917808 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.132004156987782, "mobile_acc_per_sec": 60176.672096078066 }, "started": "2026-08-19T05:05:11.988351679+10:00", "ended": "2026-08-19T05:05:18.030750432+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": 7008, "total_correct": 1586, "total_train": 409, "infer_ms": 627.225094, "train_ms": 1689.473576, "blocked_train": 1689473576, "duration": 6146388637, "avg_accuracy": 25.79787234042553, "soft_acc": 25.00157414893617, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1140.181725218818, "availability": 27.074090477204788, "score": 77.17831727324504, "zero_downtime": 6.768948805808422, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 43786696, "heap_mib": 41.75824737548828, "mobile_score": 879644.9044903282, "mobile_throughput": 12995295.572859209, "mobile_availability": 308578.7119154944, "mobile_accuracy": 284957.0718999445, "soft_acc_blocks": [ 25.00157414893617 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132009874, "time_to_acc50_sec": 0, "acc_per_sec": 4.067685209235195, "mobile_acc_per_sec": 46361.70745607613 }, "started": "2026-08-19T05:05:26.392614285+10:00", "ended": "2026-08-19T05:05:32.539520628+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": 13472, "total_correct": 2932, "total_train": 533, "infer_ms": 719.896423, "train_ms": 1565.793331, "blocked_train": 1565793331, "duration": 5713630766, "avg_accuracy": 21.38157894736842, "soft_acc": 24.996773539473686, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2357.870249538628, "availability": 31.49580653893066, "score": 185.63360238647718, "zero_downtime": 7.872935434967242, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43796560, "heap_mib": 41.76765441894531, "mobile_score": 2703485.2813333706, "mobile_throughput": 34338974.371947445, "mobile_availability": 458690.92829674657, "mobile_accuracy": 364041.90015176614, "soft_acc_blocks": [ 24.996773539473686 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.374936806946214, "mobile_acc_per_sec": 63714.63524000601 }, "started": "2026-08-19T05:05:41.854609888+10:00", "ended": "2026-08-19T05:05:47.568764505+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": 9952, "total_correct": 2527, "total_train": 514, "infer_ms": 580.113013, "train_ms": 1596.88234, "blocked_train": 1596882340, "duration": 6077736507, "avg_accuracy": 29.26829268292683, "soft_acc": 25.026813634146343, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1637.4517040246542, "availability": 26.64741622900469, "score": 109.20164100819449, "zero_downtime": 6.6689991979482715, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 49333504, "heap_mib": 47.048095703125, "mobile_score": 3180728.331161348, "mobile_throughput": 47694237.72220433, "mobile_availability": 776162.2533262451, "mobile_accuracy": 728958.781478851, "soft_acc_blocks": [ 25.026813634146343 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.188944637, "time_to_acc50_sec": 0, "acc_per_sec": 4.117785232268929, "mobile_acc_per_sec": 119939.18799198957 }, "started": "2026-08-19T05:05:55.61586595+10:00", "ended": "2026-08-19T05:06:01.694855418+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": 7512, "total_correct": 1745, "total_train": 388, "infer_ms": 829.241339, "train_ms": 1640.398941, "blocked_train": 1640398941, "duration": 5673749211, "avg_accuracy": 21.802325581395348, "soft_acc": 25.015135232558137, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1323.9922528539128, "availability": 33.577413913900045, "score": 111.20787527907189, "zero_downtime": 8.399435498157889, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 40221992, "heap_mib": 38.358680725097656, "mobile_score": 50611.93968256427, "mobile_throughput": 602563.5852988474, "mobile_availability": 15281.454154592731, "mobile_accuracy": 11384.665990284237, "soft_acc_blocks": [ 25.015135232558137 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.408925086794453, "mobile_acc_per_sec": 2006.5507950566757 }, "started": "2026-08-19T05:06:09.959320709+10:00", "ended": "2026-08-19T05:06:15.633590803+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": 6800, "total_correct": 1462, "total_train": 492, "infer_ms": 664.422569, "train_ms": 1672.201657, "blocked_train": 1672201657, "duration": 5808908071, "avg_accuracy": 20.058139534883722, "soft_acc": 24.987299558139533, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1170.6158742548982, "availability": 28.435148519255314, "score": 83.17431510975581, "zero_downtime": 7.105175740308203, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 43395928, "heap_mib": 41.385581970214844, "mobile_score": 37527.79287458146, "mobile_throughput": 528175.4350097694, "mobile_availability": 12829.782398333331, "mobile_accuracy": 11274.131936951686, "soft_acc_blocks": [ 24.987299558139533 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.301548458458903, "mobile_acc_per_sec": 1940.8349726234953 }, "started": "2026-08-19T05:06:23.724260941+10:00", "ended": "2026-08-19T05:06:29.533689843+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": 4736, "total_correct": 1132, "total_train": 394, "infer_ms": 546.973282, "train_ms": 1746.439604, "blocked_train": 1746439604, "duration": 5871461113, "avg_accuracy": 18.42105263157895, "soft_acc": 24.988371421052634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 806.6135343235135, "availability": 23.84975184097749, "score": 48.07146104628548, "zero_downtime": 5.959664573022793, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 43411368, "heap_mib": 41.400306701660156, "mobile_score": 21689.578458721964, "mobile_throughput": 363939.5840648935, "mobile_availability": 10760.876672291228, "mobile_accuracy": 11274.61555559453, "soft_acc_blocks": [ 24.988371421052634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.255903418269414, "mobile_acc_per_sec": 1920.2401818912517 }, "started": "2026-08-19T05:06:38.789934726+10:00", "ended": "2026-08-19T05:06:44.661985992+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": 7144, "total_correct": 1778, "total_train": 411, "infer_ms": 773.899287, "train_ms": 1676.130353, "blocked_train": 1676130353, "duration": 5958816546, "avg_accuracy": 25.27777777777778, "soft_acc": 25.003402111111107, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1198.8957781886377, "availability": 31.58734385760329, "score": 94.68771675973345, "zero_downtime": 7.897910600935905, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43263920, "heap_mib": 41.25968933105469, "mobile_score": 43093.43198309647, "mobile_throughput": 545630.7897178511, "mobile_availability": 14375.751160082564, "mobile_accuracy": 11379.326116345677, "soft_acc_blocks": [ 25.003402111111107 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121536195, "time_to_acc50_sec": 0, "acc_per_sec": 4.196034886809068, "mobile_acc_per_sec": 1909.6620995966603 }, "started": "2026-08-19T05:06:52.969902817+10:00", "ended": "2026-08-19T05:06:58.92920483+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": 6864, "total_correct": 1658, "total_train": 489, "infer_ms": 671.446636, "train_ms": 1653.894662, "blocked_train": 1653894662, "duration": 5950275121, "avg_accuracy": 22.443181818181817, "soft_acc": 25.017232204545454, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1153.5601061159741, "availability": 28.875186475959627, "score": 83.33055714194589, "zero_downtime": 7.223772450186325, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 44268176, "heap_mib": 42.21742248535156, "mobile_score": 18962.331225189464, "mobile_throughput": 262499.01081394614, "mobile_availability": 6570.709100307257, "mobile_accuracy": 5692.810172767677, "soft_acc_blocks": [ 25.017232204545454 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.204382435402596, "mobile_acc_per_sec": 956.7305808560573 }, "started": "2026-08-19T05:07:07.140001345+10:00", "ended": "2026-08-19T05:07:13.090761725+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": 6168, "total_correct": 1529, "total_train": 338, "infer_ms": 640.674192, "train_ms": 1493.952726, "blocked_train": 1493952726, "duration": 5954328631, "avg_accuracy": 21.59090909090909, "soft_acc": 24.99778478787879, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1035.885048045142, "availability": 30.013403588120593, "score": 77.7192028536243, "zero_downtime": 7.502686036475876, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 76989368, "heap_mib": 73.42278289794922, "mobile_score": 565933.9642461246, "mobile_throughput": 7543084.7231873805, "mobile_availability": 218550.93528345236, "mobile_accuracy": 182028.31376204715, "soft_acc_blocks": [ 24.99778478787879 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.198254133594997, "mobile_acc_per_sec": 30570.753655475746 }, "started": "2026-08-19T05:07:21.649798681+10:00", "ended": "2026-08-19T05:07:27.605007411+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": 2056, "total_correct": 485, "total_train": 164, "infer_ms": 374.695188, "train_ms": 1181.557511, "blocked_train": 1181557511, "duration": 6513477925, "avg_accuracy": 22.058823529411764, "soft_acc": 24.98552805882353, "adapt_pct": 24.98552805882353, "stability": 100, "consistency": 100, "throughput": 315.65317694693806, "availability": 24.076757472662862, "score": 18.988763929275798, "zero_downtime": 6.015704993987071, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 144172608, "heap_mib": 137.49371337890625, "mobile_score": 92181.30613844583, "mobile_throughput": 1532344.1929181134, "mobile_availability": 116881.06501692098, "mobile_accuracy": 121292.70865652288, "soft_acc_blocks": [ 24.98552805882353 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.835973399544995, "mobile_acc_per_sec": 18621.803904635613 }, "started": "2026-08-19T05:07:37.0794931+10:00", "ended": "2026-08-19T05:07:43.594124561+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": 4528, "total_correct": 966, "total_train": 233, "infer_ms": 970.465226, "train_ms": 1426.354852, "blocked_train": 1426354852, "duration": 6122680672, "avg_accuracy": 15.76086956521739, "soft_acc": 24.990793086956522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 739.5453466497557, "availability": 40.4896986180871, "score": 74.83235134950374, "zero_downtime": 10.118696803178441, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 62304896, "heap_mib": 59.4185791015625, "mobile_score": 363275.03541045013, "mobile_throughput": 3590136.5805954365, "mobile_availability": 196557.99175073748, "mobile_accuracy": 121318.26783309501, "soft_acc_blocks": [ 24.990793086956522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.081675074325438, "mobile_acc_per_sec": 19814.56723488829 }, "started": "2026-08-19T05:07:52.417523552+10:00", "ended": "2026-08-19T05:07:58.577828938+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": 4280, "total_correct": 954, "total_train": 301, "infer_ms": 731.541561, "train_ms": 1685.32013, "blocked_train": 1685320130, "duration": 6078702664, "avg_accuracy": 23.076923076923077, "soft_acc": 25.00540780769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 704.0976071008563, "availability": 30.268242643927113, "score": 53.29101805193551, "zero_downtime": 7.568697509335803, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 40587424, "heap_mib": 38.707183837890625, "mobile_score": 236778.31586790818, "mobile_throughput": 3128389.205353337, "mobile_availability": 134485.3932144005, "mobile_accuracy": 111101.99363287615, "soft_acc_blocks": [ 25.00540780769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.113609299527389, "mobile_acc_per_sec": 18277.254173140813 }, "started": "2026-08-19T05:08:06.874083912+10:00", "ended": "2026-08-19T05:08:12.953367511+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": 4112, "total_correct": 1061, "total_train": 317, "infer_ms": 631.946437, "train_ms": 1673.44567, "blocked_train": 1673445670, "duration": 6101723227, "avg_accuracy": 28.125, "soft_acc": 24.989129666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 673.9079841911682, "availability": 27.411668283290428, "score": 46.16227458642813, "zero_downtime": 6.849937331107985, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 42254008, "heap_mib": 40.29656219482422, "mobile_score": 268914.7402041026, "mobile_throughput": 3925798.5468402132, "mobile_availability": 159684.54156566414, "mobile_accuracy": 145572.2312741926, "soft_acc_blocks": [ 24.989129666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114292794, "time_to_acc50_sec": 0, "acc_per_sec": 4.09542169269335, "mobile_acc_per_sec": 23857.56053798679 }, "started": "2026-08-19T05:08:21.247833636+10:00", "ended": "2026-08-19T05:08:27.373907999+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": 3008, "total_correct": 848, "total_train": 251, "infer_ms": 517.272347, "train_ms": 1347.576029, "blocked_train": 1347576029, "duration": 6325408133, "avg_accuracy": 18.229166666666668, "soft_acc": 24.977930125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 475.5424372234733, "availability": 27.738037775999864, "score": 32.947423699080275, "zero_downtime": 6.92838769373535, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 75740576, "heap_mib": 72.23184204101562, "mobile_score": 172739.388763434, "mobile_throughput": 2493211.933270204, "mobile_availability": 145427.20349503416, "mobile_accuracy": 130956.29029376, "soft_acc_blocks": [ 24.977930125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.948825055997379, "mobile_acc_per_sec": 20703.21590958754 }, "started": "2026-08-19T05:08:36.243245338+10:00", "ended": "2026-08-19T05:08:42.569526957+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": 5936, "total_correct": 1400, "total_train": 326, "infer_ms": 822.410441, "train_ms": 1575.753419, "blocked_train": 1575753419, "duration": 5989745384, "avg_accuracy": 22.794117647058822, "soft_acc": 24.99674644117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 991.0271003933545, "availability": 34.29333811243407, "score": 84.95301115713555, "zero_downtime": 8.572218774180477, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 40278448, "heap_mib": 38.41252136230469, "mobile_score": 824811.9317324497, "mobile_throughput": 9621918.822426502, "mobile_availability": 332955.28985725617, "mobile_accuracy": 242694.3370028061, "soft_acc_blocks": [ 24.99674644117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.173256931412908, "mobile_acc_per_sec": 40518.30611215946 }, "started": "2026-08-19T05:08:50.816014581+10:00", "ended": "2026-08-19T05:08:56.806463139+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": 5040, "total_correct": 1327, "total_train": 333, "infer_ms": 691.155787, "train_ms": 1601.62676, "blocked_train": 1601626760, "duration": 6041614524, "avg_accuracy": 26.5625, "soft_acc": 25.006633224999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 834.2140962451116, "availability": 30.14484683269878, "score": 62.88482113329, "zero_downtime": 7.538211283691012, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 40042560, "heap_mib": 38.18756103515625, "mobile_score": 515152.45472391165, "mobile_throughput": 6833881.876439954, "mobile_availability": 246946.5852534684, "mobile_accuracy": 204854.33937919998, "soft_acc_blocks": [ 25.006633224999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128285044, "time_to_acc50_sec": 0, "acc_per_sec": 4.1390646698266575, "mobile_acc_per_sec": 33907.21777521998 }, "started": "2026-08-19T05:09:04.83079874+10:00", "ended": "2026-08-19T05:09:10.958041056+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": 7568, "total_correct": 1679, "total_train": 379, "infer_ms": 573.193339, "train_ms": 1330.841156, "blocked_train": 1330841156, "duration": 6578594454, "avg_accuracy": 32.327586206896555, "soft_acc": 25.031255086206897, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1150.397710775196, "availability": 30.104146773874497, "score": 86.68759564047679, "zero_downtime": 7.53544577049465, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 38913312, "heap_mib": 37.110626220703125, "mobile_score": 32279.308340308446, "mobile_throughput": 428366.2748486548, "mobile_availability": 11209.68956234454, "mobile_accuracy": 9320.729166645768, "soft_acc_blocks": [ 25.031255086206897 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.481267126, "time_to_acc50_sec": 0, "acc_per_sec": 3.8049548822677584, "mobile_acc_per_sec": 1416.8268361607943 }, "started": "2026-08-19T05:09:19.910328417+10:00", "ended": "2026-08-19T05:09:26.489684378+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": 12896, "total_correct": 3283, "total_train": 546, "infer_ms": 824.7367, "train_ms": 1548.343385, "blocked_train": 1548343385, "duration": 5937480409, "avg_accuracy": 32.23684210526316, "soft_acc": 25.02161782894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2171.9650612155815, "availability": 34.753850289886024, "score": 188.87355177208113, "zero_downtime": 8.695975600379798, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 40796456, "heap_mib": 38.906532287597656, "mobile_score": 140659.28510153532, "mobile_throughput": 1617521.616498004, "mobile_availability": 25882.140143158755, "mobile_accuracy": 18634.28120497608, "soft_acc_blocks": [ 25.02161782894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112733566, "time_to_acc50_sec": 0, "acc_per_sec": 4.214181118142258, "mobile_acc_per_sec": 3138.4156108928523 }, "started": "2026-08-19T05:09:34.507752308+10:00", "ended": "2026-08-19T05:09:40.445897193+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": 7880, "total_correct": 2181, "total_train": 472, "infer_ms": 766.479127, "train_ms": 1603.629763, "blocked_train": 1603629763, "duration": 6184124158, "avg_accuracy": 31.75, "soft_acc": 24.989559359999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1274.2305617855611, "availability": 32.33940559583319, "score": 102.9766237584167, "zero_downtime": 8.081474958041897, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 42041152, "heap_mib": 40.09356689453125, "mobile_score": 153379.0003325363, "mobile_throughput": 1897908.502208603, "mobile_availability": 48168.07466201191, "mobile_accuracy": 37220.812777658175, "soft_acc_blocks": [ 24.989559359999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126614711, "time_to_acc50_sec": 0, "acc_per_sec": 4.040921353054115, "mobile_acc_per_sec": 6018.7686771307835 }, "started": "2026-08-19T05:09:48.712140954+10:00", "ended": "2026-08-19T05:09:54.896782713+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": 10184, "total_correct": 2462, "total_train": 441, "infer_ms": 809.221938, "train_ms": 1412.804844, "blocked_train": 1412804844, "duration": 6346136050, "avg_accuracy": 26.31578947368421, "soft_acc": 25.0016985, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1604.7560152764138, "availability": 36.418190120626555, "score": 146.11570058018484, "zero_downtime": 9.105166093115837, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 75659016, "heap_mib": 72.15406036376953, "mobile_score": 217632.69439143167, "mobile_throughput": 2390211.1412989786, "mobile_availability": 54243.238812395044, "mobile_accuracy": 37238.89347490909, "soft_acc_blocks": [ 25.0016985 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.317826711, "time_to_acc50_sec": 0, "acc_per_sec": 3.9396726296153073, "mobile_acc_per_sec": 5867.963305783382 }, "started": "2026-08-19T05:10:03.089841786+10:00", "ended": "2026-08-19T05:10:09.436635281+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": 8624, "total_correct": 2174, "total_train": 424, "infer_ms": 803.480106, "train_ms": 1489.392509, "blocked_train": 1489392509, "duration": 6167431182, "avg_accuracy": 23.138297872340427, "soft_acc": 25.018797595744683, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1398.31312997373, "availability": 35.04250959009338, "score": 122.59311214107936, "zero_downtime": 8.767214546814882, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 80460712, "heap_mib": 76.73331451416016, "mobile_score": 365193.73623989895, "mobile_throughput": 4165447.6948162895, "mobile_availability": 104388.45038619818, "mobile_accuracy": 74528.72360157834, "soft_acc_blocks": [ 25.018797595744683 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.0565993940497425, "mobile_acc_per_sec": 12084.240813111088 }, "started": "2026-08-19T05:10:18.675921474+10:00", "ended": "2026-08-19T05:10:24.865117147+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": 5968, "total_correct": 1628, "total_train": 317, "infer_ms": 518.702053, "train_ms": 1236.660264, "blocked_train": 1236660264, "duration": 6487267933, "avg_accuracy": 28.03030303030303, "soft_acc": 25.02316375757576, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 919.9558368233039, "availability": 29.549572072760864, "score": 68.02372231644529, "zero_downtime": 7.394237809429825, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 114974904, "heap_mib": 109.64861297607422, "mobile_score": 202636.48480593448, "mobile_throughput": 2740464.8055478204, "mobile_availability": 88025.48888002073, "mobile_accuracy": 74541.73000074932, "soft_acc_blocks": [ 25.02316375757576 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.596746623, "time_to_acc50_sec": 0, "acc_per_sec": 3.8572730486875297, "mobile_acc_per_sec": 11490.465750853908 }, "started": "2026-08-19T05:10:32.926348731+10:00", "ended": "2026-08-19T05:10:39.414694473+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": 6768, "total_correct": 1647, "total_train": 349, "infer_ms": 745.219326, "train_ms": 1378.985731, "blocked_train": 1378985731, "duration": 6695730501, "avg_accuracy": 17.5, "soft_acc": 24.9880256, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1010.7933703408772, "availability": 35.08226870773333, "score": 88.60984923615064, "zero_downtime": 8.766366285749193, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 58128368, "heap_mib": 55.43553161621094, "mobile_score": 32995.08567920664, "mobile_throughput": 376382.6949923848, "mobile_availability": 13063.361147897791, "mobile_accuracy": 9304.632077963637, "soft_acc_blocks": [ 24.9880256 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7319341924332328, "mobile_acc_per_sec": 1389.6365865642292 }, "started": "2026-08-19T05:10:48.161475005+10:00", "ended": "2026-08-19T05:10:54.932416708+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": 5984, "total_correct": 1466, "total_train": 329, "infer_ms": 695.423773, "train_ms": 1343.309593, "blocked_train": 1343309593, "duration": 6159413852, "avg_accuracy": 30.859375, "soft_acc": 25.03921965625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 971.5210154383371, "availability": 34.110579862849995, "score": 82.9778335521259, "zero_downtime": 8.54102301787959, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 112004120, "heap_mib": 106.8154525756836, "mobile_score": 61795.85567809231, "mobile_throughput": 723518.1962246235, "mobile_availability": 25403.079112406107, "mobile_accuracy": 18647.38976581818, "soft_acc_blocks": [ 25.03921965625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.473587032, "time_to_acc50_sec": 0, "acc_per_sec": 4.065195204917041, "mobile_acc_per_sec": 3027.4617380618542 }, "started": "2026-08-19T05:11:03.261807952+10:00", "ended": "2026-08-19T05:11:09.422153675+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": 6288, "total_correct": 1772, "total_train": 422, "infer_ms": 665.612957, "train_ms": 1635.221295, "blocked_train": 1635221295, "duration": 6069228370, "avg_accuracy": 24.66216216216216, "soft_acc": 25.003355864864865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1036.0460369363232, "availability": 28.92920063326665, "score": 74.94001736227132, "zero_downtime": 7.233270983196401, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 49011872, "heap_mib": 46.741363525390625, "mobile_score": 111619.74949667757, "mobile_throughput": 1543143.4790149743, "mobile_availability": 43088.72937958553, "mobile_accuracy": 37241.36204454054, "soft_acc_blocks": [ 25.003355864864865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.119692708953851, "mobile_acc_per_sec": 6136.095031227263 }, "started": "2026-08-19T05:11:18.042654052+10:00", "ended": "2026-08-19T05:11:24.128235742+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": 10232, "total_correct": 2775, "total_train": 426, "infer_ms": 732.113381, "train_ms": 1485.265659, "blocked_train": 1485265659, "duration": 6482135252, "avg_accuracy": 28.52112676056338, "soft_acc": 25.00181718309859, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1578.4922100850974, "availability": 33.01706058338136, "score": 130.3024029715176, "zero_downtime": 8.254865126289912, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 76155616, "heap_mib": 72.62765502929688, "mobile_score": 388159.01277915353, "mobile_throughput": 4702184.794551679, "mobile_availability": 98354.82192693093, "mobile_accuracy": 74478.14049597952, "soft_acc_blocks": [ 25.00181718309859 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.261217191, "time_to_acc50_sec": 0, "acc_per_sec": 3.8570341733280746, "mobile_acc_per_sec": 11489.754162874031 }, "started": "2026-08-19T05:11:32.56819293+10:00", "ended": "2026-08-19T05:11:39.097293622+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": 7336, "total_correct": 1739, "total_train": 417, "infer_ms": 877.672335, "train_ms": 1523.740229, "blocked_train": 1523740229, "duration": 6138650286, "avg_accuracy": 18.313953488372093, "soft_acc": 24.972673860465118, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1195.0509734575878, "availability": 36.548169529773475, "score": 109.0729617603511, "zero_downtime": 9.127055178640218, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42659744, "heap_mib": 40.683502197265625, "mobile_score": 40271.580968599264, "mobile_throughput": 441233.0174451632, "mobile_availability": 13494.201905933714, "mobile_accuracy": 9220.333262644743, "soft_acc_blocks": [ 24.972673860465118 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.068104990020133, "mobile_acc_per_sec": 1502.01311901949 }, "started": "2026-08-19T05:11:47.646365472+10:00", "ended": "2026-08-19T05:11:53.785803412+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": 6544, "total_correct": 1627, "total_train": 363, "infer_ms": 684.546913, "train_ms": 1617.35993, "blocked_train": 1617359930, "duration": 6062737360, "avg_accuracy": 24.03846153846154, "soft_acc": 25.01429217948718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1079.3804203321122, "availability": 29.738254399029127, "score": 80.29310014197308, "zero_downtime": 7.438813844452346, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 67054008, "heap_mib": 63.94768524169922, "mobile_score": 58794.28615535585, "mobile_throughput": 790371.7902445286, "mobile_availability": 21775.7121820645, "mobile_accuracy": 18316.610639942704, "soft_acc_blocks": [ 25.01429217948718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.125907274909099, "mobile_acc_per_sec": 3021.1783147312035 }, "started": "2026-08-19T05:12:02.031168861+10:00", "ended": "2026-08-19T05:12:08.094612052+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": 7264, "total_correct": 1776, "total_train": 410, "infer_ms": 746.843184, "train_ms": 1602.824994, "blocked_train": 1602824994, "duration": 6126974884, "avg_accuracy": 30.523255813953487, "soft_acc": 25.00479495348837, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1185.5769180593886, "availability": 31.78504909726023, "score": 94.22712049352097, "zero_downtime": 7.947786352635527, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 44416664, "heap_mib": 42.359031677246094, "mobile_score": 135720.18832227233, "mobile_throughput": 1707647.6681745076, "mobile_availability": 45781.64786017685, "mobile_accuracy": 36015.69762795195, "soft_acc_blocks": [ 25.00479495348837 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122685363, "time_to_acc50_sec": 0, "acc_per_sec": 4.081099633488945, "mobile_acc_per_sec": 5878.21858418311 }, "started": "2026-08-19T05:12:17.00150537+10:00", "ended": "2026-08-19T05:12:23.12909447+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": 9472, "total_correct": 2792, "total_train": 464, "infer_ms": 687.199445, "train_ms": 1649.456904, "blocked_train": 1649456904, "duration": 6216391101, "avg_accuracy": 25.204918032786885, "soft_acc": 24.989233295081966, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1523.713654129047, "availability": 29.40952122866057, "score": 111.98097522047436, "zero_downtime": 7.349213870796645, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 41888608, "heap_mib": 39.948089599609375, "mobile_score": 312288.73157655355, "mobile_throughput": 4249280.767531967, "mobile_availability": 82016.27162729783, "mobile_accuracy": 69689.12311602093, "soft_acc_blocks": [ 24.989233295081966 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120903551, "time_to_acc50_sec": 0, "acc_per_sec": 4.019894001048627, "mobile_acc_per_sec": 11210.543542669056 }, "started": "2026-08-19T05:12:31.27997933+10:00", "ended": "2026-08-19T05:12:37.557931344+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": 10296, "total_correct": 2430, "total_train": 498, "infer_ms": 721.757303, "train_ms": 1624.473862, "blocked_train": 1624473862, "duration": 6081769782, "avg_accuracy": 27.238805970149254, "soft_acc": 25.02144652238806, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1692.9282707268383, "availability": 30.762412236562373, "score": 130.30808377219086, "zero_downtime": 7.6972005267680155, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 47737184, "heap_mib": 45.525726318359375, "mobile_score": 776351.8707358454, "mobile_throughput": 10086158.83185037, "mobile_availability": 183276.85893957742, "mobile_accuracy": 149073.2290264749, "soft_acc_blocks": [ 25.02144652238806 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119891686, "time_to_acc50_sec": 0, "acc_per_sec": 4.114171930092315, "mobile_acc_per_sec": 24511.488328229996 }, "started": "2026-08-19T05:12:46.296242667+10:00", "ended": "2026-08-19T05:12:52.378537968+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": 6232, "total_correct": 1612, "total_train": 370, "infer_ms": 728.676518, "train_ms": 1616.011667, "blocked_train": 1616011667, "duration": 6147612698, "avg_accuracy": 27.083333333333332, "soft_acc": 25.01468480952381, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1013.7268409943024, "availability": 31.077757915174548, "score": 78.807156940034, "zero_downtime": 7.774003188347751, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 45005816, "heap_mib": 42.92089080810547, "mobile_score": 413176.4669777655, "mobile_throughput": 5314848.180112208, "mobile_availability": 162936.95541831033, "mobile_accuracy": 131148.9906941562, "soft_acc_blocks": [ 25.01468480952381 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125586461, "time_to_acc50_sec": 0, "acc_per_sec": 4.069007928502365, "mobile_acc_per_sec": 21333.320288186478 }, "started": "2026-08-19T05:13:00.947328038+10:00", "ended": "2026-08-19T05:13:07.095637244+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": 8136, "total_correct": 2010, "total_train": 359, "infer_ms": 669.255157, "train_ms": 1396.597056, "blocked_train": 1396597056, "duration": 6317649055, "avg_accuracy": 25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1287.8208221396685, "availability": 32.396081035637955, "score": 104.30086928354649, "zero_downtime": 8.099020258909489, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 90883584, "heap_mib": 86.67333984375, "mobile_score": 621405.6153969548, "mobile_throughput": 7672602.309067756, "mobile_availability": 193009.960613779, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.358587122, "time_to_acc50_sec": 0, "acc_per_sec": 3.957168209622875, "mobile_acc_per_sec": 23576.088707804065 }, "started": "2026-08-19T05:13:16.920061063+10:00", "ended": "2026-08-19T05:13:23.239054228+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": 10744, "total_correct": 2649, "total_train": 504, "infer_ms": 797.598626, "train_ms": 1518.60475, "blocked_train": 1518604750, "duration": 6096815357, "avg_accuracy": 25.559701492537314, "soft_acc": 24.977337970149254, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1762.2314882251403, "availability": 34.43560415568619, "score": 151.5712437556672, "zero_downtime": 8.601097232028502, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 64349936, "heap_mib": 61.36888122558594, "mobile_score": 1806067.8237766193, "mobile_throughput": 20998109.602240507, "mobile_availability": 410322.13708128186, "mobile_accuracy": 297620.8765839457, "soft_acc_blocks": [ 24.977337970149254 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.211273347, "time_to_acc50_sec": 0, "acc_per_sec": 4.096784387847955, "mobile_acc_per_sec": 48815.793025818835 }, "started": "2026-08-19T05:13:31.904940114+10:00", "ended": "2026-08-19T05:13:38.002320104+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": 7528, "total_correct": 1544, "total_train": 350, "infer_ms": 935.342461, "train_ms": 1549.009233, "blocked_train": 1549009233, "duration": 5933342518, "avg_accuracy": 24.342105263157894, "soft_acc": 25.024350210526315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1268.7620809286304, "availability": 37.64935790930734, "score": 119.53651049140964, "zero_downtime": 9.421507175239556, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 42058000, "heap_mib": 40.10963439941406, "mobile_score": 1119134.964509289, "mobile_throughput": 11878513.105105532, "mobile_availability": 352484.04570633796, "mobile_accuracy": 234285.11648529323, "soft_acc_blocks": [ 25.024350210526315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.217580585413679, "mobile_acc_per_sec": 39486.19446366727 }, "started": "2026-08-19T05:13:46.557842126+10:00", "ended": "2026-08-19T05:13:52.511769935+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": 11472, "total_correct": 2540, "total_train": 497, "infer_ms": 798.498246, "train_ms": 1572.259253, "blocked_train": 1572259253, "duration": 6240143822, "avg_accuracy": 22.8515625, "soft_acc": 25.011768390625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1838.4191658459501, "availability": 33.68114395237857, "score": 154.8730213702037, "zero_downtime": 8.424249716681928, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 44569896, "heap_mib": 42.505165100097656, "mobile_score": 1845410.605185031, "mobile_throughput": 21905934.264160033, "mobile_availability": 401332.2636478331, "mobile_accuracy": 298031.1369541818, "soft_acc_blocks": [ 25.011768390625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.008203833771349, "mobile_acc_per_sec": 47760.29935455257 }, "started": "2026-08-19T05:14:00.692919741+10:00", "ended": "2026-08-19T05:14:06.938150836+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": 9912, "total_correct": 2598, "total_train": 406, "infer_ms": 867.313632, "train_ms": 1482.021082, "blocked_train": 1482021082, "duration": 6599608361, "avg_accuracy": 23.660714285714285, "soft_acc": 24.898288642857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1501.9073038597844, "availability": 36.91741439955584, "score": 138.0523815902585, "zero_downtime": 9.191804396681118, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 76484296, "heap_mib": 72.94110870361328, "mobile_score": 3289963.956326975, "mobile_throughput": 35792362.56936539, "mobile_availability": 879788.9709415605, "mobile_accuracy": 593357.9070902857, "soft_acc_blocks": [ 24.898288642857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.772691844866451, "mobile_acc_per_sec": 89908.04827097009 }, "started": "2026-08-19T05:14:16.227800923+10:00", "ended": "2026-08-19T05:14:22.828091417+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": 5848, "total_correct": 1595, "total_train": 369, "infer_ms": 726.23971, "train_ms": 1656.670845, "blocked_train": 1656670845, "duration": 5928958468, "avg_accuracy": 29.166666666666668, "soft_acc": 25.037116333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 986.3452462288355, "availability": 30.4770025243352, "score": 75.2636912380729, "zero_downtime": 7.630562576930742, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 41271768, "heap_mib": 39.359825134277344, "mobile_score": 28025.46175555878, "mobile_throughput": 367279.1025957555, "mobile_availability": 11348.52748542518, "mobile_accuracy": 9322.911681939395, "soft_acc_blocks": [ 25.037116333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122602489, "time_to_acc50_sec": 0, "acc_per_sec": 4.222852372548164, "mobile_acc_per_sec": 1572.4366652688439 }, "started": "2026-08-19T05:14:31.126794625+10:00", "ended": "2026-08-19T05:14:37.056294706+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": 5216, "total_correct": 999, "total_train": 334, "infer_ms": 577.908083, "train_ms": 1530.238778, "blocked_train": 1530238778, "duration": 6411540074, "avg_accuracy": 20.426829268292682, "soft_acc": 24.981741195121952, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 813.533088742884, "availability": 27.41308462380411, "score": 55.712908729961654, "zero_downtime": 6.848265854318513, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 38727824, "heap_mib": 36.93373107910156, "mobile_score": 20570.147529728263, "mobile_throughput": 300370.1662188938, "mobile_availability": 10121.374162848599, "mobile_accuracy": 9223.681075850773, "soft_acc_blocks": [ 24.981741195121952 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8963713720557727, "mobile_acc_per_sec": 1438.606164727026 }, "started": "2026-08-19T05:14:45.847398144+10:00", "ended": "2026-08-19T05:14:52.259907173+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": 5992, "total_correct": 1380, "total_train": 298, "infer_ms": 692.963427, "train_ms": 1406.456962, "blocked_train": 1406456962, "duration": 6527664525, "avg_accuracy": 18.243243243243242, "soft_acc": 24.974903243243244, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 917.9393299167745, "availability": 33.00736863521049, "score": 75.67086455269138, "zero_downtime": 8.243558379784439, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 39159856, "heap_mib": 37.34574890136719, "mobile_score": 27938.962137043283, "mobile_throughput": 338918.715072821, "mobile_availability": 12186.878371138899, "mobile_accuracy": 9221.156388446136, "soft_acc_blocks": [ 24.974903243243244 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.826009003310911, "mobile_acc_per_sec": 1412.6271889632894 }, "started": "2026-08-19T05:15:01.184524665+10:00", "ended": "2026-08-19T05:15:07.712825646+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": 3968, "total_correct": 1021, "total_train": 274, "infer_ms": 665.651583, "train_ms": 1383.096306, "blocked_train": 1383096306, "duration": 6748654259, "avg_accuracy": 26.644736842105264, "soft_acc": 25.013003157894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 587.9690746800784, "availability": 32.49065375852109, "score": 47.78358964756922, "zero_downtime": 8.126888250639526, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 96171344, "heap_mib": 91.71614074707031, "mobile_score": 17792.871199676683, "mobile_throughput": 218938.30271723645, "mobile_availability": 12098.337981354764, "mobile_accuracy": 9313.932812248804, "soft_acc_blocks": [ 25.013003157894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.453654244, "time_to_acc50_sec": 0, "acc_per_sec": 3.706369032690838, "mobile_acc_per_sec": 1380.117050718334 }, "started": "2026-08-19T05:15:17.311707239+10:00", "ended": "2026-08-19T05:15:24.061009622+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": 5256, "total_correct": 1396, "total_train": 350, "infer_ms": 594.169882, "train_ms": 1675.625107, "blocked_train": 1675625107, "duration": 6191587741, "avg_accuracy": 22.22222222222222, "soft_acc": 24.983459055555556, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 848.8937280490038, "availability": 26.177248821126902, "score": 55.5174990601923, "zero_downtime": 6.539982241097139, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 41638736, "heap_mib": 39.70979309082031, "mobile_score": 10336.348915933984, "mobile_throughput": 158048.57773130544, "mobile_availability": 4873.7277805152635, "mobile_accuracy": 4651.465831434343, "soft_acc_blocks": [ 24.983459055555556 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.035065010888546, "mobile_acc_per_sec": 751.2557402090675 }, "started": "2026-08-19T05:15:32.858917871+10:00", "ended": "2026-08-19T05:15:39.051207433+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": 5096, "total_correct": 1237, "total_train": 247, "infer_ms": 654.407739, "train_ms": 1418.260184, "blocked_train": 1418260184, "duration": 6413161300, "avg_accuracy": 24.609375, "soft_acc": 24.98477290625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 794.6159096294679, "availability": 31.573207253229633, "score": 62.68322939860182, "zero_downtime": 7.888494131439078, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 41843104, "heap_mib": 39.904693603515625, "mobile_score": 373455.28380606987, "mobile_throughput": 4734177.1139524365, "mobile_availability": 188107.4282316052, "mobile_accuracy": 148854.73428945456, "soft_acc_blocks": [ 24.98477290625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.895859114950064, "mobile_acc_per_sec": 23210.82026885158 }, "started": "2026-08-19T05:15:47.56981599+10:00", "ended": "2026-08-19T05:15:53.983913693+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": 3176, "total_correct": 914, "total_train": 263, "infer_ms": 865.470206, "train_ms": 1719.260217, "blocked_train": 1719260217, "duration": 6157718569, "avg_accuracy": 25, "soft_acc": 25.015918199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 515.775439298093, "availability": 33.48396406444123, "score": 43.20300674669916, "zero_downtime": 8.376321060478013, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 42049312, "heap_mib": 40.101348876953125, "mobile_score": 171597.10606979855, "mobile_throughput": 2048597.5266569592, "mobile_availability": 132994.24660164973, "mobile_accuracy": 99360.1948578909, "soft_acc_blocks": [ 25.015918199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122292929, "time_to_acc50_sec": 0, "acc_per_sec": 4.062530289373476, "mobile_acc_per_sec": 16135.877881477583 }, "started": "2026-08-19T05:16:02.178965492+10:00", "ended": "2026-08-19T05:16:08.337312601+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": 2488, "total_correct": 711, "total_train": 213, "infer_ms": 553.636683, "train_ms": 1523.073514, "blocked_train": 1523073514, "duration": 6695207785, "avg_accuracy": 25.757575757575758, "soft_acc": 25.005251454545455, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 371.60907919454513, "availability": 26.659313552742187, "score": 24.772309936782975, "zero_downtime": 6.666228389918899, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 87537952, "heap_mib": 83.48269653320312, "mobile_score": 98392.61236466722, "mobile_throughput": 1475986.2190359824, "mobile_availability": 105887.56199954617, "mobile_accuracy": 99317.8278378843, "soft_acc_blocks": [ 25.005251454545455 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.332993338, "time_to_acc50_sec": 0, "acc_per_sec": 3.7347984196349264, "mobile_acc_per_sec": 14834.166619951184 }, "started": "2026-08-19T05:16:18.467706935+10:00", "ended": "2026-08-19T05:16:25.22957242+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": 3032, "total_correct": 675, "total_train": 265, "infer_ms": 644.384991, "train_ms": 1725.59473, "blocked_train": 1725594730, "duration": 6074398569, "avg_accuracy": 13.157894736842104, "soft_acc": 25.00007457894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 499.14406596127327, "availability": 27.189472774395945, "score": 33.928761194438216, "zero_downtime": 6.797388471221577, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45657352, "heap_mib": 43.54224395751953, "mobile_score": 123530.84964659461, "mobile_throughput": 1817328.0837132225, "mobile_availability": 98993.84931904514, "mobile_accuracy": 91022.49375588304, "soft_acc_blocks": [ 25.00007457894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.11564606684395, "mobile_acc_per_sec": 14984.610035371394 }, "started": "2026-08-19T05:16:33.821277885+10:00", "ended": "2026-08-19T05:16:39.896567598+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": 3744, "total_correct": 961, "total_train": 284, "infer_ms": 755.176635, "train_ms": 1706.852171, "blocked_train": 1706852171, "duration": 6083029743, "avg_accuracy": 26.875, "soft_acc": 24.98433215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 615.4827706223826, "availability": 30.67294067232778, "score": 47.16708745884572, "zero_downtime": 7.663429377746816, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 41755264, "heap_mib": 39.8209228515625, "mobile_score": 224810.3449965755, "mobile_throughput": 2933547.5531278886, "mobile_availability": 146195.0429019399, "mobile_accuracy": 119081.68667508363, "soft_acc_blocks": [ 24.98433215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119378679, "time_to_acc50_sec": 0, "acc_per_sec": 4.107218475916632, "mobile_acc_per_sec": 19576.04873001254 }, "started": "2026-08-19T05:16:48.884322742+10:00", "ended": "2026-08-19T05:16:54.968217378+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": 3832, "total_correct": 835, "total_train": 286, "infer_ms": 743.745866, "train_ms": 1684.331494, "blocked_train": 1684331494, "duration": 6102854524, "avg_accuracy": 12.5, "soft_acc": 24.989273782608695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 627.9028911684411, "availability": 30.63106135959358, "score": 48.06269987811139, "zero_downtime": 7.654479785667701, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 45873128, "heap_mib": 43.748023986816406, "mobile_score": 206546.69503028903, "mobile_throughput": 2698376.6475813086, "mobile_availability": 131635.22867293932, "mobile_accuracy": 107389.97026997006, "soft_acc_blocks": [ 24.989273782608695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.0946861316022245, "mobile_acc_per_sec": 17596.67870955301 }, "started": "2026-08-19T05:17:04.081015169+10:00", "ended": "2026-08-19T05:17:10.184737347+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": 4224, "total_correct": 1120, "total_train": 274, "infer_ms": 732.17035, "train_ms": 1649.289412, "blocked_train": 1649289412, "duration": 6628170062, "avg_accuracy": 22.685185185185187, "soft_acc": 25.01477962962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 637.2799672441477, "availability": 30.74460302386583, "score": 49.01125662947577, "zero_downtime": 7.690694694424485, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 45077400, "heap_mib": 42.989158630371094, "mobile_score": 389333.54114779684, "mobile_throughput": 5062397.567674237, "mobile_availability": 244227.67318449347, "mobile_accuracy": 198711.34518877664, "soft_acc_blocks": [ 25.01477962962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.774009929685119, "mobile_acc_per_sec": 29979.81996992048 }, "started": "2026-08-19T05:17:20.324221653+10:00", "ended": "2026-08-19T05:17:26.952964838+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": 3592, "total_correct": 880, "total_train": 210, "infer_ms": 642.571479, "train_ms": 1252.118421, "blocked_train": 1252118421, "duration": 6769552231, "avg_accuracy": 26.339285714285715, "soft_acc": 24.999397785714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 530.6111656175801, "availability": 33.91433495264845, "score": 44.98722829675751, "zero_downtime": 8.478379501192123, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 113436768, "heap_mib": 108.18173217773438, "mobile_score": 302387.9993493641, "mobile_throughput": 3566577.7794783316, "mobile_availability": 227959.98517505324, "mobile_accuracy": 168036.97777277656, "soft_acc_blocks": [ 24.999397785714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.523613305, "time_to_acc50_sec": 0, "acc_per_sec": 3.6929174829664277, "mobile_acc_per_sec": 24822.465657814133 }, "started": "2026-08-19T05:17:35.750916804+10:00", "ended": "2026-08-19T05:17:42.521211272+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": 28088, "total_correct": 7526, "total_train": 1038, "infer_ms": 750.603886, "train_ms": 1445.989771, "blocked_train": 1445989771, "duration": 6348049172, "avg_accuracy": 29.437869822485208, "soft_acc": 25.340430573964497, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4424.66641939238, "availability": 34.17126711661082, "score": 383.13833499927085, "zero_downtime": 8.659146219928726, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 41725760, "heap_mib": 39.79278564453125, "mobile_score": 523111.5400523378, "mobile_throughput": 6041144.551277063, "mobile_availability": 46655.17003654598, "mobile_accuracy": 34598.13454365286, "soft_acc_blocks": [ 25.340430573964497 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119815461, "time_to_acc50_sec": 0, "acc_per_sec": 3.991845350810477, "mobile_acc_per_sec": 5450.199518973238 }, "started": "2026-08-19T05:17:51.489588235+10:00", "ended": "2026-08-19T05:17:58.02446141+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": 33384, "total_correct": 8853, "total_train": 1080, "infer_ms": 643.977251, "train_ms": 1505.348626, "blocked_train": 1505348626, "duration": 6177058492, "avg_accuracy": 24.47429906542056, "soft_acc": 25.0612911682243, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5404.5141458893595, "availability": 29.961824676807723, "score": 405.81524565951094, "zero_downtime": 7.5088201215676635, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45560592, "heap_mib": 43.44996643066406, "mobile_score": 1108146.1641475712, "mobile_throughput": 14757926.627708545, "mobile_availability": 81815.75591746962, "mobile_accuracy": 68434.03241669782, "soft_acc_blocks": [ 25.0612911682243 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.057156201561236, "mobile_acc_per_sec": 11078.741201063216 }, "started": "2026-08-19T05:18:06.939103542+10:00", "ended": "2026-08-19T05:18:13.116555626+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": 25400, "total_correct": 7020, "total_train": 866, "infer_ms": 711.387101, "train_ms": 1490.251929, "blocked_train": 1490251929, "duration": 6065175274, "avg_accuracy": 35.14705882352941, "soft_acc": 25.51709233529412, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4187.842700751603, "availability": 32.31170465759775, "score": 345.2879452922855, "zero_downtime": 8.24500751258675, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 44889088, "heap_mib": 42.8095703125, "mobile_score": 1885732.565222935, "mobile_throughput": 22871204.93637142, "mobile_availability": 176464.9897033605, "mobile_accuracy": 139357.34694048628, "soft_acc_blocks": [ 25.51709233529412 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122550458, "time_to_acc50_sec": 0, "acc_per_sec": 4.207148381132526, "mobile_acc_per_sec": 22976.639692158435 }, "started": "2026-08-19T05:18:22.280431932+10:00", "ended": "2026-08-19T05:18:28.346182048+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": 31272, "total_correct": 8199, "total_train": 866, "infer_ms": 924.877172, "train_ms": 1456.579297, "blocked_train": 1456579297, "duration": 6659690467, "avg_accuracy": 26.123595505617978, "soft_acc": 25.258773842696627, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4695.713735489443, "availability": 38.83661885234317, "score": 460.63325732479876, "zero_downtime": 9.809653724063445, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 41845608, "heap_mib": 39.907081604003906, "mobile_score": 2515671.7626698343, "mobile_throughput": 25644857.947419677, "mobile_availability": 212099.7210922635, "mobile_accuracy": 137946.5835462472, "soft_acc_blocks": [ 25.258773842696627 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119679218, "time_to_acc50_sec": 0, "acc_per_sec": 3.792784960180737, "mobile_acc_per_sec": 20713.662929200396 }, "started": "2026-08-19T05:18:36.839576637+10:00", "ended": "2026-08-19T05:18:43.499840853+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": 25632, "total_correct": 6518, "total_train": 762, "infer_ms": 896.538034, "train_ms": 1344.813653, "blocked_train": 1344813653, "duration": 6494570536, "avg_accuracy": 23.758278145695364, "soft_acc": 25.30342478807947, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3946.6812867639933, "availability": 39.99988217824025, "score": 399.4570357868753, "zero_downtime": 10.121340102291427, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 48832120, "heap_mib": 46.56993865966797, "mobile_score": 4363136.049554776, "mobile_throughput": 43108284.13489418, "mobile_availability": 436905.37973885884, "mobile_accuracy": 276380.8744852627, "soft_acc_blocks": [ 25.30342478807947 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8960889943099803, "mobile_acc_per_sec": 42555.68138851648 }, "started": "2026-08-19T05:18:52.654972057+10:00", "ended": "2026-08-19T05:18:59.14995879+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": 24992, "total_correct": 6216, "total_train": 865, "infer_ms": 719.904906, "train_ms": 1488.162772, "blocked_train": 1488162772, "duration": 6324129826, "avg_accuracy": 19.654605263157894, "soft_acc": 24.557524361842106, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3951.848030894614, "availability": 32.603389523461885, "score": 316.40808450832174, "zero_downtime": 8.006585325010429, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 45106848, "heap_mib": 43.017242431640625, "mobile_score": 3456020.0377228954, "mobile_throughput": 43164718.758784905, "mobile_availability": 356115.95596826635, "mobile_accuracy": 268233.6527629474, "soft_acc_blocks": [ 24.557524361842106 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8831467786888703, "mobile_acc_per_sec": 42414.31788135897 }, "started": "2026-08-19T05:19:07.933174951+10:00", "ended": "2026-08-19T05:19:14.257789046+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": 25024, "total_correct": 6596, "total_train": 794, "infer_ms": 872.035506, "train_ms": 1390.151162, "blocked_train": 1390151162, "duration": 6440942214, "avg_accuracy": 28.7109375, "soft_acc": 25.2652109453125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3885.1458635365425, "availability": 38.54834432257382, "score": 378.38680789289924, "zero_downtime": 9.73932050902367, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 41954512, "heap_mib": 40.01094055175781, "mobile_score": 516624.12170977175, "mobile_throughput": 5304519.152348559, "mobile_availability": 52631.33944842079, "mobile_accuracy": 34495.43467733333, "soft_acc_blocks": [ 25.2652109453125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114050233, "time_to_acc50_sec": 0, "acc_per_sec": 3.9225955001422252, "mobile_acc_per_sec": 5355.650389527518 }, "started": "2026-08-19T05:19:24.134218576+10:00", "ended": "2026-08-19T05:19:30.575803236+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": 23672, "total_correct": 6276, "total_train": 763, "infer_ms": 793.801483, "train_ms": 1472.888768, "blocked_train": 1472888768, "duration": 6336501813, "avg_accuracy": 25.27777777777778, "soft_acc": 25.294506355555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3735.815233483308, "availability": 35.02028928080478, "score": 330.92633236355414, "zero_downtime": 8.858209297867106, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45104712, "heap_mib": 43.01520538330078, "mobile_score": 903649.5049074119, "mobile_throughput": 10201266.13089842, "mobile_availability": 95628.7365961176, "mobile_accuracy": 69070.8653549037, "soft_acc_blocks": [ 25.294506355555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120684174, "time_to_acc50_sec": 0, "acc_per_sec": 3.9918723456625886, "mobile_acc_per_sec": 10900.472751889309 }, "started": "2026-08-19T05:19:39.534377514+10:00", "ended": "2026-08-19T05:19:45.871431565+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": 20512, "total_correct": 5562, "total_train": 993, "infer_ms": 668.429181, "train_ms": 1500.45288, "blocked_train": 1500452880, "duration": 6143570517, "avg_accuracy": 30.72519083969466, "soft_acc": 25.398452343511448, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3338.7750564986313, "availability": 30.819065407909235, "score": 261.34480913084445, "zero_downtime": 7.827565640343449, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 45076928, "heap_mib": 42.98870849609375, "mobile_score": 1427291.1175999185, "mobile_throughput": 18234163.50855786, "mobile_availability": 168313.18921439498, "mobile_accuracy": 138709.41439869718, "soft_acc_blocks": [ 25.398452343511448 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125594682, "time_to_acc50_sec": 0, "acc_per_sec": 4.134151675028531, "mobile_acc_per_sec": 22577.98034788915 }, "started": "2026-08-19T05:19:54.677337607+10:00", "ended": "2026-08-19T05:20:00.821387238+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": 29768, "total_correct": 7550, "total_train": 892, "infer_ms": 732.6912, "train_ms": 1546.609434, "blocked_train": 1546609434, "duration": 6254039888, "avg_accuracy": 23.454301075268816, "soft_acc": 25.13410577419355, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4759.803348411263, "availability": 32.14543922247687, "score": 384.56682151445466, "zero_downtime": 8.079468695756436, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 45090744, "heap_mib": 43.00188446044922, "mobile_score": 4200495.202461883, "mobile_throughput": 51989745.37358009, "mobile_availability": 351113.91748070734, "mobile_accuracy": 274531.45933625806, "soft_acc_blocks": [ 25.13410577419355 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.01885920529862, "mobile_acc_per_sec": 43896.65947974173 }, "started": "2026-08-19T05:20:09.822594116+10:00", "ended": "2026-08-19T05:20:16.077068429+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": 23096, "total_correct": 5756, "total_train": 1048, "infer_ms": 789.889896, "train_ms": 1487.269301, "blocked_train": 1487269301, "duration": 6096182802, "avg_accuracy": 21.828358208955223, "soft_acc": 25.074817843283583, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3788.6003012283027, "availability": 34.68751315413632, "score": 329.52604153128186, "zero_downtime": 8.697830737764713, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42753376, "heap_mib": 40.772796630859375, "mobile_score": 445274.611500909, "mobile_throughput": 5119375.450336042, "mobile_availability": 46871.770351948, "mobile_accuracy": 33882.54148819449, "soft_acc_blocks": [ 25.074817843283583 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.1131997936573, "mobile_acc_per_sec": 5557.993024270614 }, "started": "2026-08-19T05:20:25.486980892+10:00", "ended": "2026-08-19T05:20:31.583766765+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": 27792, "total_correct": 7402, "total_train": 694, "infer_ms": 877.282277, "train_ms": 1218.154072, "blocked_train": 1218154072, "duration": 6521997086, "avg_accuracy": 27.370689655172413, "soft_acc": 25.236577057471262, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4261.2714531347765, "availability": 41.86632905450281, "score": 450.2301065541072, "zero_downtime": 10.565628392974082, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 79932200, "heap_mib": 76.22928619384766, "mobile_score": 1204337.9699236723, "mobile_throughput": 11398640.242964927, "mobile_availability": 111989.86697615904, "mobile_accuracy": 67506.29853218108, "soft_acc_blocks": [ 25.236577057471262 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.280828927, "time_to_acc50_sec": 0, "acc_per_sec": 3.8694554328525594, "mobile_acc_per_sec": 10350.556377445932 }, "started": "2026-08-19T05:20:39.892675858+10:00", "ended": "2026-08-19T05:20:46.41507586+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": 27320, "total_correct": 7166, "total_train": 745, "infer_ms": 872.663916, "train_ms": 1351.669663, "blocked_train": 1351669663, "duration": 6309482494, "avg_accuracy": 24.236641221374047, "soft_acc": 24.67623926717557, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4329.990617452373, "availability": 39.2326009119696, "score": 419.1920410911249, "zero_downtime": 9.681130471773724, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 60353240, "heap_mib": 57.557334899902344, "mobile_score": 2197773.5683958367, "mobile_throughput": 22701621.208428696, "mobile_availability": 205691.81866934718, "mobile_accuracy": 129374.56132908945, "soft_acc_blocks": [ 24.67623926717557 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.910976738685214, "mobile_acc_per_sec": 20504.781723717937 }, "started": "2026-08-19T05:20:55.627367385+10:00", "ended": "2026-08-19T05:21:01.937284202+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": 31016, "total_correct": 7841, "total_train": 1103, "infer_ms": 815.106671, "train_ms": 1444.008403, "blocked_train": 1444008403, "duration": 6430126627, "avg_accuracy": 22.87087912087912, "soft_acc": 24.861247472527474, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4823.54420047722, "availability": 36.08079466075042, "score": 432.67845795252566, "zero_downtime": 8.970135650663643, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 42190760, "heap_mib": 40.236244201660156, "mobile_score": 4362463.910827188, "mobile_throughput": 48633198.88038079, "mobile_availability": 363783.2244441445, "mobile_accuracy": 250662.5714399324, "soft_acc_blocks": [ 24.861247472527474 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.866369811153561, "mobile_acc_per_sec": 38982.52491442458 }, "started": "2026-08-19T05:21:10.98185016+10:00", "ended": "2026-08-19T05:21:17.412407358+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": 29096, "total_correct": 7307, "total_train": 953, "infer_ms": 661.236466, "train_ms": 1437.383609, "blocked_train": 1437383609, "duration": 6376812042, "avg_accuracy": 29.761904761904763, "soft_acc": 25.29927764285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4562.781497770858, "availability": 31.508154995610628, "score": 363.7146264515158, "zero_downtime": 7.971335612481295, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 48060400, "heap_mib": 45.83396911621094, "mobile_score": 7945467.25304218, "mobile_throughput": 99675482.74597031, "mobile_availability": 688306.148597446, "mobile_accuracy": 552671.1532007619, "soft_acc_blocks": [ 25.29927764285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130174734, "time_to_acc50_sec": 0, "acc_per_sec": 3.9673864426655374, "mobile_acc_per_sec": 86668.87930217622 }, "started": "2026-08-19T05:21:27.60072802+10:00", "ended": "2026-08-19T05:21:33.978133551+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": 12776, "total_correct": 3517, "total_train": 858, "infer_ms": 440.998869, "train_ms": 1623.505881, "blocked_train": 1623505881, "duration": 6483651940, "avg_accuracy": 24.393203883495147, "soft_acc": 24.459466058252424, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1970.494424782463, "availability": 21.361000453014213, "score": 102.95412975356638, "zero_downtime": 5.224786655508158, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 44717456, "heap_mib": 42.64588928222656, "mobile_score": 1927771.9564370646, "mobile_throughput": 36896663.606441, "mobile_availability": 399975.5787682113, "mobile_accuracy": 457993.01931246597, "soft_acc_blocks": [ 24.459466058252424 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7724828976942932, "mobile_acc_per_sec": 70638.12548094091 }, "started": "2026-08-19T05:21:42.675213911+10:00", "ended": "2026-08-19T05:21:49.212759448+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": 37280, "total_correct": 9233, "total_train": 813, "infer_ms": 892.882042, "train_ms": 1415.824302, "blocked_train": 1415824302, "duration": 6444004022, "avg_accuracy": 25.642857142857142, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5785.222956522854, "availability": 38.674560942775315, "score": 559.3523944989647, "zero_downtime": 9.668640235693829, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 50063824, "heap_mib": 47.74458312988281, "mobile_score": 12219239.50862805, "mobile_throughput": 126380123.89289391, "mobile_availability": 844858.675315241, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.141042937, "time_to_acc50_sec": 0, "acc_per_sec": 3.879575480500841, "mobile_acc_per_sec": 84750.6195633677 }, "started": "2026-08-19T05:21:58.286820959+10:00", "ended": "2026-08-19T05:22:04.731592791+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": 29736, "total_correct": 6574, "total_train": 924, "infer_ms": 649.65605, "train_ms": 1242.10464, "blocked_train": 1242104640, "duration": 6231741791, "avg_accuracy": 18.04123711340206, "soft_acc": 25.134721092783508, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4771.699630261526, "availability": 34.34134420035972, "score": 411.8740770239142, "zero_downtime": 8.631601084273202, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41940584, "heap_mib": 39.997657775878906, "mobile_score": 17995053.00789283, "mobile_throughput": 208478737.9792129, "mobile_availability": 1500396.2223431831, "mobile_accuracy": 1098152.72102444, "soft_acc_blocks": [ 25.134721092783508 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.033338019409525, "mobile_acc_per_sec": 176219.2269600151 }, "started": "2026-08-19T05:22:13.776963681+10:00", "ended": "2026-08-19T05:22:20.009141721+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": 24424, "total_correct": 6920, "total_train": 768, "infer_ms": 900.058129, "train_ms": 1385.565454, "blocked_train": 1385565454, "duration": 6116475271, "avg_accuracy": 43.371212121212125, "soft_acc": 25.826396969696972, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3993.1494721807076, "availability": 39.37910580265482, "score": 406.1114548412664, "zero_downtime": 10.17020418771061, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 41937488, "heap_mib": 39.99470520019531, "mobile_score": 13307460.152238617, "mobile_throughput": 130847521.90441743, "mobile_availability": 1290374.5389413931, "mobile_accuracy": 846279.3759030304, "soft_acc_blocks": [ 25.826396969696972 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134093064, "time_to_acc50_sec": 0, "acc_per_sec": 4.222431355546794, "mobile_acc_per_sec": 138360.63065855735 }, "started": "2026-08-19T05:22:29.34947754+10:00", "ended": "2026-08-19T05:22:35.466607393+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": 32832, "total_correct": 7167, "total_train": 895, "infer_ms": 713.705141, "train_ms": 1479.077282, "blocked_train": 1479077282, "duration": 6468313545, "avg_accuracy": 25.282485875706215, "soft_acc": 24.835923418079098, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5075.820733115064, "availability": 32.547923292068454, "score": 410.307892722715, "zero_downtime": 8.08357730299325, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 41508192, "heap_mib": 39.585296630859375, "mobile_score": 17926625.371650565, "mobile_throughput": 221765991.7102859, "mobile_availability": 1422040.4672459988, "mobile_accuracy": 1085098.0514181545, "soft_acc_blocks": [ 24.835923418079098 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131509427, "time_to_acc50_sec": 0, "acc_per_sec": 3.839628868528991, "mobile_acc_per_sec": 167755.94501861066 }, "started": "2026-08-19T05:22:44.479438988+10:00", "ended": "2026-08-19T05:22:50.985642063+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": 34168, "total_correct": 8444, "total_train": 848, "infer_ms": 693.62973, "train_ms": 1455.278311, "blocked_train": 1455278311, "duration": 6481608647, "avg_accuracy": 21.513157894736842, "soft_acc": 24.64922285263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5271.530859212642, "availability": 32.27824163556192, "score": 419.42069240817335, "zero_downtime": 7.95633571366057, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 42362512, "heap_mib": 40.40003967285156, "mobile_score": 36649539.330216065, "mobile_throughput": 460633395.18581295, "mobile_availability": 2820515.7917709146, "mobile_accuracy": 2153881.9584934176, "soft_acc_blocks": [ 24.64922285263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8029483412332254, "mobile_acc_per_sec": 332306.69665474753 }, "started": "2026-08-19T05:23:00.339989762+10:00", "ended": "2026-08-19T05:23:06.822317991+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": 20304, "total_correct": 5433, "total_train": 664, "infer_ms": 816.06825, "train_ms": 1456.334378, "blocked_train": 1456334378, "duration": 6291768832, "avg_accuracy": 31.46551724137931, "soft_acc": 25.92672094827586, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3227.0734259551386, "availability": 35.91213282120883, "score": 300.46759377724584, "zero_downtime": 9.310838463129, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43404424, "heap_mib": 41.39368438720703, "mobile_score": 410238.421370533, "mobile_throughput": 4406030.917570749, "mobile_availability": 49032.03201189046, "mobile_accuracy": 35398.61633471264, "soft_acc_blocks": [ 25.92672094827586 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131359743, "time_to_acc50_sec": 0, "acc_per_sec": 4.120736416190674, "mobile_acc_per_sec": 5626.178786905667 }, "started": "2026-08-19T05:23:15.58744415+10:00", "ended": "2026-08-19T05:23:21.879672356+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": 21320, "total_correct": 5688, "total_train": 770, "infer_ms": 795.854619, "train_ms": 1419.521062, "blocked_train": 1419521062, "duration": 6497034495, "avg_accuracy": 26.38888888888889, "soft_acc": 25.03038073809524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3281.4971224806463, "availability": 35.9241380965579, "score": 295.0705326753572, "zero_downtime": 8.991948542447561, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 44887848, "heap_mib": 42.808387756347656, "mobile_score": 398716.3387507672, "mobile_throughput": 4434148.359152405, "mobile_availability": 48542.769366928216, "mobile_accuracy": 33822.49550622288, "soft_acc_blocks": [ 25.03038073809524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.109645273, "time_to_acc50_sec": 0, "acc_per_sec": 3.8525854768599683, "mobile_acc_per_sec": 5205.83591363907 }, "started": "2026-08-19T05:23:31.00794091+10:00", "ended": "2026-08-19T05:23:37.505448736+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": 9376, "total_correct": 2668, "total_train": 532, "infer_ms": 358.800884, "train_ms": 1218.926011, "blocked_train": 1218926011, "duration": 7407731164, "avg_accuracy": 28.735632183908045, "soft_acc": 25.213681011494252, "adapt_pct": 25.213681011494252, "stability": 100, "consistency": 100, "throughput": 1265.7046796683671, "availability": 22.741634508296823, "score": 72.57554660338666, "zero_downtime": 5.734003181721861, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 77642128, "heap_mib": 74.04530334472656, "mobile_score": 98068.26849895975, "mobile_throughput": 1710293.2347782704, "mobile_availability": 30729.809466716302, "mobile_accuracy": 34070.18141792345, "soft_acc_blocks": [ 25.213681011494252 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.734814459, "time_to_acc50_sec": 0, "acc_per_sec": 3.403698170639262, "mobile_acc_per_sec": 4599.273470330199 }, "started": "2026-08-19T05:23:46.950581071+10:00", "ended": "2026-08-19T05:23:54.382296909+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": 22280, "total_correct": 5557, "total_train": 708, "infer_ms": 828.230016, "train_ms": 1446.509455, "blocked_train": 1446509455, "duration": 6437161640, "avg_accuracy": 23.15573770491803, "soft_acc": 25.139139336065575, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3461.152794665569, "availability": 36.40988458497628, "score": 316.80387079298146, "zero_downtime": 9.153131617917849, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42359408, "heap_mib": 40.39707946777344, "mobile_score": 432542.884922684, "mobile_throughput": 4725627.282316724, "mobile_availability": 49711.629086687615, "mobile_accuracy": 34323.304906841535, "soft_acc_blocks": [ 25.139139336065575 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.905314289430454, "mobile_acc_per_sec": 5332.05577650238 }, "started": "2026-08-19T05:24:03.463404465+10:00", "ended": "2026-08-19T05:24:09.900984281+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": 18672, "total_correct": 5126, "total_train": 671, "infer_ms": 674.811611, "train_ms": 1465.413018, "blocked_train": 1465413018, "duration": 6501326383, "avg_accuracy": 27.11864406779661, "soft_acc": 24.942162576271187, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2872.0293214050134, "availability": 31.52994325251268, "score": 225.86355747194332, "zero_downtime": 7.864249706247761, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 41720816, "heap_mib": 39.78807067871094, "mobile_score": 154189.52190084665, "mobile_throughput": 1960638.6834124892, "mobile_availability": 21524.44126038199, "mobile_accuracy": 17027.18298540113, "soft_acc_blocks": [ 24.942162576271187 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123445344, "time_to_acc50_sec": 0, "acc_per_sec": 3.8364729144334646, "mobile_acc_per_sec": 2619.0321762532453 }, "started": "2026-08-19T05:24:18.972642122+10:00", "ended": "2026-08-19T05:24:25.47453491+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": 19528, "total_correct": 5504, "total_train": 673, "infer_ms": 855.67158, "train_ms": 1437.805511, "blocked_train": 1437805511, "duration": 6542945195, "avg_accuracy": 28.075396825396826, "soft_acc": 25.526569976190476, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2984.5886551094673, "availability": 37.308922044951004, "score": 284.2429143766667, "zero_downtime": 9.523688093166772, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41748600, "heap_mib": 39.81456756591797, "mobile_score": 6209381.21219641, "mobile_throughput": 65199334.033751346, "mobile_availability": 815025.838379303, "mobile_accuracy": 557636.4299865396, "soft_acc_blocks": [ 25.526569976190476 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.135835052, "time_to_acc50_sec": 0, "acc_per_sec": 3.9013883221423615, "mobile_acc_per_sec": 85227.12835997394 }, "started": "2026-08-19T05:24:34.236486444+10:00", "ended": "2026-08-19T05:24:40.780085283+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": 8928, "total_correct": 2174, "total_train": 528, "infer_ms": 617.80933, "train_ms": 1453.401474, "blocked_train": 1453401474, "duration": 6895753859, "avg_accuracy": 28.079710144927535, "soft_acc": 25.132917289855072, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1294.7097855512363, "availability": 29.828413834403694, "score": 97.0611633301342, "zero_downtime": 7.496750577876369, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 77309624, "heap_mib": 73.72820281982422, "mobile_score": 1413555.6444452612, "mobile_throughput": 18855577.89019685, "mobile_availability": 434407.7620114401, "mobile_accuracy": 366024.63722398714, "soft_acc_blocks": [ 25.132917289855072 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.312156509, "time_to_acc50_sec": 0, "acc_per_sec": 3.6446946633764807, "mobile_acc_per_sec": 53079.71321312023 }, "started": "2026-08-19T05:24:51.169065057+10:00", "ended": "2026-08-19T05:24:58.068375626+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": 13816, "total_correct": 3591, "total_train": 574, "infer_ms": 919.265824, "train_ms": 1548.697712, "blocked_train": 1548697712, "duration": 6353375688, "avg_accuracy": 27.604166666666668, "soft_acc": 24.82778523611111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2174.592008795435, "availability": 37.24795000374755, "score": 201.10281206329066, "zero_downtime": 9.247841031784482, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 41331184, "heap_mib": 39.41648864746094, "mobile_score": 2928771.9758621813, "mobile_throughput": 31669791.530759472, "mobile_availability": 542462.5892101332, "mobile_accuracy": 361580.82960750617, "soft_acc_blocks": [ 24.82778523611111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112014545, "time_to_acc50_sec": 0, "acc_per_sec": 3.907810029714571, "mobile_acc_per_sec": 56911.608468305356 }, "started": "2026-08-19T05:25:07.324424528+10:00", "ended": "2026-08-19T05:25:13.678252975+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": 12856, "total_correct": 3362, "total_train": 612, "infer_ms": 782.176943, "train_ms": 1545.687363, "blocked_train": 1545687363, "duration": 6625071437, "avg_accuracy": 20.63953488372093, "soft_acc": 24.682418139534885, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1940.507377505581, "availability": 33.600624442926616, "score": 160.9349435590594, "zero_downtime": 8.29344662249791, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 44895040, "heap_mib": 42.81524658203125, "mobile_score": 2109406.4922173033, "mobile_throughput": 25434618.29844115, "mobile_availability": 440410.1046983277, "mobile_accuracy": 323517.39103851165, "soft_acc_blocks": [ 24.682418139534885 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7256078480433277, "mobile_acc_per_sec": 48832.2871858735 }, "started": "2026-08-19T05:25:22.884007521+10:00", "ended": "2026-08-19T05:25:29.509892498+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": 14040, "total_correct": 3947, "total_train": 635, "infer_ms": 840.290816, "train_ms": 1407.886012, "blocked_train": 1407886012, "duration": 6670536434, "avg_accuracy": 33.02469135802469, "soft_acc": 25.429998580246917, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2104.77824968282, "availability": 37.376544653185974, "score": 200.05611596078373, "zero_downtime": 9.504854774650548, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 47148912, "heap_mib": 44.96470642089844, "mobile_score": 3496234.030828246, "mobile_throughput": 36783665.96565688, "mobile_availability": 653202.4614376522, "mobile_accuracy": 444421.4365213498, "soft_acc_blocks": [ 25.429998580246917 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.179951607, "time_to_acc50_sec": 0, "acc_per_sec": 3.8122868875476286, "mobile_acc_per_sec": 66624.54225661904 }, "started": "2026-08-19T05:25:38.681054311+10:00", "ended": "2026-08-19T05:25:45.352441472+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": 13424, "total_correct": 3704, "total_train": 666, "infer_ms": 759.261053, "train_ms": 1560.261238, "blocked_train": 1560261238, "duration": 6601913761, "avg_accuracy": 24.025974025974026, "soft_acc": 24.817558545454546, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2033.3497961304251, "availability": 32.733509651794066, "score": 165.1823817915789, "zero_downtime": 8.123657921816006, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 42445048, "heap_mib": 40.47875213623047, "mobile_score": 2547151.193668921, "mobile_throughput": 31354732.291577306, "mobile_availability": 504758.4208329355, "mobile_accuracy": 382692.5921964492, "soft_acc_blocks": [ 24.817558545454546 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7591461270005135, "mobile_acc_per_sec": 57966.917783318975 }, "started": "2026-08-19T05:25:54.481623692+10:00", "ended": "2026-08-19T05:26:01.084219014+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": 11792, "total_correct": 2980, "total_train": 749, "infer_ms": 591.516047, "train_ms": 1543.823452, "blocked_train": 1543823452, "duration": 6428097304, "avg_accuracy": 20, "soft_acc": 24.666802633333337, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1834.4464065069792, "availability": 27.701264706479346, "score": 125.34802182618029, "zero_downtime": 6.833016292084485, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 51160576, "heap_mib": 48.79052734375, "mobile_score": 3651025.759289134, "mobile_throughput": 53432124.309707284, "mobile_availability": 806857.8150239247, "mobile_accuracy": 718472.7010569483, "soft_acc_blocks": [ 24.666802633333337 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.837341201724494, "mobile_acc_per_sec": 111770.66355387396 }, "started": "2026-08-19T05:26:11.666298755+10:00", "ended": "2026-08-19T05:26:18.096117148+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": 18256, "total_correct": 3415, "total_train": 654, "infer_ms": 885.577057, "train_ms": 1316.620558, "blocked_train": 1316620558, "duration": 6215087291, "avg_accuracy": 21.103896103896105, "soft_acc": 24.972371922077922, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2937.368237198585, "availability": 40.21333285296469, "score": 294.9770699533189, "zero_downtime": 10.04222304230549, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 63941048, "heap_mib": 60.97893524169922, "mobile_score": 7029679.002349348, "mobile_throughput": 70001223.56110781, "mobile_availability": 958334.9024915978, "mobile_accuracy": 595123.4059219268, "soft_acc_blocks": [ 24.972371922077922 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 4.0180243257790025, "mobile_acc_per_sec": 95754.63353245553 }, "started": "2026-08-19T05:26:27.097977948+10:00", "ended": "2026-08-19T05:26:33.504562708+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": 11208, "total_correct": 2869, "total_train": 476, "infer_ms": 795.956141, "train_ms": 1558.499671, "blocked_train": 1558499671, "duration": 6374389845, "avg_accuracy": 19.12878787878788, "soft_acc": 24.992905772727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1758.285933639818, "availability": 33.80637414995156, "score": 148.56101134867075, "zero_downtime": 8.449195236473024, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41791520, "heap_mib": 39.855499267578125, "mobile_score": 67611.76694268393, "mobile_throughput": 800215.4649098549, "mobile_availability": 15385.656502022399, "mobile_accuracy": 11374.549116121212, "soft_acc_blocks": [ 24.992905772727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9208310725349547, "mobile_acc_per_sec": 1784.4137859003527 }, "started": "2026-08-19T05:26:42.275050386+10:00", "ended": "2026-08-19T05:26:48.650071427+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": 15992, "total_correct": 3701, "total_train": 538, "infer_ms": 734.150892, "train_ms": 1435.562164, "blocked_train": 1435562164, "duration": 6595102972, "avg_accuracy": 25.446428571428573, "soft_acc": 24.99241835714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2424.8294632995458, "availability": 33.83631259303258, "score": 205.05601393921953, "zero_downtime": 8.456512799881317, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 42200088, "heap_mib": 40.245140075683594, "mobile_score": 186646.54068778738, "mobile_throughput": 2207133.662594431, "mobile_availability": 30798.56364023588, "mobile_accuracy": 22748.654575746034, "soft_acc_blocks": [ 24.99241835714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127972688, "time_to_acc50_sec": 0, "acc_per_sec": 3.7895417953669606, "mobile_acc_per_sec": 3449.3251541829045 }, "started": "2026-08-19T05:26:58.302790842+10:00", "ended": "2026-08-19T05:27:04.976838036+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": 6024, "total_correct": 1548, "total_train": 300, "infer_ms": 573.481234, "train_ms": 1156.64231, "blocked_train": 1156642310, "duration": 6987914149, "avg_accuracy": 31.01851851851852, "soft_acc": 24.99732385185185, "adapt_pct": 24.99732385185185, "stability": 100, "consistency": 100, "throughput": 862.0598180734747, "availability": 33.14683717176211, "score": 71.42874408037554, "zero_downtime": 8.285822234471384, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 143203192, "heap_mib": 136.56920623779297, "mobile_score": 130032.06033476365, "mobile_throughput": 1569332.0065906455, "mobile_availability": 60341.97558023893, "mobile_accuracy": 45506.2393320823, "soft_acc_blocks": [ 24.99732385185185 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.69811767, "time_to_acc50_sec": 0, "acc_per_sec": 3.577222518600786, "mobile_acc_per_sec": 6512.134860528365 }, "started": "2026-08-19T05:27:15.530028846+10:00", "ended": "2026-08-19T05:27:22.518894295+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": 12144, "total_correct": 3064, "total_train": 504, "infer_ms": 744.604332, "train_ms": 1378.235143, "blocked_train": 1378235143, "duration": 6847242536, "avg_accuracy": 23.958333333333332, "soft_acc": 24.997129694444443, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1773.5606612664612, "availability": 35.075866110884334, "score": 155.50508480085236, "zero_downtime": 8.767959743187442, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 64080360, "heap_mib": 61.111793518066406, "mobile_score": 283088.3677085739, "mobile_throughput": 3228668.6526877447, "mobile_availability": 63853.66559563655, "mobile_accuracy": 45505.88587930864, "soft_acc_blocks": [ 24.997129694444443 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.650685595408628, "mobile_acc_per_sec": 6645.8703105749955 }, "started": "2026-08-19T05:27:31.323749713+10:00", "ended": "2026-08-19T05:27:38.171792195+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": 10528, "total_correct": 2852, "total_train": 485, "infer_ms": 805.5473, "train_ms": 1441.007497, "blocked_train": 1441007497, "duration": 6586026647, "avg_accuracy": 25.23148148148148, "soft_acc": 24.99607190740741, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1598.5358949003962, "availability": 35.85700651841256, "score": 143.2742646875962, "zero_downtime": 8.962843133186166, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 83573872, "heap_mib": 79.70225524902344, "mobile_score": 521645.6783647947, "mobile_throughput": 5820091.57823291, "mobile_availability": 130551.37662170475, "mobile_accuracy": 91007.92047354733, "soft_acc_blocks": [ 24.99607190740741 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.286664991, "time_to_acc50_sec": 0, "acc_per_sec": 3.7953189756366026, "mobile_acc_per_sec": 13818.334688184466 }, "started": "2026-08-19T05:27:47.580322011+10:00", "ended": "2026-08-19T05:27:54.166890427+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": 9568, "total_correct": 2735, "total_train": 502, "infer_ms": 779.75842, "train_ms": 1540.912485, "blocked_train": 1540912485, "duration": 6796680322, "avg_accuracy": 23.26923076923077, "soft_acc": 24.99396183076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1407.7460681841378, "availability": 33.6005600070209, "score": 118.22407941843584, "zero_downtime": 8.398111143079516, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 41787712, "heap_mib": 39.85186767578125, "mobile_score": 430440.7371537006, "mobile_throughput": 5125447.018028648, "mobile_availability": 122335.90559000678, "mobile_accuracy": 91000.23791896069, "soft_acc_blocks": [ 24.99396183076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6773778737050375, "mobile_acc_per_sec": 13388.924240618519 }, "started": "2026-08-19T05:28:03.481147901+10:00", "ended": "2026-08-19T05:28:10.278555512+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": 7608, "total_correct": 1755, "total_train": 431, "infer_ms": 731.124123, "train_ms": 1620.030908, "blocked_train": 1620030908, "duration": 6368468708, "avg_accuracy": 27.551020408163264, "soft_acc": 25.012680693877552, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1194.635688551459, "availability": 31.096380857923954, "score": 92.91922320901755, "zero_downtime": 7.77803845134458, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 42232888, "heap_mib": 40.27642059326172, "mobile_score": 42288.57091823732, "mobile_throughput": 543691.9755896418, "mobile_availability": 14152.308443784057, "mobile_accuracy": 11383.548902458051, "soft_acc_blocks": [ 25.012680693877552 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126930195, "time_to_acc50_sec": 0, "acc_per_sec": 3.9275816276614344, "mobile_acc_per_sec": 1787.4860385445818 }, "started": "2026-08-19T05:28:20.469829924+10:00", "ended": "2026-08-19T05:28:26.839086131+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": 7728, "total_correct": 1791, "total_train": 418, "infer_ms": 720.40739, "train_ms": 1357.641538, "blocked_train": 1357641538, "duration": 6911476586, "avg_accuracy": 20, "soft_acc": 25.010645425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1118.1402271772088, "availability": 34.667489311397, "score": 96.94905091845607, "zero_downtime": 8.670562829423277, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 103104240, "heap_mib": 98.32786560058594, "mobile_score": 88245.18056933246, "mobile_throughput": 1017756.0823372994, "mobile_availability": 31555.11915988491, "mobile_accuracy": 22765.245257955554, "soft_acc_blocks": [ 25.010645425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.618712313322738, "mobile_acc_per_sec": 3293.832363415541 }, "started": "2026-08-19T05:28:36.154386031+10:00", "ended": "2026-08-19T05:28:43.110486618+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": 8600, "total_correct": 2047, "total_train": 472, "infer_ms": 749.112677, "train_ms": 1465.237829, "blocked_train": 1465237829, "duration": 6842597486, "avg_accuracy": 25, "soft_acc": 24.992790882352942, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1256.8326600528026, "availability": 33.829905201105504, "score": 106.26567224978905, "zero_downtime": 8.455037462610541, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 80846144, "heap_mib": 77.10089111328125, "mobile_score": 193450.75268228265, "mobile_throughput": 2287994.0335894576, "mobile_availability": 61585.46297943473, "mobile_accuracy": 45497.98731294118, "soft_acc_blocks": [ 24.992790882352942 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.305548701, "time_to_acc50_sec": 0, "acc_per_sec": 3.6525297496291955, "mobile_acc_per_sec": 6649.227490880527 }, "started": "2026-08-19T05:28:52.271417081+10:00", "ended": "2026-08-19T05:28:59.11455592+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": 14248, "total_correct": 3467, "total_train": 424, "infer_ms": 744.923191, "train_ms": 1390.859586, "blocked_train": 1390859586, "duration": 6758439048, "avg_accuracy": 19.047619047619047, "soft_acc": 24.973504166666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2108.1791074547546, "availability": 34.878228208504744, "score": 183.62905735999766, "zero_downtime": 8.710315774910441, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 84377576, "heap_mib": 80.4687271118164, "mobile_score": 668572.9946191559, "mobile_throughput": 7675645.888119711, "mobile_availability": 126987.75354847594, "mobile_accuracy": 90925.75383703705, "soft_acc_blocks": [ 24.973504166666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6951585993894533, "mobile_acc_per_sec": 13453.66188719929 }, "started": "2026-08-19T05:29:08.630764864+10:00", "ended": "2026-08-19T05:29:15.390025368+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": 8216, "total_correct": 2052, "total_train": 439, "infer_ms": 722.262312, "train_ms": 1371.357115, "blocked_train": 1371357115, "duration": 7061826656, "avg_accuracy": 21.683673469387756, "soft_acc": 24.991356102040815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1163.4383567061038, "availability": 34.49826184670763, "score": 100.30680901196638, "zero_downtime": 8.621583467125186, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 111021952, "heap_mib": 105.8787841796875, "mobile_score": 45257.87976184667, "mobile_throughput": 524936.9786236917, "mobile_availability": 15565.425737596082, "mobile_accuracy": 11275.962227217535, "soft_acc_blocks": [ 24.991356102040815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5389364989307963, "mobile_acc_per_sec": 1596.748656756824 }, "started": "2026-08-19T05:29:24.471675424+10:00", "ended": "2026-08-19T05:29:31.534204318+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": 7904, "total_correct": 1755, "total_train": 484, "infer_ms": 715.715229, "train_ms": 1606.678237, "blocked_train": 1606678237, "duration": 6326792629, "avg_accuracy": 23.177083333333332, "soft_acc": 25.002272791666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1249.290195441302, "availability": 30.81800045849767, "score": 96.26031492991832, "zero_downtime": 7.705200543570672, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 48524280, "heap_mib": 46.27635955810547, "mobile_score": 86123.08531395395, "mobile_throughput": 1117726.7201152379, "mobile_availability": 27572.538949462163, "mobile_accuracy": 22369.268937538112, "soft_acc_blocks": [ 25.002272791666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.9518084846126014, "mobile_acc_per_sec": 3535.6412402398832 }, "started": "2026-08-19T05:29:41.660765698+10:00", "ended": "2026-08-19T05:29:47.988090617+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": 7184, "total_correct": 1772, "total_train": 353, "infer_ms": 659.005256, "train_ms": 1325.343588, "blocked_train": 1325343588, "duration": 6823745551, "avg_accuracy": 19.0625, "soft_acc": 24.996220975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1052.7942383413176, "availability": 33.21015143041049, "score": 87.39542742348567, "zero_downtime": 8.30128283767753, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 116426808, "heap_mib": 111.03325653076172, "mobile_score": 153759.64380202838, "mobile_throughput": 1852239.549098969, "mobile_availability": 58428.469372976695, "mobile_accuracy": 43977.24396825772, "soft_acc_blocks": [ 24.996220975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.663123249274275, "mobile_acc_per_sec": 6444.736785622521 }, "started": "2026-08-19T05:29:56.985657533+10:00", "ended": "2026-08-19T05:30:03.810143658+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": 13280, "total_correct": 3255, "total_train": 420, "infer_ms": 837.250395, "train_ms": 1489.808687, "blocked_train": 1489808687, "duration": 6600805832, "avg_accuracy": 24.17763157894737, "soft_acc": 25.02032972368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2011.8755706492657, "availability": 35.97890579900627, "score": 181.1098609601311, "zero_downtime": 9.002040861885108, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 50466992, "heap_mib": 48.12907409667969, "mobile_score": 616582.6414484754, "mobile_throughput": 6849365.059640015, "mobile_availability": 122489.01664642467, "mobile_accuracy": 85180.90019591524, "soft_acc_blocks": [ 25.02032972368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.790496245532376, "mobile_acc_per_sec": 12904.621399855054 }, "started": "2026-08-19T05:30:12.712792369+10:00", "ended": "2026-08-19T05:30:19.317241173+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": 12984, "total_correct": 3664, "total_train": 529, "infer_ms": 771.030148, "train_ms": 1551.980432, "blocked_train": 1551980432, "duration": 6573300585, "avg_accuracy": 33.108108108108105, "soft_acc": 25.016852716216214, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1975.263390453945, "availability": 33.19098736089269, "score": 164.01284356289926, "zero_downtime": 8.303340423132463, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 46259096, "heap_mib": 44.116111755371094, "mobile_score": 1194305.0795264628, "mobile_throughput": 14383429.061865527, "mobile_availability": 241689.39418705148, "mobile_accuracy": 182167.16217888286, "soft_acc_blocks": [ 25.016852716216214 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130753653, "time_to_acc50_sec": 0, "acc_per_sec": 3.805828197375248, "mobile_acc_per_sec": 27713.19519368714 }, "started": "2026-08-19T05:30:28.845993654+10:00", "ended": "2026-08-19T05:30:35.419800333+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": 8832, "total_correct": 2197, "total_train": 388, "infer_ms": 823.014425, "train_ms": 1464.580063, "blocked_train": 1464580063, "duration": 6547273226, "avg_accuracy": 26.822916666666668, "soft_acc": 24.994579687500003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1348.95851985023, "availability": 35.977286591538586, "score": 121.30336238319306, "zero_downtime": 8.992371566522365, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 55935576, "heap_mib": 53.344322204589844, "mobile_score": 775584.1128921893, "mobile_throughput": 8624911.761649236, "mobile_availability": 230029.99551834856, "mobile_accuracy": 159809.24628292685, "soft_acc_blocks": [ 24.994579687500003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.33528312, "time_to_acc50_sec": 0, "acc_per_sec": 3.817555618153151, "mobile_acc_per_sec": 24408.519511344868 }, "started": "2026-08-19T05:30:45.017320679+10:00", "ended": "2026-08-19T05:30:51.56565427+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": 12224, "total_correct": 3085, "total_train": 475, "infer_ms": 746.117638, "train_ms": 1562.294649, "blocked_train": 1562294649, "duration": 6719821002, "avg_accuracy": 25, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1819.0960735950866, "availability": 32.32168023891652, "score": 146.99060403652234, "zero_downtime": 8.08042005972913, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 48307552, "heap_mib": 46.069671630859375, "mobile_score": 1070352.914015281, "mobile_throughput": 13246253.36434751, "mobile_availability": 235359.29290418146, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117168413, "time_to_acc50_sec": 0, "acc_per_sec": 3.720337192398328, "mobile_acc_per_sec": 27090.668693446314 }, "started": "2026-08-19T05:31:01.650913243+10:00", "ended": "2026-08-19T05:31:08.371818777+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": 14128, "total_correct": 3623, "total_train": 524, "infer_ms": 828.611732, "train_ms": 1355.824294, "blocked_train": 1355824294, "duration": 6764160020, "avg_accuracy": 22.916666666666668, "soft_acc": 24.99291167948718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2088.655495763981, "availability": 37.93252455725613, "score": 198.01378038312268, "zero_downtime": 9.480442360394811, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 38999504, "heap_mib": 37.19282531738281, "mobile_score": 2883784.691375184, "mobile_throughput": 30418250.348975167, "mobile_availability": 552432.4287520751, "mobile_accuracy": 363985.6577393048, "soft_acc_blocks": [ 24.99291167948718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.694902486870377, "mobile_acc_per_sec": 53810.91763989712 }, "started": "2026-08-19T05:31:17.59200934+10:00", "ended": "2026-08-19T05:31:24.356695037+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": 7400, "total_correct": 1880, "total_train": 399, "infer_ms": 666.778207, "train_ms": 1662.615169, "blocked_train": 1662615169, "duration": 6547217703, "avg_accuracy": 29.52127659574468, "soft_acc": 25.024980340425532, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1130.2510983572834, "availability": 28.624542933361546, "score": 80.96312142427763, "zero_downtime": 7.163286241610393, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 42416936, "heap_mib": 40.451942443847656, "mobile_score": 922782.4566367754, "mobile_throughput": 12882110.60555529, "mobile_availability": 326250.0949010056, "mobile_accuracy": 285223.8454939352, "soft_acc_blocks": [ 25.024980340425532 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115564487, "time_to_acc50_sec": 0, "acc_per_sec": 3.8222312859642407, "mobile_acc_per_sec": 43564.130357730864 }, "started": "2026-08-19T05:31:34.153490795+10:00", "ended": "2026-08-19T05:31:40.701607404+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": 13968, "total_correct": 3180, "total_train": 552, "infer_ms": 785.914976, "train_ms": 1532.135725, "blocked_train": 1532135725, "duration": 6573938749, "avg_accuracy": 16.61392405063291, "soft_acc": 24.99721653164557, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2124.7535964835015, "availability": 33.90413228066835, "score": 180.07476596849412, "zero_downtime": 8.475089359374211, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42158128, "heap_mib": 40.20512390136719, "mobile_score": 2622528.858335829, "mobile_throughput": 30943967.044253945, "mobile_availability": 493764.714032418, "mobile_accuracy": 364048.351692872, "soft_acc_blocks": [ 24.99721653164557 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.802471773173737, "mobile_acc_per_sec": 55377.50891704756 }, "started": "2026-08-19T05:31:49.537497388+10:00", "ended": "2026-08-19T05:31:56.112026763+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": 8640, "total_correct": 2110, "total_train": 463, "infer_ms": 537.359086, "train_ms": 1367.159561, "blocked_train": 1367159561, "duration": 7172526247, "avg_accuracy": 25.994318181818183, "soft_acc": 24.971001522727274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1204.5964981464917, "availability": 28.214955356118395, "score": 84.87053207312935, "zero_downtime": 7.045556931613145, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 113472616, "heap_mib": 108.2159194946289, "mobile_score": 2472033.417753158, "mobile_throughput": 35086416.04556821, "mobile_availability": 821820.1396527, "mobile_accuracy": 727333.135908202, "soft_acc_blocks": [ 24.971001522727274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.448489382, "time_to_acc50_sec": 0, "acc_per_sec": 3.4814792811907393, "mobile_acc_per_sec": 101405.43385427391 }, "started": "2026-08-19T05:32:06.652788981+10:00", "ended": "2026-08-19T05:32:13.870653629+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": 6776, "total_correct": 1672, "total_train": 405, "infer_ms": 692.166446, "train_ms": 1694.150376, "blocked_train": 1694150376, "duration": 6957620198, "avg_accuracy": 19.047619047619047, "soft_acc": 24.99717369047619, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 973.8962184149966, "availability": 29.00563913470162, "score": 70.61322176954369, "zero_downtime": 7.250589994534099, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 42052376, "heap_mib": 40.104270935058594, "mobile_score": 32136.861818672325, "mobile_throughput": 443230.99006975844, "mobile_availability": 13200.788655081982, "mobile_accuracy": 11376.491492910052, "soft_acc_blocks": [ 24.99717369047619 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5927764061714296, "mobile_acc_per_sec": 1635.112462186464 }, "started": "2026-08-19T05:32:23.228701072+10:00", "ended": "2026-08-19T05:32:30.187019447+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": 6056, "total_correct": 1875, "total_train": 481, "infer_ms": 579.779177, "train_ms": 1718.134845, "blocked_train": 1718134845, "duration": 6770544008, "avg_accuracy": 16.145833333333332, "soft_acc": 24.974552958333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 894.4628367889342, "availability": 25.23067318660541, "score": 56.36232015354134, "zero_downtime": 6.301247836732776, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 42202072, "heap_mib": 40.247032165527344, "mobile_score": 25430.3684239758, "mobile_throughput": 403576.70548571146, "mobile_availability": 11383.94077767554, "mobile_accuracy": 11268.380741324154, "soft_acc_blocks": [ 24.974552958333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6887069826034184, "mobile_acc_per_sec": 1664.3242740922385 }, "started": "2026-08-19T05:32:39.232618397+10:00", "ended": "2026-08-19T05:32:46.00368303+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": 7400, "total_correct": 1530, "total_train": 504, "infer_ms": 709.404625, "train_ms": 1688.621141, "blocked_train": 1688621141, "duration": 6433636584, "avg_accuracy": 14.880952380952381, "soft_acc": 24.979290023809522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1150.2048496807042, "availability": 29.582860829027467, "score": 84.99540649262147, "zero_downtime": 7.3895886038227125, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 49119032, "heap_mib": 46.84355926513672, "mobile_score": 38349.459276423, "mobile_throughput": 518966.0931406171, "mobile_availability": 13347.623871195485, "mobile_accuracy": 11270.51807917646, "soft_acc_blocks": [ 24.979290023809522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.8826081793198037, "mobile_acc_per_sec": 1751.811426092273 }, "started": "2026-08-19T05:32:55.364261373+10:00", "ended": "2026-08-19T05:33:01.79845926+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": 6880, "total_correct": 1703, "total_train": 482, "infer_ms": 713.091037, "train_ms": 1705.990876, "blocked_train": 1705990876, "duration": 6414238248, "avg_accuracy": 25.28409090909091, "soft_acc": 25.010409727272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1072.6137280830233, "availability": 29.477754894031985, "score": 79.0785251612972, "zero_downtime": 7.372507277398588, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 41767112, "heap_mib": 39.83222198486328, "mobile_score": 35989.51545118592, "mobile_throughput": 488158.4255808959, "mobile_availability": 13415.65378288389, "mobile_accuracy": 11382.515360323232, "soft_acc_blocks": [ 25.010409727272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119155062, "time_to_acc50_sec": 0, "acc_per_sec": 3.8992018631473706, "mobile_acc_per_sec": 1774.5700923835145 }, "started": "2026-08-19T05:33:11.542155002+10:00", "ended": "2026-08-19T05:33:17.957016375+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": 7592, "total_correct": 1629, "total_train": 439, "infer_ms": 755.699845, "train_ms": 1496.037763, "blocked_train": 1496037763, "duration": 6668570095, "avg_accuracy": 21.323529411764707, "soft_acc": 24.99059673529412, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1138.4749491787416, "availability": 33.56074181623741, "score": 95.4842315302917, "zero_downtime": 8.387029648669115, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 77809776, "heap_mib": 74.20518493652344, "mobile_score": 21727.96735267082, "mobile_throughput": 259066.29954645142, "mobile_availability": 7636.933248850469, "mobile_accuracy": 5686.749123764706, "soft_acc_blocks": [ 24.99059673529412 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.7475195400632764, "mobile_acc_per_sec": 852.7688908943989 }, "started": "2026-08-19T05:33:27.254077524+10:00", "ended": "2026-08-19T05:33:33.923288921+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": 6312, "total_correct": 1448, "total_train": 321, "infer_ms": 702.70844, "train_ms": 1639.441085, "blocked_train": 1639441085, "duration": 6731446093, "avg_accuracy": 26.644736842105264, "soft_acc": 25.018660263157894, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 937.6885609414328, "availability": 30.002714707123577, "score": 70.38550324113255, "zero_downtime": 7.506277262299756, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 42637360, "heap_mib": 40.66215515136719, "mobile_score": 512531.5933789848, "mobile_throughput": 6828039.725539749, "mobile_availability": 218473.10122733898, "mobile_accuracy": 182180.32433403507, "soft_acc_blocks": [ 25.018660263157894 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120000881, "time_to_acc50_sec": 0, "acc_per_sec": 3.716684337586048, "mobile_acc_per_sec": 27064.069416448805 }, "started": "2026-08-19T05:33:43.320706372+10:00", "ended": "2026-08-19T05:33:50.053097413+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": 3736, "total_correct": 844, "total_train": 342, "infer_ms": 812.553668, "train_ms": 1696.233745, "blocked_train": 1696233745, "duration": 6937148120, "avg_accuracy": 17.934782608695652, "soft_acc": 24.999322826086956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 538.5498385466217, "availability": 32.38830296220081, "score": 43.60560715255131, "zero_downtime": 8.096856415411665, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 42010440, "heap_mib": 40.06427764892578, "mobile_score": 211684.2274333039, "mobile_throughput": 2614400.164369733, "mobile_availability": 157229.61651339201, "mobile_accuracy": 121359.67560966183, "soft_acc_blocks": [ 24.999322826086956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.603688777238759, "mobile_acc_per_sec": 17494.173904082912 }, "started": "2026-08-19T05:33:59.398917481+10:00", "ended": "2026-08-19T05:34:06.336623727+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": 3992, "total_correct": 1026, "total_train": 290, "infer_ms": 841.797266, "train_ms": 1648.800566, "blocked_train": 1648800566, "duration": 7144028463, "avg_accuracy": 37.5, "soft_acc": 24.996723333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 558.7883671901883, "availability": 33.79900420631218, "score": 47.210037459403146, "zero_downtime": 8.448643570873553, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 41840768, "heap_mib": 39.9024658203125, "mobile_score": 229182.00110662554, "mobile_throughput": 2712648.476457495, "mobile_availability": 164077.8918270278, "mobile_accuracy": 121347.05632395063, "soft_acc_blocks": [ 24.996723333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.147728364, "time_to_acc50_sec": 0, "acc_per_sec": 3.498967489112779, "mobile_acc_per_sec": 16985.80247159223 }, "started": "2026-08-19T05:34:15.767290474+10:00", "ended": "2026-08-19T05:34:22.912044509+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": 2840, "total_correct": 695, "total_train": 221, "infer_ms": 489.286512, "train_ms": 1054.034042, "blocked_train": 1054034042, "duration": 7694252548, "avg_accuracy": 32.638888888888886, "soft_acc": 25.01556422222222, "adapt_pct": 25.01556422222222, "stability": 100, "consistency": 100, "throughput": 369.1066783008329, "availability": 31.70349223509402, "score": 29.273139980835463, "zero_downtime": 7.930807460757181, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 124150624, "heap_mib": 118.39926147460938, "mobile_score": 130064.03401925646, "mobile_throughput": 1639984.764008365, "mobile_availability": 140862.37743180487, "mobile_accuracy": 111147.11978763087, "soft_acc_blocks": [ 25.01556422222222 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.828181699, "time_to_acc50_sec": 0, "acc_per_sec": 3.251201343621691, "mobile_acc_per_sec": 14445.473305463807 }, "started": "2026-08-19T05:34:32.901003875+10:00", "ended": "2026-08-19T05:34:40.596089131+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": 4296, "total_correct": 997, "total_train": 271, "infer_ms": 712.951794, "train_ms": 1210.346498, "blocked_train": 1210346498, "duration": 6948040469, "avg_accuracy": 23.106060606060606, "soft_acc": 24.999301272727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 618.3038252536695, "availability": 37.069226181166904, "score": 57.29850938151469, "zero_downtime": 9.267047532498609, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 75699760, "heap_mib": 72.19291687011719, "mobile_score": 333788.00985128415, "mobile_throughput": 3601880.843717732, "mobile_availability": 215943.8939563515, "mobile_accuracy": 145631.48517417375, "soft_acc_blocks": [ 24.999301272727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.598036221041946, "mobile_acc_per_sec": 20960.08015841822 }, "started": "2026-08-19T05:34:49.354512762+10:00", "ended": "2026-08-19T05:34:56.303310991+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": 4048, "total_correct": 983, "total_train": 341, "infer_ms": 631.231772, "train_ms": 1545.304543, "blocked_train": 1545304543, "duration": 6622621148, "avg_accuracy": 23.076923076923077, "soft_acc": 25.01100407692308, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 611.2383465000828, "availability": 29.00166506066314, "score": 44.3368313434825, "zero_downtime": 7.253607630698034, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42078560, "heap_mib": 40.129241943359375, "mobile_score": 232452.68631411754, "mobile_throughput": 3204649.3020983543, "mobile_availability": 152052.24971324956, "mobile_accuracy": 131129.69305481846, "soft_acc_blocks": [ 25.01100407692308 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.776601970426208, "mobile_acc_per_sec": 19800.27093870816 }, "started": "2026-08-19T05:35:05.906502863+10:00", "ended": "2026-08-19T05:35:12.530026666+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": 5592, "total_correct": 1492, "total_train": 300, "infer_ms": 754.231414, "train_ms": 1497.880535, "blocked_train": 1497880535, "duration": 6688078080, "avg_accuracy": 25.78125, "soft_acc": 24.998129125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 836.114640575488, "availability": 33.48996102679973, "score": 69.9983780963599, "zero_downtime": 8.371863701391572, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 77849720, "heap_mib": 74.24327850341797, "mobile_score": 679616.8454700804, "mobile_throughput": 8117868.012556323, "mobile_availability": 325155.2719781255, "mobile_accuracy": 242707.76153125925, "soft_acc_blocks": [ 24.998129125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.287992236, "time_to_acc50_sec": 0, "acc_per_sec": 3.7377149049372336, "mobile_acc_per_sec": 36289.61244592097 }, "started": "2026-08-19T05:35:22.029321729+10:00", "ended": "2026-08-19T05:35:28.71812632+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": 3144, "total_correct": 656, "total_train": 283, "infer_ms": 424.403044, "train_ms": 1378.286551, "blocked_train": 1378286551, "duration": 7347723999, "avg_accuracy": 14.112903225806452, "soft_acc": 24.992487693548387, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 427.88760171556356, "availability": 23.542768825933123, "score": 25.176579585413574, "zero_downtime": 5.883923601541881, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 71161520, "heap_mib": 67.86491394042969, "mobile_score": 206246.539963708, "mobile_throughput": 3505255.2332538967, "mobile_availability": 192862.36222204415, "mobile_accuracy": 204738.4591855484, "soft_acc_blocks": [ 24.992487693548387 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4013917366724415, "mobile_acc_per_sec": 27864.20110682064 }, "started": "2026-08-19T05:35:39.514413489+10:00", "ended": "2026-08-19T05:35:46.862911758+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": 8280, "total_correct": 2227, "total_train": 367, "infer_ms": 746.7183, "train_ms": 1190.451934, "blocked_train": 1190451934, "duration": 7012636460, "avg_accuracy": 33.01282051282051, "soft_acc": 25.016815974358977, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1180.7256867269573, "availability": 38.546860100060776, "score": 113.85970465156795, "zero_downtime": 9.64319705512581, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 109710152, "heap_mib": 104.62775421142578, "mobile_score": 42397.213659347486, "mobile_throughput": 439659.31025760155, "mobile_availability": 14353.448997258994, "mobile_accuracy": 9315.352566452215, "soft_acc_blocks": [ 25.016815974358977 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.580534778, "time_to_acc50_sec": 0, "acc_per_sec": 3.5673909687254737, "mobile_acc_per_sec": 1328.3666734454127 }, "started": "2026-08-19T05:35:56.326722677+10:00", "ended": "2026-08-19T05:36:03.340660282+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": 14032, "total_correct": 3882, "total_train": 496, "infer_ms": 847.830248, "train_ms": 1458.108437, "blocked_train": 1458108437, "duration": 6593777828, "avg_accuracy": 32.532051282051285, "soft_acc": 24.998228217948718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2128.0668481752796, "availability": 36.76725029659667, "score": 195.59405315307924, "zero_downtime": 9.191161138607663, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 49565688, "heap_mib": 47.26952362060547, "mobile_score": 145664.2257663659, "mobile_throughput": 1584829.420022899, "mobile_availability": 27381.57403906545, "mobile_accuracy": 18616.862323766898, "soft_acc_blocks": [ 24.998228217948718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.150542943, "time_to_acc50_sec": 0, "acc_per_sec": 3.791184487866053, "mobile_acc_per_sec": 2823.398484054428 }, "started": "2026-08-19T05:36:12.286251127+10:00", "ended": "2026-08-19T05:36:18.880790933+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": 7120, "total_correct": 1626, "total_train": 513, "infer_ms": 640.502032, "train_ms": 1695.564141, "blocked_train": 1695564141, "duration": 6836660988, "avg_accuracy": 24.444444444444443, "soft_acc": 24.998906933333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1041.4440634832308, "availability": 27.41797468765453, "score": 71.3825962540504, "zero_downtime": 6.854193975171647, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 45361776, "heap_mib": 43.26036071777344, "mobile_score": 106321.13245694198, "mobile_throughput": 1551183.5941917503, "mobile_availability": 40837.82702568471, "mobile_accuracy": 37234.73556324848, "soft_acc_blocks": [ 24.998906933333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.656595957765419, "mobile_acc_per_sec": 5446.333470184421 }, "started": "2026-08-19T05:36:28.491081226+10:00", "ended": "2026-08-19T05:36:35.376274738+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": 10968, "total_correct": 2898, "total_train": 397, "infer_ms": 823.052023, "train_ms": 1444.898082, "blocked_train": 1444898082, "duration": 6791627584, "avg_accuracy": 25.446428571428573, "soft_acc": 24.997737625000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1614.9295385157561, "availability": 36.29057011375477, "score": 146.50352507932064, "zero_downtime": 9.071821499653081, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 80485800, "heap_mib": 76.75724029541016, "mobile_score": 218210.34135450813, "mobile_throughput": 2405364.1417311043, "mobile_availability": 54053.15461306892, "mobile_accuracy": 37232.99393163637, "soft_acc_blocks": [ 24.997737625000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.304530336, "time_to_acc50_sec": 0, "acc_per_sec": 3.680669665087455, "mobile_acc_per_sec": 5482.190162981169 }, "started": "2026-08-19T05:36:45.432678396+10:00", "ended": "2026-08-19T05:36:52.224901501+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": 8416, "total_correct": 2243, "total_train": 461, "infer_ms": 838.026798, "train_ms": 1651.98951, "blocked_train": 1651989510, "duration": 7139219979, "avg_accuracy": 28.333333333333332, "soft_acc": 25.01632488888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1178.84026893073, "availability": 33.655474275713054, "score": 99.25083892888026, "zero_downtime": 8.419362787708803, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 45349864, "heap_mib": 43.249000549316406, "mobile_score": 295659.2263655953, "mobile_throughput": 3511657.993847469, "mobile_availability": 100256.59827877866, "mobile_accuracy": 74521.35763264647, "soft_acc_blocks": [ 25.01632488888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125516794, "time_to_acc50_sec": 0, "acc_per_sec": 3.5040697670718024, "mobile_acc_per_sec": 10438.305284309892 }, "started": "2026-08-19T05:37:02.090351092+10:00", "ended": "2026-08-19T05:37:09.250512254+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": 7992, "total_correct": 2055, "total_train": 480, "infer_ms": 704.244399, "train_ms": 1513.074615, "blocked_train": 1513074615, "duration": 6763990786, "avg_accuracy": 20.3125, "soft_acc": 24.98389652083333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1181.5509885882332, "availability": 31.761076983214828, "score": 93.75789770960479, "zero_downtime": 7.935154607388605, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 78690336, "heap_mib": 75.04495239257812, "mobile_score": 279296.25383166637, "mobile_throughput": 3519732.981278111, "mobile_availability": 94613.36096236213, "mobile_accuracy": 74424.75647224241, "soft_acc_blocks": [ 24.98389652083333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6936621162383307, "mobile_acc_per_sec": 11003.083656808874 }, "started": "2026-08-19T05:37:18.532278076+10:00", "ended": "2026-08-19T05:37:25.296978862+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": 7328, "total_correct": 1884, "total_train": 369, "infer_ms": 793.230371, "train_ms": 1646.816981, "blocked_train": 1646816981, "duration": 6858739464, "avg_accuracy": 24.342105263157894, "soft_acc": 25.013478842105265, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1068.417897845959, "availability": 32.508810550329024, "score": 86.87930362972243, "zero_downtime": 8.131584448826635, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 45373024, "heap_mib": 43.271087646484375, "mobile_score": 32350.693424303914, "mobile_throughput": 397839.97359791346, "mobile_availability": 12105.098910377063, "mobile_accuracy": 9314.109939751197, "soft_acc_blocks": [ 25.013478842105265 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.646949847474956, "mobile_acc_per_sec": 1357.9915068415837 }, "started": "2026-08-19T05:37:34.598927795+10:00", "ended": "2026-08-19T05:37:41.458185958+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": 7056, "total_correct": 1909, "total_train": 305, "infer_ms": 1004.002206, "train_ms": 1509.956179, "blocked_train": 1509956179, "duration": 7153623082, "avg_accuracy": 26.28205128205128, "soft_acc": 25.007820846153848, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 986.3533371997694, "availability": 39.93710524368923, "score": 98.51105054108719, "zero_downtime": 9.987399730481718, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 42489664, "heap_mib": 40.52130126953125, "mobile_score": 73363.86600296239, "mobile_throughput": 734564.2307582282, "mobile_availability": 29742.251468754745, "mobile_accuracy": 18624.00621560839, "soft_acc_blocks": [ 25.007820846153848 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127283339, "time_to_acc50_sec": 0, "acc_per_sec": 3.4958258996170364, "mobile_acc_per_sec": 2603.43688815116 }, "started": "2026-08-19T05:37:51.217250798+10:00", "ended": "2026-08-19T05:37:58.371460078+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": 4136, "total_correct": 1114, "total_train": 322, "infer_ms": 482.599917, "train_ms": 1078.287292, "blocked_train": 1078287292, "duration": 7448146038, "avg_accuracy": 28.125, "soft_acc": 25.005858075, "adapt_pct": 25.005858075, "stability": 100, "consistency": 100, "throughput": 555.3059753257218, "availability": 30.918308140226422, "score": 42.93286094307498, "zero_downtime": 7.731388252736191, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 183992792, "heap_mib": 175.46920013427734, "mobile_score": 63946.544881030946, "mobile_throughput": 827103.0090669659, "mobile_availability": 46051.41459722452, "mobile_accuracy": 37245.0889728, "soft_acc_blocks": [ 25.005858075 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.76224584, "time_to_acc50_sec": 0, "acc_per_sec": 3.357326500772352, "mobile_acc_per_sec": 5000.585217150383 }, "started": "2026-08-19T05:38:09.278896476+10:00", "ended": "2026-08-19T05:38:16.72780168+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": 11568, "total_correct": 3386, "total_train": 459, "infer_ms": 745.184419, "train_ms": 1599.722993, "blocked_train": 1599722993, "duration": 6719270617, "avg_accuracy": 29.6875, "soft_acc": 25.024394125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1721.6154340818684, "availability": 31.778841893139962, "score": 136.91082426353344, "zero_downtime": 7.952462643699955, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 45001096, "heap_mib": 42.91638946533203, "mobile_score": 407844.8990424967, "mobile_throughput": 5128535.867635879, "mobile_availability": 94666.2810140373, "mobile_accuracy": 74545.39515345455, "soft_acc_blocks": [ 25.024394125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.111992769, "time_to_acc50_sec": 0, "acc_per_sec": 3.72427240267528, "mobile_acc_per_sec": 11094.268917351234 }, "started": "2026-08-19T05:38:25.802327316+10:00", "ended": "2026-08-19T05:38:32.632603984+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": 7920, "total_correct": 2407, "total_train": 349, "infer_ms": 771.537029, "train_ms": 1276.858235, "blocked_train": 1276858235, "duration": 6999640811, "avg_accuracy": 30, "soft_acc": 25.006258771428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1131.4866310787902, "availability": 37.66543706478712, "score": 106.57151982494362, "zero_downtime": 9.418716659810238, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 113316928, "heap_mib": 108.06744384765625, "mobile_score": 39348.00632815496, "mobile_throughput": 417763.9879119977, "mobile_availability": 13906.71596325571, "mobile_accuracy": 9232.73337940475, "soft_acc_blocks": [ 25.006258771428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.493210972, "time_to_acc50_sec": 0, "acc_per_sec": 3.5725059966121417, "mobile_acc_per_sec": 1319.029594332244 }, "started": "2026-08-19T05:38:42.209519129+10:00", "ended": "2026-08-19T05:38:49.210063793+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": 6672, "total_correct": 1538, "total_train": 385, "infer_ms": 694.534674, "train_ms": 1577.649909, "blocked_train": 1577649909, "duration": 6948241248, "avg_accuracy": 19.94047619047619, "soft_acc": 24.986207380952383, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 960.242997020359, "availability": 30.56682450872874, "score": 73.33846442414104, "zero_downtime": 7.6374901615227415, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 41885128, "heap_mib": 39.94477081298828, "mobile_score": 53701.78329050846, "mobile_throughput": 703133.9112036452, "mobile_availability": 22382.42917322957, "mobile_accuracy": 18296.045663889334, "soft_acc_blocks": [ 24.986207380952383 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5960477607400976, "mobile_acc_per_sec": 2633.1909055627157 }, "started": "2026-08-19T05:38:58.716639923+10:00", "ended": "2026-08-19T05:39:05.813413064+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": 7136, "total_correct": 1874, "total_train": 415, "infer_ms": 751.955309, "train_ms": 1661.657761, "blocked_train": 1661657761, "duration": 6679750695, "avg_accuracy": 27.134146341463413, "soft_acc": 25.00537526829268, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1068.3033433181147, "availability": 31.15475791652057, "score": 83.22472046763775, "zero_downtime": 7.790364130954091, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 45430752, "heap_mib": 43.326141357421875, "mobile_score": 119872.86330916721, "mobile_throughput": 1538732.4814878234, "mobile_availability": 44873.806919056966, "mobile_accuracy": 36016.533485336906, "soft_acc_blocks": [ 25.00537526829268 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.109341302, "time_to_acc50_sec": 0, "acc_per_sec": 3.743459360992316, "mobile_acc_per_sec": 5391.897861142691 }, "started": "2026-08-19T05:39:16.079552792+10:00", "ended": "2026-08-19T05:39:22.760081195+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": 8984, "total_correct": 2564, "total_train": 405, "infer_ms": 619.311557, "train_ms": 1484.692917, "blocked_train": 1484692917, "duration": 6990645544, "avg_accuracy": 24.56896551724138, "soft_acc": 25.007391, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1285.1459773569661, "availability": 29.43489734233331, "score": 94.59830856174727, "zero_downtime": 7.3608998688459, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 57177392, "heap_mib": 54.52861022949219, "mobile_score": 263812.5425490498, "mobile_throughput": 3583971.352002814, "mobile_availability": 82087.03966924068, "mobile_accuracy": 69739.7607053617, "soft_acc_blocks": [ 25.007391 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5772649095995988, "mobile_acc_per_sec": 9976.154600660397 }, "started": "2026-08-19T05:39:32.249440359+10:00", "ended": "2026-08-19T05:39:39.346494287+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": 9736, "total_correct": 2228, "total_train": 503, "infer_ms": 617.711034, "train_ms": 1623.788862, "blocked_train": 1623788862, "duration": 7106119376, "avg_accuracy": 27.016129032258064, "soft_acc": 25.002821887096772, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1370.0867498626721, "availability": 27.557932753078298, "score": 94.40255082746577, "zero_downtime": 6.890260842018071, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 48593360, "heap_mib": 46.34223937988281, "mobile_score": 562433.2337298907, "mobile_throughput": 8162727.749000007, "mobile_availability": 164185.15280961266, "mobile_accuracy": 148962.26683570675, "soft_acc_blocks": [ 25.002821887096772 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.111206762, "time_to_acc50_sec": 0, "acc_per_sec": 3.5184916779671016, "mobile_acc_per_sec": 20962.533691568362 }, "started": "2026-08-19T05:39:49.012723601+10:00", "ended": "2026-08-19T05:39:56.119534852+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": 6544, "total_correct": 1370, "total_train": 316, "infer_ms": 671.801635, "train_ms": 1505.395201, "blocked_train": 1505395201, "duration": 6838144085, "avg_accuracy": 16.44736842105263, "soft_acc": 24.978580210526317, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 956.9848073770152, "availability": 30.8562654460885, "score": 73.75919266315302, "zero_downtime": 7.707457014424132, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 78228816, "heap_mib": 74.60481262207031, "mobile_score": 386710.5960297917, "mobile_throughput": 5017356.506900805, "mobile_availability": 161775.69698198847, "mobile_accuracy": 130959.69861416421, "soft_acc_blocks": [ 24.978580210526317 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6528303440284, "mobile_acc_per_sec": 19151.351154099615 }, "started": "2026-08-19T05:40:05.533579445+10:00", "ended": "2026-08-19T05:40:12.372475352+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": 8640, "total_correct": 2122, "total_train": 376, "infer_ms": 597.300697, "train_ms": 1712.763879, "blocked_train": 1712763879, "duration": 7187030431, "avg_accuracy": 24.193548387096776, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1202.1654956034233, "availability": 25.856450213796965, "score": 77.70933071453616, "zero_downtime": 6.464112553449241, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 45906472, "heap_mib": 43.779823303222656, "mobile_score": 462978.06342798565, "mobile_throughput": 7162283.447260541, "mobile_availability": 154048.02920103617, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.478488123852498, "mobile_acc_per_sec": 20724.19978952703 }, "started": "2026-08-19T05:40:22.633636686+10:00", "ended": "2026-08-19T05:40:29.821507532+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": 8048, "total_correct": 2253, "total_train": 494, "infer_ms": 574.692704, "train_ms": 1652.110096, "blocked_train": 1652110096, "duration": 7113465252, "avg_accuracy": 14.830508474576272, "soft_acc": 24.887194372881357, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1131.3754569528894, "availability": 25.807974733999796, "score": 72.66689740505862, "zero_downtime": 6.422880835754639, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 45842864, "heap_mib": 43.71916198730469, "mobile_score": 865872.3251523494, "mobile_throughput": 13481058.535793556, "mobile_availability": 307518.4422122565, "mobile_accuracy": 296546.7582583914, "soft_acc_blocks": [ 24.887194372881357 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4986034922830545, "mobile_acc_per_sec": 41688.08699459314 }, "started": "2026-08-19T05:40:39.911187291+10:00", "ended": "2026-08-19T05:40:47.025213429+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": 6616, "total_correct": 1340, "total_train": 369, "infer_ms": 710.634362, "train_ms": 1446.101842, "blocked_train": 1446101842, "duration": 6928320481, "avg_accuracy": 20.714285714285715, "soft_acc": 24.996876114285715, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 954.9211844549487, "availability": 32.9495262648264, "score": 78.6506725634021, "zero_downtime": 8.23635226066269, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 77973720, "heap_mib": 74.36153411865234, "mobile_score": 736350.0681593028, "mobile_throughput": 8940244.96349136, "mobile_availability": 308482.87904166616, "mobile_accuracy": 234027.89614654696, "soft_acc_blocks": [ 24.996876114285715 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.607927228949113, "mobile_acc_per_sec": 33778.445553772726 }, "started": "2026-08-19T05:40:56.451245995+10:00", "ended": "2026-08-19T05:41:03.38013309+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": 10200, "total_correct": 3006, "total_train": 520, "infer_ms": 782.864408, "train_ms": 1656.462418, "blocked_train": 1656462418, "duration": 7082863767, "avg_accuracy": 21.666666666666668, "soft_acc": 24.981340244444446, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1440.0954664020435, "availability": 32.09346118181869, "score": 115.45787887140939, "zero_downtime": 8.017376734048828, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 41892760, "heap_mib": 39.952049255371094, "mobile_score": 1375754.0999484884, "mobile_throughput": 17159653.906568058, "mobile_availability": 382414.01309303084, "mobile_accuracy": 297668.5662290748, "soft_acc_blocks": [ 24.981340244444446 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.527011257908957, "mobile_acc_per_sec": 42026.5835996948 }, "started": "2026-08-19T05:41:13.035591552+10:00", "ended": "2026-08-19T05:41:20.119008859+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": 11608, "total_correct": 2874, "total_train": 413, "infer_ms": 810.190855, "train_ms": 1463.485792, "blocked_train": 1463485792, "duration": 7138601964, "avg_accuracy": 18.47826086956522, "soft_acc": 24.869076579710146, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1626.0887017568975, "availability": 35.63351262234255, "score": 144.09951782064775, "zero_downtime": 8.86172554209105, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 79407584, "heap_mib": 75.72897338867188, "mobile_score": 3434074.909052353, "mobile_throughput": 38751763.330305465, "mobile_availability": 849191.9575337605, "mobile_accuracy": 592661.7464465033, "soft_acc_blocks": [ 24.869076579710146 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4837460759298535, "mobile_acc_per_sec": 83022.1028480505 }, "started": "2026-08-19T05:41:29.209868831+10:00", "ended": "2026-08-19T05:41:36.349001107+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": 6144, "total_correct": 1781, "total_train": 279, "infer_ms": 744.943578, "train_ms": 1262.452226, "blocked_train": 1262452226, "duration": 7080150444, "avg_accuracy": 19.696969696969695, "soft_acc": 25.005129636363634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 867.7781706187711, "availability": 37.10994994188998, "score": 80.52453025368733, "zero_downtime": 9.27939109095924, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 113708352, "heap_mib": 108.44073486328125, "mobile_score": 29984.406901736664, "mobile_throughput": 323129.0351685897, "mobile_availability": 13818.395905634668, "mobile_accuracy": 9311.000999140495, "soft_acc_blocks": [ 25.005129636363634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.531722925118628, "mobile_acc_per_sec": 1315.085191025991 }, "started": "2026-08-19T05:41:46.879330115+10:00", "ended": "2026-08-19T05:41:53.960281338+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": 7344, "total_correct": 1699, "total_train": 283, "infer_ms": 881.887098, "train_ms": 1201.522271, "blocked_train": 1201522271, "duration": 6991433410, "avg_accuracy": 21.95945945945946, "soft_acc": 24.98710445945946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1050.428369881306, "availability": 42.32903581610034, "score": 111.10171198583802, "zero_downtime": 10.576800396050999, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 116127872, "heap_mib": 110.7481689453125, "mobile_score": 41020.62984058524, "mobile_throughput": 387835.90787910577, "mobile_availability": 15628.595443627897, "mobile_accuracy": 9225.661283690903, "soft_acc_blocks": [ 24.98710445945946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.573960158687896, "mobile_acc_per_sec": 1319.5664955479997 }, "started": "2026-08-19T05:42:03.126393057+10:00", "ended": "2026-08-19T05:42:10.119642351+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": 6264, "total_correct": 1567, "total_train": 325, "infer_ms": 736.837259, "train_ms": 1425.99456, "blocked_train": 1425994560, "duration": 7357126019, "avg_accuracy": 33.223684210526315, "soft_acc": 25.02122997368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 851.4194243544329, "availability": 34.06817176107025, "score": 72.57733827938515, "zero_downtime": 8.52427560416713, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 44843392, "heap_mib": 42.7659912109375, "mobile_score": 26796.77995198752, "mobile_throughput": 314358.4416591105, "mobile_availability": 12578.54481427324, "mobile_accuracy": 9238.261000311935, "soft_acc_blocks": [ 25.02122997368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.277897882, "time_to_acc50_sec": 0, "acc_per_sec": 3.4009516636069748, "mobile_acc_per_sec": 1255.6888350768827 }, "started": "2026-08-19T05:42:19.721913265+10:00", "ended": "2026-08-19T05:42:27.087695002+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": 6304, "total_correct": 1649, "total_train": 358, "infer_ms": 725.170028, "train_ms": 1442.733425, "blocked_train": 1442733425, "duration": 7105906435, "avg_accuracy": 21.666666666666668, "soft_acc": 24.982522733333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 887.1493113038717, "availability": 33.45029166296549, "score": 74.1366435357465, "zero_downtime": 8.356726719066659, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 77879792, "heap_mib": 74.27195739746094, "mobile_score": 27605.790174765243, "mobile_throughput": 330342.1435546053, "mobile_availability": 12455.672241046059, "mobile_accuracy": 9302.583010521212, "soft_acc_blocks": [ 24.982522733333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5157404564578023, "mobile_acc_per_sec": 1309.133900877378 }, "started": "2026-08-19T05:42:36.742033962+10:00", "ended": "2026-08-19T05:42:43.848641385+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": 5384, "total_correct": 1329, "total_train": 300, "infer_ms": 600.880801, "train_ms": 1337.17092, "blocked_train": 1337170920, "duration": 7539455501, "avg_accuracy": 26.73611111111111, "soft_acc": 24.99425216666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 714.109924686987, "availability": 31.004373850763706, "score": 55.33860168058679, "zero_downtime": 7.749311382955942, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 42141840, "heap_mib": 40.18959045410156, "mobile_score": 10303.041476531069, "mobile_throughput": 132954.2841599045, "mobile_availability": 5772.450695124006, "mobile_accuracy": 4653.475312484849, "soft_acc_blocks": [ 24.99425216666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.537105084, "time_to_acc50_sec": 0, "acc_per_sec": 3.3151269562306647, "mobile_acc_per_sec": 617.216364214582 }, "started": "2026-08-19T05:42:54.081460008+10:00", "ended": "2026-08-19T05:43:01.621896967+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": 3816, "total_correct": 836, "total_train": 288, "infer_ms": 578.87071, "train_ms": 1644.219076, "blocked_train": 1644219076, "duration": 7404340464, "avg_accuracy": 28.017241379310345, "soft_acc": 25.02441424137931, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 515.3733838352574, "availability": 26.03901622172268, "score": 33.582303217295504, "zero_downtime": 6.516111283703839, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 46138480, "heap_mib": 44.00108337402344, "mobile_score": 200077.25669533436, "mobile_throughput": 3070500.916638857, "mobile_availability": 155135.72428243796, "mobile_accuracy": 149090.9101566395, "soft_acc_blocks": [ 25.02441424137931 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.188943605, "time_to_acc50_sec": 0, "acc_per_sec": 3.3796952426820916, "mobile_acc_per_sec": 20135.609765855777 }, "started": "2026-08-19T05:43:11.658248796+10:00", "ended": "2026-08-19T05:43:19.064194883+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": 3680, "total_correct": 930, "total_train": 225, "infer_ms": 760.600231, "train_ms": 1310.025745, "blocked_train": 1310025745, "duration": 7151334613, "avg_accuracy": 26.38888888888889, "soft_acc": 24.99574033333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 514.5892618855142, "availability": 36.732864351934516, "score": 47.247792118786755, "zero_downtime": 9.181651390405117, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 114615400, "heap_mib": 109.3057632446289, "mobile_score": 187662.5032907157, "mobile_throughput": 2043886.1737532765, "mobile_availability": 145898.4847374776, "mobile_accuracy": 99280.05081729291, "soft_acc_blocks": [ 24.99574033333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.518512899, "time_to_acc50_sec": 0, "acc_per_sec": 3.4952553175032546, "mobile_acc_per_sec": 13882.730453811715 }, "started": "2026-08-19T05:43:28.450709191+10:00", "ended": "2026-08-19T05:43:35.602683595+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": 3656, "total_correct": 1059, "total_train": 209, "infer_ms": 792.375371, "train_ms": 1235.715549, "blocked_train": 1235715549, "duration": 7114155094, "avg_accuracy": 34.55882352941177, "soft_acc": 25.00622594117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 513.9050177699148, "availability": 39.07001225566356, "score": 50.20818897241468, "zero_downtime": 9.769935539896569, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 116658144, "heap_mib": 111.25387573242188, "mobile_score": 199420.84075734354, "mobile_throughput": 2041168.4390647963, "mobile_availability": 155181.35292043438, "mobile_accuracy": 99321.6983806631, "soft_acc_blocks": [ 25.00622594117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.576816664, "time_to_acc50_sec": 0, "acc_per_sec": 3.514995893506236, "mobile_acc_per_sec": 13961.137628898465 }, "started": "2026-08-19T05:43:45.681830008+10:00", "ended": "2026-08-19T05:43:52.796858382+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": 3088, "total_correct": 827, "total_train": 283, "infer_ms": 680.815532, "train_ms": 1741.236559, "blocked_train": 1741236559, "duration": 7171794566, "avg_accuracy": 40.27777777777778, "soft_acc": 25.059041999999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 430.57563509133007, "availability": 28.109037560745012, "score": 30.32912567521692, "zero_downtime": 7.043855528142867, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45507976, "heap_mib": 43.39978790283203, "mobile_score": 110424.976680612, "mobile_throughput": 1567678.0456303004, "mobile_availability": 102341.88253227696, "mobile_accuracy": 91237.187584, "soft_acc_blocks": [ 25.059041999999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119155878, "time_to_acc50_sec": 0, "acc_per_sec": 3.494110402827174, "mobile_acc_per_sec": 12721.667742204538 }, "started": "2026-08-19T05:44:02.597494094+10:00", "ended": "2026-08-19T05:44:09.770325221+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": 3400, "total_correct": 893, "total_train": 274, "infer_ms": 658.438145, "train_ms": 1622.401536, "blocked_train": 1622401536, "duration": 7059086509, "avg_accuracy": 25.657894736842106, "soft_acc": 24.997403105263157, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 481.6487226307769, "availability": 28.868234382493625, "score": 34.75725972446496, "zero_downtime": 7.216308917964108, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 75240176, "heap_mib": 71.75462341308594, "mobile_score": 165661.9471492753, "mobile_throughput": 2295660.413551316, "mobile_availability": 137593.35334480743, "mobile_accuracy": 119143.9861750201, "soft_acc_blocks": [ 24.997403105263157 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.21970787, "time_to_acc50_sec": 0, "acc_per_sec": 3.541166845510769, "mobile_acc_per_sec": 16878.102573628636 }, "started": "2026-08-19T05:44:20.835369295+10:00", "ended": "2026-08-19T05:44:27.895224917+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": 3112, "total_correct": 974, "total_train": 262, "infer_ms": 664.0328, "train_ms": 1738.775346, "blocked_train": 1738775346, "duration": 6869153479, "avg_accuracy": 36.36363636363637, "soft_acc": 25.02882013636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 453.0398118944112, "availability": 27.63569788563552, "score": 31.33626144561916, "zero_downtime": 6.916889117224563, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 45234048, "heap_mib": 43.1385498046875, "mobile_score": 134665.78558033425, "mobile_throughput": 1946912.5975286644, "mobile_availability": 118762.82600872192, "mobile_accuracy": 107559.91845617884, "soft_acc_blocks": [ 25.02882013636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115395618, "time_to_acc50_sec": 0, "acc_per_sec": 3.6436542308860007, "mobile_acc_per_sec": 15658.394995104587 }, "started": "2026-08-19T05:44:37.379162787+10:00", "ended": "2026-08-19T05:44:44.249081786+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": 3968, "total_correct": 824, "total_train": 270, "infer_ms": 780.432953, "train_ms": 1646.461021, "blocked_train": 1646461021, "duration": 7190779459, "avg_accuracy": 25.5, "soft_acc": 25.013562160000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 551.8177859054821, "availability": 32.15768638271793, "score": 44.387024550399495, "zero_downtime": 8.043782872559005, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 45673296, "heap_mib": 43.55744934082031, "mobile_score": 352599.76253757346, "mobile_throughput": 4383506.717224445, "mobile_availability": 255452.86482155178, "mobile_accuracy": 198701.67390518307, "soft_acc_blocks": [ 25.013562160000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118956288, "time_to_acc50_sec": 0, "acc_per_sec": 3.478560607041419, "mobile_acc_per_sec": 27632.842174917143 }, "started": "2026-08-19T05:44:54.49220096+10:00", "ended": "2026-08-19T05:45:01.683819324+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": 4576, "total_correct": 1059, "total_train": 283, "infer_ms": 747.004277, "train_ms": 1657.116659, "blocked_train": 1657116659, "duration": 7032807746, "avg_accuracy": 34.375, "soft_acc": 25.040057, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 650.6647366555213, "availability": 31.071826122144795, "score": 50.624338508020315, "zero_downtime": 7.780402971925947, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 46704280, "heap_mib": 44.540672302246094, "mobile_score": 340278.63061144814, "mobile_throughput": 4373534.7878416665, "mobile_availability": 208853.66120419296, "mobile_accuracy": 168310.27441558975, "soft_acc_blocks": [ 25.040057 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118011183, "time_to_acc50_sec": 0, "acc_per_sec": 3.560463744262291, "mobile_acc_per_sec": 23932.15917374087 }, "started": "2026-08-19T05:45:11.462491284+10:00", "ended": "2026-08-19T05:45:18.519132537+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": 28368, "total_correct": 8608, "total_train": 673, "infer_ms": 770.88639, "train_ms": 1482.595726, "blocked_train": 1482595726, "duration": 7174679770, "avg_accuracy": 23.13664596273292, "soft_acc": 25.198715409937886, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3953.9046911357827, "availability": 34.20867574349101, "score": 340.8323905311662, "zero_downtime": 8.620146846110753, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42718088, "heap_mib": 40.73914337158203, "mobile_score": 465349.8238718856, "mobile_throughput": 5398397.871630722, "mobile_availability": 46706.245281779724, "mobile_accuracy": 34404.64610636853, "soft_acc_blocks": [ 25.198715409937886 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5121728380551662, "mobile_acc_per_sec": 4795.286648224654 }, "started": "2026-08-19T05:45:28.009293615+10:00", "ended": "2026-08-19T05:45:35.21399459+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": 34120, "total_correct": 9775, "total_train": 683, "infer_ms": 695.725196, "train_ms": 1015.019498, "blocked_train": 1015019498, "duration": 7455837204, "avg_accuracy": 26.136363636363637, "soft_acc": 25.054414368421053, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4576.280177053072, "availability": 40.667973335827284, "score": 466.28279569082565, "zero_downtime": 10.189122554797153, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 115438872, "heap_mib": 110.0910873413086, "mobile_score": 1273262.8874330812, "mobile_throughput": 12496295.736806257, "mobile_availability": 111050.67918903237, "mobile_accuracy": 68415.25416870175, "soft_acc_blocks": [ 25.054414368421053 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.595773388, "time_to_acc50_sec": 0, "acc_per_sec": 3.360375727487659, "mobile_acc_per_sec": 9176.0659865263 }, "started": "2026-08-19T05:45:45.609507928+10:00", "ended": "2026-08-19T05:45:53.065956329+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": 29952, "total_correct": 9589, "total_train": 858, "infer_ms": 866.516008, "train_ms": 1356.523125, "blocked_train": 1356523125, "duration": 6925891119, "avg_accuracy": 34.91847826086956, "soft_acc": 25.450669249999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4324.6420547721, "availability": 38.978891335602945, "score": 429.0213021988767, "zero_downtime": 9.920388711141213, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 52395824, "heap_mib": 49.96855163574219, "mobile_score": 2343028.3384087984, "mobile_throughput": 23618311.808462027, "mobile_availability": 212876.71854750623, "mobile_accuracy": 138994.58833066665, "soft_acc_blocks": [ 25.450669249999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.176501403, "time_to_acc50_sec": 0, "acc_per_sec": 3.674714027799315, "mobile_acc_per_sec": 20068.838210487993 }, "started": "2026-08-19T05:46:02.253977713+10:00", "ended": "2026-08-19T05:46:09.1803093+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": 28008, "total_correct": 8597, "total_train": 979, "infer_ms": 687.038451, "train_ms": 1510.127617, "blocked_train": 1510127617, "duration": 6665457926, "avg_accuracy": 29.144021739130434, "soft_acc": 25.157482076086957, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4201.961862327416, "availability": 31.26930007732124, "score": 330.55021086042086, "zero_downtime": 7.8665685622699355, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 44822728, "heap_mib": 42.74628448486328, "mobile_score": 1805244.8849123784, "mobile_throughput": 22948314.38412413, "mobile_availability": 170772.07082227708, "mobile_accuracy": 137393.39544486956, "soft_acc_blocks": [ 25.157482076086957 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113427746, "time_to_acc50_sec": 0, "acc_per_sec": 3.774306635100791, "mobile_acc_per_sec": 20612.74663649712 }, "started": "2026-08-19T05:46:18.802147399+10:00", "ended": "2026-08-19T05:46:25.467984231+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": 27296, "total_correct": 6644, "total_train": 885, "infer_ms": 789.608291, "train_ms": 1361.227308, "blocked_train": 1361227308, "duration": 7466517908, "avg_accuracy": 26.770833333333332, "soft_acc": 25.43602455, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3655.787120091643, "availability": 36.71169899582827, "score": 341.37728316667904, "zero_downtime": 9.337996769300982, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 74194104, "heap_mib": 70.75701141357422, "mobile_score": 3728750.271601913, "mobile_throughput": 39930944.11705432, "mobile_availability": 400989.6508984336, "mobile_accuracy": 277829.21748479997, "soft_acc_blocks": [ 25.43602455 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.24377317, "time_to_acc50_sec": 0, "acc_per_sec": 3.4066783021770526, "mobile_acc_per_sec": 37210.01153524589 }, "started": "2026-08-19T05:46:35.494377933+10:00", "ended": "2026-08-19T05:46:42.986366375+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": 28328, "total_correct": 7820, "total_train": 754, "infer_ms": 800.48771, "train_ms": 1432.476595, "blocked_train": 1432476595, "duration": 7260754213, "avg_accuracy": 21.123417721518987, "soft_acc": 24.737687632911392, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3901.5230606870286, "availability": 35.84865679256794, "score": 345.9920877621398, "zero_downtime": 8.868128737939928, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 42026768, "heap_mib": 40.07984924316406, "mobile_score": 3779156.2439299324, "mobile_throughput": 42615035.88419752, "mobile_availability": 391562.9285929554, "mobile_accuracy": 270201.5161184135, "soft_acc_blocks": [ 24.737687632911392 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4070410465926333, "mobile_acc_per_sec": 37213.97367158247 }, "started": "2026-08-19T05:46:53.36601939+10:00", "ended": "2026-08-19T05:47:00.627349955+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": 18312, "total_correct": 6178, "total_train": 758, "infer_ms": 768.468436, "train_ms": 1411.274096, "blocked_train": 1411274096, "duration": 7122671622, "avg_accuracy": 23.824786324786324, "soft_acc": 24.78539204273504, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2570.9454221417705, "availability": 35.2550094664116, "score": 224.65158425098014, "zero_downtime": 8.738092310953466, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70942696, "heap_mib": 67.6562271118164, "mobile_score": 306724.2963640049, "mobile_throughput": 3510197.483030897, "mobile_availability": 48134.839591473974, "mobile_accuracy": 33840.321935680906, "soft_acc_blocks": [ 24.78539204273504 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.479788674544491, "mobile_acc_per_sec": 4751.071470311412 }, "started": "2026-08-19T05:47:10.594812267+10:00", "ended": "2026-08-19T05:47:17.718030763+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": 19912, "total_correct": 5576, "total_train": 749, "infer_ms": 636.731567, "train_ms": 1530.420417, "blocked_train": 1530420417, "duration": 7030397404, "avg_accuracy": 24.17883211678832, "soft_acc": 24.933229525547446, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2832.272324843388, "availability": 29.38102965094118, "score": 207.48206187107962, "zero_downtime": 7.325639559838317, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 42164384, "heap_mib": 40.211090087890625, "mobile_score": 566564.3502826281, "mobile_throughput": 7733991.628372345, "mobile_availability": 80229.79830017005, "mobile_accuracy": 68084.33875776156, "soft_acc_blocks": [ 24.933229525547446 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.546489350852555, "mobile_acc_per_sec": 9684.280254061376 }, "started": "2026-08-19T05:47:27.694685534+10:00", "ended": "2026-08-19T05:47:34.72561575+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": 21584, "total_correct": 6795, "total_train": 641, "infer_ms": 779.204966, "train_ms": 1274.605682, "blocked_train": 1274605682, "duration": 7319251755, "avg_accuracy": 20.27310924369748, "soft_acc": 25.10833624369748, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2948.9353177741596, "availability": 37.93947444759767, "score": 280.91471767704905, "zero_downtime": 9.52597081339451, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 46730560, "heap_mib": 44.56573486328125, "mobile_score": 1534168.9114735906, "mobile_throughput": 16105118.748803943, "mobile_availability": 207200.1164498134, "mobile_accuracy": 137124.9936722465, "soft_acc_blocks": [ 25.10833624369748 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.430451237934974, "mobile_acc_per_sec": 18734.83769410887 }, "started": "2026-08-19T05:47:44.614707512+10:00", "ended": "2026-08-19T05:47:51.934572183+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": 31064, "total_correct": 8334, "total_train": 811, "infer_ms": 619.767655, "train_ms": 1173.139176, "blocked_train": 1173139176, "duration": 7652430979, "avg_accuracy": 25.49715909090909, "soft_acc": 25.09393811931818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4059.363630360945, "availability": 34.56775579656431, "score": 352.12589538281674, "zero_downtime": 8.674411248826873, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 75432816, "heap_mib": 71.93833923339844, "mobile_score": 3846153.779968046, "mobile_throughput": 44339075.81322248, "mobile_availability": 377572.07398060645, "mobile_accuracy": 274092.72143127274, "soft_acc_blocks": [ 25.09393811931818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.450623085, "time_to_acc50_sec": 0, "acc_per_sec": 3.2792112974532692, "mobile_acc_per_sec": 35817.73193164958 }, "started": "2026-08-19T05:48:01.712035251+10:00", "ended": "2026-08-19T05:48:09.385283801+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": 26184, "total_correct": 8240, "total_train": 633, "infer_ms": 869.012561, "train_ms": 1363.208339, "blocked_train": 1363208339, "duration": 7104335621, "avg_accuracy": 27.21153846153846, "soft_acc": 25.008001376923076, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3685.6366867862534, "availability": 38.93040160138273, "score": 358.8230973430938, "zero_downtime": 9.735715368515475, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 44882600, "heap_mib": 42.803382873535156, "mobile_score": 484862.48469024734, "mobile_throughput": 4980245.070210802, "mobile_availability": 52605.00617212821, "mobile_accuracy": 33792.255221402695, "soft_acc_blocks": [ 25.008001376923076 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13136906, "time_to_acc50_sec": 0, "acc_per_sec": 3.5201041604792556, "mobile_acc_per_sec": 4756.567964147804 }, "started": "2026-08-19T05:48:19.714100293+10:00", "ended": "2026-08-19T05:48:26.819027997+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": 24048, "total_correct": 7081, "total_train": 775, "infer_ms": 794.142235, "train_ms": 1411.97132, "blocked_train": 1411971320, "duration": 6966396702, "avg_accuracy": 22.25177304964539, "soft_acc": 25.08592619148936, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3451.999796838443, "availability": 35.99734171435251, "score": 311.72478376638054, "zero_downtime": 9.03026657336068, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 45304232, "heap_mib": 43.205482482910156, "mobile_score": 833844.711384225, "mobile_throughput": 9233888.1096165, "mobile_availability": 96290.68516701249, "mobile_accuracy": 67103.3166892019, "soft_acc_blocks": [ 25.08592619148936 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.6009901911396147, "mobile_acc_per_sec": 9632.428292511257 }, "started": "2026-08-19T05:48:36.694220101+10:00", "ended": "2026-08-19T05:48:43.661021126+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": 24704, "total_correct": 7436, "total_train": 582, "infer_ms": 791.529014, "train_ms": 1253.489297, "blocked_train": 1253489297, "duration": 7072279319, "avg_accuracy": 18.378712871287128, "soft_acc": 24.886555806930694, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3493.0747055806437, "availability": 38.70522868878116, "score": 336.46686987963835, "zero_downtime": 9.632398337833672, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 82659512, "heap_mib": 78.83025360107422, "mobile_score": 1764055.4227545583, "mobile_throughput": 18313771.512394644, "mobile_availability": 202926.86938783698, "mobile_accuracy": 130477.2257090408, "soft_acc_blocks": [ 24.886555806930694 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5188875727902644, "mobile_acc_per_sec": 18449.10527763062 }, "started": "2026-08-19T05:48:53.550704922+10:00", "ended": "2026-08-19T05:49:00.623578146+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": 35376, "total_correct": 10840, "total_train": 678, "infer_ms": 874.654961, "train_ms": 1325.4253, "blocked_train": 1325425300, "duration": 7452634769, "avg_accuracy": 24.197860962566846, "soft_acc": 25.117164593582885, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4746.777629188285, "availability": 39.7555933074207, "score": 473.98842667132664, "zero_downtime": 9.98547780618028, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 41987336, "heap_mib": 40.04224395751953, "mobile_score": 4778970.081589548, "mobile_throughput": 47859202.87792052, "mobile_availability": 400834.2404607882, "mobile_accuracy": 253242.8459700074, "soft_acc_blocks": [ 25.117164593582885 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.370239569240708, "mobile_acc_per_sec": 33980.310832270625 }, "started": "2026-08-19T05:49:10.04895468+10:00", "ended": "2026-08-19T05:49:17.502108876+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": 30272, "total_correct": 7629, "total_train": 759, "infer_ms": 778.392025, "train_ms": 1538.704128, "blocked_train": 1538704128, "duration": 7065106478, "avg_accuracy": 21.1489898989899, "soft_acc": 24.87252786868687, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4284.719571355907, "availability": 33.59342787705194, "score": 358.01123104366843, "zero_downtime": 8.355534710766968, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41919000, "heap_mib": 39.977073669433594, "mobile_score": 7820874.679225951, "mobile_throughput": 93601127.2761269, "mobile_availability": 733859.629783492, "mobile_accuracy": 543348.6621340875, "soft_acc_blocks": [ 24.87252786868687 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5204745952714673, "mobile_acc_per_sec": 76905.94102523696 }, "started": "2026-08-19T05:49:27.458714595+10:00", "ended": "2026-08-19T05:49:34.539118182+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": 26016, "total_correct": 6677, "total_train": 775, "infer_ms": 891.260319, "train_ms": 1407.997835, "blocked_train": 1407997835, "duration": 6848250670, "avg_accuracy": 25, "soft_acc": 25.269565362204723, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3798.926361438227, "availability": 38.76295132190711, "score": 372.1135488239387, "zero_downtime": 9.795229320608916, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 42307184, "heap_mib": 40.34727478027344, "mobile_score": 6967666.724493042, "mobile_throughput": 71133268.00663304, "mobile_availability": 725819.650809287, "mobile_accuracy": 473161.7815935568, "soft_acc_blocks": [ 25.269565362204723 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122312453, "time_to_acc50_sec": 0, "acc_per_sec": 3.6899299660426603, "mobile_acc_per_sec": 69092.35721559194 }, "started": "2026-08-19T05:49:45.577916956+10:00", "ended": "2026-08-19T05:49:52.426797625+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": 34056, "total_correct": 8457, "total_train": 627, "infer_ms": 756.527547, "train_ms": 1256.857443, "blocked_train": 1256857443, "duration": 7317005397, "avg_accuracy": 24.283854166666668, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4654.36311061942, "availability": 37.57490746963401, "score": 437.2181580290066, "zero_downtime": 9.393726867408503, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 78825400, "heap_mib": 75.17375946044922, "mobile_score": 9551176.401529659, "mobile_throughput": 101676113.60585143, "mobile_availability": 820836.3786433116, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.416698313527293, "mobile_acc_per_sec": 74638.91355844155 }, "started": "2026-08-19T05:50:02.049387086+10:00", "ended": "2026-08-19T05:50:09.368233209+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": 34064, "total_correct": 7980, "total_train": 785, "infer_ms": 925.768001, "train_ms": 1408.815947, "blocked_train": 1408815947, "duration": 7220576116, "avg_accuracy": 26.805555555555557, "soft_acc": 25.159761205555554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4717.629099500514, "availability": 39.65451753375973, "score": 470.67700224892553, "zero_downtime": 9.976981918709106, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 47991744, "heap_mib": 45.76849365234375, "mobile_score": 20564192.01292372, "mobile_throughput": 206116360.44324377, "mobile_availability": 1732532.307394985, "mobile_accuracy": 1099246.7402448591, "soft_acc_blocks": [ 25.159761205555554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124709687, "time_to_acc50_sec": 0, "acc_per_sec": 3.4844534288343416, "mobile_acc_per_sec": 152238.09327472493 }, "started": "2026-08-19T05:50:19.150484916+10:00", "ended": "2026-08-19T05:50:26.371650823+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": 24360, "total_correct": 6038, "total_train": 654, "infer_ms": 825.023299, "train_ms": 1247.196591, "blocked_train": 1247196591, "duration": 7262083274, "avg_accuracy": 30.4421768707483, "soft_acc": 25.50559385714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3354.4093452101606, "availability": 39.81350159707231, "score": 340.62920004751885, "zero_downtime": 10.154670017656349, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 76570792, "heap_mib": 73.02359771728516, "mobile_score": 11161737.627157098, "mobile_throughput": 109917285.42384654, "mobile_availability": 1304608.8203328655, "mobile_accuracy": 835767.2995108572, "soft_acc_blocks": [ 25.50559385714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.222556187, "time_to_acc50_sec": 0, "acc_per_sec": 3.51215937559667, "mobile_acc_per_sec": 115086.43841955168 }, "started": "2026-08-19T05:50:36.139005593+10:00", "ended": "2026-08-19T05:50:43.401498293+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": 34040, "total_correct": 5898, "total_train": 750, "infer_ms": 729.465757, "train_ms": 1370.059929, "blocked_train": 1370059929, "duration": 7442010040, "avg_accuracy": 14.314516129032258, "soft_acc": 24.2359799516129, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4574.033065937654, "availability": 34.7443121017382, "score": 385.1621496884154, "zero_downtime": 8.420624515303086, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 63017544, "heap_mib": 60.09821319580078, "mobile_score": 16827991.094653327, "mobile_throughput": 199842554.0061934, "mobile_availability": 1518002.1585996766, "mobile_accuracy": 1058886.1214059354, "soft_acc_blocks": [ 24.2359799516129 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2566443502961064, "mobile_acc_per_sec": 142284.96276067043 }, "started": "2026-08-19T05:50:53.613260506+10:00", "ended": "2026-08-19T05:51:01.055705024+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": 33376, "total_correct": 7744, "total_train": 566, "infer_ms": 831.136814, "train_ms": 1367.945526, "blocked_train": 1367945526, "duration": 7136879819, "avg_accuracy": 33.17567567567568, "soft_acc": 25.15067824864865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4676.553458437886, "availability": 37.79471095202374, "score": 444.53568830267227, "zero_downtime": 9.505626146550265, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 42908928, "heap_mib": 40.921142578125, "mobile_score": 38844121.15813857, "mobile_throughput": 408643476.6029137, "mobile_availability": 3302552.2359357704, "mobile_accuracy": 2197699.799604584, "soft_acc_blocks": [ 25.15067824864865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126536295, "time_to_acc50_sec": 0, "acc_per_sec": 3.5240439640992434, "mobile_acc_per_sec": 307935.66030827735 }, "started": "2026-08-19T05:51:11.289462214+10:00", "ended": "2026-08-19T05:51:18.427165418+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": 17328, "total_correct": 5460, "total_train": 685, "infer_ms": 658.346526, "train_ms": 1524.563226, "blocked_train": 1524563226, "duration": 7160499669, "avg_accuracy": 28.15126050420168, "soft_acc": 25.069030672268905, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2419.9428532925194, "availability": 30.159127073247873, "score": 182.9622191244094, "zero_downtime": 7.560600816481065, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45305560, "heap_mib": 43.206748962402344, "mobile_score": 249804.41651119362, "mobile_throughput": 3304028.642362053, "mobile_availability": 41177.2614973411, "mobile_accuracy": 34227.58321120448, "soft_acc_blocks": [ 25.069030672268905 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136430756, "time_to_acc50_sec": 0, "acc_per_sec": 3.501016944501852, "mobile_acc_per_sec": 4780.055134893196 }, "started": "2026-08-19T05:51:28.490163492+10:00", "ended": "2026-08-19T05:51:35.651271753+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": 22656, "total_correct": 6810, "total_train": 686, "infer_ms": 827.597403, "train_ms": 1228.827362, "blocked_train": 1228827362, "duration": 7244843480, "avg_accuracy": 29.084158415841586, "soft_acc": 25.240866029702968, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3127.189712592659, "availability": 40.24447755568632, "score": 317.6616404579216, "zero_downtime": 10.158054664184665, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 78475472, "heap_mib": 74.84004211425781, "mobile_score": 429242.7478154711, "mobile_throughput": 4225639.278442732, "mobile_availability": 54380.66146576204, "mobile_accuracy": 34106.91538397141, "soft_acc_blocks": [ 25.240866029702968 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.324295068, "time_to_acc50_sec": 0, "acc_per_sec": 3.483976720736963, "mobile_acc_per_sec": 4707.750481860157 }, "started": "2026-08-19T05:51:45.150060769+10:00", "ended": "2026-08-19T05:51:52.395351748+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": 20808, "total_correct": 6620, "total_train": 626, "infer_ms": 797.110028, "train_ms": 1399.383937, "blocked_train": 1399383937, "duration": 7264708546, "avg_accuracy": 22.8, "soft_acc": 25.06077492, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2864.2580591147093, "availability": 36.29010781279337, "score": 260.4923046715146, "zero_downtime": 9.094582237189483, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42456144, "heap_mib": 40.48933410644531, "mobile_score": 351992.2408031419, "mobile_throughput": 3870350.84870395, "mobile_availability": 49037.28877565415, "mobile_accuracy": 33863.56587952825, "soft_acc_blocks": [ 25.06077492 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.449660060182131, "mobile_acc_per_sec": 4661.379828950436 }, "started": "2026-08-19T05:52:02.681408656+10:00", "ended": "2026-08-19T05:52:09.989092283+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": 23208, "total_correct": 6883, "total_train": 771, "infer_ms": 964.069147, "train_ms": 1465.291117, "blocked_train": 1465291117, "duration": 7121651601, "avg_accuracy": 22.848360655737704, "soft_acc": 25.035724344262295, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3258.7946308327137, "availability": 39.6840749100192, "score": 323.7676208746919, "zero_downtime": 9.935195603042962, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45807544, "heap_mib": 43.68547821044922, "mobile_score": 442050.725034246, "mobile_throughput": 4449340.935963598, "mobile_availability": 54181.990277146215, "mobile_accuracy": 34182.10897136612, "soft_acc_blocks": [ 25.035724344262295 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.515437955536446, "mobile_acc_per_sec": 4799.744621959094 }, "started": "2026-08-19T05:52:21.343760438+10:00", "ended": "2026-08-19T05:52:28.46598709+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": 20352, "total_correct": 6055, "total_train": 783, "infer_ms": 792.653056, "train_ms": 1450.875083, "blocked_train": 1450875083, "duration": 7240362802, "avg_accuracy": 21.29237288135593, "soft_acc": 24.918152398305082, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2810.9088669394, "availability": 35.33064917800881, "score": 247.46524898196185, "zero_downtime": 8.803745005486757, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 45861352, "heap_mib": 43.736793518066406, "mobile_score": 168936.27663835263, "mobile_throughput": 1918913.786497297, "mobile_availability": 24119.056505520683, "mobile_accuracy": 17010.792037242936, "soft_acc_blocks": [ 24.918152398305082 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4415612973733802, "mobile_acc_per_sec": 2349.4391790068944 }, "started": "2026-08-19T05:52:38.597878588+10:00", "ended": "2026-08-19T05:52:45.838641077+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": 20376, "total_correct": 5373, "total_train": 722, "infer_ms": 867.914515, "train_ms": 1504.843326, "blocked_train": 1504843326, "duration": 7271547125, "avg_accuracy": 23.05045871559633, "soft_acc": 24.732015532110093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2802.1547065199006, "availability": 36.578301417991185, "score": 253.49835989450523, "zero_downtime": 9.046551188079626, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 42473800, "heap_mib": 40.50617218017578, "mobile_score": 5537756.171348765, "mobile_throughput": 61214003.61549607, "mobile_availability": 799065.1872431567, "mobile_accuracy": 540279.1233041224, "soft_acc_blocks": [ 24.732015532110093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4012040501092256, "mobile_acc_per_sec": 74300.4362093194 }, "started": "2026-08-19T05:52:55.800209312+10:00", "ended": "2026-08-19T05:53:03.123878793+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": 9272, "total_correct": 2824, "total_train": 498, "infer_ms": 632.941665, "train_ms": 1236.547207, "blocked_train": 1236547207, "duration": 7511557904, "avg_accuracy": 20.74468085106383, "soft_acc": 24.809866191489363, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1234.3644445664916, "availability": 33.856401847574084, "score": 103.68325581842919, "zero_downtime": 8.399727995636063, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 117474008, "heap_mib": 112.03194427490234, "mobile_score": 1509996.8562925723, "mobile_throughput": 17976735.164246574, "mobile_availability": 493069.5892183589, "mobile_accuracy": 361319.86460565485, "soft_acc_blocks": [ 24.809866191489363 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3028922240322203, "mobile_acc_per_sec": 48101.854398705684 }, "started": "2026-08-19T05:53:13.45578553+10:00", "ended": "2026-08-19T05:53:21.014022466+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": 12136, "total_correct": 3624, "total_train": 607, "infer_ms": 779.599183, "train_ms": 1559.987045, "blocked_train": 1559987045, "duration": 7292962823, "avg_accuracy": 27.95138888888889, "soft_acc": 24.901657222222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1664.0699115764573, "availability": 33.32209660280151, "score": 138.08043223160655, "zero_downtime": 8.297754275287387, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 45821136, "heap_mib": 43.69844055175781, "mobile_score": 2010942.045940126, "mobile_throughput": 24234774.605572157, "mobile_availability": 485288.2051024888, "mobile_accuracy": 362656.6683812346, "soft_acc_blocks": [ 24.901657222222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127894723, "time_to_acc50_sec": 0, "acc_per_sec": 3.4144774663719994, "mobile_acc_per_sec": 49726.93227470119 }, "started": "2026-08-19T05:53:31.222698309+10:00", "ended": "2026-08-19T05:53:38.643622417+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": 11616, "total_correct": 3282, "total_train": 628, "infer_ms": 765.313827, "train_ms": 1517.720137, "blocked_train": 1517720137, "duration": 7280692588, "avg_accuracy": 26.715686274509803, "soft_acc": 25.175688588235293, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1595.4526110806314, "availability": 33.52178894698212, "score": 134.64568944561685, "zero_downtime": 8.439341194497697, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 51798248, "heap_mib": 49.398658752441406, "mobile_score": 1764827.9807015893, "mobile_throughput": 20911916.46395605, "mobile_availability": 439376.792085884, "mobile_accuracy": 329982.78546371765, "soft_acc_blocks": [ 25.175688588235293 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.174620941, "time_to_acc50_sec": 0, "acc_per_sec": 3.4578700149666712, "mobile_acc_per_sec": 45322.993860171155 }, "started": "2026-08-19T05:53:49.526909397+10:00", "ended": "2026-08-19T05:53:56.808308182+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": 14240, "total_correct": 3941, "total_train": 648, "infer_ms": 856.847008, "train_ms": 1510.436799, "blocked_train": 1510436799, "duration": 7373896650, "avg_accuracy": 19.407894736842106, "soft_acc": 24.574273078947368, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1931.1363687203293, "availability": 36.19536472417563, "score": 171.769709077732, "zero_downtime": 8.894747769239904, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 49707832, "heap_mib": 47.40508270263672, "mobile_score": 3001893.241098198, "mobile_throughput": 33749054.1494548, "mobile_availability": 632559.8460169531, "mobile_accuracy": 429466.5494671719, "soft_acc_blocks": [ 24.574273078947368 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3326034043272585, "mobile_acc_per_sec": 58241.46578826432 }, "started": "2026-08-19T05:54:06.879144138+10:00", "ended": "2026-08-19T05:54:14.385870396+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": 12480, "total_correct": 3437, "total_train": 694, "infer_ms": 722.050597, "train_ms": 1564.719778, "blocked_train": 1564719778, "duration": 7059269251, "avg_accuracy": 25.45731707317073, "soft_acc": 25.111458780487805, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1767.8883686483714, "availability": 31.57512467774557, "score": 140.17541649493262, "zero_downtime": 7.9289744183397115, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 48334968, "heap_mib": 46.09581756591797, "mobile_score": 2161537.904802801, "mobile_throughput": 27261254.618291687, "mobile_availability": 486895.85197193734, "mobile_accuracy": 387224.60297365853, "soft_acc_blocks": [ 25.111458780487805 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114465108, "time_to_acc50_sec": 0, "acc_per_sec": 3.5572320430943436, "mobile_acc_per_sec": 54853.35510028963 }, "started": "2026-08-19T05:54:24.227085868+10:00", "ended": "2026-08-19T05:54:31.286953712+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": 14056, "total_correct": 3123, "total_train": 650, "infer_ms": 670.722409, "train_ms": 1438.041289, "blocked_train": 1438041289, "duration": 7640629320, "avg_accuracy": 16.90340909090909, "soft_acc": 23.833309215909093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1839.639041669934, "availability": 31.806428080876426, "score": 139.4542855988165, "zero_downtime": 7.580524355051019, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 42451040, "heap_mib": 40.484466552734375, "mobile_score": 4061900.471557351, "mobile_throughput": 53583370.77105813, "mobile_availability": 926429.3647592522, "mobile_accuracy": 694195.4456772526, "soft_acc_blocks": [ 23.833309215909093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1192861500980515, "mobile_acc_per_sec": 90855.79428125596 }, "started": "2026-08-19T05:54:41.042076834+10:00", "ended": "2026-08-19T05:54:48.68344407+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": 14520, "total_correct": 4164, "total_train": 653, "infer_ms": 761.453828, "train_ms": 1536.345113, "blocked_train": 1536345113, "duration": 7055912618, "avg_accuracy": 22.63157894736842, "soft_acc": 25.084207736842103, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2057.84861379359, "availability": 33.13840103297358, "score": 171.0587762354145, "zero_downtime": 8.312505355778923, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 42448624, "heap_mib": 40.48216247558594, "mobile_score": 4076548.348859682, "mobile_throughput": 49041151.54675517, "mobile_availability": 789730.2727625297, "mobile_accuracy": 597788.5957242488, "soft_acc_blocks": [ 25.084207736842103 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.5550621294332623, "mobile_acc_per_sec": 84721.65516892301 }, "started": "2026-08-19T05:54:58.776261846+10:00", "ended": "2026-08-19T05:55:05.832764462+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": 7120, "total_correct": 1765, "total_train": 366, "infer_ms": 473.575459, "train_ms": 1161.667483, "blocked_train": 1161667483, "duration": 7887811866, "avg_accuracy": 24.242424242424242, "soft_acc": 25.00516615151515, "adapt_pct": 25.00516615151515, "stability": 100, "consistency": 100, "throughput": 902.6584458346917, "availability": 28.960556675498562, "score": 65.3672327884073, "zero_downtime": 7.241635315112128, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 150798672, "heap_mib": 143.8128204345703, "mobile_score": 29749.353944590704, "mobile_throughput": 410809.8882376553, "mobile_availability": 13180.271126982458, "mobile_accuracy": 11380.128950734006, "soft_acc_blocks": [ 25.00516615151515 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.170101743843386, "mobile_acc_per_sec": 1442.7485269758342 }, "started": "2026-08-19T05:55:16.096448076+10:00", "ended": "2026-08-19T05:55:23.985388118+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": 15008, "total_correct": 3553, "total_train": 512, "infer_ms": 823.588046, "train_ms": 1187.744208, "blocked_train": 1187744208, "duration": 7418901369, "avg_accuracy": 25.84269662921348, "soft_acc": 25.009687202247193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2022.9410331172714, "availability": 40.94738919251677, "score": 207.16562761149243, "zero_downtime": 10.240813954535218, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 42256576, "heap_mib": 40.29901123046875, "mobile_score": 188566.757932594, "mobile_throughput": 1841325.8825885209, "mobile_availability": 37271.223585010826, "mobile_accuracy": 22764.373062312112, "soft_acc_blocks": [ 25.009687202247193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.391311378, "time_to_acc50_sec": 0, "acc_per_sec": 3.371076923431086, "mobile_acc_per_sec": 3068.429128527495 }, "started": "2026-08-19T05:55:33.644832713+10:00", "ended": "2026-08-19T05:55:41.064432414+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": 10040, "total_correct": 2356, "total_train": 470, "infer_ms": 880.362039, "train_ms": 1604.450231, "blocked_train": 1604450231, "duration": 7190956277, "avg_accuracy": 21.710526315789473, "soft_acc": 24.988615245614035, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1396.1981707652094, "availability": 35.429720370786804, "score": 123.61096006810088, "zero_downtime": 8.853396506052853, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 45618872, "heap_mib": 43.50554656982422, "mobile_score": 225026.88552841832, "mobile_throughput": 2541701.203313021, "mobile_availability": 64497.837617219, "mobile_accuracy": 45490.38579823782, "soft_acc_blocks": [ 24.988615245614035 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4750058661236993, "mobile_acc_per_sec": 6326.0551233967435 }, "started": "2026-08-19T05:55:50.931589659+10:00", "ended": "2026-08-19T05:55:58.123615361+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": 11400, "total_correct": 2773, "total_train": 420, "infer_ms": 666.269649, "train_ms": 1499.982907, "blocked_train": 1499982907, "duration": 7671094643, "avg_accuracy": 28.87323943661972, "soft_acc": 25.008915915492956, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1486.0982076922603, "availability": 30.75678535979532, "score": 114.30976150702458, "zero_downtime": 7.691938588939859, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 39319560, "heap_mib": 37.49805450439453, "mobile_score": 208094.5702812323, "mobile_throughput": 2705359.226092221, "mobile_availability": 55991.01903720961, "mobile_accuracy": 45527.3420399374, "soft_acc_blocks": [ 25.008915915492956 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.241173834, "time_to_acc50_sec": 0, "acc_per_sec": 3.2601495717842566, "mobile_acc_per_sec": 5934.9211760125845 }, "started": "2026-08-19T05:56:08.266479509+10:00", "ended": "2026-08-19T05:56:15.938254411+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": 9504, "total_correct": 2392, "total_train": 484, "infer_ms": 838.323678, "train_ms": 1555.300733, "blocked_train": 1555300733, "duration": 7697815808, "avg_accuracy": 18.103448275862068, "soft_acc": 24.955999103448274, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1234.6359327178125, "availability": 35.023192199555155, "score": 107.91196512046345, "zero_downtime": 8.74038753131995, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42498712, "heap_mib": 40.529930114746094, "mobile_score": 392895.4747852607, "mobile_throughput": 4495172.249255253, "mobile_availability": 127515.55133278036, "mobile_accuracy": 90862.0198468659, "soft_acc_blocks": [ 24.955999103448274 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.241958462751552, "mobile_acc_per_sec": 11803.61054527143 }, "started": "2026-08-19T05:56:26.490401465+10:00", "ended": "2026-08-19T05:56:34.189028104+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": 5568, "total_correct": 1442, "total_train": 383, "infer_ms": 574.936509, "train_ms": 1547.370778, "blocked_train": 1547370778, "duration": 8212048376, "avg_accuracy": 20.48611111111111, "soft_acc": 24.999562944444445, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 678.0281538857803, "availability": 27.09016326343132, "score": 45.91893068593699, "zero_downtime": 6.772422416794278, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 79217488, "heap_mib": 75.54768371582031, "mobile_score": 167185.72452408704, "mobile_throughput": 2468625.171836583, "mobile_availability": 98632.27442401306, "mobile_accuracy": 91020.63095150617, "soft_acc_blocks": [ 24.999562944444445 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.044254222552627, "mobile_acc_per_sec": 11083.791373844942 }, "started": "2026-08-19T05:56:45.001849894+10:00", "ended": "2026-08-19T05:56:53.215000143+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": 8224, "total_correct": 2023, "total_train": 440, "infer_ms": 708.195882, "train_ms": 1636.319987, "blocked_train": 1636319987, "duration": 7528715264, "avg_accuracy": 19.565217391304348, "soft_acc": 24.984589304347825, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1092.3510468412371, "availability": 30.206487034871934, "score": 82.43937006826852, "zero_downtime": 7.546966728933826, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 48825072, "heap_mib": 46.56321716308594, "mobile_score": 37519.07331106976, "mobile_throughput": 497141.0986513008, "mobile_availability": 13747.307877203937, "mobile_accuracy": 11370.764198956522, "soft_acc_blocks": [ 24.984589304347825 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3185727482371985, "mobile_acc_per_sec": 1510.319330753285 }, "started": "2026-08-19T05:57:03.244650238+10:00", "ended": "2026-08-19T05:57:10.774041283+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": 7984, "total_correct": 1781, "total_train": 468, "infer_ms": 733.373491, "train_ms": 1468.835231, "blocked_train": 1468835231, "duration": 7564750324, "avg_accuracy": 19.897959183673468, "soft_acc": 24.972866530612247, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1055.4214822754802, "availability": 33.301724930685296, "score": 87.7730227511789, "zero_downtime": 8.316395319331663, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 78358112, "heap_mib": 74.72811889648438, "mobile_score": 79892.95581973973, "mobile_throughput": 960668.0869778594, "mobile_availability": 30311.97007024155, "mobile_accuracy": 22730.858068752837, "soft_acc_blocks": [ 24.972866530612247 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3012149061130396, "mobile_acc_per_sec": 3004.8391678753355 }, "started": "2026-08-19T05:57:20.750388777+10:00", "ended": "2026-08-19T05:57:28.394833173+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": 8720, "total_correct": 2389, "total_train": 353, "infer_ms": 787.843985, "train_ms": 1334.683605, "blocked_train": 1334683605, "duration": 8085653817, "avg_accuracy": 26, "soft_acc": 24.99296528, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1078.453294854931, "availability": 37.11819760137959, "score": 100.04744610095698, "zero_downtime": 9.276938239074594, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 119069688, "heap_mib": 113.55370330810547, "mobile_score": 182130.81743534212, "mobile_throughput": 1963264.3092114655, "mobile_availability": 67571.61661122258, "mobile_accuracy": 45498.304794168886, "soft_acc_blocks": [ 24.99296528 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.510870782, "time_to_acc50_sec": 0, "acc_per_sec": 3.0910258892673044, "mobile_acc_per_sec": 5627.040907750613 }, "started": "2026-08-19T05:57:38.431558953+10:00", "ended": "2026-08-19T05:57:46.517980685+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": 13640, "total_correct": 3000, "total_train": 525, "infer_ms": 705.728221, "train_ms": 1554.134342, "blocked_train": 1554134342, "duration": 7548489721, "avg_accuracy": 20.411392405063292, "soft_acc": 24.976585088607596, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1806.9839801269566, "availability": 31.228811546094004, "score": 140.9427751990517, "zero_downtime": 7.799890687971082, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45440112, "heap_mib": 43.33506774902344, "mobile_score": 513156.98419139185, "mobile_throughput": 6579027.895644457, "mobile_availability": 113700.6329713787, "mobile_accuracy": 90936.9711314993, "soft_acc_blocks": [ 24.976585088607596 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.3088188514216825, "mobile_acc_per_sec": 12047.0417914873 }, "started": "2026-08-19T05:57:56.067573985+10:00", "ended": "2026-08-19T05:58:03.616572195+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": 4840, "total_correct": 1378, "total_train": 340, "infer_ms": 443.319025, "train_ms": 1043.509755, "blocked_train": 1043509755, "duration": 7861929947, "avg_accuracy": 26.988636363636363, "soft_acc": 25.00110584090909, "adapt_pct": 25.00110584090909, "stability": 100, "consistency": 100, "throughput": 615.6249206782712, "availability": 29.816414032555922, "score": 45.891348660698014, "zero_downtime": 7.4544332302429765, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 114046872, "heap_mib": 108.7635726928711, "mobile_score": 20705.923757848574, "mobile_throughput": 277766.573504793, "mobile_availability": 13453.001790275972, "mobile_accuracy": 11280.361255695821, "soft_acc_blocks": [ 25.00110584090909 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.846885108, "time_to_acc50_sec": 0, "acc_per_sec": 3.1800214463179177, "mobile_acc_per_sec": 1434.8081618305753 }, "started": "2026-08-19T05:58:14.667946289+10:00", "ended": "2026-08-19T05:58:22.53073863+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": 7832, "total_correct": 2075, "total_train": 449, "infer_ms": 693.080943, "train_ms": 1417.280103, "blocked_train": 1417280103, "duration": 7497002154, "avg_accuracy": 20.47872340425532, "soft_acc": 24.98588059574468, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1044.6842403294847, "availability": 32.84181843261715, "score": 85.72488262059575, "zero_downtime": 8.205817539044988, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 75738168, "heap_mib": 72.22954559326172, "mobile_score": 76697.14549383431, "mobile_throughput": 934667.9368495988, "mobile_availability": 29383.227478498262, "mobile_accuracy": 22354.6030132795, "soft_acc_blocks": [ 24.98588059574468 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.332782902084875, "mobile_acc_per_sec": 2981.8056009697525 }, "started": "2026-08-19T05:58:32.761016383+10:00", "ended": "2026-08-19T05:58:40.259290721+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": 8648, "total_correct": 2163, "total_train": 386, "infer_ms": 831.833375, "train_ms": 1555.544619, "blocked_train": 1555544619, "duration": 7352766301, "avg_accuracy": 30.102040816326532, "soft_acc": 25.0260513877551, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1176.1559725927702, "availability": 34.84296902671375, "score": 102.5586758919645, "zero_downtime": 8.719819333644976, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 43372640, "heap_mib": 41.363372802734375, "mobile_score": 180437.1914967996, "mobile_throughput": 2069276.7199956991, "mobile_availability": 61301.17632576409, "mobile_accuracy": 44029.7262751119, "soft_acc_blocks": [ 25.0260513877551 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131811892, "time_to_acc50_sec": 0, "acc_per_sec": 3.4036239373406274, "mobile_acc_per_sec": 5988.185190806856 }, "started": "2026-08-19T05:58:50.176758078+10:00", "ended": "2026-08-19T05:58:57.530286669+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": 12560, "total_correct": 3210, "total_train": 421, "infer_ms": 740.545359, "train_ms": 1593.663156, "blocked_train": 1593663156, "duration": 7754131261, "avg_accuracy": 18.75, "soft_acc": 24.98777673529412, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1619.7817108373554, "availability": 31.725758613300233, "score": 128.40919501577258, "zero_downtime": 7.927561729869805, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 42670144, "heap_mib": 40.69342041015625, "mobile_score": 437164.93530148943, "mobile_throughput": 5514494.244230489, "mobile_availability": 108009.3151418828, "mobile_accuracy": 85070.07460385638, "soft_acc_blocks": [ 24.98777673529412 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.222511445088899, "mobile_acc_per_sec": 10970.935587810187 }, "started": "2026-08-19T05:59:07.562380291+10:00", "ended": "2026-08-19T05:59:15.317190405+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": 11616, "total_correct": 3115, "total_train": 494, "infer_ms": 664.282022, "train_ms": 1558.483772, "blocked_train": 1558483772, "duration": 7447981647, "avg_accuracy": 31.84931506849315, "soft_acc": 24.999488301369862, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1559.617162144707, "availability": 29.88538080769116, "score": 116.52199699759682, "zero_downtime": 7.471192278838585, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 42274960, "heap_mib": 40.31654357910156, "mobile_score": 848487.2883593894, "mobile_throughput": 11356785.593146168, "mobile_availability": 217618.70184587198, "mobile_accuracy": 182040.7183687306, "soft_acc_blocks": [ 24.999488301369862 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136060841, "time_to_acc50_sec": 0, "acc_per_sec": 3.3565453684273643, "mobile_acc_per_sec": 24441.617473917304 }, "started": "2026-08-19T05:59:25.786011672+10:00", "ended": "2026-08-19T05:59:33.309085524+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": 4976, "total_correct": 1315, "total_train": 329, "infer_ms": 505.958897, "train_ms": 1179.230513, "blocked_train": 1179230513, "duration": 7925927141, "avg_accuracy": 23.837209302325583, "soft_acc": 25.00665795348837, "adapt_pct": 25.00665795348837, "stability": 100, "consistency": 100, "throughput": 627.8129878660716, "availability": 30.023859276447745, "score": 47.135971821118126, "zero_downtime": 7.507963793697976, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 152632512, "heap_mib": 145.56170654296875, "mobile_score": 301375.90724573634, "mobile_throughput": 4014083.11929667, "mobile_availability": 191965.23332110042, "mobile_accuracy": 159886.47176973795, "soft_acc_blocks": [ 25.00665795348837 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1550451459655138, "mobile_acc_per_sec": 20172.589140097163 }, "started": "2026-08-19T05:59:44.130152196+10:00", "ended": "2026-08-19T05:59:52.058307093+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": 10504, "total_correct": 2644, "total_train": 494, "infer_ms": 663.797409, "train_ms": 1659.136334, "blocked_train": 1659136334, "duration": 7507684510, "avg_accuracy": 25.33783783783784, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1399.099813798649, "availability": 28.57582188903612, "score": 99.95106771023447, "zero_downtime": 7.14395547225903, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 45679248, "heap_mib": 43.56312561035156, "mobile_score": 727821.4637175474, "mobile_throughput": 10187933.93301203, "mobile_availability": 208082.784813319, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118352853, "time_to_acc50_sec": 0, "acc_per_sec": 3.329921491333418, "mobile_acc_per_sec": 24247.74831733632 }, "started": "2026-08-19T06:00:02.165896516+10:00", "ended": "2026-08-19T06:00:09.674471024+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": 11344, "total_correct": 2880, "total_train": 392, "infer_ms": 688.10464, "train_ms": 1536.182032, "blocked_train": 1536182032, "duration": 7633726388, "avg_accuracy": 27.79605263157895, "soft_acc": 24.987019500000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1486.0370182814574, "availability": 30.935969210357253, "score": 114.87031465883088, "zero_downtime": 7.729976659105963, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42080272, "heap_mib": 40.13087463378906, "mobile_score": 1672920.2092180313, "mobile_throughput": 21641982.673354134, "mobile_availability": 450537.706259994, "mobile_accuracy": 363899.846656, "soft_acc_blocks": [ 24.987019500000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.15455591, "time_to_acc50_sec": 0, "acc_per_sec": 3.273240122842087, "mobile_acc_per_sec": 47670.01437568423 }, "started": "2026-08-19T06:00:19.806818027+10:00", "ended": "2026-08-19T06:00:27.5923696+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": 7728, "total_correct": 1910, "total_train": 437, "infer_ms": 846.587827, "train_ms": 1608.974799, "blocked_train": 1608974799, "duration": 7265534345, "avg_accuracy": 23.295454545454547, "soft_acc": 24.993225909090906, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1063.6519811262417, "availability": 34.47632807390676, "score": 91.65219550120274, "zero_downtime": 8.616746560670846, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 42683824, "heap_mib": 40.70646667480469, "mobile_score": 1044611.8755420562, "mobile_throughput": 12123042.823493805, "mobile_availability": 392946.197678531, "mobile_accuracy": 284861.92229185766, "soft_acc_blocks": [ 24.993225909090906 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.439970788423946, "mobile_acc_per_sec": 39207.291406982906 }, "started": "2026-08-19T06:00:37.71877023+10:00", "ended": "2026-08-19T06:00:44.985698375+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": 12656, "total_correct": 3088, "total_train": 561, "infer_ms": 768.16544, "train_ms": 1564.263315, "blocked_train": 1564263315, "duration": 7187663013, "avg_accuracy": 20.833333333333332, "soft_acc": 24.983457589743587, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1760.7948476590607, "availability": 32.934143791243045, "score": 144.87974686432904, "zero_downtime": 8.228087846630377, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 45678240, "heap_mib": 43.562164306640625, "mobile_score": 2109964.2423334816, "mobile_throughput": 25643433.58581871, "mobile_availability": 479638.2327784232, "mobile_accuracy": 363847.97257809684, "soft_acc_blocks": [ 24.983457589743587 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4758804836227215, "mobile_acc_per_sec": 50621.178527710814 }, "started": "2026-08-19T06:00:55.183325562+10:00", "ended": "2026-08-19T06:01:02.371489043+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": 9264, "total_correct": 3074, "total_train": 478, "infer_ms": 596.835225, "train_ms": 1308.853479, "blocked_train": 1308853479, "duration": 8055434752, "avg_accuracy": 39.88095238095238, "soft_acc": 25.105268333333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1150.0310393178888, "availability": 31.31861062865386, "score": 90.42258472484718, "zero_downtime": 7.862621236595406, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 90174472, "heap_mib": 85.99707794189453, "mobile_score": 2633748.672234482, "mobile_throughput": 33497081.86343874, "mobile_availability": 912220.6516264264, "mobile_accuracy": 731243.9402192594, "soft_acc_blocks": [ 25.105268333333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.492351213, "time_to_acc50_sec": 0, "acc_per_sec": 3.11656280588707, "mobile_acc_per_sec": 90776.4711318289 }, "started": "2026-08-19T06:01:13.457952925+10:00", "ended": "2026-08-19T06:01:21.514374029+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": 6912, "total_correct": 1682, "total_train": 410, "infer_ms": 818.690602, "train_ms": 1696.172919, "blocked_train": 1696172919, "duration": 7781302953, "avg_accuracy": 22.794117647058822, "soft_acc": 24.98634674509804, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 888.2831116779936, "availability": 32.55407679834885, "score": 72.25361015031875, "zero_downtime": 8.134074508500953, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 45275608, "heap_mib": 43.178184509277344, "mobile_score": 32883.42079730062, "mobile_throughput": 404267.5139370069, "mobile_availability": 14815.722062892988, "mobile_accuracy": 11371.564029769062, "soft_acc_blocks": [ 24.98634674509804 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2110749184318568, "mobile_acc_per_sec": 1461.395873988543 }, "started": "2026-08-19T06:01:32.137294843+10:00", "ended": "2026-08-19T06:01:39.919365711+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": 8544, "total_correct": 2010, "total_train": 404, "infer_ms": 849.944074, "train_ms": 1527.027808, "blocked_train": 1527027808, "duration": 7230857353, "avg_accuracy": 18.882978723404257, "soft_acc": 25.005624914893616, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1181.6026209471815, "availability": 35.757430722522955, "score": 105.65145051963864, "zero_downtime": 8.941369005677025, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 65547456, "heap_mib": 62.51092529296875, "mobile_score": 47669.35257318443, "mobile_throughput": 533132.5946051256, "mobile_availability": 16133.555799182543, "mobile_accuracy": 11282.40023698773, "soft_acc_blocks": [ 25.005624914893616 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.4581825769967747, "mobile_acc_per_sec": 1560.3129319522245 }, "started": "2026-08-19T06:01:50.166895587+10:00", "ended": "2026-08-19T06:01:57.398695231+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": 7256, "total_correct": 1974, "total_train": 459, "infer_ms": 715.90647, "train_ms": 1667.442539, "blocked_train": 1667442539, "duration": 7539175195, "avg_accuracy": 30.555555555555557, "soft_acc": 25.010876711111113, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 962.4394993250983, "availability": 30.037836141353814, "score": 72.3054440784632, "zero_downtime": 7.512726163999577, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 45475192, "heap_mib": 43.36852264404297, "mobile_score": 32623.81812823521, "mobile_throughput": 434247.40122388734, "mobile_availability": 13552.90622622901, "mobile_accuracy": 11284.76981851551, "soft_acc_blocks": [ 25.010876711111113 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134622351, "time_to_acc50_sec": 0, "acc_per_sec": 3.3174553003753497, "mobile_acc_per_sec": 1496.8175598306293 }, "started": "2026-08-19T06:02:07.226439621+10:00", "ended": "2026-08-19T06:02:14.766276846+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": 6704, "total_correct": 1651, "total_train": 444, "infer_ms": 657.873764, "train_ms": 1739.416254, "blocked_train": 1739416254, "duration": 7583931759, "avg_accuracy": 31.53409090909091, "soft_acc": 25.03191415909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 883.9741987451604, "availability": 27.44239366369397, "score": 60.72333841768871, "zero_downtime": 6.869356425095678, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 45685384, "heap_mib": 43.56897735595703, "mobile_score": 27635.86601765033, "mobile_throughput": 402306.4797844641, "mobile_availability": 12489.338271832277, "mobile_accuracy": 11392.302266181818, "soft_acc_blocks": [ 25.03191415909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122258364, "time_to_acc50_sec": 0, "acc_per_sec": 3.300651292040576, "mobile_acc_per_sec": 1502.163076910911 }, "started": "2026-08-19T06:02:24.695263783+10:00", "ended": "2026-08-19T06:02:32.279831271+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": 4048, "total_correct": 945, "total_train": 384, "infer_ms": 394.759514, "train_ms": 1638.699317, "blocked_train": 1638699317, "duration": 7809442514, "avg_accuracy": 21.22093023255814, "soft_acc": 25.004195883720932, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 518.3468592979773, "availability": 19.413204141726734, "score": 25.161155712144218, "zero_downtime": 4.8541155909039775, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 54408144, "heap_mib": 51.88764953613281, "mobile_score": 5725.560766496817, "mobile_throughput": 117952.70753802861, "mobile_availability": 4417.582453584039, "mobile_accuracy": 5689.843685540052, "soft_acc_blocks": [ 25.004195883720932 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.201790119960019, "mobile_acc_per_sec": 728.585129519791 }, "started": "2026-08-19T06:02:43.30658518+10:00", "ended": "2026-08-19T06:02:51.116901963+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": 6624, "total_correct": 1650, "total_train": 359, "infer_ms": 819.488908, "train_ms": 1631.257813, "blocked_train": 1631257813, "duration": 7551621369, "avg_accuracy": 28.846153846153847, "soft_acc": 25.009184384615384, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 877.1626219492467, "availability": 33.43833538480128, "score": 73.3540834374182, "zero_downtime": 8.362654951531042, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 42363080, "heap_mib": 40.40058135986328, "mobile_score": 534148.1346838488, "mobile_throughput": 6387303.288007315, "mobile_availability": 243490.52753092628, "mobile_accuracy": 182111.32309223933, "soft_acc_blocks": [ 25.009184384615384 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.113881035, "time_to_acc50_sec": 0, "acc_per_sec": 3.311763548855886, "mobile_acc_per_sec": 24115.52621531326 }, "started": "2026-08-19T06:03:01.570448178+10:00", "ended": "2026-08-19T06:03:09.122833608+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": 3880, "total_correct": 787, "total_train": 229, "infer_ms": 745.222868, "train_ms": 1484.808602, "blocked_train": 1484808602, "duration": 7318625179, "avg_accuracy": 21.323529411764707, "soft_acc": 24.98690388235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 530.1542168238426, "availability": 33.417594236910034, "score": 44.267994543341175, "zero_downtime": 8.350022151771427, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 79385296, "heap_mib": 75.70771789550781, "mobile_score": 214899.79928832647, "mobile_throughput": 2573643.463242026, "mobile_availability": 162226.33006741747, "mobile_accuracy": 121299.38761732461, "soft_acc_blocks": [ 24.98690388235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.414152695515839, "mobile_acc_per_sec": 16574.06748543156 }, "started": "2026-08-19T06:03:19.133278815+10:00", "ended": "2026-08-19T06:03:26.452744982+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": 4008, "total_correct": 1130, "total_train": 289, "infer_ms": 691.326303, "train_ms": 1695.309711, "blocked_train": 1695309711, "duration": 7407856611, "avg_accuracy": 19.886363636363637, "soft_acc": 24.99440468181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 541.0471895539232, "availability": 28.966557905968145, "score": 39.171917728803884, "zero_downtime": 7.240018705410876, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 44458960, "heap_mib": 42.39936828613281, "mobile_score": 190160.8000203623, "mobile_throughput": 2626523.6010819194, "mobile_availability": 140618.69177226137, "mobile_accuracy": 121335.80038723232, "soft_acc_blocks": [ 24.99440468181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.374040021874039, "mobile_acc_per_sec": 16379.33976841015 }, "started": "2026-08-19T06:03:36.514046427+10:00", "ended": "2026-08-19T06:03:43.922665276+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": 3776, "total_correct": 978, "total_train": 343, "infer_ms": 649.000642, "train_ms": 1709.629319, "blocked_train": 1709629319, "duration": 7859086752, "avg_accuracy": 27.717391304347824, "soft_acc": 25.002901826086955, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 480.46294934192883, "availability": 27.51600092982962, "score": 33.05488373776509, "zero_downtime": 6.879798698950474, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 45732736, "heap_mib": 43.6141357421875, "mobile_score": 146866.7702127575, "mobile_throughput": 2134753.888004925, "mobile_availability": 122256.8567415128, "mobile_accuracy": 111090.85925928371, "soft_acc_blocks": [ 25.002901826086955 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115984919, "time_to_acc50_sec": 0, "acc_per_sec": 3.181400411405836, "mobile_acc_per_sec": 14135.339482162228 }, "started": "2026-08-19T06:03:54.627990495+10:00", "ended": "2026-08-19T06:04:02.660112867+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": 2728, "total_correct": 774, "total_train": 226, "infer_ms": 520.75592, "train_ms": 1361.065818, "blocked_train": 1361065818, "duration": 8414330208, "avg_accuracy": 25.757575757575758, "soft_acc": 24.98547809090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 324.2088119392236, "availability": 27.67296760815715, "score": 22.416521082312173, "zero_downtime": 6.914223258840475, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 79306400, "heap_mib": 75.63247680664062, "mobile_score": 130585.70005781428, "mobile_throughput": 1888653.2177110186, "mobile_availability": 161206.72045939442, "mobile_accuracy": 145550.95930362827, "soft_acc_blocks": [ 24.98547809090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.544565781, "time_to_acc50_sec": 0, "acc_per_sec": 2.9693959558603873, "mobile_acc_per_sec": 17297.985187845898 }, "started": "2026-08-19T06:04:13.800920209+10:00", "ended": "2026-08-19T06:04:22.218042715+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": 4576, "total_correct": 1078, "total_train": 336, "infer_ms": 707.381111, "train_ms": 1618.719006, "blocked_train": 1618719006, "duration": 7948257482, "avg_accuracy": 16.964285714285715, "soft_acc": 24.998524214285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 575.7236740710812, "availability": 30.410604678199245, "score": 43.7676788190076, "zero_downtime": 7.602202374190342, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42384832, "heap_mib": 40.42132568359375, "mobile_score": 229468.68792659856, "mobile_throughput": 3018450.13631379, "mobile_availability": 159439.15105523725, "mobile_accuracy": 131064.26263259427, "soft_acc_blocks": [ 24.998524214285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.145157824957049, "mobile_acc_per_sec": 16489.685057310813 }, "started": "2026-08-19T06:04:32.403130781+10:00", "ended": "2026-08-19T06:04:40.352173526+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": 5448, "total_correct": 1500, "total_train": 337, "infer_ms": 759.571034, "train_ms": 1603.595539, "blocked_train": 1603595539, "duration": 7288605592, "avg_accuracy": 28.90625, "soft_acc": 24.99470796875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 747.4680761954995, "availability": 32.14208607545331, "score": 60.05024390727181, "zero_downtime": 8.033820549623812, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 45934216, "heap_mib": 43.80628204345703, "mobile_score": 583030.0421788098, "mobile_throughput": 7257195.235784926, "mobile_availability": 312068.7041542086, "mobile_accuracy": 242674.5453985185, "soft_acc_blocks": [ 24.99470796875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112530594, "time_to_acc50_sec": 0, "acc_per_sec": 3.429285293772005, "mobile_acc_per_sec": 33295.057927798836 }, "started": "2026-08-19T06:04:50.632938303+10:00", "ended": "2026-08-19T06:04:57.922079208+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": 6200, "total_correct": 1416, "total_train": 317, "infer_ms": 1076.873832, "train_ms": 1386.117811, "blocked_train": 1386117811, "duration": 7498615248, "avg_accuracy": 28.90625, "soft_acc": 25.00891703125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 826.8193252952454, "availability": 43.72218781417927, "score": 90.4081099522916, "zero_downtime": 10.934445674695391, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 45317192, "heap_mib": 43.21784210205078, "mobile_score": 740623.2367291728, "mobile_throughput": 6773303.912818651, "mobile_availability": 358172.1625737566, "mobile_accuracy": 204873.04832, "soft_acc_blocks": [ 25.00891703125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120676118, "time_to_acc50_sec": 0, "acc_per_sec": 3.335138049377887, "mobile_acc_per_sec": 27321.45090050365 }, "started": "2026-08-19T06:05:07.901553639+10:00", "ended": "2026-08-19T06:05:15.400979826+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": 8216, "total_correct": 2087, "total_train": 462, "infer_ms": 674.812943, "train_ms": 1532.845721, "blocked_train": 1532845721, "duration": 7654724517, "avg_accuracy": 29.74137931034483, "soft_acc": 25.01437648275862, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1073.3240604222256, "availability": 30.566905745171848, "score": 82.06765511791332, "zero_downtime": 7.64612088222726, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 80609560, "heap_mib": 76.8752670288086, "mobile_score": 30559.010487542997, "mobile_throughput": 399666.8501354033, "mobile_availability": 11382.004175656717, "mobile_accuracy": 9314.444188489028, "soft_acc_blocks": [ 25.01437648275862 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.268481733, "time_to_acc50_sec": 0, "acc_per_sec": 3.26783497266367, "mobile_acc_per_sec": 1216.8229134573085 }, "started": "2026-08-19T06:05:26.551581526+10:00", "ended": "2026-08-19T06:05:34.268264849+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": 12624, "total_correct": 3301, "total_train": 523, "infer_ms": 712.474673, "train_ms": 1560.01934, "blocked_train": 1560019340, "duration": 7716758769, "avg_accuracy": 22.5, "soft_acc": 24.9676924875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1635.9199993024947, "availability": 31.352103412560236, "score": 128.05812875918977, "zero_downtime": 7.827896768411033, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 42573920, "heap_mib": 40.601654052734375, "mobile_score": 95368.38098138933, "mobile_throughput": 1218314.2394805488, "mobile_availability": 23348.766468699407, "mobile_accuracy": 18594.12153250909, "soft_acc_blocks": [ 24.9676924875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2355154845323115, "mobile_acc_per_sec": 2409.5766226626088 }, "started": "2026-08-19T06:05:44.434869553+10:00", "ended": "2026-08-19T06:05:52.252321663+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": 7632, "total_correct": 2065, "total_train": 447, "infer_ms": 698.683755, "train_ms": 1652.205205, "blocked_train": 1652205205, "duration": 7647172465, "avg_accuracy": 25.28409090909091, "soft_acc": 24.996619681818178, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 998.0159379078422, "availability": 29.719981117270628, "score": 74.14251070661861, "zero_downtime": 7.428990649392316, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 42992240, "heap_mib": 41.00059509277344, "mobile_score": 110431.89958338538, "mobile_throughput": 1486499.3751529169, "mobile_availability": 44266.56096594199, "mobile_accuracy": 37231.32880608264, "soft_acc_blocks": [ 24.996619681818178 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122066182, "time_to_acc50_sec": 0, "acc_per_sec": 3.2687401515035894, "mobile_acc_per_sec": 4868.639876566801 }, "started": "2026-08-19T06:06:02.404048612+10:00", "ended": "2026-08-19T06:06:10.051718423+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": 8704, "total_correct": 2295, "total_train": 441, "infer_ms": 659.076952, "train_ms": 1438.870455, "blocked_train": 1438870455, "duration": 7969796190, "avg_accuracy": 25.90909090909091, "soft_acc": 24.96986078181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1092.1232855265775, "availability": 31.41532289136169, "score": 85.67010826371718, "zero_downtime": 7.844362390131672, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 78681736, "heap_mib": 75.03675079345703, "mobile_score": 127601.73216297658, "mobile_throughput": 1626667.9918243133, "mobile_availability": 46791.695477460904, "mobile_accuracy": 37191.47264084628, "soft_acc_blocks": [ 24.96986078181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.328454963, "time_to_acc50_sec": 0, "acc_per_sec": 3.133061396620003, "mobile_acc_per_sec": 4666.55253838383 }, "started": "2026-08-19T06:06:20.427138178+10:00", "ended": "2026-08-19T06:06:28.39810937+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": 7632, "total_correct": 2049, "total_train": 337, "infer_ms": 671.734774, "train_ms": 1552.342181, "blocked_train": 1552342181, "duration": 7900307998, "avg_accuracy": 30.25, "soft_acc": 25.019184380000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 966.0382863468205, "availability": 30.202856627323854, "score": 72.99876413539101, "zero_downtime": 7.556508387617205, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 78743656, "heap_mib": 75.0958023071289, "mobile_score": 217456.6821080448, "mobile_throughput": 2877740.233364783, "mobile_availability": 89971.56417855891, "mobile_accuracy": 74529.87579671273, "soft_acc_blocks": [ 25.019184380000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.299206712, "time_to_acc50_sec": 0, "acc_per_sec": 3.1668618978315437, "mobile_acc_per_sec": 9433.793697104002 }, "started": "2026-08-19T06:06:38.575399073+10:00", "ended": "2026-08-19T06:06:46.476229208+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": 7264, "total_correct": 1889, "total_train": 497, "infer_ms": 623.901476, "train_ms": 1649.716923, "blocked_train": 1649716923, "duration": 7650168201, "avg_accuracy": 24.20212765957447, "soft_acc": 24.984319787234043, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 949.521606472715, "availability": 27.440905486796247, "score": 65.09847570903221, "zero_downtime": 6.855923579333827, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42372192, "heap_mib": 40.409271240234375, "mobile_score": 193922.4410939607, "mobile_throughput": 2828538.545536175, "mobile_availability": 81743.9628173945, "mobile_accuracy": 74426.01734437137, "soft_acc_blocks": [ 24.984319787234043 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2658523487062925, "mobile_acc_per_sec": 9728.677251127981 }, "started": "2026-08-19T06:06:57.14982447+10:00", "ended": "2026-08-19T06:07:04.800837308+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": 5272, "total_correct": 1361, "total_train": 324, "infer_ms": 713.225206, "train_ms": 1533.506476, "blocked_train": 1533506476, "duration": 7870112638, "avg_accuracy": 26.5625, "soft_acc": 25.014617949999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 669.8760541932666, "availability": 31.74501039505971, "score": 53.194141155054595, "zero_downtime": 7.940893068511971, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 95727624, "heap_mib": 91.29297637939453, "mobile_score": 19807.563833736695, "mobile_throughput": 249437.48345232906, "mobile_availability": 11820.68750710587, "mobile_accuracy": 9314.53410210909, "soft_acc_blocks": [ 25.014617949999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.308926457, "time_to_acc50_sec": 0, "acc_per_sec": 3.178432012423759, "mobile_acc_per_sec": 1183.5325020807015 }, "started": "2026-08-19T06:07:14.985613304+10:00", "ended": "2026-08-19T06:07:22.856510577+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": 7072, "total_correct": 1695, "total_train": 344, "infer_ms": 787.536536, "train_ms": 1528.891501, "blocked_train": 1528891501, "duration": 7683199098, "avg_accuracy": 25.3125, "soft_acc": 25.01526785, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 920.449920637993, "availability": 33.997884821837005, "score": 78.28115418326803, "zero_downtime": 8.504661951517022, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 65106856, "heap_mib": 62.090736389160156, "mobile_score": 58298.11046084834, "mobile_throughput": 685484.1590787672, "mobile_availability": 25319.152041862613, "mobile_accuracy": 18629.55220247273, "soft_acc_blocks": [ 25.01526785 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.220128207, "time_to_acc50_sec": 0, "acc_per_sec": 3.2558401169783147, "mobile_acc_per_sec": 2424.712930753305 }, "started": "2026-08-19T06:07:33.699925564+10:00", "ended": "2026-08-19T06:07:41.383765445+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": 6112, "total_correct": 1575, "total_train": 354, "infer_ms": 639.077077, "train_ms": 1641.69224, "blocked_train": 1641692240, "duration": 8070704013, "avg_accuracy": 24.67105263157895, "soft_acc": 25.01446118421053, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 757.3069202085728, "availability": 28.02024177704246, "score": 53.08049403072797, "zero_downtime": 7.009112503040229, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 45947560, "heap_mib": 43.819007873535156, "mobile_score": 79060.98310904064, "mobile_throughput": 1127974.2346088416, "mobile_availability": 41734.87647955125, "mobile_accuracy": 37257.90291291866, "soft_acc_blocks": [ 25.01446118421053 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.099415013103954, "mobile_acc_per_sec": 4616.437779517743 }, "started": "2026-08-19T06:07:51.562929355+10:00", "ended": "2026-08-19T06:07:59.634365348+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": 10936, "total_correct": 2904, "total_train": 459, "infer_ms": 670.511352, "train_ms": 1639.854088, "blocked_train": 1639854088, "duration": 7795247249, "avg_accuracy": 27.717391304347824, "soft_acc": 25.000049768115943, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1402.9061106949373, "availability": 29.021874219171146, "score": 101.78761434544597, "zero_downtime": 7.255482998432797, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42379632, "heap_mib": 40.41636657714844, "mobile_score": 303216.0497155976, "mobile_throughput": 4179129.766841064, "mobile_availability": 86453.5249467091, "mobile_accuracy": 74472.8755274203, "soft_acc_blocks": [ 25.000049768115943 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116424846, "time_to_acc50_sec": 0, "acc_per_sec": 3.207088751588095, "mobile_acc_per_sec": 9553.625837458063 }, "started": "2026-08-19T06:08:09.861678002+10:00", "ended": "2026-08-19T06:08:17.657655407+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": 6680, "total_correct": 1617, "total_train": 362, "infer_ms": 781.631261, "train_ms": 1633.534943, "blocked_train": 1633534943, "duration": 7816333134, "avg_accuracy": 32.01219512195122, "soft_acc": 25.008136146341464, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 854.6206879211553, "availability": 32.36345638264819, "score": 69.16870173667604, "zero_downtime": 8.093497233834494, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42807728, "heap_mib": 40.82463073730469, "mobile_score": 25538.25372966085, "mobile_throughput": 315540.4022738075, "mobile_availability": 11949.135084468911, "mobile_accuracy": 9233.426537952868, "soft_acc_blocks": [ 25.008136146341464 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131983182, "time_to_acc50_sec": 0, "acc_per_sec": 3.199471634283271, "mobile_acc_per_sec": 1181.2990029543012 }, "started": "2026-08-19T06:08:28.142776021+10:00", "ended": "2026-08-19T06:08:35.992561264+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": 5824, "total_correct": 1610, "total_train": 319, "infer_ms": 655.753341, "train_ms": 1356.130448, "blocked_train": 1356130448, "duration": 8073860779, "avg_accuracy": 29.017857142857142, "soft_acc": 25.01196242857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 721.3401567621952, "availability": 32.593996958737854, "score": 58.806522484423, "zero_downtime": 8.152398273289226, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 118265896, "heap_mib": 112.78714752197266, "mobile_score": 43060.82969317481, "mobile_throughput": 528198.307414159, "mobile_availability": 23866.81770600943, "mobile_accuracy": 18314.90468959617, "soft_acc_blocks": [ 25.01196242857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.482213846, "time_to_acc50_sec": 0, "acc_per_sec": 3.097893698344068, "mobile_acc_per_sec": 2268.4196806109144 }, "started": "2026-08-19T06:08:47.571080065+10:00", "ended": "2026-08-19T06:08:55.645476053+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": 7736, "total_correct": 2025, "total_train": 383, "infer_ms": 764.789486, "train_ms": 1462.600241, "blocked_train": 1462600241, "duration": 7862347053, "avg_accuracy": 23.4375, "soft_acc": 24.98616975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 983.9301099088739, "availability": 34.33568345626117, "score": 84.41305799629244, "zero_downtime": 8.579172153204084, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 79789272, "heap_mib": 76.09297943115234, "mobile_score": 121584.4872273631, "mobile_throughput": 1417205.355670065, "mobile_availability": 49455.4582635062, "mobile_accuracy": 35988.870785406594, "soft_acc_blocks": [ 24.98616975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1779530439916335, "mobile_acc_per_sec": 4577.369905297488 }, "started": "2026-08-19T06:09:06.032964766+10:00", "ended": "2026-08-19T06:09:13.896035935+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": 9400, "total_correct": 2340, "total_train": 458, "infer_ms": 761.216074, "train_ms": 1597.202802, "blocked_train": 1597202802, "duration": 7695885290, "avg_accuracy": 25.646551724137932, "soft_acc": 25.026592913793102, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1221.431927034349, "availability": 32.276542633981194, "score": 98.66383800731191, "zero_downtime": 8.077718931653347, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 45784392, "heap_mib": 43.66339874267578, "mobile_score": 275150.352665838, "mobile_throughput": 3406287.7774520465, "mobile_availability": 90011.7233217273, "mobile_accuracy": 69793.31034886574, "soft_acc_blocks": [ 25.026592913793102 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.1277732, "time_to_acc50_sec": 0, "acc_per_sec": 3.2519446393402656, "mobile_acc_per_sec": 9068.912505693772 }, "started": "2026-08-19T06:09:24.1634289+10:00", "ended": "2026-08-19T06:09:31.982142541+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": 10928, "total_correct": 3167, "total_train": 402, "infer_ms": 756.564807, "train_ms": 1588.831692, "blocked_train": 1588831692, "duration": 7784228125, "avg_accuracy": 30.592105263157894, "soft_acc": 25.001831657894737, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1403.8643041438356, "availability": 32.25743738095347, "score": 113.2209568803495, "zero_downtime": 8.064950191136795, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 45559488, "heap_mib": 43.44891357421875, "mobile_score": 674549.8754645986, "mobile_throughput": 8363968.276033673, "mobile_availability": 192183.94692710604, "mobile_accuracy": 148956.3672301627, "soft_acc_blocks": [ 25.001831657894737 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129370119, "time_to_acc50_sec": 0, "acc_per_sec": 3.211857522211907, "mobile_acc_per_sec": 19135.663143243593 }, "started": "2026-08-19T06:09:42.227785487+10:00", "ended": "2026-08-19T06:09:50.012709862+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": 6456, "total_correct": 1604, "total_train": 384, "infer_ms": 727.749133, "train_ms": 1618.197134, "blocked_train": 1618197134, "duration": 7393931334, "avg_accuracy": 27.5, "soft_acc": 24.990747625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 873.1484927798763, "availability": 31.02156017966459, "score": 67.69100990698318, "zero_downtime": 7.752519813837474, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 47876504, "heap_mib": 45.658592224121094, "mobile_score": 354895.842021124, "mobile_throughput": 4577812.7698257575, "mobile_availability": 162642.3174347599, "mobile_accuracy": 131023.49090816, "soft_acc_blocks": [ 24.990747625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119626564, "time_to_acc50_sec": 0, "acc_per_sec": 3.379899879524632, "mobile_acc_per_sec": 17720.4094803621 }, "started": "2026-08-19T06:10:00.388321012+10:00", "ended": "2026-08-19T06:10:07.782783075+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": 6784, "total_correct": 1718, "total_train": 386, "infer_ms": 521.496868, "train_ms": 1314.673467, "blocked_train": 1314673467, "duration": 8234730461, "avg_accuracy": 29.166666666666668, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 823.8278146600286, "availability": 28.401333910015484, "score": 58.49452212129455, "zero_downtime": 7.10033347750387, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 113934000, "heap_mib": 108.65592956542969, "mobile_score": 348499.72743101453, "mobile_throughput": 4908216.332869058, "mobile_availability": 169209.98355697954, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.56784308, "time_to_acc50_sec": 0, "acc_per_sec": 3.0359220764299404, "mobile_acc_per_sec": 18087.471745537507 }, "started": "2026-08-19T06:10:18.711581514+10:00", "ended": "2026-08-19T06:10:26.947677862+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": 8976, "total_correct": 2437, "total_train": 484, "infer_ms": 593.050799, "train_ms": 1638.100239, "blocked_train": 1638100239, "duration": 7807468761, "avg_accuracy": 25.980392156862745, "soft_acc": 25.00255288235294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1149.6683848210916, "availability": 26.580486435002165, "score": 76.40466355677992, "zero_downtime": 6.645800177298066, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 42673120, "heap_mib": 40.696258544921875, "mobile_score": 910410.187428569, "mobile_throughput": 13699030.412297284, "mobile_availability": 316723.4107280549, "mobile_accuracy": 297921.3283087059, "soft_acc_blocks": [ 25.00255288235294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.149964266, "time_to_acc50_sec": 0, "acc_per_sec": 3.202389103014554, "mobile_acc_per_sec": 38158.504046393056 }, "started": "2026-08-19T06:10:37.268564633+10:00", "ended": "2026-08-19T06:10:45.076734124+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": 6504, "total_correct": 1583, "total_train": 303, "infer_ms": 990.243774, "train_ms": 1359.512538, "blocked_train": 1359512538, "duration": 7997026188, "avg_accuracy": 20.089285714285715, "soft_acc": 24.997338714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 813.302326027096, "availability": 42.14240297782845, "score": 85.67716448805305, "zero_downtime": 10.534479214707007, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 80766256, "heap_mib": 77.02470397949219, "mobile_score": 802134.0931270064, "mobile_throughput": 7614368.748358823, "mobile_availability": 394549.2173649951, "mobile_accuracy": 234032.22713991837, "soft_acc_blocks": [ 24.997338714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.12582929286835, "mobile_acc_per_sec": 29264.90693391717 }, "started": "2026-08-19T06:10:55.457792609+10:00", "ended": "2026-08-19T06:11:03.455585569+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": 8008, "total_correct": 1905, "total_train": 376, "infer_ms": 625.30997, "train_ms": 1488.605698, "blocked_train": 1488605698, "duration": 8179378554, "avg_accuracy": 20.075757575757574, "soft_acc": 25.011801696969698, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 979.0474847363325, "availability": 29.580648815173074, "score": 72.43632827756693, "zero_downtime": 7.3986532223281065, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 69424896, "heap_mib": 66.208740234375, "mobile_score": 863124.9472724776, "mobile_throughput": 11665973.810850961, "mobile_availability": 352472.2546820332, "mobile_accuracy": 298031.5338204738, "soft_acc_blocks": [ 25.011801696969698 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0579097827350297, "mobile_acc_per_sec": 36436.94100387689 }, "started": "2026-08-19T06:11:13.7301484+10:00", "ended": "2026-08-19T06:11:21.910148153+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": 11056, "total_correct": 2574, "total_train": 472, "infer_ms": 716.305442, "train_ms": 1665.10818, "blocked_train": 1665108180, "duration": 7701282908, "avg_accuracy": 29.545454545454547, "soft_acc": 25.058994545454546, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1435.6049676496316, "availability": 30.07900162250773, "score": 108.20865805294528, "zero_downtime": 7.537495375911396, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 42454416, "heap_mib": 40.48768615722656, "mobile_score": 2578750.041511935, "mobile_throughput": 34212293.51268591, "mobile_availability": 716820.8910300606, "mobile_accuracy": 597187.7332839669, "soft_acc_blocks": [ 25.058994545454546 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.166758356, "time_to_acc50_sec": 0, "acc_per_sec": 3.2538727436468493, "mobile_acc_per_sec": 77543.92877368724 }, "started": "2026-08-19T06:11:32.80063249+10:00", "ended": "2026-08-19T06:11:40.502547534+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": 3608, "total_correct": 803, "total_train": 351, "infer_ms": 532.163938, "train_ms": 1703.161722, "blocked_train": 1703161722, "duration": 8340774776, "avg_accuracy": 19.396551724137932, "soft_acc": 25.008416241379308, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 432.57372329268134, "availability": 23.80699812661749, "score": 25.75437183269101, "zero_downtime": 5.953753186081876, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 46329128, "heap_mib": 44.182899475097656, "mobile_score": 9589.991547882035, "mobile_throughput": 161074.72460062025, "mobile_availability": 8864.860393329567, "mobile_accuracy": 9312.224811335422, "soft_acc_blocks": [ 25.008416241379308 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.998332518621566, "mobile_acc_per_sec": 1116.469999661267 }, "started": "2026-08-19T06:11:52.310278814+10:00", "ended": "2026-08-19T06:12:00.651828381+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": 6304, "total_correct": 1460, "total_train": 353, "infer_ms": 743.947418, "train_ms": 1598.377165, "blocked_train": 1598377165, "duration": 7841725002, "avg_accuracy": 19.594594594594593, "soft_acc": 24.998663351351354, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 803.9047528945723, "availability": 31.761072884577246, "score": 63.828780773742615, "zero_downtime": 7.939843687192804, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 42390368, "heap_mib": 40.426605224609375, "mobile_score": 23566.66465796054, "mobile_throughput": 296815.22189126024, "mobile_availability": 11726.724915851573, "mobile_accuracy": 9229.929021938942, "soft_acc_blocks": [ 24.998663351351354 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1879035983760646, "mobile_acc_per_sec": 1177.0278885812606 }, "started": "2026-08-19T06:12:10.921950492+10:00", "ended": "2026-08-19T06:12:18.764397838+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": 6624, "total_correct": 1615, "total_train": 339, "infer_ms": 831.217945, "train_ms": 1602.059313, "blocked_train": 1602059313, "duration": 7788466060, "avg_accuracy": 20.220588235294116, "soft_acc": 25.02383055882353, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 850.488395143626, "availability": 34.16042879072517, "score": 72.70185568666034, "zero_downtime": 8.548247818758636, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 45410360, "heap_mib": 43.30669403076172, "mobile_score": 26842.753883273082, "mobile_throughput": 314014.6899387756, "mobile_availability": 12612.607668895576, "mobile_accuracy": 9239.221180298922, "soft_acc_blocks": [ 25.02383055882353 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2129344040337937, "mobile_acc_per_sec": 1186.2696850859645 }, "started": "2026-08-19T06:12:29.21847243+10:00", "ended": "2026-08-19T06:12:37.007636458+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": 5240, "total_correct": 1480, "total_train": 327, "infer_ms": 615.767719, "train_ms": 1665.543348, "blocked_train": 1665543348, "duration": 8000823263, "avg_accuracy": 31.686046511627907, "soft_acc": 25.01148441860465, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 654.9326022776314, "availability": 26.991834998186157, "score": 44.21488380214214, "zero_downtime": 6.751058604866808, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 42799184, "heap_mib": 40.81648254394531, "mobile_score": 16464.01491396129, "mobile_throughput": 243873.08535719803, "mobile_availability": 10050.777832051863, "mobile_accuracy": 9313.367288964058, "soft_acc_blocks": [ 25.01148441860465 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.14027879, "time_to_acc50_sec": 0, "acc_per_sec": 3.126113850592209, "mobile_acc_per_sec": 1164.0511210932443 }, "started": "2026-08-19T06:12:47.110965708+10:00", "ended": "2026-08-19T06:12:55.112328346+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": 6440, "total_correct": 1354, "total_train": 359, "infer_ms": 844.447892, "train_ms": 1432.601316, "blocked_train": 1432601316, "duration": 8038025528, "avg_accuracy": 16.666666666666668, "soft_acc": 24.986366102564105, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 801.1917824304775, "availability": 37.08518415118941, "score": 74.24035247348762, "zero_downtime": 9.266239881826266, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 83510008, "heap_mib": 79.64134979248047, "mobile_score": 13822.203805972968, "mobile_throughput": 149167.342765238, "mobile_availability": 6904.587012875992, "mobile_accuracy": 4652.0070707319355, "soft_acc_blocks": [ 24.986366102564105 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.108520371766118, "mobile_acc_per_sec": 578.7499746706372 }, "started": "2026-08-19T06:13:05.484718322+10:00", "ended": "2026-08-19T06:13:13.523530985+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": 5144, "total_correct": 1463, "total_train": 319, "infer_ms": 680.450032, "train_ms": 1591.075287, "blocked_train": 1591075287, "duration": 7653677854, "avg_accuracy": 31.640625, "soft_acc": 24.983223875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 672.0951806603174, "availability": 29.955643738963754, "score": 50.29883403041133, "zero_downtime": 7.483885538502736, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 42385616, "heap_mib": 40.42207336425781, "mobile_score": 299671.30791063973, "mobile_throughput": 4004220.8872504146, "mobile_availability": 178470.27891606625, "mobile_accuracy": 148845.50544290908, "soft_acc_blocks": [ 24.983223875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.216609492, "time_to_acc50_sec": 0, "acc_per_sec": 3.2642115792661897, "mobile_acc_per_sec": 19447.579096253547 }, "started": "2026-08-19T06:13:25.58313954+10:00", "ended": "2026-08-19T06:13:33.239734789+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": 3048, "total_correct": 783, "total_train": 252, "infer_ms": 643.324752, "train_ms": 1696.433784, "blocked_train": 1696433784, "duration": 7969249305, "avg_accuracy": 32.23684210526316, "soft_acc": 25.00078247368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 382.4701528772163, "availability": 27.495348007141533, "score": 26.291197750319174, "zero_downtime": 6.874052145647921, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 45786128, "heap_mib": 43.66505432128906, "mobile_score": 104425.45065241924, "mobile_throughput": 1519125.0872097726, "mobile_availability": 109208.18951491076, "mobile_accuracy": 99300.07758759809, "soft_acc_blocks": [ 25.00078247368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.14564804, "time_to_acc50_sec": 0, "acc_per_sec": 3.137156527152241, "mobile_acc_per_sec": 12460.40546445147 }, "started": "2026-08-19T06:13:44.137754167+10:00", "ended": "2026-08-19T06:13:52.126328623+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": 3080, "total_correct": 708, "total_train": 290, "infer_ms": 627.563312, "train_ms": 1754.7999, "blocked_train": 1754799900, "duration": 7656654416, "avg_accuracy": 19.375, "soft_acc": 25.001274549999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 402.2644660001591, "availability": 26.34205014747348, "score": 26.492527412984725, "zero_downtime": 6.585848279468524, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 42632376, "heap_mib": 40.65740203857422, "mobile_score": 105225.10766893133, "mobile_throughput": 1597745.6996234197, "mobile_availability": 104627.43020998921, "mobile_accuracy": 99302.03205507877, "soft_acc_blocks": [ 25.001274549999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.2653001156425705, "mobile_acc_per_sec": 12969.376265378878 }, "started": "2026-08-19T06:14:02.565443884+10:00", "ended": "2026-08-19T06:14:10.36694305+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": 3184, "total_correct": 701, "total_train": 293, "infer_ms": 702.520721, "train_ms": 1713.902537, "blocked_train": 1713902537, "duration": 7971766281, "avg_accuracy": 24.166666666666668, "soft_acc": 24.969243, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 399.4096023096892, "availability": 29.072751169489038, "score": 28.994125125133568, "zero_downtime": 7.2592458862950595, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 46184376, "heap_mib": 44.04485321044922, "mobile_score": 105564.38801115297, "mobile_throughput": 1454205.9831648774, "mobile_availability": 105850.6567024241, "mobile_accuracy": 90910.23940266666, "soft_acc_blocks": [ 24.969243 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.132209615767585, "mobile_acc_per_sec": 11404.027187719135 }, "started": "2026-08-19T06:14:21.12922251+10:00", "ended": "2026-08-19T06:14:29.101857593+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": 3632, "total_correct": 994, "total_train": 301, "infer_ms": 827.490963, "train_ms": 1650.005868, "blocked_train": 1650005868, "duration": 8326626343, "avg_accuracy": 28.125, "soft_acc": 25.008220950000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 436.19106350957344, "availability": 33.40028340887916, "score": 36.434239878172825, "zero_downtime": 8.352816672818694, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 45487816, "heap_mib": 43.38056182861328, "mobile_score": 173654.86142952248, "mobile_throughput": 2078997.6391391568, "mobile_availability": 159194.25261704036, "mobile_accuracy": 119195.5467766691, "soft_acc_blocks": [ 25.008220950000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.147938281, "time_to_acc50_sec": 0, "acc_per_sec": 3.003403770006304, "mobile_acc_per_sec": 14314.986870627865 }, "started": "2026-08-19T06:14:39.890621805+10:00", "ended": "2026-08-19T06:14:48.321861807+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": 3432, "total_correct": 693, "total_train": 248, "infer_ms": 843.994192, "train_ms": 1695.730096, "blocked_train": 1695730096, "duration": 7935283361, "avg_accuracy": 28.571428571428573, "soft_acc": 25.007310095238093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 432.49873304681853, "availability": 33.23172503361121, "score": 35.94220400020538, "zero_downtime": 8.310360529152021, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 45928896, "heap_mib": 43.80120849609375, "mobile_score": 154459.55943327604, "mobile_throughput": 1858638.4897676262, "mobile_availability": 142811.43159362258, "mobile_accuracy": 107467.4802886245, "soft_acc_blocks": [ 25.007310095238093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121058233, "time_to_acc50_sec": 0, "acc_per_sec": 3.151407323164158, "mobile_acc_per_sec": 13542.992152845 }, "started": "2026-08-19T06:14:58.752286497+10:00", "ended": "2026-08-19T06:15:06.68839965+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": 3032, "total_correct": 871, "total_train": 275, "infer_ms": 522.853001, "train_ms": 1490.168049, "blocked_train": 1490168049, "duration": 8159422473, "avg_accuracy": 21.5, "soft_acc": 24.95181188, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 371.5949272185701, "availability": 25.97354861242012, "score": 24.082587832219563, "zero_downtime": 6.480870988331419, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 78820016, "heap_mib": 75.16862487792969, "mobile_score": 191306.23953604136, "mobile_throughput": 2951860.0182056013, "mobile_availability": 206327.57355922, "mobile_accuracy": 198211.1446506279, "soft_acc_blocks": [ 24.95181188 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.058036516992102, "mobile_acc_per_sec": 24292.30074879932 }, "started": "2026-08-19T06:15:18.586940599+10:00", "ended": "2026-08-19T06:15:26.747218228+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": 5248, "total_correct": 1279, "total_train": 246, "infer_ms": 831.447954, "train_ms": 1223.436447, "blocked_train": 1223436447, "duration": 7970534247, "avg_accuracy": 27.5, "soft_acc": 24.9963741, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 658.425124009131, "availability": 40.46203054514306, "score": 66.59338385932182, "zero_downtime": 10.114040523520229, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 118464320, "heap_mib": 112.97637939453125, "mobile_score": 447616.8209850784, "mobile_throughput": 4425697.325852554, "mobile_availability": 271971.2444929739, "mobile_accuracy": 168016.65364283076, "soft_acc_blocks": [ 24.9963741 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.510260645, "time_to_acc50_sec": 0, "acc_per_sec": 3.1360976975173647, "mobile_acc_per_sec": 21079.72294405108 }, "started": "2026-08-19T06:15:37.321253966+10:00", "ended": "2026-08-19T06:15:45.293353264+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": 30504, "total_correct": 9406, "total_train": 834, "infer_ms": 909.930646, "train_ms": 1405.179177, "blocked_train": 1405179177, "duration": 8052032413, "avg_accuracy": 33.142857142857146, "soft_acc": 25.61870105142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3788.3603089763174, "availability": 39.303994867115215, "score": 381.45655133886623, "zero_downtime": 10.069172946275076, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 49836496, "heap_mib": 47.52778625488281, "mobile_score": 520815.34476133203, "mobile_throughput": 5172374.608522332, "mobile_availability": 53663.05432523464, "mobile_accuracy": 34978.06650221714, "soft_acc_blocks": [ 25.61870105142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144631021, "time_to_acc50_sec": 0, "acc_per_sec": 3.1816440542473723, "mobile_acc_per_sec": 4344.004682065745 }, "started": "2026-08-19T06:15:56.067574671+10:00", "ended": "2026-08-19T06:16:04.176512835+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": 38920, "total_correct": 10244, "total_train": 1235, "infer_ms": 754.870577, "train_ms": 1414.124643, "blocked_train": 1414124643, "duration": 8076769783, "avg_accuracy": 22.77173913043478, "soft_acc": 25.002593852173913, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4818.758123070301, "availability": 34.802777343142324, "score": 419.3089155695182, "zero_downtime": 8.701597068382279, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45592824, "heap_mib": 43.48070526123047, "mobile_score": 1144992.8787818311, "mobile_throughput": 13158422.181397302, "mobile_availability": 95034.78399834064, "mobile_accuracy": 68273.74961233624, "soft_acc_blocks": [ 25.002593852173913 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0956179913409714, "mobile_acc_per_sec": 8453.100861688412 }, "started": "2026-08-19T06:16:14.737437419+10:00", "ended": "2026-08-19T06:16:22.814843659+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": 25936, "total_correct": 7928, "total_train": 878, "infer_ms": 812.559299, "train_ms": 1469.412889, "blocked_train": 1469412889, "duration": 8079162112, "avg_accuracy": 26.582278481012658, "soft_acc": 25.275792411392406, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3210.233888174764, "availability": 35.607765216111396, "score": 288.9256989438077, "zero_downtime": 9.000144818360308, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 45796400, "heap_mib": 43.67485046386719, "mobile_score": 1577919.5504984483, "mobile_throughput": 17532157.341285113, "mobile_availability": 194465.87510025638, "mobile_accuracy": 138039.52762275105, "soft_acc_blocks": [ 25.275792411392406 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129131696, "time_to_acc50_sec": 0, "acc_per_sec": 3.128516554191951, "mobile_acc_per_sec": 17085.871741293642 }, "started": "2026-08-19T06:16:34.064434737+10:00", "ended": "2026-08-19T06:16:42.143997995+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": 26032, "total_correct": 8477, "total_train": 1214, "infer_ms": 607.866639, "train_ms": 1476.878365, "blocked_train": 1476878365, "duration": 8114307662, "avg_accuracy": 19.596354166666668, "soft_acc": 24.719410041666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3208.1603365756137, "availability": 29.15784126277729, "score": 231.2328511140234, "zero_downtime": 7.207646341044195, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 47062560, "heap_mib": 44.882354736328125, "mobile_score": 1262839.6775507198, "mobile_throughput": 17520832.984818283, "mobile_availability": 159240.6904164477, "mobile_accuracy": 135000.9380408889, "soft_acc_blocks": [ 24.719410041666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0463979271367525, "mobile_acc_per_sec": 16637.394546069518 }, "started": "2026-08-19T06:16:53.403028954+10:00", "ended": "2026-08-19T06:17:01.517878698+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": 20016, "total_correct": 4711, "total_train": 618, "infer_ms": 586.112732, "train_ms": 949.024017, "blocked_train": 949024017, "duration": 8475913417, "avg_accuracy": 20.97222222222222, "soft_acc": 24.836821194444443, "adapt_pct": 24.836821194444443, "stability": 100, "consistency": 100, "throughput": 2361.5153925303484, "availability": 38.17983853111447, "score": 223.93443368236203, "zero_downtime": 9.482658228300505, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 151018136, "heap_mib": 144.0221176147461, "mobile_score": 2445961.174301213, "mobile_throughput": 25794045.460811485, "mobile_availability": 417025.64966251963, "mobile_accuracy": 271284.3189665185, "soft_acc_blocks": [ 24.836821194444443 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9302825515689723, "mobile_acc_per_sec": 32006.49954993736 }, "started": "2026-08-19T06:17:13.038060276+10:00", "ended": "2026-08-19T06:17:21.514614995+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": 27736, "total_correct": 8039, "total_train": 942, "infer_ms": 759.577348, "train_ms": 1431.204353, "blocked_train": 1431204353, "duration": 8031182639, "avg_accuracy": 25.451807228915662, "soft_acc": 24.959669518072293, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3453.538693705207, "availability": 34.6715214780772, "score": 298.865687549322, "zero_downtime": 8.653897177815523, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 42428872, "heap_mib": 40.46332550048828, "mobile_score": 3264410.283205394, "mobile_throughput": 37721851.97177741, "mobile_availability": 378705.47193121124, "mobile_accuracy": 272626.1502560643, "soft_acc_blocks": [ 24.959669518072293 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117834504, "time_to_acc50_sec": 0, "acc_per_sec": 3.1078448392975577, "mobile_acc_per_sec": 33945.95323136746 }, "started": "2026-08-19T06:17:31.808676197+10:00", "ended": "2026-08-19T06:17:39.840463576+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": 22656, "total_correct": 6552, "total_train": 833, "infer_ms": 901.383199, "train_ms": 1345.254219, "blocked_train": 1345254219, "duration": 8181128291, "avg_accuracy": 26.45985401459854, "soft_acc": 25.164743649635035, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2769.3001740265704, "availability": 40.12143623079281, "score": 279.60118953053814, "zero_downtime": 10.096456576030803, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45772496, "heap_mib": 43.65205383300781, "mobile_score": 381748.8241056947, "mobile_throughput": 3781017.8376042773, "mobile_availability": 54779.13426710912, "mobile_accuracy": 34358.26332963503, "soft_acc_blocks": [ 25.164743649635035 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132535688, "time_to_acc50_sec": 0, "acc_per_sec": 3.0759502546022395, "mobile_acc_per_sec": 4199.697414283591 }, "started": "2026-08-19T06:17:50.918625191+10:00", "ended": "2026-08-19T06:17:59.128253671+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": 21144, "total_correct": 5586, "total_train": 797, "infer_ms": 856.088935, "train_ms": 1367.33426, "blocked_train": 1367334260, "duration": 7940892516, "avg_accuracy": 18.521897810218977, "soft_acc": 24.810253708029197, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2662.672987626672, "availability": 38.503193495739346, "score": 254.35822734483025, "zero_downtime": 9.552739991986327, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 49685656, "heap_mib": 47.383934020996094, "mobile_score": 694567.5328029498, "mobile_throughput": 7270872.371545899, "mobile_availability": 105139.38703903224, "mobile_accuracy": 67748.5327920584, "soft_acc_blocks": [ 24.810253708029197 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1243658893555533, "mobile_acc_per_sec": 8531.601788533564 }, "started": "2026-08-19T06:18:09.808947708+10:00", "ended": "2026-08-19T06:18:17.751166474+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": 23456, "total_correct": 6640, "total_train": 882, "infer_ms": 823.728522, "train_ms": 1382.491608, "blocked_train": 1382491608, "duration": 7910440715, "avg_accuracy": 23.15340909090909, "soft_acc": 25.01161063636364, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2965.195094063732, "availability": 37.33664246822006, "score": 276.9046145423102, "zero_downtime": 9.338495638842392, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 42037656, "heap_mib": 40.090232849121094, "mobile_score": 1512268.4015537368, "mobile_throughput": 16193918.807046728, "mobile_availability": 203907.85006643916, "mobile_accuracy": 136596.74288872728, "soft_acc_blocks": [ 25.01161063636364 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1618479345829518, "mobile_acc_per_sec": 17267.905520069027 }, "started": "2026-08-19T06:18:28.781325069+10:00", "ended": "2026-08-19T06:18:36.6924262+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": 35648, "total_correct": 10756, "total_train": 834, "infer_ms": 772.705593, "train_ms": 1313.502829, "blocked_train": 1313502829, "duration": 8176347063, "avg_accuracy": 25.18028846153846, "soft_acc": 25.04176808173077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4359.8932047926455, "availability": 37.038753407927715, "score": 404.38701514969824, "zero_downtime": 9.27515872877741, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 78675352, "heap_mib": 75.0306625366211, "mobile_score": 4416984.570808438, "mobile_throughput": 47621660.17821514, "mobile_availability": 404561.95722365845, "mobile_accuracy": 273522.88550071797, "soft_acc_blocks": [ 25.04176808173077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.291072325, "time_to_acc50_sec": 0, "acc_per_sec": 3.062708552949151, "mobile_acc_per_sec": 33452.9446210126 }, "started": "2026-08-19T06:18:48.780825663+10:00", "ended": "2026-08-19T06:18:56.957793715+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": 22992, "total_correct": 6507, "total_train": 752, "infer_ms": 800.086957, "train_ms": 1193.359854, "blocked_train": 1193359854, "duration": 8539567712, "avg_accuracy": 25.16891891891892, "soft_acc": 24.738313067567567, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2692.407950310073, "availability": 40.13585677757017, "score": 267.327405758099, "zero_downtime": 9.928933901985843, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 56493904, "heap_mib": 53.87678527832031, "mobile_score": 361228.2239951088, "mobile_throughput": 3638137.0604437306, "mobile_availability": 54233.88679948121, "mobile_accuracy": 33427.83680816718, "soft_acc_blocks": [ 24.738313067567567 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.351243363, "time_to_acc50_sec": 0, "acc_per_sec": 2.8969046094458286, "mobile_acc_per_sec": 3914.464752260656 }, "started": "2026-08-19T06:19:07.724243244+10:00", "ended": "2026-08-19T06:19:16.264482831+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": 26672, "total_correct": 7950, "total_train": 735, "infer_ms": 921.075753, "train_ms": 1353.781733, "blocked_train": 1353781733, "duration": 8222423925, "avg_accuracy": 24.73404255319149, "soft_acc": 24.84640904255319, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3243.81231657306, "availability": 40.489382683025795, "score": 326.3326326004233, "zero_downtime": 10.060157640229287, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 45662592, "heap_mib": 43.5472412109375, "mobile_score": 872919.8126571977, "mobile_throughput": 8676999.34607886, "mobile_availability": 108306.61973529708, "mobile_accuracy": 66462.6229801129, "soft_acc_blocks": [ 24.84640904255319 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0217864305206317, "mobile_acc_per_sec": 8083.093694310209 }, "started": "2026-08-19T06:19:26.481820677+10:00", "ended": "2026-08-19T06:19:34.704877205+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": 28008, "total_correct": 7798, "total_train": 582, "infer_ms": 922.979643, "train_ms": 1023.850703, "blocked_train": 1023850703, "duration": 8437359855, "avg_accuracy": 17.551369863013697, "soft_acc": 24.58843844520548, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3319.521803186146, "availability": 47.409351559388526, "score": 386.9639338340635, "zero_downtime": 11.657219225451312, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 87103168, "heap_mib": 83.06805419921875, "mobile_score": 2028805.4694199348, "mobile_throughput": 17403854.47148858, "mobile_availability": 248561.5411036869, "mobile_accuracy": 128914.2321555989, "soft_acc_blocks": [ 24.58843844520548 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.914233701983721, "mobile_acc_per_sec": 15278.97759145641 }, "started": "2026-08-19T06:19:45.407527949+10:00", "ended": "2026-08-19T06:19:53.950371879+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": 31360, "total_correct": 9712, "total_train": 1068, "infer_ms": 676.855917, "train_ms": 1463.824738, "blocked_train": 1463824738, "duration": 8218847567, "avg_accuracy": 29.3218085106383, "soft_acc": 25.161907292553188, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3815.620102983229, "availability": 31.61872441921983, "score": 303.56593249878654, "zero_downtime": 7.95587412545197, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 45623400, "heap_mib": 43.509864807128906, "mobile_score": 3060691.838806227, "mobile_throughput": 38470842.93370906, "mobile_availability": 318794.5728519986, "mobile_accuracy": 253693.9625115024, "soft_acc_blocks": [ 25.161907292553188 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128251763, "time_to_acc50_sec": 0, "acc_per_sec": 3.0614884979230315, "mobile_acc_per_sec": 30867.34003075135 }, "started": "2026-08-19T06:20:04.868175265+10:00", "ended": "2026-08-19T06:20:13.087456321+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": 32096, "total_correct": 8377, "total_train": 1134, "infer_ms": 683.306434, "train_ms": 1476.372903, "blocked_train": 1476372903, "duration": 8110681759, "avg_accuracy": 25.12562814070352, "soft_acc": 25.000498638190958, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3957.2505682872766, "availability": 31.639254138032253, "score": 313.0173842171491, "zero_downtime": 7.90997129991253, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 48803568, "heap_mib": 46.54270935058594, "mobile_score": 6837969.097351694, "mobile_throughput": 86447457.74775831, "mobile_availability": 691170.0530633606, "mobile_accuracy": 546144.2262508275, "soft_acc_blocks": [ 25.000498638190958 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.135134619, "time_to_acc50_sec": 0, "acc_per_sec": 3.082416420845166, "mobile_acc_per_sec": 67336.41418550293 }, "started": "2026-08-19T06:20:24.180556032+10:00", "ended": "2026-08-19T06:20:32.291656696+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": 20736, "total_correct": 5446, "total_train": 665, "infer_ms": 721.038145, "train_ms": 1112.451798, "blocked_train": 1112451798, "duration": 8360529906, "avg_accuracy": 26.88679245283019, "soft_acc": 25.680069056603774, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2480.225563826839, "availability": 39.32599400137533, "score": 250.4765514963617, "zero_downtime": 10.098942416749042, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 82061024, "heap_mib": 78.25949096679688, "mobile_score": 4690066.079675875, "mobile_throughput": 46441160.728844486, "mobile_availability": 736362.3836783238, "mobile_accuracy": 480848.28734102426, "soft_acc_blocks": [ 25.680069056603774 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.304050607, "time_to_acc50_sec": 0, "acc_per_sec": 3.071583900223151, "mobile_acc_per_sec": 57514.09213857841 }, "started": "2026-08-19T06:20:42.911054316+10:00", "ended": "2026-08-19T06:20:51.3486529+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": 36456, "total_correct": 9071, "total_train": 871, "infer_ms": 822.215357, "train_ms": 1344.808058, "blocked_train": 1344808058, "duration": 8101918633, "avg_accuracy": 26.08173076923077, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4499.674910521901, "availability": 37.94215379993945, "score": 426.8183937618769, "zero_downtime": 9.485538449984862, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43482848, "heap_mib": 41.468475341796875, "mobile_score": 9323990.084526122, "mobile_throughput": 98296898.31198777, "mobile_availability": 828858.9971442772, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130815763, "time_to_acc50_sec": 0, "acc_per_sec": 3.085688851301501, "mobile_acc_per_sec": 67407.90151963172 }, "started": "2026-08-19T06:21:01.731042144+10:00", "ended": "2026-08-19T06:21:09.833614683+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": 37904, "total_correct": 10515, "total_train": 953, "infer_ms": 905.90268, "train_ms": 1391.256493, "blocked_train": 1391256493, "duration": 8095128852, "avg_accuracy": 28.238341968911918, "soft_acc": 25.310511813471503, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4682.322010308132, "availability": 39.43578184079105, "score": 467.36120586405906, "zero_downtime": 9.981398221548268, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 60047200, "heap_mib": 57.265472412109375, "mobile_score": 20419322.658337984, "mobile_throughput": 204573770.17836916, "mobile_availability": 1722975.5991453882, "mobile_accuracy": 1105833.1348051124, "soft_acc_blocks": [ 25.310511813471503 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.168174944, "time_to_acc50_sec": 0, "acc_per_sec": 3.1266348289463277, "mobile_acc_per_sec": 136604.76009988436 }, "started": "2026-08-19T06:21:20.540645036+10:00", "ended": "2026-08-19T06:21:28.636287742+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": 25240, "total_correct": 6069, "total_train": 521, "infer_ms": 932.281095, "train_ms": 1127.894154, "blocked_train": 1127894154, "duration": 8226121809, "avg_accuracy": 24.744897959183675, "soft_acc": 24.6750657414966, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3068.2745266895427, "availability": 45.252514098134384, "score": 342.6062215627977, "zero_downtime": 11.166087603394676, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 78658888, "heap_mib": 75.01496124267578, "mobile_score": 11226520.668169755, "mobile_throughput": 100541219.69056293, "mobile_availability": 1482834.3819676675, "mobile_accuracy": 808552.5542173606, "soft_acc_blocks": [ 24.6750657414966 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.999598877140405, "mobile_acc_per_sec": 98290.85600613679 }, "started": "2026-08-19T06:21:39.169442391+10:00", "ended": "2026-08-19T06:21:47.45619065+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": 32384, "total_correct": 8771, "total_train": 1008, "infer_ms": 697.790043, "train_ms": 1452.375858, "blocked_train": 1452375858, "duration": 8161870884, "avg_accuracy": 27.88978494623656, "soft_acc": 24.89072952688172, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3967.717752492689, "availability": 32.45284666989982, "score": 320.5023321940194, "zero_downtime": 8.077750288378406, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 46262640, "heap_mib": 44.11949157714844, "mobile_score": 14002960.561778171, "mobile_throughput": 173352233.75157392, "mobile_availability": 1417886.5062390363, "mobile_accuracy": 1087492.566849147, "soft_acc_blocks": [ 24.89072952688172 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130400444, "time_to_acc50_sec": 0, "acc_per_sec": 3.0496352957109236, "mobile_acc_per_sec": 133240.5991598074 }, "started": "2026-08-19T06:21:59.492441278+10:00", "ended": "2026-08-19T06:22:07.654875495+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": 34448, "total_correct": 9647, "total_train": 1017, "infer_ms": 711.964269, "train_ms": 1379.434067, "blocked_train": 1379434067, "duration": 8038931548, "avg_accuracy": 32.603092783505154, "soft_acc": 25.757746974226805, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4285.14657629723, "availability": 34.04249954419013, "score": 375.7465440674299, "zero_downtime": 8.768580896294807, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 46744712, "heap_mib": 44.57923126220703, "mobile_score": 32833234.016004115, "mobile_throughput": 374441821.3656204, "mobile_availability": 2974679.000170726, "mobile_accuracy": 2250746.2742705704, "soft_acc_blocks": [ 25.757746974226805 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117144413, "time_to_acc50_sec": 0, "acc_per_sec": 3.2041256752130267, "mobile_acc_per_sec": 279980.7736676812 }, "started": "2026-08-19T06:22:18.502366842+10:00", "ended": "2026-08-19T06:22:26.541794952+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": 19656, "total_correct": 5559, "total_train": 654, "infer_ms": 699.778959, "train_ms": 1275.603744, "blocked_train": 1275603744, "duration": 8255955621, "avg_accuracy": 27.3, "soft_acc": 25.144129184, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2380.826751297286, "availability": 35.424981596591415, "score": 212.06745588234364, "zero_downtime": 8.907303136055171, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42701304, "heap_mib": 40.72313690185547, "mobile_score": 289542.76643135987, "mobile_throughput": 3250622.1244378947, "mobile_availability": 48366.90820654615, "mobile_accuracy": 34330.11771255467, "soft_acc_blocks": [ 25.144129184 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.344725636, "time_to_acc50_sec": 0, "acc_per_sec": 3.0455746540161788, "mobile_acc_per_sec": 4158.224594283422 }, "started": "2026-08-19T06:22:37.417530831+10:00", "ended": "2026-08-19T06:22:45.67428619+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": 23632, "total_correct": 6547, "total_train": 777, "infer_ms": 840.33796, "train_ms": 1422.632324, "blocked_train": 1422632324, "duration": 8044936906, "avg_accuracy": 22.574626865671643, "soft_acc": 24.754168208955225, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2937.499731337234, "availability": 37.13429053582747, "score": 270.02333961295415, "zero_downtime": 9.19228474244087, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42713400, "heap_mib": 40.73467254638672, "mobile_score": 364871.1254613312, "mobile_throughput": 3969319.224596226, "mobile_availability": 50177.99720733998, "mobile_accuracy": 33449.26119055855, "soft_acc_blocks": [ 24.754168208955225 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.076987240321711, "mobile_acc_per_sec": 4157.802799623168 }, "started": "2026-08-19T06:22:57.164735212+10:00", "ended": "2026-08-19T06:23:05.21039071+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": 20880, "total_correct": 6112, "total_train": 657, "infer_ms": 705.816922, "train_ms": 1291.289979, "blocked_train": 1291289979, "duration": 8158045306, "avg_accuracy": 24.387254901960784, "soft_acc": 24.909247852941178, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2559.4366317925915, "availability": 35.341970009045596, "score": 225.31792832175228, "zero_downtime": 8.803418905665305, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 81376320, "heap_mib": 77.60650634765625, "mobile_score": 304462.5927936981, "mobile_throughput": 3458458.5381682324, "mobile_availability": 47756.11023737757, "mobile_accuracy": 33658.81375856398, "soft_acc_blocks": [ 24.909247852941178 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0533353172997417, "mobile_acc_per_sec": 4125.842955764038 }, "started": "2026-08-19T06:23:16.731142695+10:00", "ended": "2026-08-19T06:23:24.889646906+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": 23776, "total_correct": 7067, "total_train": 824, "infer_ms": 858.011998, "train_ms": 1287.830745, "blocked_train": 1287830745, "duration": 8101619411, "avg_accuracy": 24.189814814814813, "soft_acc": 25.21335501851852, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2934.721910994493, "availability": 39.984849812454314, "score": 295.8646391114729, "zero_downtime": 10.081522136835542, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 79108448, "heap_mib": 75.44369506835938, "mobile_score": 403953.85393353103, "mobile_throughput": 4006873.6491444814, "mobile_availability": 54592.64827727096, "mobile_accuracy": 34424.63405195062, "soft_acc_blocks": [ 25.21335501851852 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.112137677596285, "mobile_acc_per_sec": 4249.105309144795 }, "started": "2026-08-19T06:23:36.444975187+10:00", "ended": "2026-08-19T06:23:44.547326263+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": 18152, "total_correct": 5340, "total_train": 593, "infer_ms": 657.714865, "train_ms": 1040.012259, "blocked_train": 1040012259, "duration": 8439408666, "avg_accuracy": 30, "soft_acc": 25.155924849999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2150.8615968710337, "availability": 38.740905749939586, "score": 209.61508050844674, "zero_downtime": 9.74563313666413, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 115135632, "heap_mib": 109.80189514160156, "mobile_score": 143097.2282937663, "mobile_throughput": 1468321.5167972923, "mobile_availability": 26447.124991958757, "mobile_accuracy": 17173.111364266664, "soft_acc_blocks": [ 25.155924849999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.648258618, "time_to_acc50_sec": 0, "acc_per_sec": 2.98076865875048, "mobile_acc_per_sec": 2034.8714043736609 }, "started": "2026-08-19T06:23:55.570043807+10:00", "ended": "2026-08-19T06:24:04.045158477+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": 20208, "total_correct": 5209, "total_train": 799, "infer_ms": 804.575088, "train_ms": 1507.366989, "blocked_train": 1507366989, "duration": 8300729381, "avg_accuracy": 19.62719298245614, "soft_acc": 24.866723333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2434.484859397442, "availability": 34.80083242587224, "score": 210.67610118479553, "zero_downtime": 8.653826717038605, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 41861408, "heap_mib": 39.922149658203125, "mobile_score": 4602289.65574892, "mobile_throughput": 53182133.24849025, "mobile_availability": 760235.7846206543, "mobile_accuracy": 543221.8601244445, "soft_acc_blocks": [ 24.866723333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.995727506820323, "mobile_acc_per_sec": 65442.66596232556 }, "started": "2026-08-19T06:24:14.977935495+10:00", "ended": "2026-08-19T06:24:23.34772855+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": 12632, "total_correct": 3644, "total_train": 647, "infer_ms": 769.713893, "train_ms": 1564.524488, "blocked_train": 1564524488, "duration": 7862788356, "avg_accuracy": 20.376712328767123, "soft_acc": 24.811704383561644, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1606.5547523431267, "availability": 32.974948028669225, "score": 131.4426326819957, "zero_downtime": 8.181646625506495, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42858072, "heap_mib": 40.872642517089844, "mobile_score": 1914272.0834327266, "mobile_throughput": 23397149.38879092, "mobile_availability": 480232.4875570814, "mobile_accuracy": 361346.6352180213, "soft_acc_blocks": [ 24.811704383561644 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.1555859397675543, "mobile_acc_per_sec": 45956.55114413476 }, "started": "2026-08-19T06:24:34.219818354+10:00", "ended": "2026-08-19T06:24:42.08322572+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": 13824, "total_correct": 4124, "total_train": 610, "infer_ms": 873.737205, "train_ms": 1473.571931, "blocked_train": 1473571931, "duration": 8198147982, "avg_accuracy": 21.62162162162162, "soft_acc": 24.98549581081081, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1686.234504470061, "availability": 37.22292865476241, "score": 156.82542879295883, "zero_downtime": 9.30033327969676, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42695488, "heap_mib": 40.71759033203125, "mobile_score": 2283935.844750078, "mobile_throughput": 24557569.885544427, "mobile_availability": 542098.1894041132, "mobile_accuracy": 363877.65632384387, "soft_acc_blocks": [ 24.98549581081081 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.047700025136093, "mobile_acc_per_sec": 44385.34863273756 }, "started": "2026-08-19T06:24:53.287661315+10:00", "ended": "2026-08-19T06:25:01.486247213+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": 14464, "total_correct": 4480, "total_train": 583, "infer_ms": 871.859354, "train_ms": 1491.817156, "blocked_train": 1491817156, "duration": 8331548250, "avg_accuracy": 26.785714285714285, "soft_acc": 25.096938485714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1736.0518796731446, "availability": 36.88573078047808, "score": 160.70960648622142, "zero_downtime": 9.257189163982764, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 52911264, "heap_mib": 50.460113525390625, "mobile_score": 2106452.954136201, "mobile_throughput": 22754779.19725184, "mobile_availability": 483468.65048588224, "mobile_accuracy": 328950.5921199543, "soft_acc_blocks": [ 25.096938485714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.170236004, "time_to_acc50_sec": 0, "acc_per_sec": 3.012277878330031, "mobile_acc_per_sec": 39482.52860684738 }, "started": "2026-08-19T06:25:12.57598509+10:00", "ended": "2026-08-19T06:25:20.908060839+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": 10304, "total_correct": 2987, "total_train": 508, "infer_ms": 633.732994, "train_ms": 1045.255307, "blocked_train": 1045255307, "duration": 8615847505, "avg_accuracy": 26.59090909090909, "soft_acc": 25.12760370909091, "adapt_pct": 25.12760370909091, "stability": 100, "consistency": 100, "throughput": 1195.9357444546602, "availability": 37.74493208931538, "score": 113.42729333881105, "zero_downtime": 9.484396955668656, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 151881600, "heap_mib": 144.8455810546875, "mobile_score": 1982285.6256672856, "mobile_throughput": 20900491.986288164, "mobile_availability": 659640.4985080994, "mobile_accuracy": 439136.70311439515, "soft_acc_blocks": [ 25.12760370909091 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.715614176, "time_to_acc50_sec": 0, "acc_per_sec": 2.916440163838637, "mobile_acc_per_sec": 50968.48602062104 }, "started": "2026-08-19T06:25:33.072036981+10:00", "ended": "2026-08-19T06:25:41.714480236+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": 14264, "total_correct": 3929, "total_train": 595, "infer_ms": 809.124039, "train_ms": 1261.285929, "blocked_train": 1261285929, "duration": 8261488028, "avg_accuracy": 31.101190476190474, "soft_acc": 25.184930571428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1726.565474846198, "availability": 39.08037787229201, "score": 169.93489385429066, "zero_downtime": 9.842366034188679, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 50009296, "heap_mib": 47.69258117675781, "mobile_score": 2620436.047914069, "mobile_throughput": 26624045.872828335, "mobile_availability": 602628.6221737716, "mobile_accuracy": 388357.5552774454, "soft_acc_blocks": [ 25.184930571428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.401082763, "time_to_acc50_sec": 0, "acc_per_sec": 3.048473893089393, "mobile_acc_per_sec": 47008.184719413286 }, "started": "2026-08-19T06:25:52.548733347+10:00", "ended": "2026-08-19T06:26:00.950894649+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": 16384, "total_correct": 4533, "total_train": 685, "infer_ms": 830.838024, "train_ms": 1431.477061, "blocked_train": 1431477061, "duration": 8067762749, "avg_accuracy": 30.98404255319149, "soft_acc": 25.09269190425532, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2030.7984393852928, "availability": 36.725124166336, "score": 187.14462061022596, "zero_downtime": 9.21532225851391, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 45851192, "heap_mib": 43.72710418701172, "mobile_score": 5450982.158360786, "mobile_throughput": 59151291.78824647, "mobile_availability": 1069696.7721622204, "mobile_accuracy": 730877.625172123, "soft_acc_blocks": [ 25.09269190425532 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128201152, "time_to_acc50_sec": 0, "acc_per_sec": 3.110241672310649, "mobile_acc_per_sec": 90592.35477180031 }, "started": "2026-08-19T06:26:12.191266903+10:00", "ended": "2026-08-19T06:26:20.259631786+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": 17456, "total_correct": 4720, "total_train": 785, "infer_ms": 809.017178, "train_ms": 1474.294762, "blocked_train": 1474294762, "duration": 8019834388, "avg_accuracy": 20.454545454545453, "soft_acc": 24.40614592929293, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2176.603550083184, "availability": 35.43174122761343, "score": 188.22228106104177, "zero_downtime": 8.64752246930078, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 42906096, "heap_mib": 40.91844177246094, "mobile_score": 4485576.513315067, "mobile_throughput": 51871232.82118238, "mobile_availability": 844383.4883974086, "mobile_accuracy": 581629.5198625969, "soft_acc_blocks": [ 24.40614592929293 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0432231824901033, "mobile_acc_per_sec": 72523.88163188052 }, "started": "2026-08-19T06:26:31.529318052+10:00", "ended": "2026-08-19T06:26:39.549830095+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": 12304, "total_correct": 3367, "total_train": 462, "infer_ms": 902.842745, "train_ms": 1207.193608, "blocked_train": 1207193608, "duration": 8468990696, "avg_accuracy": 34.86842105263158, "soft_acc": 25.03105165789474, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1452.829556869311, "availability": 42.78801849628607, "score": 155.60227346641344, "zero_downtime": 10.710291013194922, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 51525552, "heap_mib": 49.13859558105469, "mobile_score": 70816.32356871438, "mobile_throughput": 661198.8738818554, "mobile_availability": 19473.302640087528, "mobile_accuracy": 11391.909732304095, "soft_acc_blocks": [ 25.03105165789474 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.20131877, "time_to_acc50_sec": 0, "acc_per_sec": 2.955612133299094, "mobile_acc_per_sec": 1345.131921999232 }, "started": "2026-08-19T06:26:50.580887832+10:00", "ended": "2026-08-19T06:26:59.05088712+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": 16856, "total_correct": 4510, "total_train": 784, "infer_ms": 839.291635, "train_ms": 1447.578874, "blocked_train": 1447578874, "duration": 8058637720, "avg_accuracy": 13.28125, "soft_acc": 24.9468244375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2091.6686648124937, "availability": 36.700444196423014, "score": 191.50471967110877, "zero_downtime": 9.155595381464307, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 53707016, "heap_mib": 51.21900177001953, "mobile_score": 174311.85150508035, "mobile_throughput": 1903883.3002382165, "mobile_availability": 33405.55987301082, "mobile_accuracy": 22707.153976888887, "soft_acc_blocks": [ 24.9468244375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.095662729146732, "mobile_acc_per_sec": 2817.7410085744473 }, "started": "2026-08-19T06:27:10.913825672+10:00", "ended": "2026-08-19T06:27:18.972916412+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": 10080, "total_correct": 2756, "total_train": 746, "infer_ms": 813.641221, "train_ms": 1543.891452, "blocked_train": 1543891452, "duration": 8186777229, "avg_accuracy": 29.166666666666668, "soft_acc": 25.00880403174603, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1231.2537300140086, "availability": 34.51240486795153, "score": 106.27122949981673, "zero_downtime": 8.631139700068776, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 45881752, "heap_mib": 43.756248474121094, "mobile_score": 193460.86934722192, "mobile_throughput": 2241429.012505502, "mobile_availability": 62827.91570627977, "mobile_accuracy": 45527.138361791884, "soft_acc_blocks": [ 25.00880403174603 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128885729, "time_to_acc50_sec": 0, "acc_per_sec": 3.054780084055226, "mobile_acc_per_sec": 5561.057433017869 }, "started": "2026-08-19T06:27:30.040505084+10:00", "ended": "2026-08-19T06:27:38.227930749+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": 13008, "total_correct": 3663, "total_train": 603, "infer_ms": 862.238906, "train_ms": 1294.277213, "blocked_train": 1294277213, "duration": 8621252716, "avg_accuracy": 24.5, "soft_acc": 25.0108194, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1508.8294507199316, "availability": 39.98295669590588, "score": 150.88392716898042, "zero_downtime": 10.000065089993226, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 79692376, "heap_mib": 76.00057220458984, "mobile_score": 274675.8069707306, "mobile_throughput": 2746740.191177262, "mobile_availability": 72786.75138952465, "mobile_accuracy": 45530.807227733334, "soft_acc_blocks": [ 25.0108194 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.901065567140022, "mobile_acc_per_sec": 5281.228694669125 }, "started": "2026-08-19T06:27:49.258611917+10:00", "ended": "2026-08-19T06:27:57.880526455+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": 10568, "total_correct": 3163, "total_train": 586, "infer_ms": 755.145983, "train_ms": 1514.438072, "blocked_train": 1514438072, "duration": 8274893069, "avg_accuracy": 21.311475409836067, "soft_acc": 24.987545344262294, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1277.1162010045302, "availability": 33.27243956161826, "score": 106.17900574354117, "zero_downtime": 8.31396592260163, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42941096, "heap_mib": 40.951820373535156, "mobile_score": 386585.9622449286, "mobile_throughput": 4649838.186057383, "mobile_availability": 121141.25550612302, "mobile_accuracy": 90976.87620453187, "soft_acc_blocks": [ 24.987545344262294 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.01968196276426, "mobile_acc_per_sec": 10994.326506206586 }, "started": "2026-08-19T06:28:08.752212511+10:00", "ended": "2026-08-19T06:28:17.027756777+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": 10592, "total_correct": 2419, "total_train": 605, "infer_ms": 1058.508983, "train_ms": 1514.668845, "blocked_train": 1514668845, "duration": 8967237919, "avg_accuracy": 18.014705882352942, "soft_acc": 24.988127352941177, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1181.1886888333156, "availability": 41.136254614113675, "score": 121.41650781736323, "zero_downtime": 10.279179691204865, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45243864, "heap_mib": 43.147911071777344, "mobile_score": 442064.0142399287, "mobile_throughput": 4300576.772854454, "mobile_availability": 149772.53235503077, "mobile_accuracy": 90978.99523346405, "soft_acc_blocks": [ 24.988127352941177 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.78660247209408, "mobile_acc_per_sec": 10145.709978397646 }, "started": "2026-08-19T06:28:28.015179734+10:00", "ended": "2026-08-19T06:28:36.983089736+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": 9384, "total_correct": 2579, "total_train": 424, "infer_ms": 917.239938, "train_ms": 1149.532048, "blocked_train": 1149532048, "duration": 8332045459, "avg_accuracy": 25.872093023255815, "soft_acc": 24.993725558139538, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1126.2540568431145, "availability": 44.38031598131019, "score": 124.92741543150113, "zero_downtime": 11.09229437820381, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 116026864, "heap_mib": 110.65184020996094, "mobile_score": 56855.854845269845, "mobile_throughput": 512570.7352032664, "mobile_availability": 20197.97491771628, "mobile_accuracy": 11374.922209571061, "soft_acc_blocks": [ 24.993725558139538 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.548638793, "time_to_acc50_sec": 0, "acc_per_sec": 2.999710657020257, "mobile_acc_per_sec": 1365.2016501283304 }, "started": "2026-08-19T06:28:49.23956742+10:00", "ended": "2026-08-19T06:28:57.573518241+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": 8216, "total_correct": 1781, "total_train": 504, "infer_ms": 694.246684, "train_ms": 1379.498993, "blocked_train": 1379498993, "duration": 8578121282, "avg_accuracy": 22.794117647058822, "soft_acc": 25.00984543137255, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 957.7854788833703, "availability": 33.47790867992729, "score": 80.1932060283736, "zero_downtime": 8.37277321450587, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 42505432, "heap_mib": 40.536338806152344, "mobile_score": 72993.63819827072, "mobile_throughput": 871797.6270013966, "mobile_availability": 30472.33643399604, "mobile_accuracy": 22764.517085978216, "soft_acc_blocks": [ 25.00984543137255 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9155388003026084, "mobile_acc_per_sec": 2653.7882057865518 }, "started": "2026-08-19T06:29:08.801467377+10:00", "ended": "2026-08-19T06:29:17.380429178+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": 8416, "total_correct": 1751, "total_train": 499, "infer_ms": 812.278199, "train_ms": 1580.186925, "blocked_train": 1580186925, "duration": 8242633413, "avg_accuracy": 21.875, "soft_acc": 24.96947498076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1021.0329124581195, "availability": 33.951516820522734, "score": 86.55822339425804, "zero_downtime": 8.477515498092082, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 42716208, "heap_mib": 40.73735046386719, "mobile_score": 157574.43689905817, "mobile_throughput": 1858733.6930793144, "mobile_availability": 61806.85017638272, "mobile_accuracy": 45455.5420094359, "soft_acc_blocks": [ 24.96947498076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.029307956531007, "mobile_acc_per_sec": 5514.686839978224 }, "started": "2026-08-19T06:29:28.654395668+10:00", "ended": "2026-08-19T06:29:36.897693612+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": 14056, "total_correct": 3490, "total_train": 540, "infer_ms": 746.884371, "train_ms": 1463.320145, "blocked_train": 1463320145, "duration": 8324917833, "avg_accuracy": 19.473684210526315, "soft_acc": 24.992845852631582, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1688.4250730117685, "availability": 33.79254569399315, "score": 142.59963474356138, "zero_downtime": 8.445718854979798, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 46477704, "heap_mib": 44.32459259033203, "mobile_score": 519189.42569744657, "mobile_throughput": 6147368.088049959, "mobile_availability": 123034.90414452972, "mobile_accuracy": 90996.17476655908, "soft_acc_blocks": [ 24.992845852631582 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0021732771415306, "mobile_acc_per_sec": 10930.579327263742 }, "started": "2026-08-19T06:29:47.943244216+10:00", "ended": "2026-08-19T06:29:56.268921631+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": 10344, "total_correct": 2844, "total_train": 537, "infer_ms": 880.613868, "train_ms": 1418.948335, "blocked_train": 1418948335, "duration": 8557740496, "avg_accuracy": 31.359649122807017, "soft_acc": 25.03784487719298, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1208.730272299671, "availability": 38.29484876952468, "score": 115.89553436081592, "zero_downtime": 9.588204830869234, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 77364928, "heap_mib": 73.78094482421875, "mobile_score": 52291.42678051932, "mobile_throughput": 545372.4414831755, "mobile_availability": 17278.42484653748, "mobile_accuracy": 11296.93770651786, "soft_acc_blocks": [ 25.03784487719298 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.301119354, "time_to_acc50_sec": 0, "acc_per_sec": 2.925754162432946, "mobile_acc_per_sec": 1320.0841637811054 }, "started": "2026-08-19T06:30:07.837409196+10:00", "ended": "2026-08-19T06:30:16.395846202+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": 9560, "total_correct": 2588, "total_train": 639, "infer_ms": 822.043142, "train_ms": 1533.839862, "blocked_train": 1533839862, "duration": 8059823790, "avg_accuracy": 31.68103448275862, "soft_acc": 24.984970431034483, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1186.1301498751502, "availability": 34.89320737083597, "score": 103.40750901335802, "zero_downtime": 8.71805754404291, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 42095096, "heap_mib": 40.14501190185547, "mobile_score": 92517.60424163047, "mobile_throughput": 1061218.0955934178, "mobile_availability": 31218.58345740759, "mobile_accuracy": 22353.788698543016, "soft_acc_blocks": [ 24.984970431034483 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115308654, "time_to_acc50_sec": 0, "acc_per_sec": 3.099940033680871, "mobile_acc_per_sec": 2773.483550133919 }, "started": "2026-08-19T06:30:27.043366589+10:00", "ended": "2026-08-19T06:30:35.25298404+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": 9072, "total_correct": 2200, "total_train": 565, "infer_ms": 750.02917, "train_ms": 1591.662273, "blocked_train": 1591662273, "duration": 8195451735, "avg_accuracy": 21.875, "soft_acc": 24.992885767857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1106.955454481729, "availability": 32.02937655351889, "score": 88.61250912263587, "zero_downtime": 8.005065494177794, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 43175320, "heap_mib": 41.175193786621094, "mobile_score": 155900.9234325118, "mobile_throughput": 1947528.3936889824, "mobile_availability": 56351.06635735339, "mobile_accuracy": 43971.37615254458, "soft_acc_blocks": [ 24.992885767857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0496044118130774, "mobile_acc_per_sec": 5365.338918995486 }, "started": "2026-08-19T06:30:48.037907951+10:00", "ended": "2026-08-19T06:30:56.234062394+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": 14200, "total_correct": 3366, "total_train": 690, "infer_ms": 920.937815, "train_ms": 1426.650376, "blocked_train": 1426650376, "duration": 8219391967, "avg_accuracy": 19.047619047619047, "soft_acc": 24.986794095238093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1727.621709368712, "availability": 39.229104087787604, "score": 169.34312920603665, "zero_downtime": 9.802095463822118, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 48781896, "heap_mib": 46.52204132080078, "mobile_score": 576523.1852284061, "mobile_throughput": 5881632.017931839, "mobile_availability": 133554.21119466226, "mobile_accuracy": 85066.72923768953, "soft_acc_blocks": [ 24.986794095238093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.039980839891498, "mobile_acc_per_sec": 10349.516068733985 }, "started": "2026-08-19T06:31:07.244335504+10:00", "ended": "2026-08-19T06:31:15.464245335+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": 14192, "total_correct": 3614, "total_train": 601, "infer_ms": 873.472057, "train_ms": 1468.076781, "blocked_train": 1468076781, "duration": 8243302668, "avg_accuracy": 26.05263157894737, "soft_acc": 24.994253031578946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1721.6400478769851, "availability": 37.3031748398664, "score": 160.51969074494065, "zero_downtime": 9.323649908288504, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 42937376, "heap_mib": 40.948272705078125, "mobile_score": 1168868.71696227, "mobile_throughput": 12536600.2419629, "mobile_availability": 271633.42958949826, "mobile_accuracy": 182002.59629750642, "soft_acc_blocks": [ 24.994253031578946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132858473, "time_to_acc50_sec": 0, "acc_per_sec": 3.0320678541387442, "mobile_acc_per_sec": 22078.84432098186 }, "started": "2026-08-19T06:31:26.594977701+10:00", "ended": "2026-08-19T06:31:34.838785681+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": 9488, "total_correct": 1978, "total_train": 547, "infer_ms": 972.231643, "train_ms": 1551.308321, "blocked_train": 1551308321, "duration": 8239863980, "avg_accuracy": 20.13888888888889, "soft_acc": 25.012177425925923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1151.4753184068943, "availability": 38.52650074377819, "score": 110.95980865774325, "zero_downtime": 9.636316722034472, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 48396184, "heap_mib": 46.154197692871094, "mobile_score": 709449.9531896451, "mobile_throughput": 7362252.338255046, "mobile_availability": 246329.04904821928, "mobile_accuracy": 159921.76193029087, "soft_acc_blocks": [ 25.012177425925923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0355085334704666, "mobile_acc_per_sec": 19408.30119507517 }, "started": "2026-08-19T06:31:46.061871716+10:00", "ended": "2026-08-19T06:31:54.376289608+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": 13824, "total_correct": 3446, "total_train": 676, "infer_ms": 795.192761, "train_ms": 1309.000363, "blocked_train": 1309000363, "duration": 8432922690, "avg_accuracy": 23.64457831325301, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1639.2893078923744, "availability": 37.79086396254187, "score": 154.87539807452535, "zero_downtime": 9.447715990635468, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 79104440, "heap_mib": 75.43987274169922, "mobile_score": 1127768.232023566, "mobile_throughput": 11936940.453559406, "mobile_availability": 275184.67340546043, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9645712309974943, "mobile_acc_per_sec": 21587.348910516866 }, "started": "2026-08-19T06:32:05.483891305+10:00", "ended": "2026-08-19T06:32:14.097879069+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": 11856, "total_correct": 2979, "total_train": 884, "infer_ms": 720.290694, "train_ms": 1563.159696, "blocked_train": 1563159696, "duration": 8136809286, "avg_accuracy": 15.725806451612904, "soft_acc": 25.035311322580647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1457.0822030201875, "availability": 31.543960716396388, "score": 115.0676578400981, "zero_downtime": 7.897128768822377, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 45968768, "heap_mib": 43.8392333984375, "mobile_score": 1675794.2276019263, "mobile_throughput": 21220297.61269578, "mobile_availability": 459392.2243355008, "mobile_accuracy": 364603.1472970323, "soft_acc_blocks": [ 25.035311322580647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0767971132930207, "mobile_acc_per_sec": 44809.10569261587 }, "started": "2026-08-19T06:32:25.78445572+10:00", "ended": "2026-08-19T06:32:33.921983703+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": 8528, "total_correct": 2065, "total_train": 534, "infer_ms": 804.723054, "train_ms": 1622.290089, "blocked_train": 1622290089, "duration": 8329512112, "avg_accuracy": 30.434782608695652, "soft_acc": 25.010879608695653, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1023.8294734830923, "availability": 33.156930209504026, "score": 84.90453905054764, "zero_downtime": 8.292839896638291, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 42957304, "heap_mib": 40.96727752685547, "mobile_score": 967705.0210811635, "mobile_throughput": 11669163.195510946, "mobile_availability": 377908.27447131404, "mobile_accuracy": 285063.13148443104, "soft_acc_blocks": [ 25.010879608695653 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128023632, "time_to_acc50_sec": 0, "acc_per_sec": 3.002682422739198, "mobile_acc_per_sec": 34223.26874028453 }, "started": "2026-08-19T06:32:45.748768701+10:00", "ended": "2026-08-19T06:32:54.115351545+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": 14248, "total_correct": 3768, "total_train": 748, "infer_ms": 811.775997, "train_ms": 1480.063046, "blocked_train": 1480063046, "duration": 8129869057, "avg_accuracy": 25, "soft_acc": 25.0019361, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1752.5497520445488, "availability": 35.4202883260681, "score": 155.20156230702338, "zero_downtime": 8.855757853719307, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 48621480, "heap_mib": 46.369056701660156, "mobile_score": 2260286.574967352, "mobile_throughput": 25523355.6777759, "mobile_availability": 515845.3368304887, "mobile_accuracy": 364117.0853888, "soft_acc_blocks": [ 25.0019361 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115386461, "time_to_acc50_sec": 0, "acc_per_sec": 3.0753184245289624, "mobile_acc_per_sec": 44787.57072665113 }, "started": "2026-08-19T06:33:05.152830189+10:00", "ended": "2026-08-19T06:33:13.283361224+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": 13952, "total_correct": 3963, "total_train": 781, "infer_ms": 713.219493, "train_ms": 1531.4015, "blocked_train": 1531401500, "duration": 8702957314, "avg_accuracy": 29.545454545454547, "soft_acc": 25.049854352272725, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1603.133222032025, "availability": 31.77460672533236, "score": 127.60127187034388, "zero_downtime": 7.95949270570321, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 49254360, "heap_mib": 46.972618103027344, "mobile_score": 3716656.423686603, "mobile_throughput": 46694639.48404035, "mobile_availability": 925502.5006006141, "mobile_accuracy": 729629.8910357979, "soft_acc_blocks": [ 25.049854352272725 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118633331, "time_to_acc50_sec": 0, "acc_per_sec": 2.8783152034971273, "mobile_acc_per_sec": 83837.00674506121 }, "started": "2026-08-19T06:33:24.801982559+10:00", "ended": "2026-08-19T06:33:33.528377236+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": 7496, "total_correct": 2100, "total_train": 552, "infer_ms": 817.950571, "train_ms": 1693.532618, "blocked_train": 1693532618, "duration": 8367902463, "avg_accuracy": 26.630434782608695, "soft_acc": 25.007788760869566, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 895.8039404910305, "availability": 32.56842707856962, "score": 72.96003693310834, "zero_downtime": 8.144643446546533, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44223512, "heap_mib": 42.174827575683594, "mobile_score": 33204.92347533464, "mobile_throughput": 407690.32669458457, "mobile_availability": 14822.253034869018, "mobile_accuracy": 11381.322529391306, "soft_acc_blocks": [ 25.007788760869566 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119485309, "time_to_acc50_sec": 0, "acc_per_sec": 2.9885373152286903, "mobile_acc_per_sec": 1360.1165381307462 }, "started": "2026-08-19T06:33:44.755422969+10:00", "ended": "2026-08-19T06:33:53.123863243+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": 7592, "total_correct": 1789, "total_train": 520, "infer_ms": 730.128704, "train_ms": 1534.653894, "blocked_train": 1534653894, "duration": 8123369058, "avg_accuracy": 22.395833333333332, "soft_acc": 25.00769191666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 934.5876010056812, "availability": 32.23835721118518, "score": 75.34709772925284, "zero_downtime": 8.062069050367683, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 42937400, "heap_mib": 40.94829559326172, "mobile_score": 33996.195502817995, "mobile_throughput": 421680.77810332755, "mobile_availability": 14545.769213027415, "mobile_accuracy": 11283.332856803214, "soft_acc_blocks": [ 25.00769191666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0784877232727434, "mobile_acc_per_sec": 1388.9967052144752 }, "started": "2026-08-19T06:34:04.031466283+10:00", "ended": "2026-08-19T06:34:12.260356865+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": 2003, "total_train": 562, "infer_ms": 759.774276, "train_ms": 1624.926195, "blocked_train": 1624926195, "duration": 8231707364, "avg_accuracy": 21.01063829787234, "soft_acc": 24.993458425531916, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1004.8948090861701, "availability": 31.860365074754913, "score": 80.0198449868387, "zero_downtime": 7.96300709918156, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 53714472, "heap_mib": 51.226112365722656, "mobile_score": 36104.51332913915, "mobile_throughput": 453403.00315505156, "mobile_availability": 14375.221242954478, "mobile_accuracy": 11276.910783997657, "soft_acc_blocks": [ 24.993458425531916 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.0362423395706024, "mobile_acc_per_sec": 1369.9358207648813 }, "started": "2026-08-19T06:34:25.247261061+10:00", "ended": "2026-08-19T06:34:33.479474935+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": 7320, "total_correct": 1970, "total_train": 387, "infer_ms": 778.280585, "train_ms": 1232.330841, "blocked_train": 1232330841, "duration": 8839094683, "avg_accuracy": 18.58974358974359, "soft_acc": 24.98885846153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 828.139109549122, "availability": 38.708652250541824, "score": 80.10465653504004, "zero_downtime": 9.672850323257018, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 116422544, "heap_mib": 111.02919006347656, "mobile_score": 36456.519240836, "mobile_throughput": 376895.3103014671, "mobile_availability": 17616.737735357703, "mobile_accuracy": 11372.707139829059, "soft_acc_blocks": [ 24.98885846153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.827083469260588, "mobile_acc_per_sec": 1286.6370988990411 }, "started": "2026-08-19T06:34:44.829157593+10:00", "ended": "2026-08-19T06:34:53.734913645+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": 7600, "total_correct": 1701, "total_train": 509, "infer_ms": 765.300555, "train_ms": 1398.093729, "blocked_train": 1398093729, "duration": 8761461576, "avg_accuracy": 25.471698113207548, "soft_acc": 25.00789603773585, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 867.43518008667, "availability": 35.3749920049248, "score": 76.73801079740319, "zero_downtime": 8.846541223948963, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 82164176, "heap_mib": 78.35786437988281, "mobile_score": 17462.160679231303, "mobile_throughput": 197389.69431305557, "mobile_availability": 8049.775958453999, "mobile_accuracy": 5690.685676142558, "soft_acc_blocks": [ 25.00789603773585 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.33198658, "time_to_acc50_sec": 0, "acc_per_sec": 2.8543064214581735, "mobile_acc_per_sec": 649.5132834607043 }, "started": "2026-08-19T06:35:05.26502273+10:00", "ended": "2026-08-19T06:35:14.027133368+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": 7696, "total_correct": 1769, "total_train": 399, "infer_ms": 913.570089, "train_ms": 1428.276745, "blocked_train": 1428276745, "duration": 8752591711, "avg_accuracy": 19.256756756756758, "soft_acc": 24.986671675675677, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 879.2824176098484, "availability": 39.01066780868727, "score": 85.70776774768787, "zero_downtime": 9.747467483845192, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 110488696, "heap_mib": 105.37023162841797, "mobile_score": 624104.9185680525, "mobile_throughput": 6402739.168942113, "mobile_availability": 284067.0139455699, "mobile_accuracy": 181947.39054856458, "soft_acc_blocks": [ 24.986671675675677 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8547740487281223, "mobile_acc_per_sec": 20787.830228605137 }, "started": "2026-08-19T06:35:25.513620539+10:00", "ended": "2026-08-19T06:35:34.301871577+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": 4160, "total_correct": 1004, "total_train": 296, "infer_ms": 695.50532, "train_ms": 1437.940936, "blocked_train": 1437940936, "duration": 8725176247, "avg_accuracy": 15.277777777777779, "soft_acc": 24.99112762962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 476.7811998560308, "availability": 32.60008627093346, "score": 38.84398019785643, "zero_downtime": 8.147129167338347, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 39696752, "heap_mib": 37.85777282714844, "mobile_score": 188568.82120346068, "mobile_throughput": 2314543.1639825804, "mobile_availability": 158257.7225075478, "mobile_accuracy": 121319.89187669686, "soft_acc_blocks": [ 24.99112762962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.864254763704331, "mobile_acc_per_sec": 13904.577792157559 }, "started": "2026-08-19T06:35:45.893054864+10:00", "ended": "2026-08-19T06:35:54.619159703+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": 4304, "total_correct": 1224, "total_train": 303, "infer_ms": 858.300226, "train_ms": 1602.756599, "blocked_train": 1602756599, "duration": 8203507660, "avg_accuracy": 26.923076923076923, "soft_acc": 25.005595538461538, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 524.6536211560019, "availability": 34.87527054561205, "score": 45.75383085261376, "zero_downtime": 8.720769095579957, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 45966144, "heap_mib": 43.83673095703125, "mobile_score": 222112.81916717743, "mobile_throughput": 2546940.7197096106, "mobile_availability": 169302.6467020171, "mobile_accuracy": 121390.12660804558, "soft_acc_blocks": [ 25.005595538461538 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124910453, "time_to_acc50_sec": 0, "acc_per_sec": 3.0481589796506072, "mobile_acc_per_sec": 14797.344214102384 }, "started": "2026-08-19T06:36:05.807566416+10:00", "ended": "2026-08-19T06:36:14.011825014+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": 3528, "total_correct": 870, "total_train": 374, "infer_ms": 655.731609, "train_ms": 1670.193285, "blocked_train": 1670193285, "duration": 8678868646, "avg_accuracy": 20.833333333333332, "soft_acc": 25.00374895238095, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 406.5045968435089, "availability": 28.19229506040963, "score": 28.65504025503667, "zero_downtime": 7.049130680819319, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 46315296, "heap_mib": 44.169708251953125, "mobile_score": 127317.74360366666, "mobile_throughput": 1806148.1531346578, "mobile_availability": 125261.71180196648, "mobile_accuracy": 111094.62314191443, "soft_acc_blocks": [ 25.00374895238095 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8809917481473715, "mobile_acc_per_sec": 12800.58814959906 }, "started": "2026-08-19T06:36:26.079817877+10:00", "ended": "2026-08-19T06:36:34.793234548+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": 4560, "total_correct": 1094, "total_train": 394, "infer_ms": 778.103384, "train_ms": 1578.494743, "blocked_train": 1578494743, "duration": 8241431303, "avg_accuracy": 16.666666666666668, "soft_acc": 24.982560629629628, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 553.3019486967141, "availability": 33.01807699348986, "score": 45.640555929756765, "zero_downtime": 8.248761103636397, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 48849120, "heap_mib": 46.586151123046875, "mobile_score": 265875.5087477813, "mobile_throughput": 3223217.4675366986, "mobile_availability": 192344.23945292016, "mobile_accuracy": 145533.96385985843, "soft_acc_blocks": [ 24.982560629629628 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 3.031337605221027, "mobile_acc_per_sec": 17658.821448512463 }, "started": "2026-08-19T06:36:46.203988274+10:00", "ended": "2026-08-19T06:36:54.446006556+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": 6096, "total_correct": 1337, "total_train": 323, "infer_ms": 1028.979412, "train_ms": 1298.670483, "blocked_train": 1298670483, "duration": 8691478052, "avg_accuracy": 17.338709677419356, "soft_acc": 24.995347516129033, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 701.3766776523408, "availability": 44.20679476799065, "score": 77.49961179778329, "zero_downtime": 11.049641978001212, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 100272584, "heap_mib": 95.62738800048828, "mobile_score": 406321.16470236203, "mobile_throughput": 3677233.755729905, "mobile_availability": 231770.92015320284, "mobile_accuracy": 131047.60758536258, "soft_acc_blocks": [ 24.995347516129033 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.875845439243483, "mobile_acc_per_sec": 15077.712536500872 }, "started": "2026-08-19T06:37:05.649896001+10:00", "ended": "2026-08-19T06:37:14.342118896+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": 5936, "total_correct": 1609, "total_train": 405, "infer_ms": 790.650723, "train_ms": 1644.84714, "blocked_train": 1644847140, "duration": 8230033405, "avg_accuracy": 37.5, "soft_acc": 25.015638971428572, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 721.2607419544246, "availability": 32.463618014679405, "score": 58.573451273858666, "zero_downtime": 8.120981479615848, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 42120584, "heap_mib": 40.16931915283203, "mobile_score": 568691.807804978, "mobile_throughput": 7002747.2569963215, "mobile_availability": 315190.4696607451, "mobile_accuracy": 242877.7652787471, "soft_acc_blocks": [ 25.015638971428572 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115057081, "time_to_acc50_sec": 0, "acc_per_sec": 3.039554973887566, "mobile_acc_per_sec": 29511.151817584523 }, "started": "2026-08-19T06:37:25.68860113+10:00", "ended": "2026-08-19T06:37:33.919188804+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": 5760, "total_correct": 1408, "total_train": 403, "infer_ms": 734.095656, "train_ms": 1652.401347, "blocked_train": 1652401347, "duration": 8466315866, "avg_accuracy": 18.75, "soft_acc": 24.99278894736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 680.3431493894135, "availability": 30.760384575266112, "score": 52.30395128121002, "zero_downtime": 7.687877996295129, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 45898448, "heap_mib": 43.77217102050781, "mobile_score": 428473.9688956725, "mobile_throughput": 5573371.079798075, "mobile_availability": 251989.07044058, "mobile_accuracy": 204740.9270568421, "soft_acc_blocks": [ 24.99278894736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9520265181384646, "mobile_acc_per_sec": 24183.001236590302 }, "started": "2026-08-19T06:37:45.27662698+10:00", "ended": "2026-08-19T06:37:53.743514303+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": 7928, "total_correct": 1670, "total_train": 510, "infer_ms": 681.309541, "train_ms": 1108.765622, "blocked_train": 1108765622, "duration": 8747594636, "avg_accuracy": 27.884615384615383, "soft_acc": 25.00365228205128, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 906.3062853156196, "availability": 38.060387355924675, "score": 86.2485190217689, "zero_downtime": 9.516486911677218, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 144633560, "heap_mib": 137.93331146240234, "mobile_score": 32115.81217392413, "mobile_throughput": 337475.5040593434, "mobile_availability": 14172.30423726068, "mobile_accuracy": 9310.45088611655, "soft_acc_blocks": [ 25.00365228205128 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.629228206, "time_to_acc50_sec": 0, "acc_per_sec": 2.858346016532456, "mobile_acc_per_sec": 1064.3441167015399 }, "started": "2026-08-19T06:38:06.773402019+10:00", "ended": "2026-08-19T06:38:15.52187312+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": 14832, "total_correct": 3480, "total_train": 732, "infer_ms": 850.558778, "train_ms": 1498.963367, "blocked_train": 1498963367, "duration": 8773360090, "avg_accuracy": 19.602272727272727, "soft_acc": 24.97361472727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1690.5723517385002, "availability": 36.20135182850128, "score": 152.8410307225725, "zero_downtime": 9.04078613171441, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 45958328, "heap_mib": 43.82927703857422, "mobile_score": 113824.88397084671, "mobile_throughput": 1259015.336858345, "mobile_availability": 26960.134016280226, "mobile_accuracy": 18598.53198598347, "soft_acc_blocks": [ 24.97361472727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.846527951786455, "mobile_acc_per_sec": 2119.8869982758765 }, "started": "2026-08-19T06:38:27.025857887+10:00", "ended": "2026-08-19T06:38:35.97800067+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": 9184, "total_correct": 2439, "total_train": 656, "infer_ms": 893.406178, "train_ms": 1566.472225, "blocked_train": 1566472225, "duration": 8486995846, "avg_accuracy": 29.4811320754717, "soft_acc": 25.015616226415094, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1082.1261335161964, "availability": 36.319119551211415, "score": 98.3160457192291, "zero_downtime": 9.08545156374394, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 48668608, "heap_mib": 46.41400146484375, "mobile_score": 146437.2811876227, "mobile_throughput": 1611777.6883208512, "mobile_availability": 54095.677702458896, "mobile_accuracy": 37259.623295780446, "soft_acc_blocks": [ 25.015616226415094 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122055007, "time_to_acc50_sec": 0, "acc_per_sec": 2.947523090659363, "mobile_acc_per_sec": 4390.201665214819 }, "started": "2026-08-19T06:38:47.218791774+10:00", "ended": "2026-08-19T06:38:55.851789347+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": 11080, "total_correct": 2731, "total_train": 771, "infer_ms": 846.418795, "train_ms": 1539.764091, "blocked_train": 1539764091, "duration": 8593042349, "avg_accuracy": 27.217741935483872, "soft_acc": 25.01821109677419, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1289.4152676076844, "availability": 35.47166480683577, "score": 114.4275588028186, "zero_downtime": 8.874375980914332, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 52063672, "heap_mib": 49.65178680419922, "mobile_score": 170434.64758412543, "mobile_throughput": 1920525.4313167548, "mobile_availability": 52833.432381381564, "mobile_accuracy": 37263.48823723167, "soft_acc_blocks": [ 25.01821109677419 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117285252, "time_to_acc50_sec": 0, "acc_per_sec": 2.9114497614090826, "mobile_acc_per_sec": 4336.47208099331 }, "started": "2026-08-19T06:39:07.707973969+10:00", "ended": "2026-08-19T06:39:16.537308524+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": 8648, "total_correct": 2527, "total_train": 549, "infer_ms": 804.778028, "train_ms": 1623.615274, "blocked_train": 1623615274, "duration": 8511641290, "avg_accuracy": 35.613207547169814, "soft_acc": 25.02414475471698, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1016.0202604120785, "availability": 33.14034951987361, "score": 84.25946482050757, "zero_downtime": 8.293089036072326, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42814808, "heap_mib": 40.831382751464844, "mobile_score": 251001.28574894473, "mobile_throughput": 3026631.9902893626, "mobile_availability": 98722.08846065622, "mobile_accuracy": 74544.65230205144, "soft_acc_blocks": [ 25.02414475471698 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117899131, "time_to_acc50_sec": 0, "acc_per_sec": 2.9399905261652513, "mobile_acc_per_sec": 8757.964505580268 }, "started": "2026-08-19T06:39:27.732817337+10:00", "ended": "2026-08-19T06:39:36.244988579+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": 8952, "total_correct": 2801, "total_train": 416, "infer_ms": 1054.474831, "train_ms": 1576.90196, "blocked_train": 1576901960, "duration": 8546392817, "avg_accuracy": 32.638888888888886, "soft_acc": 25.039671185185185, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1047.459459409962, "availability": 40.07312197198748, "score": 105.10394637760825, "zero_downtime": 10.034177975423864, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 43224552, "heap_mib": 41.222145080566406, "mobile_score": 313095.10135467886, "mobile_throughput": 3120286.5059950575, "mobile_availability": 119374.18734346236, "mobile_accuracy": 74590.90412692256, "soft_acc_blocks": [ 25.039671185185185 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12654051, "time_to_acc50_sec": 0, "acc_per_sec": 2.9298525964518847, "mobile_acc_per_sec": 8727.764534594124 }, "started": "2026-08-19T06:39:47.318432937+10:00", "ended": "2026-08-19T06:39:55.972695508+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": 5848, "total_correct": 1656, "total_train": 457, "infer_ms": 674.685032, "train_ms": 1369.270395, "blocked_train": 1369270395, "duration": 9205233805, "avg_accuracy": 16.071428571428573, "soft_acc": 24.996321249999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 635.2907621774415, "availability": 33.008793787165104, "score": 52.41774000339899, "zero_downtime": 8.25098413578983, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 108586272, "heap_mib": 103.55593872070312, "mobile_score": 19518.460277629296, "mobile_throughput": 236559.1783526182, "mobile_availability": 12291.274486566206, "mobile_accuracy": 9307.721076363636, "soft_acc_blocks": [ 24.996321249999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7154466447579813, "mobile_acc_per_sec": 1011.1335869935174 }, "started": "2026-08-19T06:40:08.478112173+10:00", "ended": "2026-08-19T06:40:17.696281994+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": 7616, "total_correct": 1909, "total_train": 403, "infer_ms": 803.920772, "train_ms": 1241.378475, "blocked_train": 1241378475, "duration": 9056111875, "avg_accuracy": 27.5, "soft_acc": 25.002247633333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 840.9790101008442, "availability": 39.30577753740307, "score": 82.64576433865143, "zero_downtime": 9.827327834108623, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 116846336, "heap_mib": 111.433349609375, "mobile_score": 61548.554678384775, "mobile_throughput": 626300.0046132832, "mobile_availability": 29272.084507855085, "mobile_accuracy": 18619.85569202424, "soft_acc_blocks": [ 25.002247633333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.542179709, "time_to_acc50_sec": 0, "acc_per_sec": 2.7608147931954887, "mobile_acc_per_sec": 2056.0540714415856 }, "started": "2026-08-19T06:40:29.174119961+10:00", "ended": "2026-08-19T06:40:38.230917935+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": 8960, "total_correct": 2572, "total_train": 393, "infer_ms": 994.780619, "train_ms": 1362.041433, "blocked_train": 1362041433, "duration": 9020766589, "avg_accuracy": 31.547619047619047, "soft_acc": 25.01282692857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 993.2637001079154, "availability": 42.20855868841811, "score": 104.86434885700993, "zero_downtime": 10.557553733778521, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 102507184, "heap_mib": 97.75846862792969, "mobile_score": 156190.6810612046, "mobile_throughput": 1479421.1329607351, "mobile_availability": 62867.729595549295, "mobile_accuracy": 37255.46876342857, "soft_acc_blocks": [ 25.01282692857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.389263495, "time_to_acc50_sec": 0, "acc_per_sec": 2.772805025137474, "mobile_acc_per_sec": 4129.967048350216 }, "started": "2026-08-19T06:40:49.296815332+10:00", "ended": "2026-08-19T06:40:58.318769948+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": 12512, "total_correct": 3445, "total_train": 502, "infer_ms": 748.910911, "train_ms": 1357.579579, "blocked_train": 1357579579, "duration": 8590917513, "avg_accuracy": 32.5, "soft_acc": 25.004523525, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1456.421852621273, "availability": 35.5525417539388, "score": 129.47216940236453, "zero_downtime": 8.889743666599074, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 70907136, "heap_mib": 67.622314453125, "mobile_score": 385685.82245242555, "mobile_throughput": 4338548.2969721705, "mobile_availability": 105907.78983573332, "mobile_accuracy": 74486.20244247273, "soft_acc_blocks": [ 25.004523525 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.264658183, "time_to_acc50_sec": 0, "acc_per_sec": 2.910576604555043, "mobile_acc_per_sec": 8670.343107096332 }, "started": "2026-08-19T06:41:10.116097055+10:00", "ended": "2026-08-19T06:41:18.707916137+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": 7768, "total_correct": 1812, "total_train": 436, "infer_ms": 802.889339, "train_ms": 1381.645538, "blocked_train": 1381645538, "duration": 8872804644, "avg_accuracy": 14.0625, "soft_acc": 24.961780604166666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 875.4841689490937, "availability": 36.75333122182054, "score": 80.31942070639316, "zero_downtime": 9.17428590431353, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 50331648, "heap_mib": 48, "mobile_score": 29655.287636136236, "mobile_throughput": 323243.5520915369, "mobile_availability": 13569.951070159046, "mobile_accuracy": 9216.311288307981, "soft_acc_blocks": [ 24.961780604166666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.813290904702428, "mobile_acc_per_sec": 1038.7145505948074 }, "started": "2026-08-19T06:41:30.081835868+10:00", "ended": "2026-08-19T06:41:38.955668225+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": 7256, "total_correct": 1585, "total_train": 490, "infer_ms": 736.636132, "train_ms": 1641.058675, "blocked_train": 1641058675, "duration": 8371641359, "avg_accuracy": 18.206521739130434, "soft_acc": 24.98213043478261, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 866.7356482249899, "availability": 30.981105305496843, "score": 67.08308685218073, "zero_downtime": 7.739740137556578, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 45296496, "heap_mib": 43.19810485839844, "mobile_score": 49121.309273123086, "mobile_throughput": 634663.5468388038, "mobile_availability": 22685.78455084962, "mobile_accuracy": 18293.060337138697, "soft_acc_blocks": [ 24.98213043478261 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.9841376814267577, "mobile_acc_per_sec": 2185.1223138545697 }, "started": "2026-08-19T06:41:50.870110234+10:00", "ended": "2026-08-19T06:41:59.242295502+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": 7584, "total_correct": 2168, "total_train": 481, "infer_ms": 818.552451, "train_ms": 1230.355927, "blocked_train": 1230355927, "duration": 9246591895, "avg_accuracy": 23.387096774193548, "soft_acc": 24.969053967741935, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 820.1940873048555, "availability": 39.95066152245486, "score": 81.81683913055673, "zero_downtime": 9.975302236011665, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 114525376, "heap_mib": 109.21990966796875, "mobile_score": 117845.01910461903, "mobile_throughput": 1181367.9056178245, "mobile_availability": 57543.00117660663, "mobile_accuracy": 35964.21804021836, "soft_acc_blocks": [ 24.969053967741935 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7003521136521336, "mobile_acc_per_sec": 3889.4566180287084 }, "started": "2026-08-19T06:42:11.416813959+10:00", "ended": "2026-08-19T06:42:20.705265431+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": 12064, "total_correct": 2953, "total_train": 573, "infer_ms": 879.524903, "train_ms": 1421.200968, "blocked_train": 1421200968, "duration": 8604372821, "avg_accuracy": 32.327586206896555, "soft_acc": 25.03170127586207, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1402.0777866059414, "availability": 38.22814851982859, "score": 134.16700981130842, "zero_downtime": 9.56915594077638, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 48208728, "heap_mib": 45.975425720214844, "mobile_score": 374160.3895742089, "mobile_throughput": 3910066.80097902, "mobile_availability": 106609.35920831858, "mobile_accuracy": 69807.55637510198, "soft_acc_blocks": [ 25.03170127586207 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.155323442, "time_to_acc50_sec": 0, "acc_per_sec": 2.909183713514739, "mobile_acc_per_sec": 8113.032504208592 }, "started": "2026-08-19T06:42:32.031017669+10:00", "ended": "2026-08-19T06:42:40.636084451+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": 14848, "total_correct": 4036, "total_train": 442, "infer_ms": 923.054421, "train_ms": 1062.659253, "blocked_train": 1062659253, "duration": 8976213755, "avg_accuracy": 24.03846153846154, "soft_acc": 24.97671248076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1654.1495562902846, "availability": 46.48476933437283, "score": 192.0528372577275, "zero_downtime": 11.610367183995086, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 116160704, "heap_mib": 110.77947998046875, "mobile_score": 1144215.8856838571, "mobile_throughput": 9855122.301912736, "mobile_availability": 276947.8039179507, "mobile_accuracy": 148806.71173997203, "soft_acc_blocks": [ 24.97671248076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.782544306819399, "mobile_acc_per_sec": 16577.893062883286 }, "started": "2026-08-19T06:42:51.706595088+10:00", "ended": "2026-08-19T06:43:00.683655826+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": 7656, "total_correct": 1948, "total_train": 547, "infer_ms": 799.783755, "train_ms": 1642.10304, "blocked_train": 1642103040, "duration": 8581254518, "avg_accuracy": 20.058139534883722, "soft_acc": 24.993977441860462, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 892.1772433087505, "availability": 32.75269585132427, "score": 73.03542609536072, "zero_downtime": 8.186201412681156, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 42811408, "heap_mib": 40.82814025878906, "mobile_score": 382915.9747668448, "mobile_throughput": 4677578.2253985815, "mobile_availability": 171718.454024991, "mobile_accuracy": 131040.42445038138, "soft_acc_blocks": [ 24.993977441860462 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.912625116692811, "mobile_acc_per_sec": 15270.543971806406 }, "started": "2026-08-19T06:43:12.53515632+10:00", "ended": "2026-08-19T06:43:21.274866311+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": 12176, "total_correct": 3105, "total_train": 712, "infer_ms": 806.139859, "train_ms": 1541.465386, "blocked_train": 1541465386, "duration": 8757610067, "avg_accuracy": 25.694444444444443, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1390.3336534565533, "availability": 34.338816575612135, "score": 119.35603076236318, "zero_downtime": 8.584704143903034, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 45952024, "heap_mib": 43.823265075683594, "mobile_score": 711101.5301856576, "mobile_throughput": 8283355.119357153, "mobile_availability": 204584.42573630155, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.140824394, "time_to_acc50_sec": 0, "acc_per_sec": 2.8546600966174305, "mobile_acc_per_sec": 17007.545826538175 }, "started": "2026-08-19T06:43:32.748340876+10:00", "ended": "2026-08-19T06:43:41.506725477+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": 8544, "total_correct": 2909, "total_train": 531, "infer_ms": 625.339223, "train_ms": 1194.2383, "blocked_train": 1194238300, "duration": 9229636018, "avg_accuracy": 26.829268292682926, "soft_acc": 24.994893292682928, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 925.7136449733396, "availability": 34.36727565028291, "score": 79.51939341567187, "zero_downtime": 8.590063876390417, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 150660768, "heap_mib": 143.68130493164062, "mobile_score": 947524.1757980858, "mobile_throughput": 11030467.170358688, "mobile_availability": 409507.95945762563, "mobile_accuracy": 297830.05942350335, "soft_acc_blocks": [ 24.994893292682928 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.560761113, "time_to_acc50_sec": 0, "acc_per_sec": 2.7081125673793527, "mobile_acc_per_sec": 32268.884584686046 }, "started": "2026-08-19T06:43:54.266217417+10:00", "ended": "2026-08-19T06:44:03.629945268+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": 6280, "total_correct": 1674, "total_train": 455, "infer_ms": 733.016261, "train_ms": 1480.395564, "blocked_train": 1480395564, "duration": 8806277161, "avg_accuracy": 24.107142857142858, "soft_acc": 24.995333571428574, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 713.1276798568161, "availability": 33.117030130621984, "score": 59.030656601230135, "zero_downtime": 8.277712150099473, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 85227096, "heap_mib": 81.27889251708984, "mobile_score": 552661.8730026026, "mobile_throughput": 6676505.089585186, "mobile_availability": 310051.0980914918, "mobile_accuracy": 234013.45441959187, "soft_acc_blocks": [ 24.995333571428574 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8383541778726187, "mobile_acc_per_sec": 26573.48277157999 }, "started": "2026-08-19T06:44:15.225369483+10:00", "ended": "2026-08-19T06:44:24.092322344+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": 13376, "total_correct": 3923, "total_train": 658, "infer_ms": 856.491654, "train_ms": 1313.883283, "blocked_train": 1313883283, "duration": 8889341013, "avg_accuracy": 20.833333333333332, "soft_acc": 24.952437125000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1504.7234638021644, "availability": 39.46284300462321, "score": 148.16923302492518, "zero_downtime": 9.846941088466068, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 84291496, "heap_mib": 80.38663482666016, "mobile_score": 1765530.7010039084, "mobile_throughput": 17929737.622497935, "mobile_availability": 470224.8871183612, "mobile_accuracy": 297324.167168, "soft_acc_blocks": [ 24.952437125000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.807006401094178, "mobile_acc_per_sec": 33447.26754583783 }, "started": "2026-08-19T06:44:36.23060327+10:00", "ended": "2026-08-19T06:44:45.120655744+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": 12768, "total_correct": 3209, "total_train": 588, "infer_ms": 909.696466, "train_ms": 1271.852543, "blocked_train": 1271852543, "duration": 9048307793, "avg_accuracy": 38, "soft_acc": 25.22867657333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1411.0925812976486, "availability": 41.699565870261864, "score": 148.45044761181774, "zero_downtime": 10.520248605892457, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 72873784, "heap_mib": 69.49785614013672, "mobile_score": 3537763.103522941, "mobile_throughput": 33628132.148335524, "mobile_availability": 993753.7268630842, "mobile_accuracy": 601231.471967263, "soft_acc_blocks": [ 25.22867657333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.347285354, "time_to_acc50_sec": 0, "acc_per_sec": 2.788220422038569, "mobile_acc_per_sec": 66446.8413013526 }, "started": "2026-08-19T06:44:56.780211892+10:00", "ended": "2026-08-19T06:45:05.87659902+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": 6056, "total_correct": 1221, "total_train": 361, "infer_ms": 753.249784, "train_ms": 1250.231572, "blocked_train": 1250231572, "duration": 8764803208, "avg_accuracy": 14.23611111111111, "soft_acc": 24.99385311111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 690.9453476915987, "availability": 37.59704485116257, "score": 64.92778998456326, "zero_downtime": 9.396950164218136, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 116021960, "heap_mib": 110.64716339111328, "mobile_score": 24176.747979706466, "mobile_throughput": 257282.92219498075, "mobile_availability": 13999.772337305627, "mobile_accuracy": 9306.802031191919, "soft_acc_blocks": [ 24.99385311111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.85161600528557, "mobile_acc_per_sec": 1061.8381052408813 }, "started": "2026-08-19T06:45:17.943956992+10:00", "ended": "2026-08-19T06:45:26.710177028+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": 7608, "total_correct": 1817, "total_train": 439, "infer_ms": 1022.417877, "train_ms": 1679.064893, "blocked_train": 1679064893, "duration": 8598748647, "avg_accuracy": 24.085365853658537, "soft_acc": 24.995514341463416, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 884.7799037194021, "availability": 37.84654443677981, "score": 83.69963424296739, "zero_downtime": 9.459938442443622, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 46196328, "heap_mib": 44.056251525878906, "mobile_score": 30903.319604209075, "mobile_throughput": 326675.694479745, "mobile_availability": 13973.58386596508, "mobile_accuracy": 9228.766354265614, "soft_acc_blocks": [ 24.995514341463416 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.906878124665738, "mobile_acc_per_sec": 1073.2685339610919 }, "started": "2026-08-19T06:45:38.484657642+10:00", "ended": "2026-08-19T06:45:47.083947697+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": 7376, "total_correct": 2016, "total_train": 387, "infer_ms": 823.616403, "train_ms": 1197.248775, "blocked_train": 1197248775, "duration": 9086330612, "avg_accuracy": 16.826923076923077, "soft_acc": 24.98655442307692, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 811.768833313062, "availability": 40.75563337753747, "score": 82.66589884219329, "zero_downtime": 10.183428514348103, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 118571824, "heap_mib": 113.07890319824219, "mobile_score": 30521.64702265904, "mobile_throughput": 299718.7732958019, "mobile_availability": 15047.668670593215, "mobile_accuracy": 9225.458200962079, "soft_acc_blocks": [ 24.98655442307692 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7499059290312475, "mobile_acc_per_sec": 1015.3117462816441 }, "started": "2026-08-19T06:46:00.322033557+10:00", "ended": "2026-08-19T06:46:09.409267089+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": 6104, "total_correct": 1628, "total_train": 427, "infer_ms": 689.324023, "train_ms": 1550.80875, "blocked_train": 1550808750, "duration": 8646265696, "avg_accuracy": 27.74390243902439, "soft_acc": 25.00056631707317, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 705.9695150039025, "availability": 30.771569940332284, "score": 54.31070602204708, "zero_downtime": 7.693066749737325, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 76279008, "heap_mib": 72.74533081054688, "mobile_score": 20223.331987845893, "mobile_throughput": 262877.3757687259, "mobile_availability": 11458.213679600094, "mobile_accuracy": 9309.301784975609, "soft_acc_blocks": [ 25.00056631707317 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.286543681, "time_to_acc50_sec": 0, "acc_per_sec": 2.8914871686905386, "mobile_acc_per_sec": 1076.6846766324043 }, "started": "2026-08-19T06:46:20.805498395+10:00", "ended": "2026-08-19T06:46:29.452701907+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": 7416, "total_correct": 2032, "total_train": 517, "infer_ms": 915.259131, "train_ms": 1618.141258, "blocked_train": 1618141258, "duration": 8724950318, "avg_accuracy": 22.023809523809526, "soft_acc": 24.976284190476193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 849.9761866495021, "availability": 36.12769363161252, "score": 76.69637241636104, "zero_downtime": 9.023355432896114, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 48944640, "heap_mib": 46.67724609375, "mobile_score": 14279.470064427947, "mobile_throughput": 158250.11184165275, "mobile_availability": 6726.319687049313, "mobile_accuracy": 4650.130002008658, "soft_acc_blocks": [ 24.976284190476193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.862627668944876, "mobile_acc_per_sec": 532.969224181737 }, "started": "2026-08-19T06:46:41.508638236+10:00", "ended": "2026-08-19T06:46:50.353489367+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": 6736, "total_correct": 1706, "total_train": 373, "infer_ms": 930.766752, "train_ms": 1411.58067, "blocked_train": 1411580670, "duration": 8947091885, "avg_accuracy": 30.128205128205128, "soft_acc": 25.020611, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 752.8703277646064, "availability": 39.73649439267511, "score": 74.8527296429134, "zero_downtime": 9.942313687028053, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 82761848, "heap_mib": 78.92784881591797, "mobile_score": 445958.9536252702, "mobile_throughput": 4485464.527307386, "mobile_availability": 236742.80877439602, "mobile_accuracy": 149068.251136, "soft_acc_blocks": [ 25.020611 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.327988054, "time_to_acc50_sec": 0, "acc_per_sec": 2.7965076609917925, "mobile_acc_per_sec": 16661.084188250737 }, "started": "2026-08-19T06:47:01.862927758+10:00", "ended": "2026-08-19T06:47:10.885164173+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": 3896, "total_correct": 862, "total_train": 351, "infer_ms": 831.984508, "train_ms": 1636.136426, "blocked_train": 1636136426, "duration": 8694621545, "avg_accuracy": 22.15909090909091, "soft_acc": 24.978636454545452, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 448.0931090370995, "availability": 33.709227799126964, "score": 37.72991235595157, "zero_downtime": 8.420105463578498, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 49090144, "heap_mib": 46.816009521484375, "mobile_score": 149858.63855512982, "mobile_throughput": 1779771.5147791123, "mobile_availability": 133888.96685112634, "mobile_accuracy": 99212.1162839449, "soft_acc_blocks": [ 24.978636454545452 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.872883693127491, "mobile_acc_per_sec": 11410.745800775954 }, "started": "2026-08-19T06:47:22.561097838+10:00", "ended": "2026-08-19T06:47:31.256312562+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": 3728, "total_correct": 758, "total_train": 335, "infer_ms": 806.246772, "train_ms": 1511.191556, "blocked_train": 1511191556, "duration": 8873205881, "avg_accuracy": 15.972222222222221, "soft_acc": 24.984044333333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 420.14127137325687, "availability": 34.79043054819105, "score": 36.51891707376556, "zero_downtime": 8.692056591917595, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 83486872, "heap_mib": 79.6192855834961, "mobile_score": 145048.71208159393, "mobile_throughput": 1668750.2036798643, "mobile_availability": 138183.3731155302, "mobile_accuracy": 99233.59572298989, "soft_acc_blocks": [ 24.984044333333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.815672787084893, "mobile_acc_per_sec": 11183.511016630033 }, "started": "2026-08-19T06:47:43.283858255+10:00", "ended": "2026-08-19T06:47:52.157673929+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": 4272, "total_correct": 926, "total_train": 281, "infer_ms": 887.465172, "train_ms": 1329.448865, "blocked_train": 1329448865, "duration": 9016108552, "avg_accuracy": 21.195652173913043, "soft_acc": 24.980441652173912, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 473.81860759122765, "availability": 40.031555449977965, "score": 47.38214197823411, "zero_downtime": 10.000059351639392, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 108804144, "heap_mib": 103.76371765136719, "mobile_score": 172513.11426030836, "mobile_throughput": 1725120.9037277054, "mobile_availability": 145750.4454427642, "mobile_accuracy": 90951.0124509372, "soft_acc_blocks": [ 24.980441652173912 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7706456181289676, "mobile_acc_per_sec": 10087.612846094446 }, "started": "2026-08-19T06:48:04.366503255+10:00", "ended": "2026-08-19T06:48:13.383394569+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": 3320, "total_correct": 793, "total_train": 324, "infer_ms": 663.097173, "train_ms": 1555.143501, "blocked_train": 1555143501, "duration": 9116201718, "avg_accuracy": 22.5, "soft_acc": 24.97326864, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 364.1867635996512, "availability": 29.892931852353186, "score": 27.18742387514177, "zero_downtime": 7.46524217586029, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 82041448, "heap_mib": 78.2408218383789, "mobile_score": 129582.1826240939, "mobile_throughput": 1735806.8174012175, "mobile_availability": 142477.32231824135, "mobile_accuracy": 119028.95517025745, "soft_acc_blocks": [ 24.97326864 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.739437916417549, "mobile_acc_per_sec": 13056.858421115672 }, "started": "2026-08-19T06:48:25.110378703+10:00", "ended": "2026-08-19T06:48:34.227170996+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": 4088, "total_correct": 987, "total_train": 369, "infer_ms": 785.291587, "train_ms": 1606.425291, "blocked_train": 1606425291, "duration": 9238196942, "avg_accuracy": 16.25, "soft_acc": 24.99716695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 442.51059223630045, "availability": 32.83380212028591, "score": 36.31914682922722, "zero_downtime": 8.20752033204051, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 47345760, "heap_mib": 45.152435302734375, "mobile_score": 156079.4496131302, "mobile_throughput": 1901663.8801834877, "mobile_availability": 141101.38070524967, "mobile_accuracy": 107423.89070394755, "soft_acc_blocks": [ 24.99716695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.705849107454544, "mobile_acc_per_sec": 11628.23128564859 }, "started": "2026-08-19T06:48:45.536414411+10:00", "ended": "2026-08-19T06:48:54.959010676+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": 4272, "total_correct": 1000, "total_train": 370, "infer_ms": 853.648804, "train_ms": 1567.670586, "blocked_train": 1567670586, "duration": 9228134057, "avg_accuracy": 29.017857142857142, "soft_acc": 25.001232214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 462.9321565565549, "availability": 35.25552256862735, "score": 40.80429881953076, "zero_downtime": 8.81431506574243, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 42867144, "heap_mib": 40.88129425048828, "mobile_score": 324139.45787112333, "mobile_throughput": 3677420.825707925, "mobile_availability": 280061.3244918257, "mobile_accuracy": 198603.7278055065, "soft_acc_blocks": [ 25.001232214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126208715, "time_to_acc50_sec": 0, "acc_per_sec": 2.7092402494219328, "mobile_acc_per_sec": 21521.54775589282 }, "started": "2026-08-19T06:49:06.521668675+10:00", "ended": "2026-08-19T06:49:15.75067664+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": 4864, "total_correct": 1208, "total_train": 396, "infer_ms": 764.643851, "train_ms": 1614.705491, "blocked_train": 1614705491, "duration": 8661869784, "avg_accuracy": 14, "soft_acc": 24.98164452, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 561.5415748900618, "availability": 32.136678607995684, "score": 45.082078345071494, "zero_downtime": 8.028270810384367, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 42874912, "heap_mib": 40.888702392578125, "mobile_score": 303025.54732539546, "mobile_throughput": 3774480.887384112, "mobile_availability": 216011.21735934413, "mobile_accuracy": 167917.6466936123, "soft_acc_blocks": [ 24.98164452 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8840937514606257, "mobile_acc_per_sec": 19385.842881612672 }, "started": "2026-08-19T06:49:27.695165426+10:00", "ended": "2026-08-19T06:49:36.357898858+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": 23352, "total_correct": 7018, "total_train": 1346, "infer_ms": 608.310804, "train_ms": 1548.21347, "blocked_train": 1548213470, "duration": 8893638817, "avg_accuracy": 33.282208588957054, "soft_acc": 25.267959061349696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2625.6969144466666, "availability": 28.207927512528432, "score": 187.1483219160557, "zero_downtime": 7.127567575920882, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 46250344, "heap_mib": 44.107765197753906, "mobile_score": 255519.84218938803, "mobile_throughput": 3584951.5205245153, "mobile_availability": 38513.22369710549, "mobile_accuracy": 34499.18677176278, "soft_acc_blocks": [ 25.267959061349696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115334818, "time_to_acc50_sec": 0, "acc_per_sec": 2.841127190037281, "mobile_acc_per_sec": 3879.085656797568 }, "started": "2026-08-19T06:49:48.167004865+10:00", "ended": "2026-08-19T06:49:57.06106087+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": 32184, "total_correct": 11039, "total_train": 1156, "infer_ms": 722.832853, "train_ms": 1529.770771, "blocked_train": 1529770771, "duration": 8463354430, "avg_accuracy": 31.674757281553397, "soft_acc": 25.471743393203884, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3802.747511780621, "availability": 32.08877253408876, "score": 310.82022211375005, "zero_downtime": 8.173569797911977, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45797816, "heap_mib": 43.67620086669922, "mobile_score": 848746.4198519468, "mobile_throughput": 10384035.872168949, "mobile_availability": 87623.74153308505, "mobile_accuracy": 69554.84062570873, "soft_acc_blocks": [ 25.471743393203884 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120128099, "time_to_acc50_sec": 0, "acc_per_sec": 3.009651031854976, "mobile_acc_per_sec": 8218.353750985321 }, "started": "2026-08-19T06:50:10.398935162+10:00", "ended": "2026-08-19T06:50:18.862848551+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": 29968, "total_correct": 9238, "total_train": 647, "infer_ms": 836.578853, "train_ms": 1406.527001, "blocked_train": 1406527001, "duration": 8887715677, "avg_accuracy": 23.467741935483872, "soft_acc": 24.987832619354837, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3371.8450374771146, "availability": 37.295558366457726, "score": 314.2340977899369, "zero_downtime": 9.319351699064246, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 46866944, "heap_mib": 44.69580078125, "mobile_score": 1716137.152730109, "mobile_throughput": 18414769.698008347, "mobile_availability": 203683.47609201446, "mobile_accuracy": 136466.88321183654, "soft_acc_blocks": [ 24.987832619354837 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.811502249562212, "mobile_acc_per_sec": 15354.550952275762 }, "started": "2026-08-19T06:50:30.784781926+10:00", "ended": "2026-08-19T06:50:39.857862528+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": 29360, "total_correct": 7930, "total_train": 771, "infer_ms": 884.489517, "train_ms": 1464.455545, "blocked_train": 1464455545, "duration": 9439597293, "avg_accuracy": 19.957386363636363, "soft_acc": 24.381965, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3110.3021758960112, "availability": 37.654755375457995, "score": 285.5558871746951, "zero_downtime": 9.180969276479788, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 43369552, "heap_mib": 41.36042785644531, "mobile_score": 1559515.8851567348, "mobile_throughput": 16986396.949960083, "mobile_availability": 205645.17069050125, "mobile_accuracy": 133158.03818666667, "soft_acc_blocks": [ 24.381965 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.58294546294688, "mobile_acc_per_sec": 14106.326154973895 }, "started": "2026-08-19T06:50:52.080534198+10:00", "ended": "2026-08-19T06:51:01.585523742+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": 25944, "total_correct": 5439, "total_train": 556, "infer_ms": 796.932068, "train_ms": 1082.249166, "blocked_train": 1082249166, "duration": 8922681468, "avg_accuracy": 26.470588235294116, "soft_acc": 25.219027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2907.646103141155, "availability": 42.408473093553674, "score": 310.9728751709608, "zero_downtime": 10.695004279751036, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 82540384, "heap_mib": 78.71664428710938, "mobile_score": 3396653.0578673477, "mobile_throughput": 31759249.169243123, "mobile_availability": 463213.61544318893, "mobile_accuracy": 275459.02557866665, "soft_acc_blocks": [ 25.219027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.396212715, "time_to_acc50_sec": 0, "acc_per_sec": 2.826395528120628, "mobile_acc_per_sec": 30871.776221818913 }, "started": "2026-08-19T06:51:13.530935952+10:00", "ended": "2026-08-19T06:51:22.45470388+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": 28560, "total_correct": 8103, "total_train": 964, "infer_ms": 890.465295, "train_ms": 1404.363807, "blocked_train": 1404363807, "duration": 8612358698, "avg_accuracy": 22.067901234567902, "soft_acc": 24.766058567901233, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3316.1647118381557, "availability": 38.80312020724932, "score": 318.6835441007614, "zero_downtime": 9.610003476700486, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 52165328, "heap_mib": 49.74873352050781, "mobile_score": 3480874.1243645833, "mobile_throughput": 36221361.7591709, "mobile_availability": 423833.5476503819, "mobile_accuracy": 270511.4023843292, "soft_acc_blocks": [ 24.766058567901233 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8756417883120124, "mobile_acc_per_sec": 31409.67670646934 }, "started": "2026-08-19T06:51:34.354604051+10:00", "ended": "2026-08-19T06:51:42.967353791+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": 23872, "total_correct": 6293, "total_train": 762, "infer_ms": 802.697225, "train_ms": 1276.290586, "blocked_train": 1276290586, "duration": 9134504493, "avg_accuracy": 16.48148148148148, "soft_acc": 24.516310244444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2613.3875152498654, "availability": 38.61000149942678, "score": 247.37667000153166, "zero_downtime": 9.465747752984122, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 83363496, "heap_mib": 79.50162506103516, "mobile_score": 337751.6134420912, "mobile_throughput": 3568145.0874878163, "mobile_availability": 52715.52204721736, "mobile_accuracy": 33472.93558708148, "soft_acc_blocks": [ 24.516310244444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6839233877690805, "mobile_acc_per_sec": 3664.4500654340513 }, "started": "2026-08-19T06:51:54.840202734+10:00", "ended": "2026-08-19T06:52:03.975354258+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": 22792, "total_correct": 6587, "total_train": 926, "infer_ms": 779.768507, "train_ms": 1493.15689, "blocked_train": 1493156890, "duration": 8871820524, "avg_accuracy": 24.045801526717558, "soft_acc": 24.89301234351145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2569.033034239501, "availability": 34.306823621628965, "score": 219.395468363402, "zero_downtime": 8.540001838798801, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 45823128, "heap_mib": 43.700340270996094, "mobile_score": 599095.892277663, "mobile_throughput": 7015172.87216333, "mobile_availability": 93680.49970279483, "mobile_accuracy": 67974.5190393486, "soft_acc_blocks": [ 24.89301234351145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8058516598899867, "mobile_acc_per_sec": 7661.845599272924 }, "started": "2026-08-19T06:52:17.209795622+10:00", "ended": "2026-08-19T06:52:26.11021994+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": 22712, "total_correct": 7500, "total_train": 759, "infer_ms": 749.3055, "train_ms": 1361.251272, "blocked_train": 1361251272, "duration": 9453551517, "avg_accuracy": 23.768939393939394, "soft_acc": 24.436711545454546, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2402.4833375221774, "availability": 35.5027407905235, "score": 208.43230355701718, "zero_downtime": 8.675702357710655, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 46157472, "heap_mib": 44.019195556640625, "mobile_score": 1138318.2871593898, "mobile_throughput": 13120762.333987786, "mobile_availability": 193892.301703979, "mobile_accuracy": 133457.02732024243, "soft_acc_blocks": [ 24.436711545454546 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.584923930600139, "mobile_acc_per_sec": 14117.131226317559 }, "started": "2026-08-19T06:52:37.990296386+10:00", "ended": "2026-08-19T06:52:47.444239727+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": 38248, "total_correct": 11237, "total_train": 670, "infer_ms": 759.970049, "train_ms": 1316.023775, "blocked_train": 1316023775, "duration": 9127484058, "avg_accuracy": 22.15909090909091, "soft_acc": 25.095701562499997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 4190.420904266234, "availability": 36.607529377698185, "score": 384.9704620158609, "zero_downtime": 9.18691632203165, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 85483112, "heap_mib": 81.5230484008789, "mobile_score": 4204904.03311191, "mobile_throughput": 45770570.73033199, "mobile_availability": 399851.8408828047, "mobile_accuracy": 274111.9829333333, "soft_acc_blocks": [ 25.095701562499997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7494653951769186, "mobile_acc_per_sec": 30031.494023052423 }, "started": "2026-08-19T06:52:59.353145144+10:00", "ended": "2026-08-19T06:53:08.481209984+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": 23560, "total_correct": 7286, "total_train": 580, "infer_ms": 735.217123, "train_ms": 989.632894, "blocked_train": 989632894, "duration": 9665263275, "avg_accuracy": 21.96969696969697, "soft_acc": 24.746585636363637, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2437.59526560853, "availability": 42.624988593428526, "score": 257.12313813843497, "zero_downtime": 10.548229304763021, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 110402392, "heap_mib": 105.28792572021484, "mobile_score": 347439.6284750613, "mobile_throughput": 3293819.4500396005, "mobile_availability": 57597.345411524366, "mobile_accuracy": 33439.01518071603, "soft_acc_blocks": [ 24.746585636363637 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5603633271297137, "mobile_acc_per_sec": 3459.710742407689 }, "started": "2026-08-19T06:53:20.659331452+10:00", "ended": "2026-08-19T06:53:30.325207696+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": 24008, "total_correct": 7577, "total_train": 750, "infer_ms": 882.443532, "train_ms": 1270.430291, "blocked_train": 1270430291, "duration": 8974411041, "avg_accuracy": 23.458904109589042, "soft_acc": 24.409601520547945, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2675.1616223413853, "availability": 40.989096647119204, "score": 267.65728124808464, "zero_downtime": 10.005275158434076, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 79337408, "heap_mib": 75.66204833984375, "mobile_score": 715966.8401581418, "mobile_throughput": 7155893.554357756, "mobile_availability": 109643.32399451446, "mobile_accuracy": 65294.18960206654, "soft_acc_blocks": [ 24.409601520547945 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.719911246435179, "mobile_acc_per_sec": 7275.596059035751 }, "started": "2026-08-19T06:53:42.117901057+10:00", "ended": "2026-08-19T06:53:51.09306314+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": 29656, "total_correct": 9190, "total_train": 590, "infer_ms": 1044.109751, "train_ms": 1278.929727, "blocked_train": 1278929727, "duration": 8898953774, "avg_accuracy": 26.11842105263158, "soft_acc": 25.048813031578945, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3332.526581568014, "availability": 44.94584620227449, "score": 375.1892053403005, "zero_downtime": 11.258400980668762, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 76557744, "heap_mib": 73.01115417480469, "mobile_score": 1967071.9808945546, "mobile_throughput": 17472036.96397131, "mobile_availability": 235645.67813698086, "mobile_accuracy": 131327.9208670046, "soft_acc_blocks": [ 25.048813031578945 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.244256867, "time_to_acc50_sec": 0, "acc_per_sec": 2.814804264380365, "mobile_acc_per_sec": 14757.680981634527 }, "started": "2026-08-19T06:54:03.239677903+10:00", "ended": "2026-08-19T06:54:12.414987016+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": 20248, "total_correct": 6797, "total_train": 755, "infer_ms": 614.798051, "train_ms": 1074.666781, "blocked_train": 1074666781, "duration": 9723994085, "avg_accuracy": 25, "soft_acc": 24.979176266055045, "adapt_pct": 24.979176266055045, "stability": 100, "consistency": 100, "throughput": 2082.2719371286003, "availability": 36.390106461831344, "score": 189.2774537219109, "zero_downtime": 9.089948836505938, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 152514992, "heap_mib": 145.4496307373047, "mobile_score": 1908382.6472491003, "mobile_throughput": 20994426.718716916, "mobile_availability": 366901.84878193523, "mobile_accuracy": 251851.5839649513, "soft_acc_blocks": [ 24.979176266055045 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.668549966, "time_to_acc50_sec": 0, "acc_per_sec": 2.568818537702252, "mobile_acc_per_sec": 25900.014105669965 }, "started": "2026-08-19T06:54:25.196812139+10:00", "ended": "2026-08-19T06:54:34.97822624+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": 34184, "total_correct": 7538, "total_train": 728, "infer_ms": 810.176417, "train_ms": 1216.577394, "blocked_train": 1216577394, "duration": 8996685153, "avg_accuracy": 19.960732984293195, "soft_acc": 24.983341994764398, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3799.6216849492766, "availability": 39.9740912094429, "score": 379.46304700456847, "zero_downtime": 9.986863916154173, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 45662440, "heap_mib": 43.547096252441406, "mobile_score": 8289496.749497133, "mobile_throughput": 83004002.2482786, "mobile_availability": 873247.34716735, "mobile_accuracy": 545769.4336562932, "soft_acc_blocks": [ 24.983341994764398 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.776949684232703, "mobile_acc_per_sec": 60663.39150195814 }, "started": "2026-08-19T06:54:46.316539628+10:00", "ended": "2026-08-19T06:54:55.384809655+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": 22400, "total_correct": 4646, "total_train": 721, "infer_ms": 716.66156, "train_ms": 1491.541959, "blocked_train": 1491541959, "duration": 8647493120, "avg_accuracy": 13.43984962406015, "soft_acc": 24.42426133082707, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2590.346090960521, "availability": 32.45450674422189, "score": 205.33086855443273, "zero_downtime": 7.926773540839649, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 42299160, "heap_mib": 40.339622497558594, "mobile_score": 3844732.5147380866, "mobile_throughput": 48503120.404911056, "mobile_availability": 607696.7297112359, "mobile_accuracy": 457333.8258791665, "soft_acc_blocks": [ 24.42426133082707 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8244325831654513, "mobile_acc_per_sec": 52886.289648666 }, "started": "2026-08-19T06:55:07.537120942+10:00", "ended": "2026-08-19T06:55:16.185039115+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": 31040, "total_correct": 7741, "total_train": 1096, "infer_ms": 720.014249, "train_ms": 1460.991976, "blocked_train": 1460991976, "duration": 8924795908, "avg_accuracy": 24.840764331210192, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3477.9506803260783, "availability": 33.012938741153754, "score": 287.0434318858971, "zero_downtime": 8.253234685288438, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 46060464, "heap_mib": 43.92668151855469, "mobile_score": 6270559.450691384, "mobile_throughput": 75976991.92861663, "mobile_availability": 721178.6511134175, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.801184504128607, "mobile_acc_per_sec": 61192.80922085746 }, "started": "2026-08-19T06:55:28.30199911+10:00", "ended": "2026-08-19T06:55:37.227427468+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": 33600, "total_correct": 8616, "total_train": 950, "infer_ms": 746.036804, "train_ms": 1480.018494, "blocked_train": 1480018494, "duration": 9026122414, "avg_accuracy": 23.915816326530614, "soft_acc": 25.113306892857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3722.5287292674648, "availability": 33.51384867529019, "score": 313.30423577497146, "zero_downtime": 8.416435669433364, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 42720456, "heap_mib": 40.74140167236328, "mobile_score": 13688470.93049902, "mobile_throughput": 162639761.86751506, "mobile_availability": 1464242.391189212, "mobile_accuracy": 1097217.1203535239, "soft_acc_blocks": [ 25.113306892857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7822918570110526, "mobile_acc_per_sec": 121560.18609405089 }, "started": "2026-08-19T06:55:49.374344642+10:00", "ended": "2026-08-19T06:55:58.574867439+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": 24880, "total_correct": 5824, "total_train": 810, "infer_ms": 876.867332, "train_ms": 1346.7848, "blocked_train": 1346784800, "duration": 8922673415, "avg_accuracy": 26.5625, "soft_acc": 25.32847390625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2788.4019556486255, "availability": 39.43365598338112, "score": 278.50400535908585, "zero_downtime": 9.98794326603108, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 46074448, "heap_mib": 43.94001770019531, "mobile_score": 9126019.247606525, "mobile_throughput": 91370355.28269416, "mobile_availability": 1292162.0392634326, "mobile_accuracy": 829963.43296, "soft_acc_blocks": [ 25.32847390625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120379753, "time_to_acc50_sec": 0, "acc_per_sec": 2.838664235280654, "mobile_acc_per_sec": 93017.34966167648 }, "started": "2026-08-19T06:56:10.515727353+10:00", "ended": "2026-08-19T06:56:19.801520388+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": 30808, "total_correct": 7863, "total_train": 689, "infer_ms": 659.80516, "train_ms": 1312.218344, "blocked_train": 1312218344, "duration": 9366924290, "avg_accuracy": 24.440298507462686, "soft_acc": 25.116843950248754, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3289.019858192961, "availability": 33.45828072848366, "score": 276.3981830056634, "zero_downtime": 8.403664159009393, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 43706728, "heap_mib": 41.681983947753906, "mobile_score": 12076020.880972771, "mobile_throughput": 143699470.2843559, "mobile_availability": 1461814.5905479367, "mobile_accuracy": 1097371.6567490015, "soft_acc_blocks": [ 25.116843950248754 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6814398379479965, "mobile_acc_per_sec": 117153.8941465066 }, "started": "2026-08-19T06:56:33.520319842+10:00", "ended": "2026-08-19T06:56:42.88797132+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": 35712, "total_correct": 8277, "total_train": 758, "infer_ms": 903.833491, "train_ms": 1395.603187, "blocked_train": 1395603187, "duration": 9161758245, "avg_accuracy": 26.444723618090453, "soft_acc": 25.597246547738695, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3897.9417536464366, "availability": 39.30673541252437, "score": 392.18914770050225, "zero_downtime": 10.061441973411176, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 42363488, "heap_mib": 40.400970458984375, "mobile_score": 34270010.644933484, "mobile_throughput": 340607347.68929714, "mobile_availability": 3434674.949326929, "mobile_accuracy": 2236721.533003471, "soft_acc_blocks": [ 25.597246547738695 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123197299, "time_to_acc50_sec": 0, "acc_per_sec": 2.7939229417790314, "mobile_acc_per_sec": 244136.71188324082 }, "started": "2026-08-19T06:56:54.767239135+10:00", "ended": "2026-08-19T06:57:03.938193951+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": 19552, "total_correct": 5582, "total_train": 798, "infer_ms": 739.341569, "train_ms": 1329.935061, "blocked_train": 1329935061, "duration": 8948831864, "avg_accuracy": 20.454545454545453, "soft_acc": 25.149360145454544, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2184.8661699249465, "availability": 35.72946981960551, "score": 196.32624137614508, "zero_downtime": 8.985733042994077, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 71789968, "heap_mib": 68.46424865722656, "mobile_score": 268050.76155889675, "mobile_throughput": 2983070.6106708604, "mobile_availability": 48782.636127034726, "mobile_accuracy": 34337.25971859394, "soft_acc_blocks": [ 25.149360145454544 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.8103511751770847, "mobile_acc_per_sec": 3837.0661378417794 }, "started": "2026-08-19T06:57:15.520091503+10:00", "ended": "2026-08-19T06:57:24.469499097+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": 21832, "total_correct": 6160, "total_train": 814, "infer_ms": 808.878806, "train_ms": 1416.990811, "blocked_train": 1416990811, "duration": 8798698735, "avg_accuracy": 22.064393939393938, "soft_acc": 25.201558242424245, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2481.2759997288395, "availability": 36.339900586369346, "score": 227.2407449233463, "zero_downtime": 9.15822121151294, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 46103656, "heap_mib": 43.967872619628906, "mobile_score": 307060.8135937407, "mobile_throughput": 3352843.3797573037, "mobile_availability": 49104.57164594436, "mobile_accuracy": 34053.80043248485, "soft_acc_blocks": [ 25.201558242424245 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.86423697428984, "mobile_acc_per_sec": 3870.3223576713185 }, "started": "2026-08-19T06:57:36.575795714+10:00", "ended": "2026-08-19T06:57:45.374902157+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": 19184, "total_correct": 5745, "total_train": 810, "infer_ms": 777.385792, "train_ms": 1386.609763, "blocked_train": 1386609763, "duration": 8974519317, "avg_accuracy": 28.928571428571427, "soft_acc": 24.92685277142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2137.6075221834635, "availability": 35.92363164535244, "score": 191.41486093155447, "zero_downtime": 8.954630770387325, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42907032, "heap_mib": 40.919334411621094, "mobile_score": 258650.8108455743, "mobile_throughput": 2888458.692243618, "mobile_availability": 48542.085020820974, "mobile_accuracy": 33682.602540790576, "soft_acc_blocks": [ 24.92685277142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117271396, "time_to_acc50_sec": 0, "acc_per_sec": 2.7775139693789317, "mobile_acc_per_sec": 3753.137226746756 }, "started": "2026-08-19T06:57:57.879790314+10:00", "ended": "2026-08-19T06:58:06.854743538+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": 23896, "total_correct": 7314, "total_train": 786, "infer_ms": 929.820611, "train_ms": 1373.360841, "blocked_train": 1373360841, "duration": 8867749271, "avg_accuracy": 29.133064516129032, "soft_acc": 24.870774629032258, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2694.708574829303, "availability": 40.371140111109234, "score": 270.5653207057239, "zero_downtime": 10.040615272204821, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 46052264, "heap_mib": 43.918861389160156, "mobile_score": 369411.8512035483, "mobile_throughput": 3679175.440833608, "mobile_availability": 55120.06329836781, "mobile_accuracy": 33956.89762683871, "soft_acc_blocks": [ 24.870774629032258 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.148277614, "time_to_acc50_sec": 0, "acc_per_sec": 2.804632141592748, "mobile_acc_per_sec": 3829.2577506546318 }, "started": "2026-08-19T06:58:19.116357515+10:00", "ended": "2026-08-19T06:58:28.078344045+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": 21744, "total_correct": 6596, "total_train": 877, "infer_ms": 816.010015, "train_ms": 1424.783445, "blocked_train": 1424783445, "duration": 9138865969, "avg_accuracy": 31.65983606557377, "soft_acc": 25.434808114754098, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2379.2886419122406, "availability": 36.41611909202913, "score": 220.3785177125589, "zero_downtime": 9.262370013897941, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 42876072, "heap_mib": 40.889808654785156, "mobile_score": 150445.06809177354, "mobile_throughput": 1624261.0462120895, "mobile_availability": 24860.070633491883, "mobile_accuracy": 17363.495673005466, "soft_acc_blocks": [ 25.434808114754098 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.139621249, "time_to_acc50_sec": 0, "acc_per_sec": 2.783147077660583, "mobile_acc_per_sec": 1899.9617383496245 }, "started": "2026-08-19T06:58:40.955712533+10:00", "ended": "2026-08-19T06:58:50.283701868+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": 12400, "total_correct": 3633, "total_train": 552, "infer_ms": 498.451303, "train_ms": 1224.359994, "blocked_train": 1224359994, "duration": 9811453298, "avg_accuracy": 20.689655172413794, "soft_acc": 24.826816965517242, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1263.8290805020351, "availability": 28.932437572703005, "score": 90.78088480953312, "zero_downtime": 7.183003319837514, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 134960016, "heap_mib": 128.70790100097656, "mobile_score": 1983138.6889591876, "mobile_throughput": 27608767.539927125, "mobile_availability": 632038.7429215547, "mobile_accuracy": 542350.0922173794, "soft_acc_blocks": [ 24.826816965517242 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.530391391719515, "mobile_acc_per_sec": 55277.243415910045 }, "started": "2026-08-19T06:59:03.378985171+10:00", "ended": "2026-08-19T06:59:13.236215324+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": 13432, "total_correct": 3696, "total_train": 539, "infer_ms": 893.814239, "train_ms": 1406.743922, "blocked_train": 1406743922, "duration": 9343652400, "avg_accuracy": 28.37837837837838, "soft_acc": 24.969168716216217, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1437.5534774816751, "availability": 38.85206008490911, "score": 139.45758658467602, "zero_downtime": 9.701036432326653, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43708952, "heap_mib": 41.684104919433594, "mobile_score": 2030998.3098696284, "mobile_throughput": 20935889.93338646, "mobile_availability": 565824.1354943564, "mobile_accuracy": 363639.8757746547, "soft_acc_blocks": [ 24.969168716216217 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119778571, "time_to_acc50_sec": 0, "acc_per_sec": 2.672313528724187, "mobile_acc_per_sec": 38918.38653743741 }, "started": "2026-08-19T06:59:25.077048422+10:00", "ended": "2026-08-19T06:59:34.464242674+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": 12736, "total_correct": 3496, "total_train": 532, "infer_ms": 906.137418, "train_ms": 1518.479431, "blocked_train": 1518479431, "duration": 8966185344, "avg_accuracy": 18.344155844155843, "soft_acc": 24.69292081818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1420.4479955929853, "availability": 37.37239631794706, "score": 131.08371701481744, "zero_downtime": 9.228336230647765, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 39760240, "heap_mib": 37.91831970214844, "mobile_score": 1909044.9951740168, "mobile_throughput": 20686773.297595974, "mobile_availability": 544274.9700206618, "mobile_accuracy": 359616.7241645253, "soft_acc_blocks": [ 24.69292081818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7540051728582493, "mobile_acc_per_sec": 40108.10733520849 }, "started": "2026-08-19T06:59:46.926875604+10:00", "ended": "2026-08-19T06:59:55.911183408+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": 14408, "total_correct": 3791, "total_train": 689, "infer_ms": 889.209064, "train_ms": 1413.442964, "blocked_train": 1413442964, "duration": 9060130691, "avg_accuracy": 24.324324324324323, "soft_acc": 24.981826905405406, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1590.264036070956, "availability": 38.61673640599248, "score": 153.41541530155436, "zero_downtime": 9.647166245461712, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 46114200, "heap_mib": 43.977928161621094, "mobile_score": 2010846.5314405332, "mobile_throughput": 20843908.773589235, "mobile_availability": 506157.2874206246, "mobile_accuracy": 327441.80161452974, "soft_acc_blocks": [ 24.981826905405406 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.757336263396447, "mobile_acc_per_sec": 36140.95787158991 }, "started": "2026-08-19T07:00:08.936560796+10:00", "ended": "2026-08-19T07:00:17.997148935+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": 14328, "total_correct": 3898, "total_train": 711, "infer_ms": 839.994624, "train_ms": 1481.634382, "blocked_train": 1481634382, "duration": 9106919612, "avg_accuracy": 30.729166666666668, "soft_acc": 24.89838626388889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1573.3091550649342, "availability": 36.18125987524813, "score": 141.7323393536978, "zero_downtime": 9.008549838880723, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 45897640, "heap_mib": 43.771400451660156, "mobile_score": 2476952.157835717, "mobile_throughput": 27495570.34302281, "mobile_availability": 632313.3459158031, "mobile_accuracy": 435130.83791739267, "soft_acc_blocks": [ 24.89838626388889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125964242, "time_to_acc50_sec": 0, "acc_per_sec": 2.73400747175596, "mobile_acc_per_sec": 47780.24364506629 }, "started": "2026-08-19T07:00:30.567158531+10:00", "ended": "2026-08-19T07:00:39.674671424+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": 12520, "total_correct": 3512, "total_train": 657, "infer_ms": 691.255656, "train_ms": 1529.128547, "blocked_train": 1529128547, "duration": 9109496327, "avg_accuracy": 27.77777777777778, "soft_acc": 24.95056612345679, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1374.3899278922229, "availability": 31.132254276806346, "score": 106.75812481393741, "zero_downtime": 7.767673689057273, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 46500120, "heap_mib": 44.345970153808594, "mobile_score": 1646235.4041896947, "mobile_throughput": 21193416.073963463, "mobile_availability": 480066.6861846543, "mobile_accuracy": 384743.6003451445, "soft_acc_blocks": [ 24.95056612345679 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144766542, "time_to_acc50_sec": 0, "acc_per_sec": 2.738962202499035, "mobile_acc_per_sec": 42235.44162422983 }, "started": "2026-08-19T07:00:52.293263039+10:00", "ended": "2026-08-19T07:01:01.403752647+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": 13512, "total_correct": 3506, "total_train": 585, "infer_ms": 676.28196, "train_ms": 1216.919056, "blocked_train": 1216919056, "duration": 9469774230, "avg_accuracy": 33.46774193548387, "soft_acc": 25.5247425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1426.8555587306753, "availability": 35.72161404333411, "score": 130.09854958177033, "zero_downtime": 9.117850001404868, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 118851848, "heap_mib": 113.34595489501953, "mobile_score": 3789394.909062622, "mobile_throughput": 41560180.39865491, "mobile_availability": 1040467.4213084196, "mobile_accuracy": 743462.01088, "soft_acc_blocks": [ 25.5247425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.515168724, "time_to_acc50_sec": 0, "acc_per_sec": 2.6953908171472847, "mobile_acc_per_sec": 78508.94781891753 }, "started": "2026-08-19T07:01:14.704564872+10:00", "ended": "2026-08-19T07:01:24.290175831+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": 15792, "total_correct": 3826, "total_train": 451, "infer_ms": 822.852485, "train_ms": 1107.380113, "blocked_train": 1107380113, "duration": 9568336369, "avg_accuracy": 21.683673469387756, "soft_acc": 24.78051782653061, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1650.4436498662142, "availability": 42.629706173887755, "score": 174.3505885333491, "zero_downtime": 10.563861937817874, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 39988608, "heap_mib": 38.1361083984375, "mobile_score": 4154996.425498752, "mobile_throughput": 39332172.74095717, "mobile_availability": 1015920.1541134211, "mobile_accuracy": 590551.2786470945, "soft_acc_blocks": [ 24.78051782653061 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5898460161596986, "mobile_acc_per_sec": 61719.32673274255 }, "started": "2026-08-19T07:01:36.441144113+10:00", "ended": "2026-08-19T07:01:46.190693129+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": 9728, "total_correct": 2548, "total_train": 482, "infer_ms": 667.431399, "train_ms": 1613.53901, "blocked_train": 1613539010, "duration": 9013737140, "avg_accuracy": 28.6231884057971, "soft_acc": 24.987817811594205, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1079.2415896876264, "availability": 29.260853028453297, "score": 78.91035306724996, "zero_downtime": 7.311648644868256, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 43547792, "heap_mib": 41.53041076660156, "mobile_score": 35912.9784626062, "mobile_throughput": 491174.8390400575, "mobile_availability": 13316.939333838302, "mobile_accuracy": 11372.233528476652, "soft_acc_blocks": [ 24.987817811594205 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128446732, "time_to_acc50_sec": 0, "acc_per_sec": 2.772192867784716, "mobile_acc_per_sec": 1261.6557762717996 }, "started": "2026-08-19T07:01:58.324227862+10:00", "ended": "2026-08-19T07:02:07.338438232+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": 12632, "total_correct": 2967, "total_train": 556, "infer_ms": 633.483074, "train_ms": 1609.624219, "blocked_train": 1609624219, "duration": 9145042706, "avg_accuracy": 19.972826086956523, "soft_acc": 24.982241717391304, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1381.2948070447208, "availability": 28.241318459303855, "score": 97.45469200362332, "zero_downtime": 7.0553144416815385, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 46286808, "heap_mib": 44.142539978027344, "mobile_score": 88705.42632152025, "mobile_throughput": 1257285.2288122615, "mobile_availability": 25705.87564651302, "mobile_accuracy": 22739.391572096618, "soft_acc_blocks": [ 24.982241717391304 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7317796669227827, "mobile_acc_per_sec": 2486.5265590479376 }, "started": "2026-08-19T07:02:19.566332252+10:00", "ended": "2026-08-19T07:02:28.786439474+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": 8200, "total_correct": 2285, "total_train": 462, "infer_ms": 661.641473, "train_ms": 1516.927654, "blocked_train": 1516927654, "duration": 9285001508, "avg_accuracy": 22.794117647058822, "soft_acc": 25.000628000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 883.1447138629802, "availability": 30.37046035399913, "score": 67.05546318897228, "zero_downtime": 7.592805814990806, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 78696440, "heap_mib": 75.05077362060547, "mobile_score": 122070.74543201354, "mobile_throughput": 1607715.8879923408, "mobile_availability": 55287.73582665797, "mobile_accuracy": 45512.254350222225, "soft_acc_blocks": [ 25.000628000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6925820074944893, "mobile_acc_per_sec": 4901.695956754413 }, "started": "2026-08-19T07:02:40.878864082+10:00", "ended": "2026-08-19T07:02:50.164343194+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": 10256, "total_correct": 2752, "total_train": 556, "infer_ms": 613.447365, "train_ms": 1636.598871, "blocked_train": 1636598871, "duration": 8903930233, "avg_accuracy": 26.25, "soft_acc": 25.010390742857144, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1151.8508941129076, "availability": 27.263767081095658, "score": 78.54211709844286, "zero_downtime": 6.818774678204481, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 45893536, "heap_mib": 43.767486572265625, "mobile_score": 142981.5607267653, "mobile_throughput": 2096880.5610162085, "mobile_availability": 49632.17331740792, "mobile_accuracy": 45530.02688121905, "soft_acc_blocks": [ 25.010390742857144 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123329379, "time_to_acc50_sec": 0, "acc_per_sec": 2.8089158482130645, "mobile_acc_per_sec": 5113.475250791427 }, "started": "2026-08-19T07:03:02.262773313+10:00", "ended": "2026-08-19T07:03:11.167354067+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": 9960, "total_correct": 2735, "total_train": 473, "infer_ms": 740.613085, "train_ms": 1615.08867, "blocked_train": 1615088670, "duration": 9843232093, "avg_accuracy": 30.88235294117647, "soft_acc": 25.010233313725493, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1011.8627607168828, "availability": 31.439170235707532, "score": 79.56286831952075, "zero_downtime": 7.863009827849795, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45927544, "heap_mib": 43.79991912841797, "mobile_score": 289679.56323267287, "mobile_throughput": 3684079.882574535, "mobile_availability": 114466.52558707382, "mobile_accuracy": 91059.48058046188, "soft_acc_blocks": [ 25.010233313725493 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122252397, "time_to_acc50_sec": 0, "acc_per_sec": 2.540855795883497, "mobile_acc_per_sec": 9250.97363550116 }, "started": "2026-08-19T07:03:24.472517736+10:00", "ended": "2026-08-19T07:03:34.316427799+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": 10456, "total_correct": 2766, "total_train": 491, "infer_ms": 733.799427, "train_ms": 1611.255423, "blocked_train": 1611255423, "duration": 9221143648, "avg_accuracy": 23.84259259259259, "soft_acc": 25.007978018518518, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1133.9157483212869, "availability": 31.29135452844525, "score": 88.73270662885625, "zero_downtime": 7.8253350621702875, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 42326568, "heap_mib": 40.365760803222656, "mobile_score": 323065.9256460402, "mobile_throughput": 4128461.248999103, "mobile_availability": 113928.34502089933, "mobile_accuracy": 91051.26930120164, "soft_acc_blocks": [ 25.007978018518518 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7120256416287982, "mobile_acc_per_sec": 9874.184024988052 }, "started": "2026-08-19T07:03:46.47279319+10:00", "ended": "2026-08-19T07:03:55.694614495+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": 7216, "total_correct": 1882, "total_train": 441, "infer_ms": 663.725148, "train_ms": 1685.386729, "blocked_train": 1685386729, "duration": 8961652776, "avg_accuracy": 27.083333333333332, "soft_acc": 25.001090354166667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 805.2086127823438, "availability": 28.254301316956816, "score": 56.878997543291305, "zero_downtime": 7.063883401190876, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 50380608, "heap_mib": 48.04669189453125, "mobile_score": 25886.263770813464, "mobile_throughput": 366459.38643960893, "mobile_availability": 12858.846466028346, "mobile_accuracy": 11378.274010074074, "soft_acc_blocks": [ 25.001090354166667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13938714, "time_to_acc50_sec": 0, "acc_per_sec": 2.7897856543964217, "mobile_acc_per_sec": 1269.6624489341937 }, "started": "2026-08-19T07:04:07.684594363+10:00", "ended": "2026-08-19T07:04:16.646773597+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": 7296, "total_correct": 1694, "total_train": 378, "infer_ms": 703.952155, "train_ms": 1420.832635, "blocked_train": 1420832635, "duration": 9432556884, "avg_accuracy": 23.670212765957448, "soft_acc": 24.991719, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 773.4912272170719, "availability": 33.1305155379995, "score": 64.04418677887257, "zero_downtime": 8.279885346508173, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 76761264, "heap_mib": 73.20524597167969, "mobile_score": 58294.44201028046, "mobile_throughput": 704048.9037069171, "mobile_availability": 30156.13147636577, "mobile_accuracy": 22748.01800533333, "soft_acc_blocks": [ 24.991719 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.649516913318834, "mobile_acc_per_sec": 2411.6491726564323 }, "started": "2026-08-19T07:04:29.011684211+10:00", "ended": "2026-08-19T07:04:38.445325314+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": 7648, "total_correct": 1986, "total_train": 498, "infer_ms": 707.743671, "train_ms": 1670.077655, "blocked_train": 1670077655, "duration": 9514164484, "avg_accuracy": 24.744897959183675, "soft_acc": 25.007614163265306, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 803.8540864898505, "availability": 29.76437561818721, "score": 59.833755241958784, "zero_downtime": 7.443360212701269, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 42943432, "heap_mib": 40.95404815673828, "mobile_score": 108924.02732047252, "mobile_throughput": 1463371.7058944122, "mobile_availability": 54184.39223648658, "mobile_accuracy": 45524.97227232653, "soft_acc_blocks": [ 25.007614163265306 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.628461406707934, "mobile_acc_per_sec": 4784.967965278088 }, "started": "2026-08-19T07:04:50.535872045+10:00", "ended": "2026-08-19T07:05:00.050537207+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": 13360, "total_correct": 3464, "total_train": 491, "infer_ms": 816.54525, "train_ms": 1424.632122, "blocked_train": 1424632122, "duration": 9154821037, "avg_accuracy": 24.565217391304348, "soft_acc": 24.993957269565215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1459.3403788019893, "availability": 36.433762905223546, "score": 132.8910246468459, "zero_downtime": 9.106239132226275, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 81802072, "heap_mib": 78.01253509521484, "mobile_score": 483841.4550697607, "mobile_throughput": 5313296.170287065, "mobile_availability": 132651.28254204057, "mobile_accuracy": 91000.22131212366, "soft_acc_blocks": [ 24.993957269565215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.730141547120362, "mobile_acc_per_sec": 9940.142024004446 }, "started": "2026-08-19T07:05:13.714649437+10:00", "ended": "2026-08-19T07:05:22.870167558+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": 8224, "total_correct": 2109, "total_train": 409, "infer_ms": 730.153326, "train_ms": 1677.624074, "blocked_train": 1677624074, "duration": 9514473641, "avg_accuracy": 22.65625, "soft_acc": 25.0042523125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 864.3673113519322, "availability": 30.324785256311483, "score": 65.5405288048418, "zero_downtime": 7.582485818711923, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 43152832, "heap_mib": 41.15374755859375, "mobile_score": 29571.525616207313, "mobile_throughput": 389997.770167024, "mobile_availability": 13682.376086455279, "mobile_accuracy": 11281.780926347676, "soft_acc_blocks": [ 25.0042523125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6280226585263815, "mobile_acc_per_sec": 1185.7493490477448 }, "started": "2026-08-19T07:05:35.199906471+10:00", "ended": "2026-08-19T07:05:44.877317095+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": 7432, "total_correct": 1850, "total_train": 491, "infer_ms": 771.350443, "train_ms": 1609.010497, "blocked_train": 1609010497, "duration": 9290501780, "avg_accuracy": 27.38095238095238, "soft_acc": 25.007802047619048, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 799.9567920000981, "availability": 32.40476811890554, "score": 64.82626066588269, "zero_downtime": 8.103720265165864, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 48116648, "heap_mib": 45.887611389160156, "mobile_score": 57999.36954265239, "mobile_throughput": 715712.8780958147, "mobile_availability": 28992.203186902298, "mobile_accuracy": 22374.215904338045, "soft_acc_blocks": [ 25.007802047619048 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.159297501, "time_to_acc50_sec": 0, "acc_per_sec": 2.6917601050843403, "mobile_acc_per_sec": 2408.2892866458337 }, "started": "2026-08-19T07:05:56.621263772+10:00", "ended": "2026-08-19T07:06:05.912524563+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": 7592, "total_correct": 2015, "total_train": 466, "infer_ms": 767.389735, "train_ms": 1591.707018, "blocked_train": 1591707018, "duration": 8968255989, "avg_accuracy": 21.73913043478261, "soft_acc": 24.996342086956524, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 846.5414021758473, "availability": 32.5289640632217, "score": 68.83271428635989, "zero_downtime": 8.13105113458605, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 46116616, "heap_mib": 43.98023223876953, "mobile_score": 121101.22854955387, "mobile_throughput": 1489367.4451811095, "mobile_availability": 57230.01849254489, "mobile_accuracy": 43977.45704726934, "soft_acc_blocks": [ 24.996342086956524 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.787202117960922, "mobile_acc_per_sec": 4903.679946380858 }, "started": "2026-08-19T07:06:18.571771547+10:00", "ended": "2026-08-19T07:06:27.557297854+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": 11288, "total_correct": 2887, "total_train": 506, "infer_ms": 737.026704, "train_ms": 1503.786034, "blocked_train": 1503786034, "duration": 9193691161, "avg_accuracy": 27.79605263157895, "soft_acc": 24.99912192105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1227.7984764034863, "availability": 32.891044017262274, "score": 100.95538833269524, "zero_downtime": 8.222472194982483, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 79511824, "heap_mib": 75.82838439941406, "mobile_score": 343699.34180631244, "mobile_throughput": 4180000.0493287733, "mobile_availability": 111976.4914657299, "mobile_accuracy": 85108.69892042105, "soft_acc_blocks": [ 24.99912192105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.25218263, "time_to_acc50_sec": 0, "acc_per_sec": 2.7191605072726275, "mobile_acc_per_sec": 9257.293662577606 }, "started": "2026-08-19T07:06:39.89065974+10:00", "ended": "2026-08-19T07:06:49.084897307+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": 13648, "total_correct": 3397, "total_train": 496, "infer_ms": 779.678648, "train_ms": 1473.64397, "blocked_train": 1473643970, "duration": 9157563547, "avg_accuracy": 25.15625, "soft_acc": 24.9865985, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1490.3527482996344, "availability": 34.601287972337744, "score": 128.85120253848638, "zero_downtime": 8.645684901476823, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 78031856, "heap_mib": 74.41697692871094, "mobile_score": 938265.8232846936, "mobile_throughput": 10852417.523618316, "mobile_availability": 251958.88983945848, "mobile_accuracy": 181946.85769955555, "soft_acc_blocks": [ 24.9865985 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.218844284, "time_to_acc50_sec": 0, "acc_per_sec": 2.7285203506106774, "mobile_acc_per_sec": 19868.47885529126 }, "started": "2026-08-19T07:07:01.29412016+10:00", "ended": "2026-08-19T07:07:10.522351384+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": 8040, "total_correct": 2033, "total_train": 441, "infer_ms": 696.76805, "train_ms": 1693.957099, "blocked_train": 1693957099, "duration": 9180719958, "avg_accuracy": 26.08695652173913, "soft_acc": 25.03115502173913, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 875.7483113286789, "availability": 29.144632133536824, "score": 63.8879240290667, "zero_downtime": 7.295238049861199, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 43391768, "heap_mib": 41.381614685058594, "mobile_score": 408483.8038213576, "mobile_throughput": 5599321.105486468, "mobile_availability": 186343.66941497262, "mobile_accuracy": 160043.1000492386, "soft_acc_blocks": [ 25.03115502173913 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127527485, "time_to_acc50_sec": 0, "acc_per_sec": 2.726491510061496, "mobile_acc_per_sec": 17432.52171740392 }, "started": "2026-08-19T07:07:24.314853932+10:00", "ended": "2026-08-19T07:07:33.496098004+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": 8704, "total_correct": 2137, "total_train": 400, "infer_ms": 619.178006, "train_ms": 1169.815161, "blocked_train": 1169815161, "duration": 9560552726, "avg_accuracy": 25.595238095238095, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 910.407614439425, "availability": 34.61041760367998, "score": 78.77396931329642, "zero_downtime": 8.652604400919994, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 146257408, "heap_mib": 139.48193359375, "mobile_score": 573614.5392129105, "mobile_throughput": 6629385.935544684, "mobile_availability": 252025.36978608568, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.641725542, "time_to_acc50_sec": 0, "acc_per_sec": 2.6149115764000026, "mobile_acc_per_sec": 19041.205007883396 }, "started": "2026-08-19T07:07:46.054041931+10:00", "ended": "2026-08-19T07:07:55.615333511+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": 12128, "total_correct": 2825, "total_train": 582, "infer_ms": 658.093201, "train_ms": 1523.378516, "blocked_train": 1523378516, "duration": 9356021273, "avg_accuracy": 22.839506172839506, "soft_acc": 24.986139444444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1296.2775143531892, "availability": 30.167395518884923, "score": 97.7090890531685, "zero_downtime": 7.5376675111056715, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 47798416, "heap_mib": 45.58412170410156, "mobile_score": 1422991.7467085447, "mobile_throughput": 18878409.595700134, "mobile_availability": 439344.5406056983, "mobile_accuracy": 363887.02991802467, "soft_acc_blocks": [ 24.986139444444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.670594552467564, "mobile_acc_per_sec": 38893.352131225394 }, "started": "2026-08-19T07:08:07.96336699+10:00", "ended": "2026-08-19T07:08:17.377959216+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": 7592, "total_correct": 2180, "total_train": 398, "infer_ms": 714.101325, "train_ms": 1419.553956, "blocked_train": 1419553956, "duration": 9777818373, "avg_accuracy": 32.083333333333336, "soft_acc": 25.033241666666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 776.4513217963002, "availability": 33.46844878640918, "score": 65.05293710699833, "zero_downtime": 8.378237666786378, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 82649208, "heap_mib": 78.82042694091797, "mobile_score": 741445.0932598682, "mobile_throughput": 8849654.578303015, "mobile_availability": 381458.8277680195, "mobile_accuracy": 285318.0044985507, "soft_acc_blocks": [ 25.033241666666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.331647273, "time_to_acc50_sec": 0, "acc_per_sec": 2.5602072682994663, "mobile_acc_per_sec": 29180.129310482404 }, "started": "2026-08-19T07:08:29.778872952+10:00", "ended": "2026-08-19T07:08:39.557492627+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": 13456, "total_correct": 3598, "total_train": 545, "infer_ms": 796.680602, "train_ms": 1507.736186, "blocked_train": 1507736186, "duration": 10022745787, "avg_accuracy": 22.039473684210527, "soft_acc": 24.958122407894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1342.5462728440245, "availability": 34.57189715630557, "score": 115.84155696839078, "zero_downtime": 8.628496411002224, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 69623968, "heap_mib": 66.39859008789062, "mobile_score": 1687064.9505512128, "mobile_throughput": 19552247.230467997, "mobile_availability": 503489.7448968093, "mobile_accuracy": 363479.002249731, "soft_acc_blocks": [ 24.958122407894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.490148202727706, "mobile_acc_per_sec": 36265.411691991765 }, "started": "2026-08-19T07:08:52.334772067+10:00", "ended": "2026-08-19T07:09:02.358040198+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": 13136, "total_correct": 3816, "total_train": 524, "infer_ms": 803.190417, "train_ms": 1400.092038, "blocked_train": 1400092038, "duration": 9779225901, "avg_accuracy": 24.596774193548388, "soft_acc": 24.93343480645161, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1343.2556045828478, "availability": 36.45426464397639, "score": 122.09253582038875, "zero_downtime": 9.089300309177192, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 81336248, "heap_mib": 77.56829071044922, "mobile_score": 3556202.856677776, "mobile_throughput": 39125155.24530734, "mobile_availability": 1061807.4167589496, "mobile_accuracy": 726238.9259891612, "soft_acc_blocks": [ 24.93343480645161 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5496327683668683, "mobile_acc_per_sec": 74263.43693675159 }, "started": "2026-08-19T07:09:14.664463207+10:00", "ended": "2026-08-19T07:09:24.507491986+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": 6656, "total_correct": 1793, "total_train": 428, "infer_ms": 738.505225, "train_ms": 1679.075481, "blocked_train": 1679075481, "duration": 9748054507, "avg_accuracy": 32.26744186046512, "soft_acc": 25.01102990697674, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 682.8029116189676, "availability": 30.547283206188858, "score": 52.16744071869006, "zero_downtime": 7.640190138468779, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46487800, "heap_mib": 44.33422088623047, "mobile_score": 23741.981909306054, "mobile_throughput": 310751.19177681016, "mobile_availability": 13902.408001394397, "mobile_accuracy": 11382.797610997415, "soft_acc_blocks": [ 25.01102990697674 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133349875, "time_to_acc50_sec": 0, "acc_per_sec": 2.5657457997405047, "mobile_acc_per_sec": 1167.6994217485674 }, "started": "2026-08-19T07:09:36.803869312+10:00", "ended": "2026-08-19T07:09:46.59037789+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": 6400, "total_correct": 1534, "total_train": 502, "infer_ms": 679.695613, "train_ms": 1668.955691, "blocked_train": 1668955691, "duration": 9106636732, "avg_accuracy": 12.777777777777779, "soft_acc": 24.96879028888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 702.7841549351482, "availability": 28.93982652266886, "score": 50.782653097099484, "zero_downtime": 7.225924594413433, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 46568720, "heap_mib": 44.41139221191406, "mobile_score": 22912.853379494056, "mobile_throughput": 317092.339950636, "mobile_availability": 13057.490333835638, "mobile_accuracy": 11265.780656610137, "soft_acc_blocks": [ 24.96879028888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7418234660827676, "mobile_acc_per_sec": 1237.095646631327 }, "started": "2026-08-19T07:09:59.936308886+10:00", "ended": "2026-08-19T07:10:09.065336144+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": 5800, "total_correct": 1503, "total_train": 367, "infer_ms": 628.370865, "train_ms": 1608.593941, "blocked_train": 1608593941, "duration": 9925484073, "avg_accuracy": 18.75, "soft_acc": 24.986928477272727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 584.3543707633936, "availability": 28.090333085016805, "score": 41.01531576200917, "zero_downtime": 7.018911436980827, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 71437616, "heap_mib": 68.12821960449219, "mobile_score": 18505.884569907284, "mobile_throughput": 263657.47361342347, "mobile_availability": 12674.203573560491, "mobile_accuracy": 11273.964507308403, "soft_acc_blocks": [ 24.986928477272727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5174518737321767, "mobile_acc_per_sec": 1135.8604199443162 }, "started": "2026-08-19T07:10:21.578170812+10:00", "ended": "2026-08-19T07:10:31.572645265+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": 6888, "total_correct": 1975, "total_train": 522, "infer_ms": 704.718209, "train_ms": 1693.705968, "blocked_train": 1693705968, "duration": 9805744860, "avg_accuracy": 28.125, "soft_acc": 25.015731522727275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 702.4453622180008, "availability": 29.382551083248195, "score": 51.63156113784652, "zero_downtime": 7.350260093513564, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 45971576, "heap_mib": 43.84191131591797, "mobile_score": 23498.097157846594, "mobile_throughput": 319690.68929388124, "mobile_availability": 13372.325470776068, "mobile_accuracy": 11384.937368565657, "soft_acc_blocks": [ 25.015731522727275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122636171, "time_to_acc50_sec": 0, "acc_per_sec": 2.551130167048551, "mobile_acc_per_sec": 1161.0476849145407 }, "started": "2026-08-19T07:10:43.554828789+10:00", "ended": "2026-08-19T07:10:53.439530801+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": 7232, "total_correct": 1913, "total_train": 421, "infer_ms": 735.793637, "train_ms": 1686.018048, "blocked_train": 1686018048, "duration": 9858139278, "avg_accuracy": 32.73809523809524, "soft_acc": 25.02298542857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 733.6070018953125, "availability": 30.38195089887842, "score": 55.77226064663627, "zero_downtime": 7.602471146342074, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 42980920, "heap_mib": 40.98979949951172, "mobile_score": 12691.287756034564, "mobile_throughput": 166936.34887573333, "mobile_availability": 6913.581715655889, "mobile_accuracy": 5694.119350857143, "soft_acc_blocks": [ 25.02298542857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12014143, "time_to_acc50_sec": 0, "acc_per_sec": 2.538307151372287, "mobile_acc_per_sec": 577.6058940011603 }, "started": "2026-08-19T07:11:05.981150338+10:00", "ended": "2026-08-19T07:11:15.839791752+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": 7208, "total_correct": 1559, "total_train": 352, "infer_ms": 768.793747, "train_ms": 1609.990115, "blocked_train": 1609990115, "duration": 9522457532, "avg_accuracy": 25, "soft_acc": 24.998155648648652, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 756.9474556098235, "availability": 32.31877259977813, "score": 61.15451976987437, "zero_downtime": 8.079097078225349, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 43017728, "heap_mib": 41.02490234375, "mobile_score": 445313.62307094294, "mobile_throughput": 5511923.161205043, "mobile_availability": 235338.12012211772, "mobile_accuracy": 182031.01428775978, "soft_acc_blocks": [ 24.998155648648652 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112623095, "time_to_acc50_sec": 0, "acc_per_sec": 2.625179011262893, "mobile_acc_per_sec": 19115.970186902774 }, "started": "2026-08-19T07:11:28.251371696+10:00", "ended": "2026-08-19T07:11:37.774603499+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": 4136, "total_correct": 1004, "total_train": 323, "infer_ms": 735.747686, "train_ms": 1514.365228, "blocked_train": 1514365228, "duration": 9668506038, "avg_accuracy": 18.75, "soft_acc": 24.985649125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 427.78067094795557, "availability": 32.6982562262651, "score": 34.94913142067568, "zero_downtime": 8.169871570688064, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 79506784, "heap_mib": 75.82357788085938, "mobile_score": 169661.2056878075, "mobile_throughput": 2076669.1889811272, "mobile_availability": 158734.29037366738, "mobile_accuracy": 121293.29637451851, "soft_acc_blocks": [ 24.985649125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.584230596412645, "mobile_acc_per_sec": 12545.195286407341 }, "started": "2026-08-19T07:11:50.197063518+10:00", "ended": "2026-08-19T07:11:59.86655815+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": 4424, "total_correct": 1151, "total_train": 249, "infer_ms": 760.29127, "train_ms": 1193.743905, "blocked_train": 1193743905, "duration": 9869096688, "avg_accuracy": 16.847826086956523, "soft_acc": 25.00737886956522, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 448.2679762758041, "availability": 38.90878115845587, "score": 43.616771373208074, "zero_downtime": 9.730066317825067, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 119410272, "heap_mib": 113.87850952148438, "mobile_score": 211738.424349227, "mobile_throughput": 2176125.192089711, "mobile_availability": 188883.3986667084, "mobile_accuracy": 121398.78382191305, "soft_acc_blocks": [ 25.00737886956522 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5339075763612806, "mobile_acc_per_sec": 12300.901253660213 }, "started": "2026-08-19T07:12:12.496661928+10:00", "ended": "2026-08-19T07:12:22.366771845+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": 4808, "total_correct": 1140, "total_train": 304, "infer_ms": 890.583758, "train_ms": 1605.032448, "blocked_train": 1605032448, "duration": 9531801726, "avg_accuracy": 20.833333333333332, "soft_acc": 24.98580204166667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 504.4167029707685, "availability": 35.685926219698544, "score": 44.97588597092435, "zero_downtime": 8.9164148819891, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 49107760, "heap_mib": 46.83280944824219, "mobile_score": 199833.19749088126, "mobile_throughput": 2241183.257348629, "mobile_availability": 158556.80411757043, "mobile_accuracy": 111014.8828883164, "soft_acc_blocks": [ 24.98580204166667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6213094606775784, "mobile_acc_per_sec": 11646.788936607849 }, "started": "2026-08-19T07:12:35.390388892+10:00", "ended": "2026-08-19T07:12:44.922952025+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": 4344, "total_correct": 940, "total_train": 277, "infer_ms": 703.370375, "train_ms": 1285.531829, "blocked_train": 1285531829, "duration": 9832197447, "avg_accuracy": 35.416666666666664, "soft_acc": 25.040090777777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 441.81374747772594, "availability": 35.36475416364916, "score": 39.12422678939899, "zero_downtime": 8.855366545915695, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 119215744, "heap_mib": 113.6929931640625, "mobile_score": 227915.14016622686, "mobile_throughput": 2573751.622640022, "mobile_availability": 206014.62478834766, "mobile_accuracy": 145869.1012633284, "soft_acc_blocks": [ 25.040090777777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.520071805, "time_to_acc50_sec": 0, "acc_per_sec": 2.5467440938564563, "mobile_acc_per_sec": 14835.859638664597 }, "started": "2026-08-19T07:12:58.124361054+10:00", "ended": "2026-08-19T07:13:07.95734496+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": 5176, "total_correct": 1137, "total_train": 333, "infer_ms": 916.235778, "train_ms": 1482.288152, "blocked_train": 1482288152, "duration": 9289092619, "avg_accuracy": 27.884615384615383, "soft_acc": 25.001778846153847, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 557.2126592228136, "availability": 38.199984854851955, "score": 53.217574223782684, "zero_downtime": 9.55067573267435, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 43054016, "heap_mib": 41.05950927734375, "mobile_score": 279013.35554638575, "mobile_throughput": 2921399.106786105, "mobile_availability": 200277.9365958062, "mobile_accuracy": 131081.3262769231, "soft_acc_blocks": [ 25.001778846153847 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116716164, "time_to_acc50_sec": 0, "acc_per_sec": 2.691520030171189, "mobile_acc_per_sec": 14111.316535783923 }, "started": "2026-08-19T07:13:20.639710026+10:00", "ended": "2026-08-19T07:13:29.968245672+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": 5232, "total_correct": 1458, "total_train": 416, "infer_ms": 731.379948, "train_ms": 1605.080099, "blocked_train": 1605080099, "duration": 9616450746, "avg_accuracy": 22.426470588235293, "soft_acc": 25.00509261764706, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 544.0676750906534, "availability": 31.302908386517768, "score": 42.585924660059796, "zero_downtime": 7.827321234065976, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 46132664, "heap_mib": 43.99553680419922, "mobile_score": 413468.31978098943, "mobile_throughput": 5282373.208109788, "mobile_availability": 303921.0968916783, "mobile_accuracy": 242775.37033927668, "soft_acc_blocks": [ 25.00509261764706 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.600241323759499, "mobile_acc_per_sec": 25245.839317615188 }, "started": "2026-08-19T07:13:42.194871746+10:00", "ended": "2026-08-19T07:13:51.999418822+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": 5240, "total_correct": 1296, "total_train": 362, "infer_ms": 707.484425, "train_ms": 1660.363172, "blocked_train": 1660363172, "duration": 9378425141, "avg_accuracy": 23.214285714285715, "soft_acc": 25.004264914285713, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 558.7292025280559, "availability": 29.87879903657499, "score": 41.74251381060977, "zero_downtime": 7.470974064312258, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 45952904, "heap_mib": 43.82410430908203, "mobile_score": 341954.67313651525, "mobile_throughput": 4577109.627109834, "mobile_availability": 244767.1217076223, "mobile_accuracy": 204834.93817782856, "soft_acc_blocks": [ 25.004264914285713 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6661475181983025, "mobile_acc_per_sec": 21841.080469080494 }, "started": "2026-08-19T07:14:04.489846226+10:00", "ended": "2026-08-19T07:14:14.212799386+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": 10376, "total_correct": 2879, "total_train": 377, "infer_ms": 803.288889, "train_ms": 1290.669034, "blocked_train": 1290669034, "duration": 9634526902, "avg_accuracy": 31.41025641025641, "soft_acc": 25.029094153846156, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1076.9599904117847, "availability": 38.36222687078321, "score": 103.40665999212773, "zero_downtime": 9.6017178830004, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 118981416, "heap_mib": 113.46952056884766, "mobile_score": 38504.879938886836, "mobile_throughput": 401020.7382478791, "mobile_availability": 14284.69829661164, "mobile_accuracy": 9319.924514013986, "soft_acc_blocks": [ 25.029094153846156 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.559792164, "time_to_acc50_sec": 0, "acc_per_sec": 2.5978539899712616, "mobile_acc_per_sec": 967.3463584474807 }, "started": "2026-08-19T07:14:26.964778537+10:00", "ended": "2026-08-19T07:14:36.600164188+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": 12280, "total_correct": 3042, "total_train": 438, "infer_ms": 698.458829, "train_ms": 1505.833817, "blocked_train": 1505833817, "duration": 9461599280, "avg_accuracy": 30.17241379310345, "soft_acc": 24.998540844827588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1297.8778361452653, "availability": 31.686302191655546, "score": 102.80637254162507, "zero_downtime": 7.921113195596511, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 72948568, "heap_mib": 69.56917572021484, "mobile_score": 76562.70944190842, "mobile_throughput": 966565.0212456376, "mobile_availability": 23597.65341400384, "mobile_accuracy": 18617.09514552978, "soft_acc_blocks": [ 24.998540844827588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.233495761, "time_to_acc50_sec": 0, "acc_per_sec": 2.6421052197454284, "mobile_acc_per_sec": 1967.6478145595045 }, "started": "2026-08-19T07:14:49.348612079+10:00", "ended": "2026-08-19T07:14:59.043429881+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": 7704, "total_correct": 1897, "total_train": 369, "infer_ms": 660.292541, "train_ms": 1305.18305, "blocked_train": 1305183050, "duration": 9868678509, "avg_accuracy": 22.36842105263158, "soft_acc": 24.969197105263156, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 780.6516336482271, "availability": 33.594542919968525, "score": 65.48330448349475, "zero_downtime": 8.38828763829917, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 117788744, "heap_mib": 112.33209991455078, "mobile_score": 97534.40551432526, "mobile_throughput": 1162745.1241538683, "mobile_availability": 50037.54465461494, "mobile_accuracy": 37190.484124784685, "soft_acc_blocks": [ 24.969197105263156 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.530145964577916, "mobile_acc_per_sec": 3768.537407604052 }, "started": "2026-08-19T07:15:12.742652267+10:00", "ended": "2026-08-19T07:15:22.612188797+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": 8048, "total_correct": 2092, "total_train": 440, "infer_ms": 625.049826, "train_ms": 1442.893834, "blocked_train": 1442893834, "duration": 9930701390, "avg_accuracy": 27.5, "soft_acc": 25.029445666666668, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 810.4160707222716, "availability": 30.225669977875512, "score": 61.310549992202084, "zero_downtime": 7.5653176444983306, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 46000568, "heap_mib": 43.86956024169922, "mobile_score": 91319.27737020353, "mobile_throughput": 1207077.9002466998, "mobile_availability": 45019.761537955674, "mobile_accuracy": 37280.22161842424, "soft_acc_blocks": [ 25.029445666666668 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.29596832, "time_to_acc50_sec": 0, "acc_per_sec": 2.5204106622187608, "mobile_acc_per_sec": 3754.0371172538344 }, "started": "2026-08-19T07:15:35.185925713+10:00", "ended": "2026-08-19T07:15:45.160789297+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": 7728, "total_correct": 1850, "total_train": 454, "infer_ms": 786.998789, "train_ms": 1697.612609, "blocked_train": 1697612609, "duration": 10014244276, "avg_accuracy": 21.195652173913043, "soft_acc": 25.015233173913042, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 771.7007681269388, "availability": 31.67492468373519, "score": 61.14614457770652, "zero_downtime": 7.923556267297696, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 42818784, "heap_mib": 40.835174560546875, "mobile_score": 182148.80595657157, "mobile_throughput": 2298826.4336348665, "mobile_availability": 94356.72109423952, "mobile_accuracy": 74518.10551298024, "soft_acc_blocks": [ 25.015233173913042 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.497965146892233, "mobile_acc_per_sec": 7441.211084851335 }, "started": "2026-08-19T07:15:58.07268089+10:00", "ended": "2026-08-19T07:16:08.087613916+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": 7288, "total_correct": 1997, "total_train": 515, "infer_ms": 756.549517, "train_ms": 1649.490936, "blocked_train": 1649490936, "duration": 9677759403, "avg_accuracy": 26.358695652173914, "soft_acc": 25.017659239130438, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 753.0668718361401, "availability": 31.44375715116042, "score": 59.23994534856033, "zero_downtime": 7.866492016057022, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 45967584, "heap_mib": 43.838104248046875, "mobile_score": 176470.4117437841, "mobile_throughput": 2243317.750575149, "mobile_availability": 93668.0940299295, "mobile_accuracy": 74525.33254071148, "soft_acc_blocks": [ 25.017659239130438 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.127353297, "time_to_acc50_sec": 0, "acc_per_sec": 2.585067286481129, "mobile_acc_per_sec": 7700.680440310331 }, "started": "2026-08-19T07:16:21.315269817+10:00", "ended": "2026-08-19T07:16:31.106529442+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": 6400, "total_correct": 1658, "total_train": 325, "infer_ms": 728.413732, "train_ms": 1349.313962, "blocked_train": 1349313962, "duration": 9666261865, "avg_accuracy": 30.90277777777778, "soft_acc": 25.02788563888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 662.0966915011256, "availability": 35.05819045024482, "score": 58.09450766714491, "zero_downtime": 8.77432381295114, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 90361416, "heap_mib": 86.17536163330078, "mobile_score": 21632.282127693234, "mobile_throughput": 246540.73167169187, "mobile_availability": 13054.395280382072, "mobile_accuracy": 9319.4745069899, "soft_acc_blocks": [ 25.02788563888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.38445916, "time_to_acc50_sec": 0, "acc_per_sec": 2.589200043246386, "mobile_acc_per_sec": 964.1239433761089 }, "started": "2026-08-19T07:16:43.70516881+10:00", "ended": "2026-08-19T07:16:53.372773644+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": 6216, "total_correct": 1479, "total_train": 395, "infer_ms": 684.311731, "train_ms": 1591.620583, "blocked_train": 1591620583, "duration": 9173938389, "avg_accuracy": 23.4375, "soft_acc": 25.008431325, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 677.5715877330599, "availability": 30.067314690800604, "score": 50.94907231930251, "zero_downtime": 7.519363745720506, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 47052200, "heap_mib": 44.872474670410156, "mobile_score": 37943.16367633874, "mobile_throughput": 504606.0406099297, "mobile_availability": 22391.949267912594, "mobile_accuracy": 18624.460855854544, "soft_acc_blocks": [ 25.008431325 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.7260300063696015, "mobile_acc_per_sec": 2030.148892016343 }, "started": "2026-08-19T07:17:05.931783066+10:00", "ended": "2026-08-19T07:17:15.106438903+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": 7336, "total_correct": 1874, "total_train": 304, "infer_ms": 826.209306, "train_ms": 1172.809036, "blocked_train": 1172809036, "duration": 9836405565, "avg_accuracy": 29.166666666666668, "soft_acc": 25.016512770833334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 745.8008874809952, "availability": 41.330751631492525, "score": 77.11217792658645, "zero_downtime": 10.339512760173735, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 116029584, "heap_mib": 110.65443420410156, "mobile_score": 114855.08392265387, "mobile_throughput": 1110836.5218626023, "mobile_availability": 61560.27588457941, "mobile_accuracy": 37260.958657939394, "soft_acc_blocks": [ 25.016512770833334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.55534277, "time_to_acc50_sec": 0, "acc_per_sec": 2.5432575553662966, "mobile_acc_per_sec": 3788.066526101946 }, "started": "2026-08-19T07:17:28.436290451+10:00", "ended": "2026-08-19T07:17:38.274370861+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": 9720, "total_correct": 2663, "total_train": 441, "infer_ms": 625.780705, "train_ms": 1391.769468, "blocked_train": 1391769468, "duration": 9954124919, "avg_accuracy": 32.79816513761468, "soft_acc": 25.02335219266055, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 976.4796081116973, "availability": 31.016859623842425, "score": 75.78905488456887, "zero_downtime": 7.7614580227772185, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 85551544, "heap_mib": 81.58831024169922, "mobile_score": 225768.70458705025, "mobile_throughput": 2908843.981691282, "mobile_availability": 92396.40510491532, "mobile_accuracy": 74542.29133173644, "soft_acc_blocks": [ 25.02335219266055 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.337707224, "time_to_acc50_sec": 0, "acc_per_sec": 2.5138676072767647, "mobile_acc_per_sec": 7488.583068658639 }, "started": "2026-08-19T07:17:52.187301747+10:00", "ended": "2026-08-19T07:18:02.166935367+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": 8800, "total_correct": 2365, "total_train": 311, "infer_ms": 918.11224, "train_ms": 1221.162166, "blocked_train": 1221162166, "duration": 9502280986, "avg_accuracy": 29.336734693877553, "soft_acc": 25.0071046122449, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 926.0934309315109, "availability": 42.91699266933594, "score": 99.39109985039414, "zero_downtime": 10.732297253250312, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 115897752, "heap_mib": 110.5287094116211, "mobile_score": 36696.87391434045, "mobile_throughput": 341929.3469832535, "mobile_availability": 15845.67905114141, "mobile_accuracy": 9233.045678130038, "soft_acc_blocks": [ 25.0071046122449 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.473290362, "time_to_acc50_sec": 0, "acc_per_sec": 2.631694921365578, "mobile_acc_per_sec": 971.666244318955 }, "started": "2026-08-19T07:18:14.838397326+10:00", "ended": "2026-08-19T07:18:24.39887061+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": 7424, "total_correct": 2038, "total_train": 344, "infer_ms": 776.920797, "train_ms": 1564.120362, "blocked_train": 1564120362, "duration": 9306849896, "avg_accuracy": 21.25, "soft_acc": 25.0192865, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 797.6920314563973, "availability": 33.186977256387486, "score": 66.23352539082931, "zero_downtime": 8.303144920465424, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 85783888, "heap_mib": 81.80989074707031, "mobile_score": 48499.22145266357, "mobile_throughput": 584106.647748899, "mobile_availability": 24301.025044409052, "mobile_accuracy": 18320.26771021229, "soft_acc_blocks": [ 25.0192865 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6882658235149, "mobile_acc_per_sec": 1968.4713855851676 }, "started": "2026-08-19T07:18:36.944892466+10:00", "ended": "2026-08-19T07:18:46.252493456+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": 6264, "total_correct": 1548, "total_train": 342, "infer_ms": 645.247491, "train_ms": 1210.585171, "blocked_train": 1210585171, "duration": 9997084574, "avg_accuracy": 23.4375, "soft_acc": 24.99640090625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 626.5826755423425, "availability": 34.76862457548449, "score": 54.455703752477156, "zero_downtime": 8.690904788477065, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 116096144, "heap_mib": 110.71791076660156, "mobile_score": 78435.36266202951, "mobile_throughput": 902499.389545999, "mobile_availability": 50079.04571821871, "mobile_accuracy": 36003.607248175824, "soft_acc_blocks": [ 24.99640090625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5003690547201725, "mobile_acc_per_sec": 3601.410689453653 }, "started": "2026-08-19T07:18:58.548887699+10:00", "ended": "2026-08-19T07:19:08.60687707+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": 10224, "total_correct": 2543, "total_train": 460, "infer_ms": 720.721426, "train_ms": 1496.712849, "blocked_train": 1496712849, "duration": 9736644208, "avg_accuracy": 19.384057971014492, "soft_acc": 24.994205550724637, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1050.0537743383466, "availability": 32.502493270065465, "score": 85.303638246243, "zero_downtime": 8.123739977030603, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 77679784, "heap_mib": 74.08121490478516, "mobile_score": 237891.88238748006, "mobile_throughput": 2928354.219363314, "mobile_availability": 90641.84676370256, "mobile_accuracy": 69702.98957328893, "soft_acc_blocks": [ 24.994205550724637 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.567024635673597, "mobile_acc_per_sec": 7158.830915893823 }, "started": "2026-08-19T07:19:21.18954615+10:00", "ended": "2026-08-19T07:19:30.927082389+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": 10616, "total_correct": 2550, "total_train": 313, "infer_ms": 860.633461, "train_ms": 1336.840451, "blocked_train": 1336840451, "duration": 9768170852, "avg_accuracy": 23.863636363636363, "soft_acc": 25.025926575757577, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1086.7950776911737, "availability": 39.164672504198535, "score": 106.52028705019725, "zero_downtime": 9.801322184536641, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43913816, "heap_mib": 41.879478454589844, "mobile_score": 634628.502920157, "mobile_throughput": 6474927.473778978, "mobile_availability": 233335.99793046864, "mobile_accuracy": 149099.92036989532, "soft_acc_blocks": [ 25.025926575757577 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.561986983533729, "mobile_acc_per_sec": 15263.852632078768 }, "started": "2026-08-19T07:19:43.964034445+10:00", "ended": "2026-08-19T07:19:53.733088682+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": 5832, "total_correct": 1417, "total_train": 318, "infer_ms": 806.242792, "train_ms": 1329.977979, "blocked_train": 1329977979, "duration": 10009302306, "avg_accuracy": 26.06382978723404, "soft_acc": 24.985959340425534, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 582.6579937049211, "availability": 37.741548202557006, "score": 54.945160894800935, "zero_downtime": 9.430087888337997, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 89009520, "heap_mib": 84.88609313964844, "mobile_score": 288070.88515213394, "mobile_throughput": 3054805.9420356564, "mobile_availability": 197874.40824022208, "mobile_accuracy": 130998.38650673022, "soft_acc_blocks": [ 24.985959340425534 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.502429733, "time_to_acc50_sec": 0, "acc_per_sec": 2.4962738237457263, "mobile_acc_per_sec": 13087.664105039994 }, "started": "2026-08-19T07:20:07.488444311+10:00", "ended": "2026-08-19T07:20:17.512397503+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": 6760, "total_correct": 1654, "total_train": 443, "infer_ms": 493.045731, "train_ms": 1714.181707, "blocked_train": 1714181707, "duration": 9576476358, "avg_accuracy": 27.419354838709676, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 705.8963805985725, "availability": 22.337785518231676, "score": 39.420404869767374, "zero_downtime": 5.584446379557919, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 45788464, "heap_mib": 43.66728210449219, "mobile_score": 234859.60486773404, "mobile_throughput": 4205602.290809822, "mobile_availability": 133084.46470207555, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144188086, "time_to_acc50_sec": 0, "acc_per_sec": 2.6105635377166143, "mobile_acc_per_sec": 15553.26290979964 }, "started": "2026-08-19T07:20:29.883976151+10:00", "ended": "2026-08-19T07:20:39.725998574+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": 10232, "total_correct": 2264, "total_train": 377, "infer_ms": 704.096465, "train_ms": 1428.840746, "blocked_train": 1428840746, "duration": 9936968501, "avg_accuracy": 24.4140625, "soft_acc": 24.974819296875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1029.6902922627066, "availability": 33.01065129197561, "score": 84.89127685017654, "zero_downtime": 8.244350508892442, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 42885520, "heap_mib": 40.89881896972656, "mobile_score": 1011533.5853914854, "mobile_throughput": 12269415.089768862, "mobile_availability": 393342.91692198435, "mobile_accuracy": 297590.86498909094, "soft_acc_blocks": [ 24.974819296875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5133237862595297, "mobile_acc_per_sec": 29947.85230114628 }, "started": "2026-08-19T07:20:52.737926935+10:00", "ended": "2026-08-19T07:21:02.675671582+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": 7528, "total_correct": 1760, "total_train": 386, "infer_ms": 847.018144, "train_ms": 1554.224002, "blocked_train": 1554224002, "duration": 9314217021, "avg_accuracy": 26.428571428571427, "soft_acc": 25.01224362857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 808.2268196056885, "availability": 35.27416613984419, "score": 71.30872378969477, "zero_downtime": 8.822860372844879, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 49657424, "heap_mib": 47.35700988769531, "mobile_score": 667612.6460402051, "mobile_throughput": 7566850.407096915, "mobile_availability": 330246.82173440413, "mobile_accuracy": 234171.77120600818, "soft_acc_blocks": [ 25.01224362857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.164282722, "time_to_acc50_sec": 0, "acc_per_sec": 2.685383384580623, "mobile_acc_per_sec": 25141.32649883939 }, "started": "2026-08-19T07:21:15.648487306+10:00", "ended": "2026-08-19T07:21:24.963241723+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": 10536, "total_correct": 3368, "total_train": 485, "infer_ms": 655.436577, "train_ms": 1483.576414, "blocked_train": 1483576414, "duration": 9510106600, "avg_accuracy": 31.62878787878788, "soft_acc": 25.054170393939394, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1107.8740168906204, "availability": 30.642010112036765, "score": 85.05261194453776, "zero_downtime": 7.677101425597831, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 46261824, "heap_mib": 44.11871337890625, "mobile_score": 1013455.9957085866, "mobile_throughput": 13201023.921989763, "mobile_availability": 365119.0499458984, "mobile_accuracy": 298536.38380676584, "soft_acc_blocks": [ 25.054170393939394 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.269880855, "time_to_acc50_sec": 0, "acc_per_sec": 2.6344783973230537, "mobile_acc_per_sec": 31391.486590357028 }, "started": "2026-08-19T07:21:37.687312659+10:00", "ended": "2026-08-19T07:21:47.198225354+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": 12064, "total_correct": 3541, "total_train": 427, "infer_ms": 884.964938, "train_ms": 1391.466037, "blocked_train": 1391466037, "duration": 9463898609, "avg_accuracy": 27.4390243902439, "soft_acc": 25.01546863414634, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1274.738931430156, "availability": 38.875105273068954, "score": 123.96568114790553, "zero_downtime": 9.724789766075935, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 82491688, "heap_mib": 78.67020416259766, "mobile_score": 2954259.956257868, "mobile_throughput": 30378651.130984258, "mobile_availability": 926443.2360639443, "mobile_accuracy": 596150.455420878, "soft_acc_blocks": [ 25.01546863414634 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.286432418, "time_to_acc50_sec": 0, "acc_per_sec": 2.6432519691575176, "mobile_acc_per_sec": 62992.05856389348 }, "started": "2026-08-19T07:21:59.550873161+10:00", "ended": "2026-08-19T07:22:09.015565781+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": 5664, "total_correct": 1237, "total_train": 273, "infer_ms": 703.236134, "train_ms": 1214.959889, "blocked_train": 1214959889, "duration": 9714107099, "avg_accuracy": 25, "soft_acc": 25.008141476190477, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 583.0695443519528, "availability": 36.661327912679134, "score": 53.45766270744023, "zero_downtime": 9.168316751452906, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 99903280, "heap_mib": 95.27519226074219, "mobile_score": 19905.689677243197, "mobile_throughput": 217113.8957877817, "mobile_availability": 13651.345375484885, "mobile_accuracy": 9312.122498770563, "soft_acc_blocks": [ 25.008141476190477 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.615893068, "time_to_acc50_sec": 0, "acc_per_sec": 2.5744148403268987, "mobile_acc_per_sec": 958.6184714526343 }, "started": "2026-08-19T07:22:23.373095074+10:00", "ended": "2026-08-19T07:22:33.088029308+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": 5008, "total_correct": 1193, "total_train": 323, "infer_ms": 603.382344, "train_ms": 1351.573784, "blocked_train": 1351573784, "duration": 9759417500, "avg_accuracy": 20.5, "soft_acc": 24.981659920000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 513.145379834401, "availability": 30.86423962962713, "score": 39.565558191240335, "zero_downtime": 7.710399381167317, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 80338744, "heap_mib": 76.61699676513672, "mobile_score": 14608.272797865502, "mobile_throughput": 189461.94711452, "mobile_availability": 11395.598920378836, "mobile_accuracy": 9223.651067702085, "soft_acc_blocks": [ 24.981659920000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5597490751881455, "mobile_acc_per_sec": 945.1026219241144 }, "started": "2026-08-19T07:22:46.119932221+10:00", "ended": "2026-08-19T07:22:55.886280816+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": 6680, "total_correct": 1694, "total_train": 309, "infer_ms": 743.481315, "train_ms": 1239.655395, "blocked_train": 1239655395, "duration": 10429181646, "avg_accuracy": 20.108695652173914, "soft_acc": 25.000231913043475, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 640.51046637605, "availability": 37.490169550640815, "score": 60.03267184771479, "zero_downtime": 9.372629332253412, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 119691312, "heap_mib": 114.14653015136719, "mobile_score": 22165.077082883585, "mobile_throughput": 236487.28971504682, "mobile_availability": 13842.00423476505, "mobile_accuracy": 9230.508161426576, "soft_acc_blocks": [ 25.000231913043475 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.397142245828276, "mobile_acc_per_sec": 885.0654322400108 }, "started": "2026-08-19T07:23:08.648181863+10:00", "ended": "2026-08-19T07:23:19.286677222+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": 6104, "total_correct": 1585, "total_train": 367, "infer_ms": 732.357303, "train_ms": 1589.868346, "blocked_train": 1589868346, "duration": 9811370282, "avg_accuracy": 21.62162162162162, "soft_acc": 24.98659645945946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 622.1353210161108, "availability": 31.536870816811824, "score": 49.02420510736603, "zero_downtime": 7.879990646937808, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 46191928, "heap_mib": 44.05205535888672, "mobile_score": 18254.831283615567, "mobile_throughput": 231660.57044381724, "mobile_availability": 11743.183896878294, "mobile_accuracy": 9304.099917995087, "soft_acc_blocks": [ 24.98659645945946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.546697937320745, "mobile_acc_per_sec": 948.2977046605247 }, "started": "2026-08-19T07:23:32.00279142+10:00", "ended": "2026-08-19T07:23:41.81467816+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": 6152, "total_correct": 1500, "total_train": 304, "infer_ms": 712.417862, "train_ms": 1625.885948, "blocked_train": 1625885948, "duration": 9525165768, "avg_accuracy": 22.2972972972973, "soft_acc": 24.992365405405405, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 645.8680247505798, "availability": 30.467292528595756, "score": 49.17960187159696, "zero_downtime": 7.614497077880432, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 43036384, "heap_mib": 41.042694091796875, "mobile_score": 9156.34769391187, "mobile_throughput": 120248.88315356249, "mobile_availability": 5672.455918051282, "mobile_accuracy": 4653.124031842752, "soft_acc_blocks": [ 24.992365405405405 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6238247201290497, "mobile_acc_per_sec": 488.5084569840267 }, "started": "2026-08-19T07:23:54.092237357+10:00", "ended": "2026-08-19T07:24:03.617906198+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": 5416, "total_correct": 1605, "total_train": 287, "infer_ms": 760.468739, "train_ms": 1497.163795, "blocked_train": 1497163795, "duration": 9869731401, "avg_accuracy": 27.84090909090909, "soft_acc": 25.01585122727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 548.7484694316253, "availability": 33.68434532845016, "score": 46.23988213471719, "zero_downtime": 8.426425714245886, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 82632696, "heap_mib": 78.80467987060547, "mobile_score": 275488.8105073478, "mobile_throughput": 3269343.6084246356, "mobile_availability": 200685.20504048272, "mobile_accuracy": 149039.89327550415, "soft_acc_blocks": [ 25.01585122727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.301973615, "time_to_acc50_sec": 0, "acc_per_sec": 2.534603041450361, "mobile_acc_per_sec": 15100.704084044624 }, "started": "2026-08-19T07:24:16.337609521+10:00", "ended": "2026-08-19T07:24:26.255789102+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": 3096, "total_correct": 791, "total_train": 277, "infer_ms": 741.674839, "train_ms": 1720.564428, "blocked_train": 1720564428, "duration": 9277652284, "avg_accuracy": 27.38095238095238, "soft_acc": 25.000969476190477, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 333.70511258966684, "availability": 30.12196454423615, "score": 25.13060842741129, "zero_downtime": 7.530783161333398, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 43047664, "heap_mib": 41.05345153808594, "mobile_score": 99815.7305393228, "mobile_throughput": 1325436.2581016005, "mobile_availability": 119640.7920224885, "mobile_accuracy": 99300.820338886, "soft_acc_blocks": [ 25.000969476190477 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.114508393, "time_to_acc50_sec": 0, "acc_per_sec": 2.694751722836876, "mobile_acc_per_sec": 10703.227206535606 }, "started": "2026-08-19T07:24:38.928773445+10:00", "ended": "2026-08-19T07:24:48.207199635+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": 2384, "total_correct": 520, "total_train": 213, "infer_ms": 505.40513, "train_ms": 1189.10507, "blocked_train": 1189105070, "duration": 10015818255, "avg_accuracy": 19.375, "soft_acc": 24.9920366, "adapt_pct": 24.9920366, "stability": 100, "consistency": 100, "throughput": 238.02348837648714, "availability": 29.826030554433956, "score": 17.742586139228322, "zero_downtime": 7.454132472491317, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 162321224, "heap_mib": 154.80158233642578, "mobile_score": 70471.40152851318, "mobile_throughput": 945400.4444994825, "mobile_availability": 118465.37808578083, "mobile_accuracy": 99265.3400374303, "soft_acc_blocks": [ 24.9920366 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4952565994818965, "mobile_acc_per_sec": 9910.8567577967 }, "started": "2026-08-19T07:25:02.4899487+10:00", "ended": "2026-08-19T07:25:12.50639206+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": 3888, "total_correct": 911, "total_train": 274, "infer_ms": 880.166717, "train_ms": 1649.255954, "blocked_train": 1649255954, "duration": 9674753064, "avg_accuracy": 25, "soft_acc": 24.99596242105263, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 401.8707221032179, "availability": 34.79713877364863, "score": 34.95423208449876, "zero_downtime": 8.697879731462747, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 46447088, "heap_mib": 44.29539489746094, "mobile_score": 127264.47521609504, "mobile_throughput": 1463166.6468753603, "mobile_availability": 126692.51592610205, "mobile_accuracy": 91007.52184589473, "soft_acc_blocks": [ 24.99596242105263 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118357976, "time_to_acc50_sec": 0, "acc_per_sec": 2.5836279495404626, "mobile_acc_per_sec": 9406.702294504654 }, "started": "2026-08-19T07:25:25.346825855+10:00", "ended": "2026-08-19T07:25:35.022350065+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": 3152, "total_correct": 651, "total_train": 282, "infer_ms": 611.227892, "train_ms": 1579.539637, "blocked_train": 1579539637, "duration": 10216075169, "avg_accuracy": 20.454545454545453, "soft_acc": 24.980262272727273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 308.5333602051534, "availability": 27.900171237201132, "score": 21.503343455984997, "zero_downtime": 6.969535949592861, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 76901328, "heap_mib": 73.33882141113281, "mobile_score": 102490.40848955874, "mobile_throughput": 1470548.5305021768, "mobile_availability": 132979.31797827006, "mobile_accuracy": 119062.28860403306, "soft_acc_blocks": [ 24.980262272727273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.445191706158175, "mobile_acc_per_sec": 11654.406083984157 }, "started": "2026-08-19T07:25:47.872128062+10:00", "ended": "2026-08-19T07:25:58.244964021+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": 3168, "total_correct": 845, "total_train": 309, "infer_ms": 629.254373, "train_ms": 1728.66062, "blocked_train": 1728660620, "duration": 9963558317, "avg_accuracy": 26.5625, "soft_acc": 25.00682425, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 317.95869499701746, "availability": 26.686898165034904, "score": 21.219118887404004, "zero_downtime": 6.673545721906754, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 43070072, "heap_mib": 41.07482147216797, "mobile_score": 91187.94592819075, "mobile_throughput": 1366409.2482180023, "mobile_availability": 114685.41364876901, "mobile_accuracy": 107465.39239659016, "soft_acc_blocks": [ 25.00682425 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136610061, "time_to_acc50_sec": 0, "acc_per_sec": 2.5098286630523265, "mobile_acc_per_sec": 10785.84467290474 }, "started": "2026-08-19T07:26:11.419217959+10:00", "ended": "2026-08-19T07:26:21.404480339+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": 3864, "total_correct": 987, "total_train": 214, "infer_ms": 680.541193, "train_ms": 1147.071739, "blocked_train": 1147071739, "duration": 10113147480, "avg_accuracy": 21.875, "soft_acc": 24.9942451875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 382.07689620284265, "availability": 37.23661509963534, "score": 35.559938290121856, "zero_downtime": 9.307010877528503, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 80952992, "heap_mib": 77.20278930664062, "mobile_score": 282479.5291856274, "mobile_throughput": 3035126.238733272, "mobile_availability": 295798.64329329715, "mobile_accuracy": 198548.22455854545, "soft_acc_blocks": [ 24.9942451875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4714605652621215, "mobile_acc_per_sec": 19632.683588487078 }, "started": "2026-08-19T07:26:34.775431616+10:00", "ended": "2026-08-19T07:26:44.916470816+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": 4160, "total_correct": 1091, "total_train": 328, "infer_ms": 655.28498, "train_ms": 1619.077279, "blocked_train": 1619077279, "duration": 9458101649, "avg_accuracy": 25.5, "soft_acc": 24.991894600000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 439.8345624081799, "availability": 28.81181207641557, "score": 31.670805380016763, "zero_downtime": 7.200617706487851, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 45803168, "heap_mib": 43.681304931640625, "mobile_score": 212879.78475741317, "mobile_throughput": 2956410.03917769, "mobile_availability": 193662.65807589443, "mobile_accuracy": 167986.5440518564, "soft_acc_blocks": [ 24.991894600000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134543394, "time_to_acc50_sec": 0, "acc_per_sec": 2.642379573351528, "mobile_acc_per_sec": 17761.12694555546 }, "started": "2026-08-19T07:26:57.693151677+10:00", "ended": "2026-08-19T07:27:07.151818586+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": 18184, "total_correct": 5242, "total_train": 412, "infer_ms": 519.969816, "train_ms": 1605.33364, "blocked_train": 1605333640, "duration": 9730167279, "avg_accuracy": 19.976635514018692, "soft_acc": 24.603323467289723, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1868.827069319288, "availability": 24.465674044431612, "score": 112.49159584650936, "zero_downtime": 6.019368923604253, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 48971912, "heap_mib": 46.70325469970703, "mobile_score": 153588.52552910076, "mobile_throughput": 2551571.891977268, "mobile_availability": 33403.80029533063, "mobile_accuracy": 33591.7376406729, "soft_acc_blocks": [ 24.603323467289723 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5285612016547248, "mobile_acc_per_sec": 3452.328893992584 }, "started": "2026-08-19T07:27:19.665989157+10:00", "ended": "2026-08-19T07:27:29.396776905+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": 21304, "total_correct": 6237, "total_train": 406, "infer_ms": 447.027324, "train_ms": 1322.386046, "blocked_train": 1322386046, "duration": 10266843341, "avg_accuracy": 27.03488372093023, "soft_acc": 25.37256475581395, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2075.0292268436397, "availability": 25.264154299907883, "score": 133.01277461595527, "zero_downtime": 6.410163909752883, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 79821880, "heap_mib": 76.12407684326172, "mobile_score": 363213.5498846352, "mobile_throughput": 5666213.142101032, "mobile_availability": 68987.9840082818, "mobile_accuracy": 69284.01682654263, "soft_acc_blocks": [ 25.37256475581395 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.404311794, "time_to_acc50_sec": 0, "acc_per_sec": 2.4713111823271126, "mobile_acc_per_sec": 6748.327068541235 }, "started": "2026-08-19T07:27:43.500090053+10:00", "ended": "2026-08-19T07:27:53.77015756+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": 21984, "total_correct": 6078, "total_train": 368, "infer_ms": 680.460901, "train_ms": 1547.22284, "blocked_train": 1547222840, "duration": 9560834749, "avg_accuracy": 22.52252252252252, "soft_acc": 24.922211702702704, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2299.3808152891024, "availability": 30.54566895992801, "score": 175.04395813279518, "zero_downtime": 7.612656284200005, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 45989640, "heap_mib": 43.85913848876953, "mobile_score": 955973.4033492388, "mobile_throughput": 12557685.092565551, "mobile_availability": 166820.08007982015, "mobile_accuracy": 136108.50551236037, "soft_acc_blocks": [ 24.922211702702704 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6066983016633984, "mobile_acc_per_sec": 14236.048324817706 }, "started": "2026-08-19T07:28:06.293026022+10:00", "ended": "2026-08-19T07:28:15.854461708+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": 19816, "total_correct": 5854, "total_train": 420, "infer_ms": 519.972279, "train_ms": 1638.339971, "blocked_train": 1638339971, "duration": 9308839570, "avg_accuracy": 30.625, "soft_acc": 25.021251208333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2128.7293492372432, "availability": 24.091615057089168, "score": 128.32030592534989, "zero_downtime": 6.0280235235789394, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 42431736, "heap_mib": 40.46605682373047, "mobile_score": 700799.9640936442, "mobile_throughput": 11625700.55263433, "mobile_availability": 131572.3403651163, "mobile_accuracy": 136649.3932657778, "soft_acc_blocks": [ 25.021251208333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.126807663, "time_to_acc50_sec": 0, "acc_per_sec": 2.687902291169611, "mobile_acc_per_sec": 14679.530379507634 }, "started": "2026-08-19T07:28:28.813679296+10:00", "ended": "2026-08-19T07:28:38.123168918+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": 21736, "total_correct": 5850, "total_train": 403, "infer_ms": 671.361117, "train_ms": 1630.775868, "blocked_train": 1630775868, "duration": 9488238529, "avg_accuracy": 22.5765306122449, "soft_acc": 25.053657806122448, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2290.8361687541633, "availability": 29.16251818959418, "score": 167.37484790017513, "zero_downtime": 7.306277514869141, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 57720072, "heap_mib": 55.04615020751953, "mobile_score": 1828179.671997646, "mobile_throughput": 25022039.859245475, "mobile_availability": 318532.4653455407, "mobile_accuracy": 273652.7529970068, "soft_acc_blocks": [ 25.053657806122448 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6404962026985364, "mobile_acc_per_sec": 28841.259856675213 }, "started": "2026-08-19T07:28:51.476513755+10:00", "ended": "2026-08-19T07:29:00.977458275+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": 16624, "total_correct": 4676, "total_train": 421, "infer_ms": 494.278725, "train_ms": 1666.242332, "blocked_train": 1666242332, "duration": 9363985233, "avg_accuracy": 29.86725663716814, "soft_acc": 25.313445805309733, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1775.3124963733057, "availability": 22.87775550247738, "score": 102.81097839871268, "zero_downtime": 5.791148240590877, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 43026840, "heap_mib": 41.033592224121094, "mobile_score": 1122970.0467230056, "mobile_throughput": 19391146.627053495, "mobile_availability": 249886.0974350596, "mobile_accuracy": 276490.3307161298, "soft_acc_blocks": [ 25.313445805309733 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.150049278, "time_to_acc50_sec": 0, "acc_per_sec": 2.7032769889578203, "mobile_acc_per_sec": 29526.99345805662 }, "started": "2026-08-19T07:29:13.933851099+10:00", "ended": "2026-08-19T07:29:23.298464249+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": 13592, "total_correct": 3977, "total_train": 388, "infer_ms": 475.668857, "train_ms": 1509.312633, "blocked_train": 1509312633, "duration": 9630748885, "avg_accuracy": 22.641509433962263, "soft_acc": 24.731360311320756, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1411.3128856645503, "availability": 23.96339005659947, "score": 83.64106776737331, "zero_downtime": 5.926472337704825, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 79871984, "heap_mib": 76.17185974121094, "mobile_score": 114197.93785838703, "mobile_throughput": 1926912.526560666, "mobile_availability": 32718.015223943807, "mobile_accuracy": 33766.55061172327, "soft_acc_blocks": [ 24.731360311320756 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.567958172997339, "mobile_acc_per_sec": 3506.118892199034 }, "started": "2026-08-19T07:29:35.514589367+10:00", "ended": "2026-08-19T07:29:45.145836899+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": 11408, "total_correct": 3177, "total_train": 304, "infer_ms": 478.111701, "train_ms": 1343.439707, "blocked_train": 1343439707, "duration": 10074179056, "avg_accuracy": 29.166666666666668, "soft_acc": 25.002570714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1132.3999639658578, "availability": 26.247499735675863, "score": 74.31431023584372, "zero_downtime": 6.562549682144313, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 80001528, "heap_mib": 76.29540252685547, "mobile_score": 202927.6098173439, "mobile_throughput": 3092206.8349361024, "mobile_availability": 71673.17261155222, "mobile_accuracy": 68273.68643047618, "soft_acc_blocks": [ 25.002570714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.46475643, "time_to_acc50_sec": 0, "acc_per_sec": 2.481846964929081, "mobile_acc_per_sec": 6777.096778899678 }, "started": "2026-08-19T07:29:58.958926152+10:00", "ended": "2026-08-19T07:30:09.033539062+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": 13872, "total_correct": 3863, "total_train": 325, "infer_ms": 487.39163, "train_ms": 1246.449318, "blocked_train": 1246449318, "duration": 10074943684, "avg_accuracy": 23.097826086956523, "soft_acc": 24.68758432608696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1376.8811454529614, "availability": 28.110515590383898, "score": 95.55289743037136, "zero_downtime": 6.939807240873846, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 119855920, "heap_mib": 114.30351257324219, "mobile_score": 521846.2238330681, "mobile_throughput": 7519606.89570044, "mobile_availability": 153520.89581094994, "mobile_accuracy": 134827.12719953625, "soft_acc_blocks": [ 24.68758432608696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.450394275185207, "mobile_acc_per_sec": 13382.419934878142 }, "started": "2026-08-19T07:30:21.57407949+10:00", "ended": "2026-08-19T07:30:31.650452966+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": 25832, "total_correct": 8060, "total_train": 477, "infer_ms": 568.963643, "train_ms": 1581.375084, "blocked_train": 1581375084, "duration": 9982707266, "avg_accuracy": 23.202614379084967, "soft_acc": 24.898985784313727, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2587.674797194639, "availability": 26.45925666761244, "score": 170.4782554348443, "zero_downtime": 6.588086556303904, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 46001968, "heap_mib": 43.87089538574219, "mobile_score": 1862077.1580296594, "mobile_throughput": 28264309.25149131, "mobile_availability": 289005.6408281081, "mobile_accuracy": 271963.3220601307, "soft_acc_blocks": [ 24.898985784313727 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4942117524688845, "mobile_acc_per_sec": 27243.443568300136 }, "started": "2026-08-19T07:30:44.507092774+10:00", "ended": "2026-08-19T07:30:54.490406551+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": 17056, "total_correct": 4879, "total_train": 423, "infer_ms": 562.009937, "train_ms": 1543.906325, "blocked_train": 1543906325, "duration": 9991072988, "avg_accuracy": 27.314814814814813, "soft_acc": 24.70556251851852, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1707.1239516001424, "availability": 26.687192987733344, "score": 112.55445739985201, "zero_downtime": 6.593221148022152, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 72866016, "heap_mib": 69.49044799804688, "mobile_score": 152090.08082797323, "mobile_throughput": 2306764.4390116893, "mobile_availability": 36061.27586895036, "mobile_accuracy": 33383.582375538754, "soft_acc_blocks": [ 24.70556251851852 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.250852772, "time_to_acc50_sec": 0, "acc_per_sec": 2.472763690966094, "mobile_acc_per_sec": 3341.341056724824 }, "started": "2026-08-19T07:31:07.301932285+10:00", "ended": "2026-08-19T07:31:17.293636367+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": 17496, "total_correct": 4991, "total_train": 341, "infer_ms": 557.479609, "train_ms": 1481.959339, "blocked_train": 1481959339, "duration": 10571398478, "avg_accuracy": 20.58080808080808, "soft_acc": 24.59411824242424, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1655.031738365619, "availability": 27.334949621644668, "score": 111.26430541418662, "zero_downtime": 6.722789831454387, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 83474896, "heap_mib": 79.60786437988281, "mobile_score": 297625.20488261775, "mobile_throughput": 4427108.571654254, "mobile_availability": 73119.31666955531, "mobile_accuracy": 65787.76053614347, "soft_acc_blocks": [ 24.59411824242424 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.326477267279891, "mobile_acc_per_sec": 6223.1842525899965 }, "started": "2026-08-19T07:31:30.736978165+10:00", "ended": "2026-08-19T07:31:41.348487687+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": 19608, "total_correct": 5537, "total_train": 410, "infer_ms": 612.744909, "train_ms": 1699.704402, "blocked_train": 1699704402, "duration": 9905836824, "avg_accuracy": 25.885826771653544, "soft_acc": 25.214502692913385, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1979.439026543771, "availability": 26.49765796315005, "score": 132.25132302333128, "zero_downtime": 6.6812526806774475, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 64163984, "heap_mib": 61.19154357910156, "mobile_score": 693377.8164525632, "mobile_throughput": 10377961.283485806, "mobile_availability": 138924.04098184014, "mobile_accuracy": 132196.61187862174, "soft_acc_blocks": [ 25.214502692913385 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.203248291, "time_to_acc50_sec": 0, "acc_per_sec": 2.545418740577609, "mobile_acc_per_sec": 13345.325006599536 }, "started": "2026-08-19T07:31:54.029126835+10:00", "ended": "2026-08-19T07:32:04.008380173+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": 20864, "total_correct": 5918, "total_train": 492, "infer_ms": 481.049705, "train_ms": 1659.441433, "blocked_train": 1659441433, "duration": 9732212956, "avg_accuracy": 23.53515625, "soft_acc": 25.106614640625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2143.808411748445, "availability": 22.473800356374102, "score": 120.96246986486993, "zero_downtime": 5.642410450578255, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 45845184, "heap_mib": 43.72137451171875, "mobile_score": 1219599.450009864, "mobile_throughput": 21614865.857284013, "mobile_availability": 226591.22771620512, "mobile_accuracy": 253136.47647507692, "soft_acc_blocks": [ 25.106614640625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.579743656877806, "mobile_acc_per_sec": 26010.1661995606 }, "started": "2026-08-19T07:32:18.41320127+10:00", "ended": "2026-08-19T07:32:28.146071413+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": 21120, "total_correct": 4356, "total_train": 366, "infer_ms": 478.070412, "train_ms": 1444.935851, "blocked_train": 1444935851, "duration": 10204085003, "avg_accuracy": 24.252136752136753, "soft_acc": 25.331045418803416, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2069.7593163709166, "availability": 24.86057488206943, "score": 130.34192383978888, "zero_downtime": 6.297443514752641, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 83055680, "heap_mib": 79.20806884765625, "mobile_score": 2847362.7735881344, "mobile_throughput": 45214582.185894795, "mobile_availability": 543087.5451571007, "mobile_accuracy": 553365.1308555669, "soft_acc_blocks": [ 25.331045418803416 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4824416311071587, "mobile_acc_per_sec": 54229.76491207958 }, "started": "2026-08-19T07:32:41.534097818+10:00", "ended": "2026-08-19T07:32:51.73861105+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": 13512, "total_correct": 3422, "total_train": 432, "infer_ms": 441.173046, "train_ms": 1715.68654, "blocked_train": 1715686540, "duration": 9505900590, "avg_accuracy": 28.434065934065934, "soft_acc": 25.062446593406595, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1421.4329165417878, "availability": 20.45441663720802, "score": 72.86801359639048, "zero_downtime": 5.126377245693132, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 43310488, "heap_mib": 41.304100036621094, "mobile_score": 1364422.3254437277, "mobile_throughput": 26615722.176709317, "mobile_availability": 383000.18535316136, "mobile_accuracy": 469283.5714129984, "soft_acc_blocks": [ 25.062446593406595 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.119538078, "time_to_acc50_sec": 0, "acc_per_sec": 2.63651469485929, "mobile_acc_per_sec": 49367.60772637098 }, "started": "2026-08-19T07:33:04.73277347+10:00", "ended": "2026-08-19T07:33:14.239130727+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": 22168, "total_correct": 5523, "total_train": 430, "infer_ms": 590.496315, "train_ms": 1629.12566, "blocked_train": 1629125660, "duration": 9821615444, "avg_accuracy": 24.436936936936938, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2257.0625093596364, "availability": 26.603463186563555, "score": 150.1141984438046, "zero_downtime": 6.650865796640889, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 46264680, "heap_mib": 44.121437072753906, "mobile_score": 3279294.7030710597, "mobile_throughput": 49306282.87113104, "mobile_availability": 581161.5211315431, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.545406113947623, "mobile_acc_per_sec": 55605.24502789048 }, "started": "2026-08-19T07:33:27.640472221+10:00", "ended": "2026-08-19T07:33:37.462743498+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": 22864, "total_correct": 4416, "total_train": 437, "infer_ms": 504.010237, "train_ms": 1563.092774, "blocked_train": 1563092774, "duration": 10282360458, "avg_accuracy": 18.43220338983051, "soft_acc": 24.37568065254237, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2223.6139350873555, "availability": 24.382444141290065, "score": 132.1579753034929, "zero_downtime": 5.943386719165392, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 43142232, "heap_mib": 41.143638610839844, "mobile_score": 5774070.046326473, "mobile_throughput": 97151175.23325662, "mobile_availability": 1065285.2394957237, "mobile_accuracy": 1064989.7381633446, "soft_acc_blocks": [ 24.37568065254237 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.370630824712756, "mobile_acc_per_sec": 103574.44115225012 }, "started": "2026-08-19T07:33:50.776205241+10:00", "ended": "2026-08-19T07:34:01.347958733+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": 12520, "total_correct": 3485, "total_train": 391, "infer_ms": 443.158271, "train_ms": 1717.000639, "blocked_train": 1717000639, "duration": 10176878469, "avg_accuracy": 34.94318181818182, "soft_acc": 25.231103386363635, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1230.239708387737, "availability": 20.515077337527913, "score": 63.67942632425478, "zero_downtime": 5.176180372824124, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 46115952, "heap_mib": 43.97959899902344, "mobile_score": 2086647.4417931805, "mobile_throughput": 40312494.764449365, "mobile_availability": 672238.0541961147, "mobile_accuracy": 826772.7957643636, "soft_acc_blocks": [ 25.231103386363635 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122771724, "time_to_acc50_sec": 0, "acc_per_sec": 2.4792576096118886, "mobile_acc_per_sec": 81240.31335176236 }, "started": "2026-08-19T07:34:14.351537643+10:00", "ended": "2026-08-19T07:34:24.529005592+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": 29552, "total_correct": 8232, "total_train": 456, "infer_ms": 655.683623, "train_ms": 1472.575948, "blocked_train": 1472575948, "duration": 10081172888, "avg_accuracy": 26.026119402985074, "soft_acc": 24.696057037313434, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2931.4049395162006, "availability": 30.80844235047493, "score": 223.03507991737197, "zero_downtime": 7.608470495181116, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 50562776, "heap_mib": 48.220420837402344, "mobile_score": 9744551.33164326, "mobile_throughput": 128075036.07742248, "mobile_availability": 1346041.3852538166, "mobile_accuracy": 1078987.1959982489, "soft_acc_blocks": [ 24.696057037313434 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.167071049, "time_to_acc50_sec": 0, "acc_per_sec": 2.449720614027965, "mobile_acc_per_sec": 107029.9267739578 }, "started": "2026-08-19T07:34:37.79810357+10:00", "ended": "2026-08-19T07:34:47.952682502+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": 22984, "total_correct": 5651, "total_train": 457, "infer_ms": 590.026877, "train_ms": 1598.36073, "blocked_train": 1598360730, "duration": 9539917182, "avg_accuracy": 24.89406779661017, "soft_acc": 25.65166709322034, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2409.2452336343563, "availability": 26.961717161652707, "score": 166.62653066453197, "zero_downtime": 6.916129928922809, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 45866408, "heap_mib": 43.741615295410156, "mobile_score": 14560048.418174356, "mobile_throughput": 210523060.84194824, "mobile_availability": 2355950.7945414293, "mobile_accuracy": 2241476.8728283844, "soft_acc_blocks": [ 25.65166709322034 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.6888773354993196, "mobile_acc_per_sec": 234957.68674571122 }, "started": "2026-08-19T07:35:01.029949163+10:00", "ended": "2026-08-19T07:35:10.570264627+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": 10320, "total_correct": 3133, "total_train": 295, "infer_ms": 509.679353, "train_ms": 1480.823299, "blocked_train": 1480823299, "duration": 10731321969, "avg_accuracy": 35.416666666666664, "soft_acc": 25.833138333333334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 961.6708947706347, "availability": 25.605560107538103, "score": 63.611834737231504, "zero_downtime": 6.614719763605134, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 94331848, "heap_mib": 89.96186065673828, "mobile_score": 86851.35836123342, "mobile_throughput": 1313001.32832684, "mobile_availability": 34960.124733492026, "mobile_accuracy": 35270.84487111111, "soft_acc_blocks": [ 25.833138333333334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.414673872, "time_to_acc50_sec": 0, "acc_per_sec": 2.4072652379602957, "mobile_acc_per_sec": 3286.71947156179 }, "started": "2026-08-19T07:35:24.729103152+10:00", "ended": "2026-08-19T07:35:35.488957257+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": 11920, "total_correct": 3725, "total_train": 350, "infer_ms": 430.273879, "train_ms": 1483.45886, "blocked_train": 1483458860, "duration": 10084738812, "avg_accuracy": 26.805555555555557, "soft_acc": 25.306488577777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1181.9840079364467, "availability": 22.4834884323939, "score": 67.25230661312901, "zero_downtime": 5.689781432029751, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 43085824, "heap_mib": 41.08984375, "mobile_score": 90875.19930305201, "mobile_throughput": 1597165.0297757313, "mobile_availability": 30380.987585677663, "mobile_accuracy": 34195.58835944834, "soft_acc_blocks": [ 25.306488577777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.378628453, "time_to_acc50_sec": 0, "acc_per_sec": 2.509384630533531, "mobile_acc_per_sec": 3390.825384466917 }, "started": "2026-08-19T07:35:48.258552696+10:00", "ended": "2026-08-19T07:35:58.438333907+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": 13272, "total_correct": 3963, "total_train": 370, "infer_ms": 502.613599, "train_ms": 1629.938032, "blocked_train": 1629938032, "duration": 10475323877, "avg_accuracy": 25.986842105263158, "soft_acc": 24.839282328947366, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1266.977532708128, "availability": 23.568648547295123, "score": 74.17245225950927, "zero_downtime": 5.8542831537799875, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 42609824, "heap_mib": 40.635894775390625, "mobile_score": 100226.09961400411, "mobile_throughput": 1712013.1872898943, "mobile_availability": 31847.3185813512, "mobile_accuracy": 33564.2723032968, "soft_acc_blocks": [ 24.839282328947366 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.130890318, "time_to_acc50_sec": 0, "acc_per_sec": 2.3712185532979455, "mobile_acc_per_sec": 3204.1274043079206 }, "started": "2026-08-19T07:36:11.407902474+10:00", "ended": "2026-08-19T07:36:21.894869268+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": 13064, "total_correct": 4048, "total_train": 388, "infer_ms": 638.95929, "train_ms": 1710.819703, "blocked_train": 1710819703, "duration": 10725230445, "avg_accuracy": 24.353448275862068, "soft_acc": 25.037078844827583, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1218.0624059308966, "availability": 27.192314336942413, "score": 82.92765187209427, "zero_downtime": 6.808161180273626, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 42969648, "heap_mib": 40.97904968261719, "mobile_score": 113223.88735603272, "mobile_throughput": 1663061.2048976508, "mobile_availability": 37126.57317470537, "mobile_accuracy": 34183.95831613793, "soft_acc_blocks": [ 25.037078844827583 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3344094071656643, "mobile_acc_per_sec": 3187.246977250187 }, "started": "2026-08-19T07:36:35.05274841+10:00", "ended": "2026-08-19T07:36:46.029109074+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": 12536, "total_correct": 3978, "total_train": 352, "infer_ms": 502.925769, "train_ms": 1686.000487, "blocked_train": 1686000487, "duration": 9969962441, "avg_accuracy": 24.342105263157894, "soft_acc": 25.23525380263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1257.3768531411463, "availability": 22.97591193953863, "score": 72.90308327806181, "zero_downtime": 5.798029691411704, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 46087664, "heap_mib": 43.95262145996094, "mobile_score": 49768.50485115687, "mobile_throughput": 858369.2650776892, "mobile_availability": 15684.889217391705, "mobile_accuracy": 17227.266595929825, "soft_acc_blocks": [ 25.23525380263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.531128271743063, "mobile_acc_per_sec": 1727.9169001765977 }, "started": "2026-08-19T07:36:59.222083369+10:00", "ended": "2026-08-19T07:37:09.224886124+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": 12992, "total_correct": 2789, "total_train": 334, "infer_ms": 506.859529, "train_ms": 1502.831832, "blocked_train": 1502831832, "duration": 10750980907, "avg_accuracy": 19.545454545454547, "soft_acc": 24.78900001818182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1208.4478720951745, "availability": 25.220764682383486, "score": 75.55186322239801, "zero_downtime": 6.2519753617016365, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 83760912, "heap_mib": 79.88063049316406, "mobile_score": 1650455.636047692, "mobile_throughput": 26398946.581876453, "mobile_availability": 550956.0114082281, "mobile_accuracy": 541523.9683971879, "soft_acc_blocks": [ 24.78900001818182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3057430975476496, "mobile_acc_per_sec": 50369.72654696092 }, "started": "2026-08-19T07:37:22.717052405+10:00", "ended": "2026-08-19T07:37:33.541212378+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": 8616, "total_correct": 2534, "total_train": 252, "infer_ms": 563.146796, "train_ms": 1643.700224, "blocked_train": 1643700224, "duration": 9869744045, "avg_accuracy": 24.20212765957447, "soft_acc": 25.175428510638298, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 872.9709666954184, "availability": 25.51816192497113, "score": 56.082331539928646, "zero_downtime": 6.424306612650029, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 58367992, "heap_mib": 55.66405487060547, "mobile_score": 816758.1510668364, "mobile_throughput": 12713561.171855764, "mobile_availability": 371635.1688699795, "mobile_accuracy": 366643.75174959813, "soft_acc_blocks": [ 25.175428510638298 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.550768124872715, "mobile_acc_per_sec": 37148.253295924056 }, "started": "2026-08-19T07:37:46.487546654+10:00", "ended": "2026-08-19T07:37:56.51705732+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": 7632, "total_correct": 2182, "total_train": 259, "infer_ms": 529.369978, "train_ms": 1603.112614, "blocked_train": 1603112614, "duration": 10247061609, "avg_accuracy": 29.25, "soft_acc": 25.36710286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 744.7988790559052, "availability": 24.82411720432933, "score": 46.90117221622693, "zero_downtime": 6.297159345309177, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 50760544, "heap_mib": 48.409027099609375, "mobile_score": 683047.8271916996, "mobile_throughput": 10846919.85284618, "mobile_availability": 361527.4100228727, "mobile_accuracy": 369435.2117851022, "soft_acc_blocks": [ 25.36710286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.2076873, "time_to_acc50_sec": 0, "acc_per_sec": 2.4755489747148647, "mobile_acc_per_sec": 36052.795023758525 }, "started": "2026-08-19T07:38:09.859446711+10:00", "ended": "2026-08-19T07:38:20.10714681+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": 4968, "total_correct": 1269, "total_train": 202, "infer_ms": 346.479548, "train_ms": 1113.201558, "blocked_train": 1113201558, "duration": 10677689175, "avg_accuracy": 25, "soft_acc": 25.127957642857144, "adapt_pct": 25.127957642857144, "stability": 100, "consistency": 100, "throughput": 465.2692093371411, "availability": 23.736660464796067, "score": 27.75115873469537, "zero_downtime": 5.964537987422773, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 144597608, "heap_mib": 137.8990249633789, "mobile_score": 363739.9877673992, "mobile_throughput": 6098376.580623776, "mobile_availability": 311121.15604417503, "mobile_accuracy": 329357.16641645716, "soft_acc_blocks": [ 25.127957642857144 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.803976594, "time_to_acc50_sec": 0, "acc_per_sec": 2.3533142078802967, "mobile_acc_per_sec": 30845.359985528623 }, "started": "2026-08-19T07:38:34.696418434+10:00", "ended": "2026-08-19T07:38:45.374838234+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": 8040, "total_correct": 1952, "total_train": 264, "infer_ms": 524.667055, "train_ms": 1441.394533, "blocked_train": 1441394533, "duration": 10372517806, "avg_accuracy": 23.275862068965516, "soft_acc": 24.981648603448278, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 775.1252058925605, "availability": 26.68619631258469, "score": 51.674898401256776, "zero_downtime": 6.66665178843628, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 77049360, "heap_mib": 73.47999572753906, "mobile_score": 903084.3044332705, "mobile_throughput": 13546294.798233293, "mobile_availability": 466375.08307774673, "mobile_accuracy": 436585.952766823, "soft_acc_blocks": [ 24.981648603448278 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4084459598611248, "mobile_acc_per_sec": 42090.64384678898 }, "started": "2026-08-19T07:38:58.416773335+10:00", "ended": "2026-08-19T07:39:08.789982911+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": 9992, "total_correct": 3046, "total_train": 299, "infer_ms": 542.262432, "train_ms": 1473.081319, "blocked_train": 1473081319, "duration": 9798761270, "avg_accuracy": 28.90625, "soft_acc": 25.558815541666664, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1019.7207304755574, "availability": 26.90669677224707, "score": 70.12653110567219, "zero_downtime": 6.877032996374208, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 85983448, "heap_mib": 82.00020599365234, "mobile_score": 1081367.6100097252, "mobile_throughput": 15724333.598222619, "mobile_availability": 414907.59521552565, "mobile_accuracy": 394122.94949145097, "soft_acc_blocks": [ 25.558815541666664 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.314493762, "time_to_acc50_sec": 0, "acc_per_sec": 2.608372103106321, "mobile_acc_per_sec": 40221.71156451196 }, "started": "2026-08-19T07:39:21.945558377+10:00", "ended": "2026-08-19T07:39:31.744836053+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": 9696, "total_correct": 2395, "total_train": 264, "infer_ms": 481.168243, "train_ms": 1488.832499, "blocked_train": 1488832499, "duration": 10067773257, "avg_accuracy": 25, "soft_acc": 24.917804294117644, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 963.0729410059457, "availability": 24.424774709044243, "score": 58.613751390486954, "zero_downtime": 6.086117561278787, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 80120120, "heap_mib": 76.40850067138672, "mobile_score": 1707249.249389757, "mobile_throughput": 28051532.56078474, "mobile_availability": 711423.1268141882, "mobile_accuracy": 725783.6543196862, "soft_acc_blocks": [ 24.917804294117644 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.334882929, "time_to_acc50_sec": 0, "acc_per_sec": 2.4750065042230265, "mobile_acc_per_sec": 72089.78944922678 }, "started": "2026-08-19T07:39:45.050379542+10:00", "ended": "2026-08-19T07:39:55.118770455+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": 10960, "total_correct": 2656, "total_train": 286, "infer_ms": 488.527883, "train_ms": 1477.879579, "blocked_train": 1477879579, "duration": 10383635297, "avg_accuracy": 16.836734693877553, "soft_acc": 24.441473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1055.5070249016278, "availability": 24.843675201635296, "score": 64.09207712190378, "zero_downtime": 6.072160166615386, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 72089280, "heap_mib": 68.74969482421875, "mobile_score": 1527395.769549486, "mobile_throughput": 25154075.77598294, "mobile_availability": 592056.399277953, "mobile_accuracy": 582471.4089192727, "soft_acc_blocks": [ 24.441473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3538454790550603, "mobile_acc_per_sec": 56095.13356921906 }, "started": "2026-08-19T07:40:08.49569962+10:00", "ended": "2026-08-19T07:40:18.997559922+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": 6480, "total_correct": 1699, "total_train": 220, "infer_ms": 545.678829, "train_ms": 1660.40251, "blocked_train": 1660402510, "duration": 9935182569, "avg_accuracy": 28.431372549019606, "soft_acc": 25.005377392156863, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 652.2275715615991, "availability": 24.735208958675663, "score": 40.34113851681075, "zero_downtime": 6.1851323488554435, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 74069048, "heap_mib": 70.63774871826172, "mobile_score": 18359.700373872984, "mobile_throughput": 296836.0147907011, "mobile_availability": 11257.268432748391, "mobile_accuracy": 11380.225088697167, "soft_acc_blocks": [ 25.005377392156863 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.245878968, "time_to_acc50_sec": 0, "acc_per_sec": 2.516851322911695, "mobile_acc_per_sec": 1145.4470020718115 }, "started": "2026-08-19T07:40:32.032270529+10:00", "ended": "2026-08-19T07:40:41.968100234+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": 8368, "total_correct": 2130, "total_train": 257, "infer_ms": 423.993029, "train_ms": 1728.920014, "blocked_train": 1728920014, "duration": 10343848937, "avg_accuracy": 14.772727272727273, "soft_acc": 24.977395218181815, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 808.9831987073613, "availability": 19.693922630947615, "score": 39.79411725557371, "zero_downtime": 4.9190288894947365, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 45676760, "heap_mib": 43.560752868652344, "mobile_score": 36221.48983973998, "mobile_throughput": 736354.484867856, "mobile_availability": 17925.84602141365, "mobile_accuracy": 22734.980180816157, "soft_acc_blocks": [ 24.977395218181815 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4147099759778534, "mobile_acc_per_sec": 2197.922680356731 }, "started": "2026-08-19T07:40:56.196042395+10:00", "ended": "2026-08-19T07:41:06.577852792+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": 4176, "total_correct": 1137, "total_train": 161, "infer_ms": 339.836784, "train_ms": 1293.571138, "blocked_train": 1293571138, "duration": 10561755974, "avg_accuracy": 26.20967741935484, "soft_acc": 24.99823722580645, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 395.3887980635141, "availability": 20.805383604598436, "score": 20.564088945621332, "zero_downtime": 5.200979149216558, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 131946032, "heap_mib": 125.83354187011719, "mobile_score": 37435.781476117765, "mobile_throughput": 719783.3408302906, "mobile_availability": 37875.044997526755, "mobile_accuracy": 45507.90207862365, "soft_acc_blocks": [ 24.99823722580645 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.625987315, "time_to_acc50_sec": 0, "acc_per_sec": 2.3668637381269653, "mobile_acc_per_sec": 4308.743942830244 }, "started": "2026-08-19T07:41:19.592431673+10:00", "ended": "2026-08-19T07:41:30.176058481+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": 6056, "total_correct": 1537, "total_train": 215, "infer_ms": 413.778416, "train_ms": 1718.366995, "blocked_train": 1718366995, "duration": 10620157120, "avg_accuracy": 14.795918367346939, "soft_acc": 24.992247714285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 570.2363846006829, "availability": 19.406669632627604, "score": 27.65739384008865, "zero_downtime": 4.850162947679352, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 67045272, "heap_mib": 63.939353942871094, "mobile_score": 50348.74896400138, "mobile_throughput": 1038083.6583663987, "mobile_availability": 35328.76391788563, "mobile_accuracy": 45496.998505650794, "soft_acc_blocks": [ 24.992247714285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.353284177615417, "mobile_acc_per_sec": 4284.023107338999 }, "started": "2026-08-19T07:41:43.035697875+10:00", "ended": "2026-08-19T07:41:53.71961281+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": 4288, "total_correct": 891, "total_train": 196, "infer_ms": 381.70653, "train_ms": 1762.897723, "blocked_train": 1762897723, "duration": 10244703718, "avg_accuracy": 24.107142857142858, "soft_acc": 25.002996071428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 418.55773656645243, "availability": 17.79845999400804, "score": 18.62643980192901, "zero_downtime": 4.450148253076617, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 47182232, "heap_mib": 44.996482849121094, "mobile_score": 67816.7977144011, "mobile_throughput": 1523922.2124232792, "mobile_availability": 64802.21523151728, "mobile_accuracy": 91033.13058539684, "soft_acc_blocks": [ 25.002996071428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.440577761902296, "mobile_acc_per_sec": 8885.872455779383 }, "started": "2026-08-19T07:42:07.370215564+10:00", "ended": "2026-08-19T07:42:17.636376679+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": 6840, "total_correct": 1726, "total_train": 218, "infer_ms": 561.524724, "train_ms": 1674.974903, "blocked_train": 1674974903, "duration": 10026421469, "avg_accuracy": 24.56896551724138, "soft_acc": 25.004918482758622, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 682.1975339006168, "availability": 25.10730237649174, "score": 42.82877385636113, "zero_downtime": 6.278060492461479, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 46048768, "heap_mib": 43.91552734375, "mobile_score": 155934.80685836019, "mobile_throughput": 2483805.4212061567, "mobile_availability": 91412.89825254238, "mobile_accuracy": 91040.12987144828, "soft_acc_blocks": [ 25.004918482758622 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.493902591275422, "mobile_acc_per_sec": 9080.022234545891 }, "started": "2026-08-19T07:42:31.243837398+10:00", "ended": "2026-08-19T07:42:41.270960377+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": 3952, "total_correct": 1026, "total_train": 207, "infer_ms": 381.319774, "train_ms": 1835.220593, "blocked_train": 1835220593, "duration": 10155665430, "avg_accuracy": 23.076923076923077, "soft_acc": 25.00307426923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 389.14239812644166, "availability": 17.203376021349037, "score": 16.738465590951407, "zero_downtime": 4.301372883432936, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 42942224, "heap_mib": 40.95289611816406, "mobile_score": 7617.861673392996, "mobile_throughput": 177103.02919176721, "mobile_availability": 7829.447575938406, "mobile_accuracy": 11379.176911863247, "soft_acc_blocks": [ 25.00307426923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4619828647930135, "mobile_acc_per_sec": 1120.4757571324649 }, "started": "2026-08-19T07:42:54.890080051+10:00", "ended": "2026-08-19T07:43:05.046427877+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": 3696, "total_correct": 966, "total_train": 163, "infer_ms": 431.686087, "train_ms": 1814.703863, "blocked_train": 1814703863, "duration": 10204680274, "avg_accuracy": 22.115384615384617, "soft_acc": 24.98913080769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 362.186751643445, "availability": 19.216881156363794, "score": 17.392684340573634, "zero_downtime": 4.802131569322523, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 43397112, "heap_mib": 41.38671112060547, "mobile_score": 15831.20779088658, "mobile_throughput": 329670.4299403446, "mobile_availability": 17491.6322703258, "mobile_accuracy": 22745.66217517949, "soft_acc_blocks": [ 24.98913080769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.448791156285502, "mobile_acc_per_sec": 2228.9441280323144 }, "started": "2026-08-19T07:43:18.544687545+10:00", "ended": "2026-08-19T07:43:28.872977198+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": 3832, "total_correct": 1026, "total_train": 166, "infer_ms": 364.410755, "train_ms": 1513.709947, "blocked_train": 1513709947, "duration": 10780873001, "avg_accuracy": 30.5, "soft_acc": 25.010448320000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 355.4443132429587, "availability": 19.40294649922878, "score": 17.24887334163856, "zero_downtime": 4.852763906746864, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 121447600, "heap_mib": 115.82145690917969, "mobile_score": 31400.6156477118, "mobile_throughput": 647066.625352515, "mobile_availability": 35321.98616037381, "mobile_accuracy": 45530.13169720889, "soft_acc_blocks": [ 25.010448320000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.475172205, "time_to_acc50_sec": 0, "acc_per_sec": 2.3198908212424088, "mobile_acc_per_sec": 4223.232357248403 }, "started": "2026-08-19T07:43:43.562201439+10:00", "ended": "2026-08-19T07:43:54.343714857+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": 8536, "total_correct": 2289, "total_train": 244, "infer_ms": 538.425694, "train_ms": 1533.169888, "blocked_train": 1533169888, "duration": 10055098859, "avg_accuracy": 27.848101265822784, "soft_acc": 25.011167784810127, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 848.9225337013667, "availability": 25.99086900350418, "score": 55.185226781029414, "zero_downtime": 6.500619855196638, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 86642392, "heap_mib": 82.62862396240234, "mobile_score": 200923.27901786353, "mobile_throughput": 3090832.6204807092, "mobile_availability": 94629.866167425, "mobile_accuracy": 91062.88288585091, "soft_acc_blocks": [ 25.011167784810127 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.314827772, "time_to_acc50_sec": 0, "acc_per_sec": 2.4874114253410275, "mobile_acc_per_sec": 9056.388620619422 }, "started": "2026-08-19T07:44:08.644675539+10:00", "ended": "2026-08-19T07:44:18.700510127+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": 3680, "total_correct": 994, "total_train": 203, "infer_ms": 308.756159, "train_ms": 1819.91257, "blocked_train": 1819912570, "duration": 10581822314, "avg_accuracy": 21.666666666666668, "soft_acc": 25.0000268, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 347.7661872219564, "availability": 14.50465987467419, "score": 12.610589172453958, "zero_downtime": 3.6261688559173937, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 44182840, "heap_mib": 42.13603973388672, "mobile_score": 5689.8283786984, "mobile_throughput": 156910.1882669751, "mobile_availability": 6544.422647481223, "mobile_accuracy": 11279.874398380724, "soft_acc_blocks": [ 25.0000268 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3625445654029154, "mobile_acc_per_sec": 1065.9670956161478 }, "started": "2026-08-19T07:44:31.673941591+10:00", "ended": "2026-08-19T07:44:42.406835056+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": 4336, "total_correct": 1142, "total_train": 180, "infer_ms": 391.178399, "train_ms": 1578.38125, "blocked_train": 1578381250, "duration": 10549235227, "avg_accuracy": 24.03846153846154, "soft_acc": 25.007805923076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 411.025056006176, "availability": 19.86121106809901, "score": 20.415010809522578, "zero_downtime": 4.966853117882874, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 50741272, "heap_mib": 48.390647888183594, "mobile_score": 18265.094176284936, "mobile_throughput": 367739.7688794641, "mobile_availability": 17769.61540694794, "mobile_accuracy": 22374.219371669205, "soft_acc_blocks": [ 25.007805923076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3705799884972953, "mobile_acc_per_sec": 2120.932834486809 }, "started": "2026-08-19T07:44:55.692450489+10:00", "ended": "2026-08-19T07:45:06.292206343+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": 3984, "total_correct": 1058, "total_train": 196, "infer_ms": 359.640835, "train_ms": 1798.870059, "blocked_train": 1798870059, "duration": 10336107927, "avg_accuracy": 29.642857142857142, "soft_acc": 24.992253514285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 385.4448916494949, "availability": 16.661525128258166, "score": 16.050274499046825, "zero_downtime": 4.164090599400699, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 46073352, "heap_mib": 43.93897247314453, "mobile_score": 28238.14200186665, "mobile_throughput": 678134.6689702361, "mobile_availability": 29313.549283369855, "mobile_accuracy": 43970.263793616876, "soft_acc_blocks": [ 24.992253514285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125081203, "time_to_acc50_sec": 0, "acc_per_sec": 2.417955935715503, "mobile_acc_per_sec": 4254.044569209428 }, "started": "2026-08-19T07:45:20.402235241+10:00", "ended": "2026-08-19T07:45:30.753511554+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": 6696, "total_correct": 1680, "total_train": 239, "infer_ms": 406.306804, "train_ms": 1748.798442, "blocked_train": 1748798442, "duration": 9822334626, "avg_accuracy": 21.651785714285715, "soft_acc": 24.986980089285712, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 681.7116556256898, "availability": 18.853223282441956, "score": 32.1144213535407, "zero_downtime": 4.71085114777235, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 43133864, "heap_mib": 41.135658264160156, "mobile_score": 109332.50482211134, "mobile_throughput": 2320865.1980823483, "mobile_availability": 64185.1865474346, "mobile_accuracy": 85067.36244838589, "soft_acc_blocks": [ 24.986980089285712 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.5438942003812883, "mobile_acc_per_sec": 8660.605211230552 }, "started": "2026-08-19T07:45:44.384041942+10:00", "ended": "2026-08-19T07:45:54.207058443+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": 6912, "total_correct": 2056, "total_train": 246, "infer_ms": 474.379236, "train_ms": 1761.408967, "blocked_train": 1761408967, "duration": 9748838969, "avg_accuracy": 34, "soft_acc": 25.02740588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 709.0075056095636, "availability": 21.21753909263292, "score": 37.649713914458864, "zero_downtime": 5.310199626460911, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 43175872, "heap_mib": 41.17572021484375, "mobile_score": 274156.85012199736, "mobile_throughput": 5162835.098625373, "mobile_availability": 154501.40466386566, "mobile_accuracy": 182244.0079724089, "soft_acc_blocks": [ 25.02740588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124079275, "time_to_acc50_sec": 0, "acc_per_sec": 2.567219128306847, "mobile_acc_per_sec": 18693.919199190837 }, "started": "2026-08-19T07:46:07.886421019+10:00", "ended": "2026-08-19T07:46:17.635790456+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": 4632, "total_correct": 1283, "total_train": 184, "infer_ms": 516.208569, "train_ms": 1640.143443, "blocked_train": 1640143443, "duration": 10358890614, "avg_accuracy": 28.733766233766232, "soft_acc": 24.990768909090907, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 447.15212975990596, "availability": 23.93897499700063, "score": 26.751027840043353, "zero_downtime": 5.98253392070548, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 81565440, "heap_mib": 77.786865234375, "mobile_score": 171039.5473683006, "mobile_throughput": 2858981.656189775, "mobile_availability": 153059.96735643252, "mobile_accuracy": 159784.88109523724, "soft_acc_blocks": [ 24.990768909090907 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.299427344, "time_to_acc50_sec": 0, "acc_per_sec": 2.4124947197836013, "mobile_acc_per_sec": 15424.902824950059 }, "started": "2026-08-19T07:46:32.169097987+10:00", "ended": "2026-08-19T07:46:42.854716635+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": 6024, "total_correct": 1494, "total_train": 220, "infer_ms": 342.911296, "train_ms": 1761.930899, "blocked_train": 1761930899, "duration": 10935813265, "avg_accuracy": 21.951219512195124, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 550.8506641458275, "availability": 16.29154417440781, "score": 22.435519821084075, "zero_downtime": 4.072886043601953, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 45557208, "heap_mib": 43.446739196777344, "mobile_score": 163370.46966606288, "mobile_throughput": 4011172.125051217, "mobile_availability": 118631.4043348878, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2860668332745164, "mobile_acc_per_sec": 16646.63066505319 }, "started": "2026-08-19T07:46:56.822793739+10:00", "ended": "2026-08-19T07:47:07.781048593+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": 6992, "total_correct": 1879, "total_train": 211, "infer_ms": 405.08127, "train_ms": 1696.595888, "blocked_train": 1696595888, "duration": 10606224181, "avg_accuracy": 32.5, "soft_acc": 25.028255888888886, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 659.2355470409041, "availability": 19.27419101730562, "score": 31.801482235221485, "zero_downtime": 4.823993848324486, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43540096, "heap_mib": 41.5230712890625, "mobile_score": 463142.65328166116, "mobile_throughput": 9600813.513527265, "mobile_availability": 280700.7516689202, "mobile_accuracy": 364500.39509649377, "soft_acc_blocks": [ 25.028255888888886 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.168100218, "time_to_acc50_sec": 0, "acc_per_sec": 2.3597705895868697, "mobile_acc_per_sec": 34366.65007981446 }, "started": "2026-08-19T07:47:21.769552602+10:00", "ended": "2026-08-19T07:47:32.376628851+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": 4248, "total_correct": 1036, "total_train": 185, "infer_ms": 413.218224, "train_ms": 1680.164151, "blocked_train": 1680164151, "duration": 10006413760, "avg_accuracy": 26.339285714285715, "soft_acc": 25.009426214285714, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 424.52771811026935, "availability": 19.739261633938234, "score": 20.957558285684307, "zero_downtime": 4.936676073584591, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 65477336, "heap_mib": 62.444053649902344, "mobile_score": 238865.1373583664, "mobile_throughput": 4838582.353752106, "mobile_availability": 224979.52181596105, "mobile_accuracy": 285046.56632685714, "soft_acc_blocks": [ 25.009426214285714 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.20806218, "time_to_acc50_sec": 0, "acc_per_sec": 2.4993396049900816, "mobile_acc_per_sec": 28486.386148283476 }, "started": "2026-08-19T07:47:45.916167767+10:00", "ended": "2026-08-19T07:47:56.064971222+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": 7608, "total_correct": 1697, "total_train": 224, "infer_ms": 645.590827, "train_ms": 1547.57985, "blocked_train": 1547579850, "duration": 10362772518, "avg_accuracy": 20.69672131147541, "soft_acc": 24.99436981967213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 734.1664585211153, "availability": 29.43641522159563, "score": 54.015904275512675, "zero_downtime": 7.3574464821398715, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 82847584, "heap_mib": 79.00961303710938, "mobile_score": 786663.6227999997, "mobile_throughput": 10692074.005697735, "mobile_availability": 428698.86843610916, "mobile_accuracy": 364006.89344489615, "soft_acc_blocks": [ 24.99436981967213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.4119384823180514, "mobile_acc_per_sec": 35126.400083821296 }, "started": "2026-08-19T07:48:09.989250477+10:00", "ended": "2026-08-19T07:48:20.378911122+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": 5208, "total_correct": 1145, "total_train": 180, "infer_ms": 382.106128, "train_ms": 1494.577053, "blocked_train": 1494577053, "duration": 10646552433, "avg_accuracy": 14.858490566037736, "soft_acc": 24.956697981132077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 489.17243706585333, "availability": 20.360715749388923, "score": 24.85662397697625, "zero_downtime": 5.081362336371786, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 71490280, "heap_mib": 68.1784439086914, "mobile_score": 724001.6484244957, "mobile_throughput": 14248179.926910117, "mobile_availability": 593048.8299342011, "mobile_accuracy": 726916.5150628764, "soft_acc_blocks": [ 24.956697981132077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3441107474168277, "mobile_acc_per_sec": 68277.17419675965 }, "started": "2026-08-19T07:48:35.693989002+10:00", "ended": "2026-08-19T07:48:46.341275851+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": 3128, "total_correct": 853, "total_train": 149, "infer_ms": 393.181365, "train_ms": 1798.184469, "blocked_train": 1798184469, "duration": 10298360766, "avg_accuracy": 33.035714285714285, "soft_acc": 25.02427067857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 303.7376599125446, "availability": 17.94229694100451, "score": 13.637605131968236, "zero_downtime": 4.48992895247001, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46357584, "heap_mib": 44.21003723144531, "mobile_score": 6206.625624504655, "mobile_throughput": 138234.38388908695, "mobile_availability": 8165.738696706053, "mobile_accuracy": 11388.823633269842, "soft_acc_blocks": [ 25.02427067857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.145636286, "time_to_acc50_sec": 0, "acc_per_sec": 2.4299275629563266, "mobile_acc_per_sec": 1105.8870330965683 }, "started": "2026-08-19T07:49:01.225488209+10:00", "ended": "2026-08-19T07:49:11.524826825+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": 3592, "total_correct": 992, "total_train": 143, "infer_ms": 369.702168, "train_ms": 1399.694859, "blocked_train": 1399694859, "duration": 10675226657, "avg_accuracy": 19.196428571428573, "soft_acc": 24.96328932142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 336.47997512489724, "availability": 20.894246026106835, "score": 17.55042903217402, "zero_downtime": 5.215891087028141, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 117267744, "heap_mib": 111.83523559570312, "mobile_score": 7918.656916024485, "mobile_throughput": 151817.9115303633, "mobile_availability": 9427.36872679475, "mobile_accuracy": 11263.298650389966, "soft_acc_blocks": [ 24.96328932142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3384317844960743, "mobile_acc_per_sec": 1055.087541678036 }, "started": "2026-08-19T07:49:26.137953913+10:00", "ended": "2026-08-19T07:49:36.819650949+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": 3424, "total_correct": 914, "total_train": 179, "infer_ms": 349.289786, "train_ms": 1811.382608, "blocked_train": 1811382608, "duration": 10352473873, "avg_accuracy": 27.717391304347824, "soft_acc": 25.009354869565215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 330.74220152634626, "availability": 16.16579111992857, "score": 13.371775137902604, "zero_downtime": 4.0429600686555975, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 46823912, "heap_mib": 44.654762268066406, "mobile_score": 6033.271293890431, "mobile_throughput": 149229.05968489245, "mobile_availability": 7293.9159162522465, "mobile_accuracy": 11284.083171991917, "soft_acc_blocks": [ 25.009354869565215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.154799398, "time_to_acc50_sec": 0, "acc_per_sec": 2.4157853645775837, "mobile_acc_per_sec": 1089.9890509669985 }, "started": "2026-08-19T07:49:51.811496312+10:00", "ended": "2026-08-19T07:50:02.349821973+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": 3656, "total_correct": 946, "total_train": 189, "infer_ms": 390.119477, "train_ms": 1816.398915, "blocked_train": 1816398915, "duration": 10798942581, "avg_accuracy": 20.108695652173914, "soft_acc": 24.98188182608696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 338.5516658299935, "availability": 17.680318388209475, "score": 14.953408109221725, "zero_downtime": 4.416876246218413, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46366216, "heap_mib": 44.21826934814453, "mobile_score": 6805.4621794857985, "mobile_throughput": 154078.62480440593, "mobile_availability": 8046.509346456223, "mobile_accuracy": 11369.531995516909, "soft_acc_blocks": [ 24.98188182608696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.313363705631778, "mobile_acc_per_sec": 1052.837526474196 }, "started": "2026-08-19T07:50:17.511569605+10:00", "ended": "2026-08-19T07:50:28.449154768+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": 3248, "total_correct": 891, "total_train": 171, "infer_ms": 379.721899, "train_ms": 1833.9797, "blocked_train": 1833979700, "duration": 10645697472, "avg_accuracy": 22.65625, "soft_acc": 24.9835528125, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 305.0997840717148, "availability": 17.153255848553957, "score": 13.07502907780252, "zero_downtime": 4.2854927339867235, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 49369904, "heap_mib": 47.08280944824219, "mobile_score": 2975.295505704396, "mobile_throughput": 69427.1508643191, "mobile_availability": 3903.3186642042783, "mobile_accuracy": 5685.14624, "soft_acc_blocks": [ 24.9835528125 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3468216035831384, "mobile_acc_per_sec": 534.0322937931409 }, "started": "2026-08-19T07:50:42.779042798+10:00", "ended": "2026-08-19T07:50:53.472694013+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": 2448, "total_correct": 643, "total_train": 163, "infer_ms": 282.284691, "train_ms": 1830.139278, "blocked_train": 1830139278, "duration": 10447202833, "avg_accuracy": 28.846153846153847, "soft_acc": 25.02382046153846, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 234.3210942806053, "availability": 13.36306987340381, "score": 7.835581669218457, "zero_downtime": 3.3439506132705037, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 46768488, "heap_mib": 44.601905822753906, "mobile_score": 57056.96447487787, "mobile_throughput": 1706274.1371970833, "mobile_availability": 97306.90524704356, "mobile_accuracy": 182217.8997519316, "soft_acc_blocks": [ 25.02382046153846 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.14191645, "time_to_acc50_sec": 0, "acc_per_sec": 2.3952651117765904, "mobile_acc_per_sec": 17441.78826282118 }, "started": "2026-08-19T07:51:08.490866413+10:00", "ended": "2026-08-19T07:51:18.938980694+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": 1840, "total_correct": 458, "total_train": 118, "infer_ms": 388.338624, "train_ms": 1849.728364, "blocked_train": 1849728364, "duration": 10327382185, "avg_accuracy": 21.875, "soft_acc": 24.975409083333332, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 178.16712570902112, "availability": 17.35151923879769, "score": 7.721073564777671, "zero_downtime": 4.333612912063009, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 46370264, "heap_mib": 44.222129821777344, "mobile_score": 37482.094603057, "mobile_throughput": 864915.6111456598, "mobile_availability": 84233.27146917373, "mobile_accuracy": 121243.58590261728, "soft_acc_blocks": [ 24.975409083333332 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.418367853143738, "mobile_acc_per_sec": 11740.011527676148 }, "started": "2026-08-19T07:51:34.36420753+10:00", "ended": "2026-08-19T07:51:44.727714052+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": 1560, "total_correct": 333, "total_train": 104, "infer_ms": 311.228442, "train_ms": 1532.76413, "blocked_train": 1532764130, "duration": 10629256652, "avg_accuracy": 19.396551724137932, "soft_acc": 24.973709344827586, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 146.76473163402923, "availability": 16.87796614399811, "score": 6.186212996776895, "zero_downtime": 4.215054208120492, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 114426024, "heap_mib": 109.12516021728516, "mobile_score": 30031.08555235338, "mobile_throughput": 712472.1075827956, "mobile_availability": 81934.39920096741, "mobile_accuracy": 121235.33449056449, "soft_acc_blocks": [ 24.973709344827586 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.349525480705044, "mobile_acc_per_sec": 11405.814955813761 }, "started": "2026-08-19T07:51:59.813364143+10:00", "ended": "2026-08-19T07:52:10.606889499+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": 1112, "total_correct": 227, "total_train": 77, "infer_ms": 219.492539, "train_ms": 1504.555632, "blocked_train": 1504555632, "duration": 10873510548, "avg_accuracy": 24.342105263157894, "soft_acc": 25.016297315789473, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 102.26688014796966, "availability": 12.731230060276545, "score": 3.2570798298779273, "zero_downtime": 3.1848823638359436, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 43609072, "heap_mib": 41.58885192871094, "mobile_score": 14471.592117347785, "mobile_throughput": 454383.8818560908, "mobile_availability": 56566.36564273109, "mobile_accuracy": 111150.37700932738, "soft_acc_blocks": [ 25.016297315789473 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.30066427998185, "mobile_acc_per_sec": 10222.124356128172 }, "started": "2026-08-19T07:52:25.588275513+10:00", "ended": "2026-08-19T07:52:36.462741728+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": 1840, "total_correct": 444, "total_train": 107, "infer_ms": 352.307177, "train_ms": 1806.569709, "blocked_train": 1806569709, "duration": 10400610869, "avg_accuracy": 25, "soft_acc": 24.988396, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 176.91268553122137, "availability": 16.319002685362022, "score": 7.214246356066386, "zero_downtime": 4.077857014268897, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 53503576, "heap_mib": 51.024986267089844, "mobile_score": 42026.03103921482, "mobile_throughput": 1030591.0896865887, "mobile_availability": 95065.08088781204, "mobile_accuracy": 145567.9573560889, "soft_acc_blocks": [ 24.988396 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.157152629, "time_to_acc50_sec": 0, "acc_per_sec": 2.402589262759582, "mobile_acc_per_sec": 13996.096882152175 }, "started": "2026-08-19T07:52:50.942696135+10:00", "ended": "2026-08-19T07:53:01.344164079+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": 1544, "total_correct": 361, "total_train": 97, "infer_ms": 288.781301, "train_ms": 1377.639352, "blocked_train": 1377639352, "duration": 10667387550, "avg_accuracy": 21.022727272727273, "soft_acc": 24.96658518181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 144.74021804898237, "availability": 17.32943602685894, "score": 6.262284546582646, "zero_downtime": 4.326568407174425, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 148597248, "heap_mib": 141.71337890625, "mobile_score": 32832.40640358722, "mobile_throughput": 758855.5944046486, "mobile_availability": 90856.15355649819, "mobile_accuracy": 130896.8101180509, "soft_acc_blocks": [ 24.96658518181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.340459185981124, "mobile_acc_per_sec": 12270.746656996715 }, "started": "2026-08-19T07:53:16.270022245+10:00", "ended": "2026-08-19T07:53:26.93835765+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": 1864, "total_correct": 393, "total_train": 87, "infer_ms": 284.134456, "train_ms": 1305.922478, "blocked_train": 1305922478, "duration": 10868397875, "avg_accuracy": 22.22222222222222, "soft_acc": 25.004892444444444, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 171.5064190176236, "availability": 17.869451711092, "score": 7.663313581953492, "zero_downtime": 4.468237180770492, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 150886144, "heap_mib": 143.896240234375, "mobile_score": 74403.39539361541, "mobile_throughput": 1665162.174331701, "mobile_availability": 173495.1684945371, "mobile_accuracy": 242773.42685023867, "soft_acc_blocks": [ 25.004892444444444 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.300697189413895, "mobile_acc_per_sec": 22337.55422302652 }, "started": "2026-08-19T07:53:41.671425991+10:00", "ended": "2026-08-19T07:53:52.54109526+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": 2624, "total_correct": 457, "total_train": 140, "infer_ms": 355.487234, "train_ms": 1708.952867, "blocked_train": 1708952867, "duration": 10355864182, "avg_accuracy": 24.21875, "soft_acc": 24.988722625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 253.38300637052524, "availability": 17.21954702525903, "score": 10.902931006731746, "zero_downtime": 4.302944843423417, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 79397840, "heap_mib": 75.71968078613281, "mobile_score": 89316.81080714647, "mobile_throughput": 2075713.5881873427, "mobile_availability": 141062.52923092197, "mobile_accuracy": 204707.615744, "soft_acc_blocks": [ 24.988722625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.413002158567707, "mobile_acc_per_sec": 19767.313682986656 }, "started": "2026-08-19T07:54:07.225235571+10:00", "ended": "2026-08-19T07:54:17.581887089+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": 3632, "total_correct": 1001, "total_train": 189, "infer_ms": 306.897424, "train_ms": 1592.922172, "blocked_train": 1592922172, "duration": 10880730806, "avg_accuracy": 23.106060606060606, "soft_acc": 24.981701272727275, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 333.8011081017824, "availability": 16.154029816628967, "score": 13.470715532546988, "zero_downtime": 4.035551472297542, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 80191656, "heap_mib": 76.47672271728516, "mobile_score": 5016.0046201193145, "mobile_throughput": 124295.39443499097, "mobile_availability": 6015.173284446568, "mobile_accuracy": 9302.27712846281, "soft_acc_blocks": [ 24.981701272727275 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.295958030590328, "mobile_acc_per_sec": 854.9312812089076 }, "started": "2026-08-19T07:54:32.517248398+10:00", "ended": "2026-08-19T07:54:43.483913619+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": 5296, "total_correct": 1449, "total_train": 225, "infer_ms": 395.647512, "train_ms": 1763.103145, "blocked_train": 1763103145, "duration": 10725276789, "avg_accuracy": 24.642857142857142, "soft_acc": 24.9942212, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 493.7867902329248, "availability": 18.32761512854979, "score": 22.619605841374856, "zero_downtime": 4.580844665914399, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 43802368, "heap_mib": 41.773193359375, "mobile_score": 16845.437368412982, "mobile_throughput": 367736.48959892, "mobile_availability": 13649.07483027999, "mobile_accuracy": 18613.87818821818, "soft_acc_blocks": [ 24.9942212 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3304033724923943, "mobile_acc_per_sec": 1735.5149479506995 }, "started": "2026-08-19T07:54:58.219711011+10:00", "ended": "2026-08-19T07:55:08.94567618+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": 3344, "total_correct": 883, "total_train": 144, "infer_ms": 527.282108, "train_ms": 1759.676907, "blocked_train": 1759676907, "duration": 10745223421, "avg_accuracy": 19.642857142857142, "soft_acc": 24.969342523809523, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 311.20804742548495, "availability": 23.056036620752472, "score": 17.916062918969573, "zero_downtime": 5.756940756250644, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43997912, "heap_mib": 41.959678649902344, "mobile_score": 26685.161351308863, "mobile_throughput": 463530.2408199223, "mobile_availability": 34340.91854494623, "mobile_accuracy": 37190.700719099565, "soft_acc_blocks": [ 24.969342523809523 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.323762061104334, "mobile_acc_per_sec": 3461.1379644666736 }, "started": "2026-08-19T07:55:23.597618295+10:00", "ended": "2026-08-19T07:55:34.423034247+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": 5336, "total_correct": 1443, "total_train": 199, "infer_ms": 490.543007, "train_ms": 1754.025197, "blocked_train": 1754025197, "duration": 10831264545, "avg_accuracy": 18.951612903225808, "soft_acc": 24.96495848387097, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 492.647924702683, "availability": 21.854671474264542, "score": 26.87891836322584, "zero_downtime": 5.456009660336535, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 45974056, "heap_mib": 43.844276428222656, "mobile_score": 40034.92713300838, "mobile_throughput": 733776.6907571598, "mobile_availability": 32551.539766759113, "mobile_accuracy": 37184.17089088563, "soft_acc_blocks": [ 24.96495848387097 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.304897861200838, "mobile_acc_per_sec": 3433.0405961740485 }, "started": "2026-08-19T07:55:48.868329818+10:00", "ended": "2026-08-19T07:55:59.700128006+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": 3840, "total_correct": 1003, "total_train": 180, "infer_ms": 371.379929, "train_ms": 1813.803192, "blocked_train": 1813803192, "duration": 10454354054, "avg_accuracy": 19, "soft_acc": 24.99167168, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 367.3110725124864, "availability": 16.995368737337046, "score": 15.601268770325927, "zero_downtime": 4.247426755640635, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 49307760, "heap_mib": 47.02354431152344, "mobile_score": 46474.76136964, "mobile_throughput": 1094186.293099014, "mobile_availability": 50627.65843500548, "mobile_accuracy": 74447.91796456727, "soft_acc_blocks": [ 24.99167168 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3905514918387323, "mobile_acc_per_sec": 7121.235571324689 }, "started": "2026-08-19T07:56:15.107828985+10:00", "ended": "2026-08-19T07:56:25.562900846+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": 4088, "total_correct": 1137, "total_train": 176, "infer_ms": 430.10726, "train_ms": 1641.849312, "blocked_train": 1641849312, "duration": 10592331052, "avg_accuracy": 22.395833333333332, "soft_acc": 25.000378583333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 385.9395991242287, "availability": 20.75850748091838, "score": 20.029128442182714, "zero_downtime": 5.189705458479166, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 60556304, "heap_mib": 57.75099182128906, "mobile_score": 59664.95279940392, "mobile_throughput": 1149678.980372975, "mobile_availability": 61837.70664861213, "mobile_accuracy": 74473.8550380606, "soft_acc_blocks": [ 25.000378583333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.360233876811551, "mobile_acc_per_sec": 7030.922152305537 }, "started": "2026-08-19T07:56:40.30425426+10:00", "ended": "2026-08-19T07:56:50.897503846+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": 2568, "total_correct": 682, "total_train": 132, "infer_ms": 463.004044, "train_ms": 1610.276751, "blocked_train": 1610276751, "duration": 11079268661, "avg_accuracy": 27.77777777777778, "soft_acc": 24.99848948148148, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 231.78425206345847, "availability": 22.331950651190013, "score": 12.939704323248783, "zero_downtime": 5.58265033454737, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 118490504, "heap_mib": 113.00135040283203, "mobile_score": 4818.275355275183, "mobile_throughput": 86308.02695017507, "mobile_availability": 8315.60635157039, "mobile_accuracy": 9308.528446922559, "soft_acc_blocks": [ 24.99848948148148 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.340131637, "time_to_acc50_sec": 0, "acc_per_sec": 2.2563302909584966, "mobile_acc_per_sec": 840.1753519787275 }, "started": "2026-08-19T07:57:06.051063654+10:00", "ended": "2026-08-19T07:57:17.155886041+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": 2952, "total_correct": 772, "total_train": 168, "infer_ms": 336.590386, "train_ms": 1635.648136, "blocked_train": 1635648136, "duration": 10807168538, "avg_accuracy": 31.875, "soft_acc": 25.003597199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 273.1520277138478, "availability": 17.06641373471763, "score": 11.655990709507092, "zero_downtime": 4.267217346714273, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 81373184, "heap_mib": 77.603515625, "mobile_score": 8680.534172025646, "mobile_throughput": 203423.7646392583, "mobile_availability": 12709.82375589153, "mobile_accuracy": 18620.86075112727, "soft_acc_blocks": [ 25.003597199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.319428836, "time_to_acc50_sec": 0, "acc_per_sec": 2.3136122206369536, "mobile_acc_per_sec": 1723.0101192234476 }, "started": "2026-08-19T07:57:32.030376638+10:00", "ended": "2026-08-19T07:57:42.940436715+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": 3848, "total_correct": 990, "total_train": 164, "infer_ms": 488.0898, "train_ms": 1569.365556, "blocked_train": 1569365556, "duration": 10794879148, "avg_accuracy": 21.370967741935484, "soft_acc": 24.989035451612903, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 356.4653153817781, "availability": 23.722983761305976, "score": 21.13178013707573, "zero_downtime": 5.928144822293123, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 80249280, "heap_mib": 76.53167724609375, "mobile_score": 31474.82597871352, "mobile_throughput": 530938.8842922775, "mobile_availability": 35334.305995021554, "mobile_accuracy": 37220.032439929615, "soft_acc_blocks": [ 24.989035451612903 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.314897194216639, "mobile_acc_per_sec": 3447.9341481859465 }, "started": "2026-08-19T07:57:57.755634139+10:00", "ended": "2026-08-19T07:58:08.566432869+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": 5360, "total_correct": 1344, "total_train": 151, "infer_ms": 384.562925, "train_ms": 1260.91976, "blocked_train": 1260919760, "duration": 11372641959, "avg_accuracy": 20.625, "soft_acc": 24.95801685, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 471.3064931898469, "availability": 23.3708278127521, "score": 27.490813552229053, "zero_downtime": 5.8328951434911565, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 112749080, "heap_mib": 107.5259017944336, "mobile_score": 81892.63440722197, "mobile_throughput": 1403979.1971677186, "mobile_availability": 69619.57143347825, "mobile_accuracy": 74347.66328552728, "soft_acc_blocks": [ 24.95801685 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.194566305698994, "mobile_acc_per_sec": 6537.413518649512 }, "started": "2026-08-19T07:58:24.130450213+10:00", "ended": "2026-08-19T07:58:35.619829289+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": 2776, "total_correct": 675, "total_train": 143, "infer_ms": 380.329218, "train_ms": 1805.542291, "blocked_train": 1805542291, "duration": 10472028164, "avg_accuracy": 26.428571428571427, "soft_acc": 25.0170116, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 265.08714038252276, "availability": 17.399431596690437, "score": 11.53876028742663, "zero_downtime": 4.352817820878112, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 46155904, "heap_mib": 44.0177001953125, "mobile_score": 4260.305319418544, "mobile_throughput": 97874.65257526204, "mobile_availability": 6424.164220398336, "mobile_accuracy": 9236.703505451267, "soft_acc_blocks": [ 25.0170116 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134288218, "time_to_acc50_sec": 0, "acc_per_sec": 2.3889366231845823, "mobile_acc_per_sec": 882.0357776733791 }, "started": "2026-08-19T07:58:49.739395291+10:00", "ended": "2026-08-19T07:59:00.211995586+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": 4208, "total_correct": 1055, "total_train": 165, "infer_ms": 682.978023, "train_ms": 1790.415005, "blocked_train": 1790415005, "duration": 10658122289, "avg_accuracy": 20.833333333333332, "soft_acc": 24.99766761904762, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 394.81626180466884, "availability": 27.613000249792893, "score": 27.252611063519755, "zero_downtime": 6.902606022090016, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 46825224, "heap_mib": 44.65601348876953, "mobile_score": 19955.610264344476, "mobile_throughput": 289102.5534483886, "mobile_availability": 20219.503735982424, "mobile_accuracy": 18304.437375216814, "soft_acc_blocks": [ 24.99766761904762 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.345410095814638, "mobile_acc_per_sec": 1717.416715522996 }, "started": "2026-08-19T07:59:14.773141574+10:00", "ended": "2026-08-19T07:59:25.683010521+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": 3400, "total_correct": 852, "total_train": 137, "infer_ms": 414.046392, "train_ms": 1344.740464, "blocked_train": 1344740464, "duration": 10697641436, "avg_accuracy": 23.295454545454547, "soft_acc": 24.99627559090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 317.8270668671158, "availability": 23.541590078837846, "score": 18.702599649929635, "zero_downtime": 5.8845207345884205, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 112624944, "heap_mib": 107.40751647949219, "mobile_score": 26938.32023423711, "mobile_throughput": 457782.73965281976, "mobile_availability": 33908.168074872905, "mobile_accuracy": 36003.42675001798, "soft_acc_blocks": [ 24.99627559090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.336615574606093, "mobile_acc_per_sec": 3365.54809444802 }, "started": "2026-08-19T07:59:40.098855568+10:00", "ended": "2026-08-19T07:59:50.799898808+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": 5608, "total_correct": 1434, "total_train": 210, "infer_ms": 577.731356, "train_ms": 1689.062549, "blocked_train": 1689062549, "duration": 10787178686, "avg_accuracy": 24.358974358974358, "soft_acc": 24.99992530769231, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 519.8764350940315, "availability": 25.486717373187926, "score": 33.124760458667446, "zero_downtime": 6.37166030667962, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 46404416, "heap_mib": 44.25469970703125, "mobile_score": 92377.2043157119, "mobile_throughput": 1449813.7042690404, "mobile_availability": 71076.48977741464, "mobile_accuracy": 69718.94063680524, "soft_acc_blocks": [ 24.99992530769231 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.317559209447243, "mobile_acc_per_sec": 6463.130227673809 }, "started": "2026-08-19T08:00:05.03125179+10:00", "ended": "2026-08-19T08:00:15.845855215+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": 6136, "total_correct": 1476, "total_train": 191, "infer_ms": 426.098858, "train_ms": 1675.400714, "blocked_train": 1675400714, "duration": 10868416970, "avg_accuracy": 19.6875, "soft_acc": 24.976965975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 564.5716406480492, "availability": 20.275943125435955, "score": 28.591688629165468, "zero_downtime": 5.06431541555049, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43003704, "heap_mib": 41.01152801513672, "mobile_score": 170344.0823637262, "mobile_throughput": 3363615.1855918686, "mobile_availability": 120800.3826062337, "mobile_accuracy": 148808.2220125091, "soft_acc_blocks": [ 24.976965975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2981236406317227, "mobile_acc_per_sec": 13691.80281022187 }, "started": "2026-08-19T08:00:30.808958046+10:00", "ended": "2026-08-19T08:00:41.678069179+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": 1824, "total_correct": 417, "total_train": 86, "infer_ms": 215.877473, "train_ms": 779.712937, "blocked_train": 779712937, "duration": 11847581881, "avg_accuracy": 23.333333333333332, "soft_acc": 25.019810333333332, "adapt_pct": 25.019810333333332, "stability": 100, "consistency": 100, "throughput": 153.95546688942102, "availability": 21.6833620364021, "score": 8.352293543474017, "zero_downtime": 5.42513605539781, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 151863472, "heap_mib": 144.8282928466797, "mobile_score": 43790.07277320905, "mobile_throughput": 807170.0382452076, "mobile_availability": 113683.26515341185, "mobile_accuracy": 131175.86320042665, "soft_acc_blocks": [ 25.019810333333332 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1118073362681438, "mobile_acc_per_sec": 11071.952447173526 }, "started": "2026-08-19T08:00:56.12531964+10:00", "ended": "2026-08-19T08:01:08.015250561+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": 4008, "total_correct": 1047, "total_train": 159, "infer_ms": 282.248174, "train_ms": 1309.855443, "blocked_train": 1309855443, "duration": 10861925750, "avg_accuracy": 27.403846153846153, "soft_acc": 25, "adapt_pct": 25, "stability": 100, "consistency": 100, "throughput": 368.9953413647668, "availability": 17.72800281252046, "score": 16.35387612380383, "zero_downtime": 4.432000703130115, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 157741024, "heap_mib": 150.43356323242188, "mobile_score": 97433.42051360071, "mobile_throughput": 2198407.1537892143, "mobile_availability": 105620.21748375827, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.693764178, "time_to_acc50_sec": 0, "acc_per_sec": 2.3016176482333255, "mobile_acc_per_sec": 13712.619472238111 }, "started": "2026-08-19T08:01:23.026782527+10:00", "ended": "2026-08-19T08:01:33.904751161+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": 5080, "total_correct": 1269, "total_train": 142, "infer_ms": 601.207468, "train_ms": 1467.216471, "blocked_train": 1467216471, "duration": 11203691280, "avg_accuracy": 24.66216216216216, "soft_acc": 24.98979027027027, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 453.4219903995784, "availability": 29.06596934333779, "score": 32.934418625750936, "zero_downtime": 7.263524778921167, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 111398928, "heap_mib": 106.23829650878906, "mobile_score": 392434.5561922206, "mobile_throughput": 5402811.556877594, "mobile_availability": 346339.52125181555, "mobile_accuracy": 297769.2536640786, "soft_acc_blocks": [ 24.98979027027027 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2304961503964496, "mobile_acc_per_sec": 26577.78103861486 }, "started": "2026-08-19T08:01:48.359219675+10:00", "ended": "2026-08-19T08:01:59.574121366+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": 3872, "total_correct": 1059, "total_train": 166, "infer_ms": 472.531857, "train_ms": 1811.603251, "blocked_train": 1811603251, "duration": 10475915939, "avg_accuracy": 21.52777777777778, "soft_acc": 24.96367361111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 369.6096859259076, "availability": 20.687561578340752, "score": 19.088031513072043, "zero_downtime": 5.164375350514611, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 43409720, "heap_mib": 41.39873504638672, "mobile_score": 178707.60474866992, "mobile_throughput": 3460391.4824057547, "mobile_availability": 193682.86222830563, "mobile_accuracy": 233717.0448253968, "soft_acc_blocks": [ 24.96367361111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.382958564813958, "mobile_acc_per_sec": 22309.93892909251 }, "started": "2026-08-19T08:02:13.968084433+10:00", "ended": "2026-08-19T08:02:24.444702972+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": 5280, "total_correct": 1207, "total_train": 210, "infer_ms": 339.405872, "train_ms": 1641.873162, "blocked_train": 1641873162, "duration": 10716301072, "avg_accuracy": 25.32051282051282, "soft_acc": 24.97519428205128, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 492.7073217265055, "availability": 17.130644708573644, "score": 21.080048181047037, "zero_downtime": 4.278411797734205, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 80692080, "heap_mib": 76.95396423339844, "mobile_score": 251182.18865329065, "mobile_throughput": 5870921.27939423, "mobile_availability": 204122.53302201498, "mobile_accuracy": 297595.33317609323, "soft_acc_blocks": [ 24.97519428205128 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.285727811, "time_to_acc50_sec": 0, "acc_per_sec": 2.330579750816027, "mobile_acc_per_sec": 27770.340827178024 }, "started": "2026-08-19T08:02:39.087887081+10:00", "ended": "2026-08-19T08:02:49.804907264+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": 6200, "total_correct": 1450, "total_train": 221, "infer_ms": 397.662255, "train_ms": 1783.908406, "blocked_train": 1783908406, "duration": 10442995807, "avg_accuracy": 27.5, "soft_acc": 24.982511249999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.699366980891, "availability": 18.228254629062413, "score": 27.03633158030799, "zero_downtime": 4.553875763384163, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 46415976, "heap_mib": 44.265724182128906, "mobile_score": 644310.1914352962, "mobile_throughput": 14148611.53253079, "mobile_availability": 434402.5074073579, "mobile_accuracy": 595365.039010909, "soft_acc_blocks": [ 24.982511249999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.112718624, "time_to_acc50_sec": 0, "acc_per_sec": 2.392274373341611, "mobile_acc_per_sec": 57010.94302956939 }, "started": "2026-08-19T08:03:04.694093582+10:00", "ended": "2026-08-19T08:03:15.137585168+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": 2712, "total_correct": 706, "total_train": 144, "infer_ms": 322.755673, "train_ms": 1851.866348, "blocked_train": 1851866348, "duration": 10561680975, "avg_accuracy": 33.75, "soft_acc": 25.01383715, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 256.7773071748174, "availability": 14.841920567491576, "score": 9.532944424063995, "zero_downtime": 3.712533840684699, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 43647568, "heap_mib": 41.62556457519531, "mobile_score": 3549.7218509969202, "mobile_throughput": 95614.53183527746, "mobile_availability": 5526.591513131409, "mobile_accuracy": 9314.243360581819, "soft_acc_blocks": [ 25.01383715 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.137106387, "time_to_acc50_sec": 0, "acc_per_sec": 2.368357575769325, "mobile_acc_per_sec": 881.8902391228323 }, "started": "2026-08-19T08:03:29.889299636+10:00", "ended": "2026-08-19T08:03:40.451752326+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": 3208, "total_correct": 804, "total_train": 147, "infer_ms": 361.180529, "train_ms": 1720.407561, "blocked_train": 1720407561, "duration": 10719551926, "avg_accuracy": 20.238095238095237, "soft_acc": 25.00816976190476, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 299.26624005795225, "availability": 17.35120078439726, "score": 12.9858138020408, "zero_downtime": 4.339217747891017, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 43070512, "heap_mib": 41.07524108886719, "mobile_score": 4794.5819342565965, "mobile_throughput": 110494.15385035469, "mobile_availability": 6406.356589331036, "mobile_accuracy": 9233.438949386988, "soft_acc_blocks": [ 25.00816976190476 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3329491693816125, "mobile_acc_per_sec": 861.3642634624978 }, "started": "2026-08-19T08:03:55.208573343+10:00", "ended": "2026-08-19T08:04:05.929126828+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": 3816, "total_correct": 1026, "total_train": 161, "infer_ms": 558.254826, "train_ms": 1786.390558, "blocked_train": 1786390558, "duration": 10186614506, "avg_accuracy": 29.545454545454547, "soft_acc": 25.013468863636366, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 374.60924802370255, "availability": 23.80977651501435, "score": 22.31041955744597, "zero_downtime": 5.955651035084518, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 50374656, "heap_mib": 48.041015625, "mobile_score": 8237.3839781227, "mobile_throughput": 138312.06579426123, "mobile_availability": 8790.971908101297, "mobile_accuracy": 9235.39546730858, "soft_acc_blocks": [ 25.013468863636366 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11870207, "time_to_acc50_sec": 0, "acc_per_sec": 2.455523260343584, "mobile_acc_per_sec": 906.6206895204344 }, "started": "2026-08-19T08:04:19.886704251+10:00", "ended": "2026-08-19T08:04:30.073853442+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": 2800, "total_correct": 795, "total_train": 123, "infer_ms": 379.814735, "train_ms": 1480.882124, "blocked_train": 1480882124, "duration": 11271432428, "avg_accuracy": 26.5625, "soft_acc": 24.996688875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 248.41563109976707, "availability": 20.412499390369533, "score": 12.67528079601547, "zero_downtime": 5.102448964221944, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 40337912, "heap_mib": 38.46923065185547, "mobile_score": 4719.813649134488, "mobile_throughput": 92500.9477258769, "mobile_availability": 7600.87250026851, "mobile_accuracy": 9307.857966545454, "soft_acc_blocks": [ 24.996688875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.474624731, "time_to_acc50_sec": 0, "acc_per_sec": 2.217702943674161, "mobile_acc_per_sec": 825.7919324808513 }, "started": "2026-08-19T08:04:44.707270476+10:00", "ended": "2026-08-19T08:04:55.996865846+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": 2944, "total_correct": 707, "total_train": 150, "infer_ms": 372.182566, "train_ms": 1718.937123, "blocked_train": 1718937123, "duration": 10932836835, "avg_accuracy": 28.125, "soft_acc": 24.9919705, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 269.28052109724916, "availability": 17.798243111468306, "score": 11.97795213451101, "zero_downtime": 4.448131667936441, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 56283792, "heap_mib": 53.67640686035156, "mobile_score": 2230.07690649805, "mobile_throughput": 50135.1370188333, "mobile_availability": 3313.70926293519, "mobile_accuracy": 4653.050507636363, "soft_acc_blocks": [ 24.9919705 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.184113684, "time_to_acc50_sec": 0, "acc_per_sec": 2.285954768847513, "mobile_acc_per_sec": 425.6032151454279 }, "started": "2026-08-19T08:05:10.50680573+10:00", "ended": "2026-08-19T08:05:21.440661259+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": 2168, "total_correct": 584, "total_train": 121, "infer_ms": 287.754147, "train_ms": 1438.444759, "blocked_train": 1438444759, "duration": 11407870923, "avg_accuracy": 25, "soft_acc": 24.9868182, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 190.04422601144466, "availability": 16.669814005779468, "score": 7.915828754462568, "zero_downtime": 4.165256119902253, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 131550136, "heap_mib": 125.45598602294922, "mobile_score": 47161.068477496265, "mobile_throughput": 1132248.9450805488, "mobile_availability": 99315.72097116029, "mobile_accuracy": 148866.91977774544, "soft_acc_blocks": [ 24.9868182 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.553573283, "time_to_acc50_sec": 0, "acc_per_sec": 2.190313895437121, "mobile_acc_per_sec": 13049.491950124288 }, "started": "2026-08-19T08:05:35.542601749+10:00", "ended": "2026-08-19T08:05:46.951672616+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": 1424, "total_correct": 375, "total_train": 97, "infer_ms": 318.1078, "train_ms": 1837.307287, "blocked_train": 1837307287, "duration": 10554381992, "avg_accuracy": 28.75, "soft_acc": 25.0188459, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 134.9202635530306, "availability": 14.758540102953262, "score": 4.9818179457052105, "zero_downtime": 3.692416405447578, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 46419776, "heap_mib": 44.26934814453125, "mobile_score": 19787.177023620403, "mobile_throughput": 535886.9328612977, "mobile_availability": 58619.132374978486, "mobile_accuracy": 99371.82332741818, "soft_acc_blocks": [ 25.0188459 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132332784, "time_to_acc50_sec": 0, "acc_per_sec": 2.37047000184035, "mobile_acc_per_sec": 9415.219517612679 }, "started": "2026-08-19T08:06:01.349773792+10:00", "ended": "2026-08-19T08:06:11.904959427+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": 1488, "total_correct": 400, "total_train": 71, "infer_ms": 425.144835, "train_ms": 1321.087437, "blocked_train": 1321087437, "duration": 10799665660, "avg_accuracy": 26.136363636363637, "soft_acc": 24.993661545454543, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 137.78204315262107, "availability": 24.346408081959904, "score": 8.384118389185959, "zero_downtime": 6.085058834480249, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 121540832, "heap_mib": 115.91036987304688, "mobile_score": 33300.701985072184, "mobile_throughput": 547253.5745484955, "mobile_availability": 96700.98182177723, "mobile_accuracy": 99271.79412381267, "soft_acc_blocks": [ 24.993661545454543 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.63880886, "time_to_acc50_sec": 0, "acc_per_sec": 2.3142995655899354, "mobile_acc_per_sec": 9192.117353363758 }, "started": "2026-08-19T08:06:26.231476552+10:00", "ended": "2026-08-19T08:06:37.033262046+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": 1232, "total_correct": 324, "total_train": 77, "infer_ms": 410.483772, "train_ms": 1578.621619, "blocked_train": 1578621619, "duration": 11414912346, "avg_accuracy": 23.214285714285715, "soft_acc": 25.010205857142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 107.92899346543962, "availability": 20.63660245743107, "score": 5.570492467483038, "zero_downtime": 5.161256756523712, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 121729144, "heap_mib": 116.08995819091797, "mobile_score": 20281.54413049824, "mobile_throughput": 392957.4730972806, "mobile_availability": 75135.57659167792, "mobile_accuracy": 91059.38061409524, "soft_acc_blocks": [ 25.010205857142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1910116432831748, "mobile_acc_per_sec": 7977.229947455897 }, "started": "2026-08-19T08:06:51.398139154+10:00", "ended": "2026-08-19T08:07:02.944396812+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": 1424, "total_correct": 340, "total_train": 92, "infer_ms": 294.1089, "train_ms": 1725.285689, "blocked_train": 1725285689, "duration": 11073420639, "avg_accuracy": 19, "soft_acc": 24.975582279999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 128.59621669068974, "availability": 14.564211551425524, "score": 4.677683060595956, "zero_downtime": 3.637496639459546, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 79157280, "heap_mib": 75.49026489257812, "mobile_score": 22295.028149761205, "mobile_throughput": 612922.3023302577, "mobile_availability": 69416.73950794351, "mobile_accuracy": 119039.98256742398, "soft_acc_blocks": [ 24.975582279999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2554532239150493, "mobile_acc_per_sec": 10750.064180545212 }, "started": "2026-08-19T08:07:17.306174572+10:00", "ended": "2026-08-19T08:07:28.487390521+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": 1320, "total_correct": 341, "total_train": 84, "infer_ms": 381.306811, "train_ms": 1417.83871, "blocked_train": 1417838710, "duration": 10980901950, "avg_accuracy": 22.916666666666668, "soft_acc": 25.0013605, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 120.20870471391468, "availability": 21.193772629801636, "score": 6.36953650088797, "zero_downtime": 5.2987314987270375, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 117860728, "heap_mib": 112.40074920654297, "mobile_score": 27372.717647356985, "mobile_throughput": 516590.01128728606, "mobile_availability": 91079.02184043803, "mobile_accuracy": 107441.91224445902, "soft_acc_blocks": [ 25.0013605 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2768039104474473, "mobile_acc_per_sec": 9784.43416885796 }, "started": "2026-08-19T08:07:42.968326468+10:00", "ended": "2026-08-19T08:07:53.950026591+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": 2320, "total_correct": 681, "total_train": 122, "infer_ms": 458.026815, "train_ms": 1778.990241, "blocked_train": 1778990241, "duration": 10688968241, "avg_accuracy": 20.833333333333332, "soft_acc": 24.9571776, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 217.04620574145835, "availability": 20.47489149765338, "score": 11.090963517426209, "zero_downtime": 5.109955034476655, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 49895176, "heap_mib": 47.58374786376953, "mobile_score": 88103.92546400534, "mobile_throughput": 1724162.4411481472, "mobile_availability": 162647.57444729842, "mobile_accuracy": 198253.76862952727, "soft_acc_blocks": [ 24.9571776 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3348537517653947, "mobile_acc_per_sec": 18547.51217887235 }, "started": "2026-08-19T08:08:08.949402458+10:00", "ended": "2026-08-19T08:08:19.690954147+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": 2448, "total_correct": 630, "total_train": 126, "infer_ms": 406.230406, "train_ms": 1776.738384, "blocked_train": 1776738384, "duration": 10497433764, "avg_accuracy": 17.045454545454547, "soft_acc": 25.00106218181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 233.19985198622493, "availability": 18.60907988519616, "score": 10.849547635173865, "zero_downtime": 4.652467633562112, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 46423184, "heap_mib": 44.27259826660156, "mobile_score": 72926.76449423122, "mobile_throughput": 1567485.6922840243, "mobile_availability": 125083.5548057657, "mobile_accuracy": 168048.16524591143, "soft_acc_blocks": [ 25.00106218181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3816356210369305, "mobile_acc_per_sec": 16008.499698489875 }, "started": "2026-08-19T08:08:34.380764193+10:00", "ended": "2026-08-19T08:08:45.107096068+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": 24624, "total_correct": 6634, "total_train": 928, "infer_ms": 611.82836, "train_ms": 1521.688425, "blocked_train": 1521688425, "duration": 10528310403, "avg_accuracy": 20.907738095238095, "soft_acc": 24.861268619047618, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2338.836817822496, "availability": 28.67698835563649, "score": 166.74650805836663, "zero_downtime": 7.129463106947794, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 47271648, "heap_mib": 45.081756591796875, "mobile_score": 227664.56566902323, "mobile_throughput": 3193291.8686003145, "mobile_availability": 39153.64810156235, "mobile_accuracy": 33943.91875453968, "soft_acc_blocks": [ 24.861268619047618 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3613730662769497, "mobile_acc_per_sec": 3224.0613598234618 }, "started": "2026-08-19T08:08:59.871020772+10:00", "ended": "2026-08-19T08:09:10.399931643+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": 37224, "total_correct": 11716, "total_train": 1032, "infer_ms": 721.816207, "train_ms": 1431.904204, "blocked_train": 1431904204, "duration": 10762546495, "avg_accuracy": 24.410377358490567, "soft_acc": 24.850014797169813, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3458.6610164512, "availability": 33.514851942404704, "score": 288.0527035586734, "zero_downtime": 8.328445666937123, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 46623192, "heap_mib": 44.463340759277344, "mobile_score": 786575.9158508842, "mobile_throughput": 9444450.348922743, "mobile_availability": 91517.8890373931, "mobile_accuracy": 67857.10707280504, "soft_acc_blocks": [ 24.850014797169813 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.308934489501577, "mobile_acc_per_sec": 6304.930445998973 }, "started": "2026-08-19T08:09:25.352069513+10:00", "ended": "2026-08-19T08:09:36.2741483+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": 29032, "total_correct": 8859, "total_train": 815, "infer_ms": 848.451502, "train_ms": 1443.196492, "blocked_train": 1443196492, "duration": 11170222076, "avg_accuracy": 26.831210191082803, "soft_acc": 25.22244953503185, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2599.0530718612367, "availability": 37.02363994040177, "score": 242.70656470410555, "zero_downtime": 9.338268899999733, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 43436952, "heap_mib": 41.424705505371094, "mobile_score": 1325501.4520373552, "mobile_throughput": 14194295.176458167, "mobile_availability": 202198.43892784754, "mobile_accuracy": 137748.20439398728, "soft_acc_blocks": [ 25.22244953503185 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125691063, "time_to_acc50_sec": 0, "acc_per_sec": 2.2580078859151813, "mobile_acc_per_sec": 12331.73373427811 }, "started": "2026-08-19T08:09:50.952531916+10:00", "ended": "2026-08-19T08:10:02.182511749+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": 31496, "total_correct": 10710, "total_train": 668, "infer_ms": 894.593307, "train_ms": 1486.064415, "blocked_train": 1486064415, "duration": 11248238881, "avg_accuracy": 23.90988372093023, "soft_acc": 25.004811534883718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2800.0827803543157, "availability": 37.57756937223418, "score": 263.10138943366974, "zero_downtime": 9.396200400917344, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 46627208, "heap_mib": 44.46717071533203, "mobile_score": 1436884.388160415, "mobile_throughput": 15292185.424441703, "mobile_availability": 205223.63219822827, "mobile_accuracy": 136559.61072917827, "soft_acc_blocks": [ 25.004811534883718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2229979109992657, "mobile_acc_per_sec": 12140.532591270656 }, "started": "2026-08-19T08:10:16.958116201+10:00", "ended": "2026-08-19T08:10:28.206903204+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": 28120, "total_correct": 7933, "total_train": 512, "infer_ms": 781.551023, "train_ms": 956.988418, "blocked_train": 956988418, "duration": 11294941859, "avg_accuracy": 27.463503649635037, "soft_acc": 25.06668291970803, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2489.6099821526313, "availability": 44.954460311263084, "score": 280.543991889766, "zero_downtime": 11.268592024490308, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 140053208, "heap_mib": 133.56514739990234, "mobile_score": 3064288.5087479507, "mobile_throughput": 27193179.965059143, "mobile_availability": 491022.5851598229, "mobile_accuracy": 273795.02197099756, "soft_acc_blocks": [ 25.06668291970803 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.610365336, "time_to_acc50_sec": 0, "acc_per_sec": 2.219283926613086, "mobile_acc_per_sec": 24240.49856908587 }, "started": "2026-08-19T08:10:42.675080492+10:00", "ended": "2026-08-19T08:10:53.970424069+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": 25336, "total_correct": 6959, "total_train": 1014, "infer_ms": 703.946329, "train_ms": 1509.262702, "blocked_train": 1509262702, "duration": 10578427941, "avg_accuracy": 27.713815789473685, "soft_acc": 24.864913855263158, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2395.0628714690606, "availability": 31.80659030123034, "score": 189.41788892890622, "zero_downtime": 7.908681278697411, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 47572600, "heap_mib": 45.36876678466797, "mobile_score": 2068948.461474133, "mobile_throughput": 26160473.390766058, "mobile_availability": 347412.7836635719, "mobile_accuracy": 271591.16573642107, "soft_acc_blocks": [ 24.864913855263158 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124711345, "time_to_acc50_sec": 0, "acc_per_sec": 2.3505301538134438, "mobile_acc_per_sec": 25674.057360052975 }, "started": "2026-08-19T08:11:08.985495528+10:00", "ended": "2026-08-19T08:11:19.564601435+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": 20336, "total_correct": 6208, "total_train": 824, "infer_ms": 704.681272, "train_ms": 1367.886739, "blocked_train": 1367886739, "duration": 10741281489, "avg_accuracy": 21.946564885496183, "soft_acc": 24.939545374045803, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1893.2564071452573, "availability": 34.00039314801525, "score": 160.53950016556496, "zero_downtime": 8.479543476503224, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 83602448, "heap_mib": 79.72950744628906, "mobile_score": 219189.93089271802, "mobile_throughput": 2584926.0812223246, "mobile_availability": 46421.87011142349, "mobile_accuracy": 34050.79261736387, "soft_acc_blocks": [ 24.939545374045803 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.321840778457026, "mobile_acc_per_sec": 3170.0866095199926 }, "started": "2026-08-19T08:11:34.286740686+10:00", "ended": "2026-08-19T08:11:45.112950588+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": 20168, "total_correct": 5771, "total_train": 508, "infer_ms": 653.478292, "train_ms": 935.82641, "blocked_train": 935826410, "duration": 11071142552, "avg_accuracy": 25.95108695652174, "soft_acc": 24.812628652173913, "adapt_pct": 24.812628652173913, "stability": 100, "consistency": 100, "throughput": 1821.6728675719794, "availability": 41.11724398585464, "score": 185.85196738312325, "zero_downtime": 10.202269062218425, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 152248768, "heap_mib": 145.19573974609375, "mobile_score": 507499.77226751525, "mobile_throughput": 4974381.377049885, "mobile_availability": 112277.48757737374, "mobile_accuracy": 67755.01797286957, "soft_acc_blocks": [ 24.812628652173913 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.709960448, "time_to_acc50_sec": 0, "acc_per_sec": 2.2411985516067188, "mobile_acc_per_sec": 6119.96617825408 }, "started": "2026-08-19T08:11:59.856161009+10:00", "ended": "2026-08-19T08:12:10.927755955+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": 18584, "total_correct": 5453, "total_train": 797, "infer_ms": 686.483674, "train_ms": 1432.565123, "blocked_train": 1432565123, "duration": 11437536461, "avg_accuracy": 26.53301886792453, "soft_acc": 25.32658961320755, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1624.82542139806, "availability": 32.39584076458622, "score": 133.31305292750048, "zero_downtime": 8.20476164219495, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 70807024, "heap_mib": 67.52684020996094, "mobile_score": 728067.0197213893, "mobile_throughput": 8873713.234728605, "mobile_availability": 176924.48502899354, "mobile_accuracy": 138316.94807426416, "soft_acc_blocks": [ 25.32658961320755 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.263597987, "time_to_acc50_sec": 0, "acc_per_sec": 2.214339573872992, "mobile_acc_per_sec": 12093.246526111701 }, "started": "2026-08-19T08:12:24.947818202+10:00", "ended": "2026-08-19T08:12:36.570488744+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": 31456, "total_correct": 8402, "total_train": 667, "infer_ms": 684.576401, "train_ms": 1310.690621, "blocked_train": 1310690621, "duration": 11570807503, "avg_accuracy": 24.46808510638298, "soft_acc": 25.075449260638297, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2718.5656655202592, "availability": 34.31001432148163, "score": 233.88881293149194, "zero_downtime": 8.603390232500859, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 43315928, "heap_mib": 41.309288024902344, "mobile_score": 2554689.5407130425, "mobile_throughput": 29693986.57592262, "mobile_availability": 374756.84976210335, "mobile_accuracy": 273890.77379086526, "soft_acc_blocks": [ 25.075449260638297 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1671304491183445, "mobile_acc_per_sec": 23670.843518903304 }, "started": "2026-08-19T08:12:51.117161214+10:00", "ended": "2026-08-19T08:13:02.801168715+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": 21128, "total_correct": 6088, "total_train": 540, "infer_ms": 673.846297, "train_ms": 1045.088245, "blocked_train": 1045088245, "duration": 11361438911, "avg_accuracy": 28.6144578313253, "soft_acc": 25.137106759036143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1859.6236062620676, "availability": 39.201393685182, "score": 183.24909877818342, "zero_downtime": 9.854096181674251, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 120494712, "heap_mib": 114.91271209716797, "mobile_score": 247616.76159849545, "mobile_throughput": 2512830.776494657, "mobile_availability": 52971.186320661596, "mobile_accuracy": 33966.70986722047, "soft_acc_blocks": [ 25.137106759036143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.533742138, "time_to_acc50_sec": 0, "acc_per_sec": 2.2124932375157793, "mobile_acc_per_sec": 2989.648594099672 }, "started": "2026-08-19T08:13:18.000170509+10:00", "ended": "2026-08-19T08:13:29.42313641+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": 22472, "total_correct": 6432, "total_train": 814, "infer_ms": 727.644704, "train_ms": 1455.206326, "blocked_train": 1455206326, "duration": 10832419100, "avg_accuracy": 18.521897810218977, "soft_acc": 24.6415130729927, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2074.5135313311503, "availability": 33.3346020410747, "score": 170.40365986774847, "zero_downtime": 8.214150319781515, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 49605680, "heap_mib": 47.30766296386719, "mobile_score": 455819.3572690924, "mobile_throughput": 5549196.6852782965, "mobile_availability": 89168.01956587231, "mobile_accuracy": 65914.53880618978, "soft_acc_blocks": [ 24.6415130729927 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2747931782839443, "mobile_acc_per_sec": 6084.93247885782 }, "started": "2026-08-19T08:13:44.301702836+10:00", "ended": "2026-08-19T08:13:55.252391822+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": 23712, "total_correct": 6807, "total_train": 603, "infer_ms": 854.650928, "train_ms": 1258.079591, "blocked_train": 1258079591, "duration": 11705961556, "avg_accuracy": 23.214285714285715, "soft_acc": 24.809533488721804, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2025.6345355795393, "availability": 40.45243443562904, "score": 203.29390280647644, "zero_downtime": 10.036060268310617, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 80595344, "heap_mib": 76.86170959472656, "mobile_score": 1065845.5371460193, "mobile_throughput": 10620158.793899255, "mobile_availability": 212087.25945387076, "mobile_accuracy": 130073.40693734978, "soft_acc_blocks": [ 24.809533488721804 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1193930434536106, "mobile_acc_per_sec": 11111.723399662065 }, "started": "2026-08-19T08:14:10.575144523+10:00", "ended": "2026-08-19T08:14:22.540939796+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": 33128, "total_correct": 10328, "total_train": 682, "infer_ms": 716.991332, "train_ms": 1160.315125, "blocked_train": 1160315125, "duration": 11403555364, "avg_accuracy": 25.07861635220126, "soft_acc": 24.76510244025157, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2905.058899839441, "availability": 38.19255664553441, "score": 274.7728398432011, "zero_downtime": 9.458425777817705, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 113368352, "heap_mib": 108.11648559570312, "mobile_score": 2770386.589532927, "mobile_throughput": 29290144.624596555, "mobile_availability": 385074.9834341143, "mobile_accuracy": 249693.19284989644, "soft_acc_blocks": [ 24.76510244025157 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.445763246, "time_to_acc50_sec": 0, "acc_per_sec": 2.1717001101632545, "mobile_acc_per_sec": 21896.0828337937 }, "started": "2026-08-19T08:14:37.44818242+10:00", "ended": "2026-08-19T08:14:49.022584389+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": 41016, "total_correct": 10969, "total_train": 567, "infer_ms": 889.136241, "train_ms": 1122.069972, "blocked_train": 1122069972, "duration": 11472441895, "avg_accuracy": 36.50990099009901, "soft_acc": 25.593070767326733, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3575.176093755235, "availability": 44.20910373351159, "score": 404.5121266174212, "zero_downtime": 11.314467204118506, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 103481352, "heap_mib": 98.68750762939453, "mobile_score": 8836702.243333105, "mobile_throughput": 78100913.49344769, "mobile_availability": 965762.6074264719, "mobile_accuracy": 559089.1619358415, "soft_acc_blocks": [ 25.593070767326733 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.400982408, "time_to_acc50_sec": 0, "acc_per_sec": 2.2308302802109536, "mobile_acc_per_sec": 48733.23108130169 }, "started": "2026-08-19T08:15:04.010120496+10:00", "ended": "2026-08-19T08:15:15.483498066+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": 21288, "total_correct": 6106, "total_train": 736, "infer_ms": 761.037287, "train_ms": 1464.669482, "blocked_train": 1464669482, "duration": 11063837312, "avg_accuracy": 28.53053435114504, "soft_acc": 25.20756520610687, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1924.1063836785384, "availability": 34.19306161978968, "score": 165.84331442735797, "zero_downtime": 8.619238303772786, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 42691536, "heap_mib": 40.71382141113281, "mobile_score": 3105344.986946095, "mobile_throughput": 36028067.417359054, "mobile_availability": 640250.4246612962, "mobile_accuracy": 472000.85524212, "soft_acc_blocks": [ 25.20756520610687 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.120288902, "time_to_acc50_sec": 0, "acc_per_sec": 2.2783745363614822, "mobile_acc_per_sec": 42661.586747138885 }, "started": "2026-08-19T08:15:30.260625247+10:00", "ended": "2026-08-19T08:15:41.403060809+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": 34232, "total_correct": 8609, "total_train": 708, "infer_ms": 715.502349, "train_ms": 1421.963406, "blocked_train": 1421963406, "duration": 11483648155, "avg_accuracy": 24.375, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2980.934241275524, "availability": 33.47433039927229, "score": 249.46194422740237, "zero_downtime": 8.368582599818073, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43315464, "heap_mib": 41.30884552001953, "mobile_score": 5449579.325629014, "mobile_throughput": 65119502.14541092, "mobile_availability": 731257.9056822363, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.17700853096191, "mobile_acc_per_sec": 47557.47702837324 }, "started": "2026-08-19T08:15:56.23278859+10:00", "ended": "2026-08-19T08:16:07.717175701+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": 34328, "total_correct": 8874, "total_train": 655, "infer_ms": 770.310666, "train_ms": 1043.872555, "blocked_train": 1043872555, "duration": 11082895475, "avg_accuracy": 27.453271028037385, "soft_acc": 24.86357855140187, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3097.3855232537953, "availability": 42.46046689679972, "score": 326.99692242764115, "zero_downtime": 10.557191540177786, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 119682944, "heap_mib": 114.1385498046875, "mobile_score": 14286713.538811928, "mobile_throughput": 135326838.4346405, "mobile_availability": 1855126.105699111, "mobile_accuracy": 1086306.322629782, "soft_acc_blocks": [ 24.86357855140187 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.520186352, "time_to_acc50_sec": 0, "acc_per_sec": 2.24341902416091, "mobile_acc_per_sec": 98016.47277827293 }, "started": "2026-08-19T08:16:22.346127332+10:00", "ended": "2026-08-19T08:16:33.430037804+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": 24240, "total_correct": 6477, "total_train": 736, "infer_ms": 939.253291, "train_ms": 1420.469151, "blocked_train": 1420469151, "duration": 10907666256, "avg_accuracy": 22.478991596638654, "soft_acc": 24.427065075630253, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2222.290215990635, "availability": 39.80354953118677, "score": 216.0696986222344, "zero_downtime": 9.722838946393711, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 43753464, "heap_mib": 41.72655487060547, "mobile_score": 7080171.884453377, "mobile_throughput": 72820005.79758112, "mobile_availability": 1304282.711037928, "mobile_accuracy": 800426.0683982521, "soft_acc_blocks": [ 24.427065075630253 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2394400875800184, "mobile_acc_per_sec": 73381.97278982204 }, "started": "2026-08-19T08:16:48.164597491+10:00", "ended": "2026-08-19T08:16:59.252830605+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": 35768, "total_correct": 10342, "total_train": 524, "infer_ms": 756.055042, "train_ms": 908.058778, "blocked_train": 908058778, "duration": 11176977942, "avg_accuracy": 21.91780821917808, "soft_acc": 24.931356698630136, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3200.14946666341, "availability": 45.432892444820865, "score": 362.48209730902545, "zero_downtime": 11.327036473923272, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 129913048, "heap_mib": 123.89473724365234, "mobile_score": 15837084.486162862, "mobile_throughput": 139816663.63150215, "mobile_availability": 1984993.3595091868, "mobile_accuracy": 1089267.5950676163, "soft_acc_blocks": [ 24.931356698630136 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2305990785706906, "mobile_acc_per_sec": 97456.36080880585 }, "started": "2026-08-19T08:17:13.905639464+10:00", "ended": "2026-08-19T08:17:25.083458134+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": 33160, "total_correct": 9272, "total_train": 732, "infer_ms": 947.876799, "train_ms": 1465.952106, "blocked_train": 1465952106, "duration": 11396925664, "avg_accuracy": 27.894736842105264, "soft_acc": 24.959160968421052, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2909.5565749581083, "availability": 39.268599238188344, "score": 285.1689246236389, "zero_downtime": 9.801112893903591, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 43939488, "heap_mib": 41.903961181640625, "mobile_score": 24918440.858846396, "mobile_throughput": 254240932.92860612, "mobile_availability": 3431342.559565215, "mobile_accuracy": 2180964.7643019226, "soft_acc_blocks": [ 24.959160968421052 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.148338887, "time_to_acc50_sec": 0, "acc_per_sec": 2.1899906785617387, "mobile_acc_per_sec": 191364.30548029614 }, "started": "2026-08-19T08:17:40.142390231+10:00", "ended": "2026-08-19T08:17:51.5397123+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": 22160, "total_correct": 6557, "total_train": 618, "infer_ms": 917.533409, "train_ms": 1248.097936, "blocked_train": 1248097936, "duration": 11314204577, "avg_accuracy": 24.462365591397848, "soft_acc": 25.213155462365588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1958.5999041459615, "availability": 42.36794092948447, "score": 209.2234159631916, "zero_downtime": 10.68229481275414, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 82718440, "heap_mib": 78.8864517211914, "mobile_score": 285659.70392841095, "mobile_throughput": 2674141.735793953, "mobile_availability": 57846.36201572279, "mobile_accuracy": 34424.36159128315, "soft_acc_blocks": [ 25.213155462365588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2284514382584146, "mobile_acc_per_sec": 3042.5790303688223 }, "started": "2026-08-19T08:18:06.686302897+10:00", "ended": "2026-08-19T08:18:18.001079348+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": 21840, "total_correct": 6151, "total_train": 516, "infer_ms": 849.171579, "train_ms": 945.555116, "blocked_train": 945555116, "duration": 11675640263, "avg_accuracy": 29.595588235294116, "soft_acc": 25.122550926470588, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1870.5612290240533, "availability": 47.31481296655032, "score": 222.3477768304074, "zero_downtime": 11.886687983285913, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 143930360, "heap_mib": 137.26268768310547, "mobile_score": 300449.1526259295, "mobile_throughput": 2527610.3238210385, "mobile_availability": 63934.50685723385, "mobile_accuracy": 33947.04118592117, "soft_acc_blocks": [ 25.122550926470588 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.587303298, "time_to_acc50_sec": 0, "acc_per_sec": 2.1517064898002833, "mobile_acc_per_sec": 2907.510031248482 }, "started": "2026-08-19T08:18:32.985036971+10:00", "ended": "2026-08-19T08:18:44.661304575+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": 7088, "total_correct": 1850, "total_train": 340, "infer_ms": 403.860727, "train_ms": 837.896438, "blocked_train": 837896438, "duration": 12204580316, "avg_accuracy": 18.597560975609756, "soft_acc": 24.539234865853658, "adapt_pct": 24.539234865853658, "stability": 100, "consistency": 100, "throughput": 580.7655664085189, "availability": 32.5233256858236, "score": 46.35075626792545, "zero_downtime": 7.980975276230763, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 155543864, "heap_mib": 148.33818817138672, "mobile_score": 62631.81778917035, "mobile_throughput": 784763.9620649215, "mobile_availability": 43947.39530198218, "mobile_accuracy": 33158.83084883681, "soft_acc_blocks": [ 24.539234865853658 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0106578211200867, "mobile_acc_per_sec": 2716.9169271118762 }, "started": "2026-08-19T08:18:59.555294203+10:00", "ended": "2026-08-19T08:19:11.7606066+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": 22536, "total_correct": 6515, "total_train": 672, "infer_ms": 791.05189, "train_ms": 1476.475042, "blocked_train": 1476475042, "duration": 11359401176, "avg_accuracy": 27.860169491525422, "soft_acc": 25.134917177966102, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1983.907395366384, "availability": 34.886107804782625, "score": 173.96079085379804, "zero_downtime": 8.768594303348081, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 45235832, "heap_mib": 43.14025115966797, "mobile_score": 237514.46644571892, "mobile_throughput": 2708694.897140236, "mobile_availability": 47631.165856129875, "mobile_accuracy": 34317.54025364972, "soft_acc_blocks": [ 25.134917177966102 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117672632, "time_to_acc50_sec": 0, "acc_per_sec": 2.212697376255259, "mobile_acc_per_sec": 3021.0694843805136 }, "started": "2026-08-19T08:19:26.527215566+10:00", "ended": "2026-08-19T08:19:37.924325332+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": 22160, "total_correct": 6958, "total_train": 739, "infer_ms": 861.490863, "train_ms": 1447.653066, "blocked_train": 1447653066, "duration": 11418401409, "avg_accuracy": 23.84453781512605, "soft_acc": 24.78763594117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1940.727007769534, "availability": 37.30780278269956, "score": 179.47304488955126, "zero_downtime": 9.247722331427672, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 43367528, "heap_mib": 41.358497619628906, "mobile_score": 122520.265311267, "mobile_throughput": 1324869.637304002, "mobile_availability": 25468.7933663229, "mobile_accuracy": 16921.692802509806, "soft_acc_blocks": [ 24.78763594117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.170849933655233, "mobile_acc_per_sec": 1481.9668880419724 }, "started": "2026-08-19T08:19:53.251454309+10:00", "ended": "2026-08-19T08:20:04.752701732+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": 21616, "total_correct": 5617, "total_train": 414, "infer_ms": 864.959425, "train_ms": 953.081529, "blocked_train": 953081529, "duration": 11481498213, "avg_accuracy": 28.45394736842105, "soft_acc": 25.449515381578948, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1882.681127409413, "availability": 47.57645437507565, "score": 227.95459928692327, "zero_downtime": 12.10797707419477, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 151845816, "heap_mib": 144.81145477294922, "mobile_score": 4979744.206289268, "mobile_throughput": 41127796.78863443, "mobile_availability": 1039323.5046416526, "mobile_accuracy": 555953.1466823859, "soft_acc_blocks": [ 25.449515381578948 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.618172782, "time_to_acc50_sec": 0, "acc_per_sec": 2.216567464406655, "mobile_acc_per_sec": 48421.655115784844 }, "started": "2026-08-19T08:20:19.882056833+10:00", "ended": "2026-08-19T08:20:31.44996732+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": 12936, "total_correct": 3744, "total_train": 550, "infer_ms": 917.390828, "train_ms": 1469.164755, "blocked_train": 1469164755, "duration": 11052299814, "avg_accuracy": 18.66883116883117, "soft_acc": 24.910107623376625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1170.4351327507338, "availability": 38.439952311808355, "score": 112.07423769472464, "zero_downtime": 9.575433491246113, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 65740176, "heap_mib": 62.69471740722656, "mobile_score": 1632199.387013661, "mobile_throughput": 17045697.079989355, "mobile_availability": 559822.3810459272, "mobile_accuracy": 362779.7362679134, "soft_acc_blocks": [ 24.910107623376625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.25383929522278, "mobile_acc_per_sec": 32823.91378927114 }, "started": "2026-08-19T08:20:46.822296797+10:00", "ended": "2026-08-19T08:20:58.238527568+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": 12648, "total_correct": 3651, "total_train": 473, "infer_ms": 804.166637, "train_ms": 1563.456002, "blocked_train": 1563456002, "duration": 11154073205, "avg_accuracy": 26.607142857142858, "soft_acc": 25.118390785714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1133.9355379459337, "availability": 33.965152374943145, "score": 96.74170706909524, "zero_downtime": 8.531499704501535, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43289944, "heap_mib": 41.284507751464844, "mobile_score": 1408903.2254400502, "mobile_throughput": 16514133.20329438, "mobile_availability": 494653.3835653942, "mobile_accuracy": 365813.07967390475, "soft_acc_blocks": [ 25.118390785714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125259732, "time_to_acc50_sec": 0, "acc_per_sec": 2.2519478153016377, "mobile_acc_per_sec": 32796.36711635736 }, "started": "2026-08-19T08:21:13.161575823+10:00", "ended": "2026-08-19T08:21:24.316325325+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": 13032, "total_correct": 3481, "total_train": 504, "infer_ms": 795.691841, "train_ms": 1379.994786, "blocked_train": 1379994786, "duration": 11325756044, "avg_accuracy": 26.623376623376622, "soft_acc": 24.73081464935065, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1150.6516606371642, "availability": 36.57198748779182, "score": 104.07126982569999, "zero_downtime": 9.044550439189507, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 43926264, "heap_mib": 41.89134979248047, "mobile_score": 1364082.9478594149, "mobile_throughput": 15081821.446303438, "mobile_availability": 479356.354399985, "mobile_accuracy": 324151.7337719688, "soft_acc_blocks": [ 24.73081464935065 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.182422123, "time_to_acc50_sec": 0, "acc_per_sec": 2.183590618875478, "mobile_acc_per_sec": 28620.758959724666 }, "started": "2026-08-19T08:21:39.550499731+10:00", "ended": "2026-08-19T08:21:50.939434822+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": 11408, "total_correct": 3481, "total_train": 690, "infer_ms": 644.195035, "train_ms": 1389.629879, "blocked_train": 1389629879, "duration": 11353186602, "avg_accuracy": 30.09259259259259, "soft_acc": 25.348487703703704, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1004.8280187687873, "availability": 31.674065479561726, "score": 80.6766025679511, "zero_downtime": 8.028896593349764, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 80389216, "heap_mib": 76.66513061523438, "mobile_score": 1409925.8202381982, "mobile_throughput": 17560642.410141665, "mobile_availability": 553544.414738282, "mobile_accuracy": 442996.93070664693, "soft_acc_blocks": [ 25.348487703703704 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.327842585, "time_to_acc50_sec": 0, "acc_per_sec": 2.2327200804783978, "mobile_acc_per_sec": 39019.61151846194 }, "started": "2026-08-19T08:22:05.73397827+10:00", "ended": "2026-08-19T08:22:17.087772525+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": 7424, "total_correct": 2078, "total_train": 497, "infer_ms": 446.934469, "train_ms": 1511.605536, "blocked_train": 1511605536, "duration": 11845109748, "avg_accuracy": 28.98936170212766, "soft_acc": 25.193135978723404, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 626.7565398668858, "availability": 22.81977737799642, "score": 36.03234344063384, "zero_downtime": 5.7490175448806005, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 54921640, "heap_mib": 52.377357482910156, "mobile_score": 555627.2140530304, "mobile_throughput": 9664733.316874405, "mobile_availability": 351886.33652808785, "mobile_accuracy": 388484.08458861575, "soft_acc_blocks": [ 25.193135978723404 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.337365449, "time_to_acc50_sec": 0, "acc_per_sec": 2.126880756252779, "mobile_acc_per_sec": 32797.001703948736 }, "started": "2026-08-19T08:22:32.090582703+10:00", "ended": "2026-08-19T08:22:43.936367499+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": 16208, "total_correct": 3668, "total_train": 655, "infer_ms": 798.034607, "train_ms": 1546.110527, "blocked_train": 1546110527, "duration": 10560208964, "avg_accuracy": 18.39887640449438, "soft_acc": 24.69094182022472, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1534.8181134723236, "availability": 34.04373711444438, "score": 129.01250275788558, "zero_downtime": 8.405719324357712, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 50242096, "heap_mib": 47.91459655761719, "mobile_score": 3757761.502551462, "mobile_throughput": 44704817.72645431, "mobile_availability": 991595.7135698787, "mobile_accuracy": 719175.8058356654, "soft_acc_blocks": [ 24.69094182022472 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.3381111021947314, "mobile_acc_per_sec": 68102.4218637484 }, "started": "2026-08-19T08:22:59.510773871+10:00", "ended": "2026-08-19T08:23:10.071593301+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": 15280, "total_correct": 3728, "total_train": 822, "infer_ms": 698.518063, "train_ms": 1512.081838, "blocked_train": 1512081838, "duration": 11033489670, "avg_accuracy": 30.338541666666668, "soft_acc": 24.890238687500002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1384.8746368563918, "availability": 31.598574788862255, "score": 108.91984575016428, "zero_downtime": 7.864960686796016, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 46745960, "heap_mib": 44.580421447753906, "mobile_score": 2595698.549484642, "mobile_throughput": 33003325.16400745, "mobile_availability": 753034.2535865007, "mobile_accuracy": 593166.0664087273, "soft_acc_blocks": [ 24.890238687500002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118374735, "time_to_acc50_sec": 0, "acc_per_sec": 2.2558809073050052, "mobile_acc_per_sec": 53760.51314223302 }, "started": "2026-08-19T08:23:26.033543658+10:00", "ended": "2026-08-19T08:23:37.198799084+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": 7416, "total_correct": 1789, "total_train": 379, "infer_ms": 759.986309, "train_ms": 1450.636608, "blocked_train": 1450636608, "duration": 11677376119, "avg_accuracy": 24.353448275862068, "soft_acc": 25.00533853448276, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 635.0741745770773, "availability": 34.37883065246446, "score": 54.59442442857268, "zero_downtime": 8.596542988845266, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 90176712, "heap_mib": 85.99921417236328, "mobile_score": 24846.5291621593, "mobile_throughput": 289029.3132297454, "mobile_availability": 15646.187816943824, "mobile_accuracy": 11380.207404137931, "soft_acc_blocks": [ 25.00533853448276 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.141349073598574, "mobile_acc_per_sec": 974.5517561621954 }, "started": "2026-08-19T08:23:52.311655256+10:00", "ended": "2026-08-19T08:24:03.989598975+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": 11496, "total_correct": 3493, "total_train": 590, "infer_ms": 587.820802, "train_ms": 1506.842211, "blocked_train": 1506842211, "duration": 11916108748, "avg_accuracy": 22.265625, "soft_acc": 24.997302625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 964.7444684431475, "availability": 28.062786154710224, "score": 67.67624156363904, "zero_downtime": 7.014939580099515, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 46832968, "heap_mib": 44.66339874267578, "mobile_score": 61600.418987703444, "mobile_throughput": 878131.8539429182, "mobile_availability": 25543.371575487352, "mobile_accuracy": 22753.100344888888, "soft_acc_blocks": [ 24.997302625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.097773959069948, "mobile_acc_per_sec": 1909.4404747445572 }, "started": "2026-08-19T08:24:18.835269197+10:00", "ended": "2026-08-19T08:24:30.752270804+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": 6944, "total_correct": 1518, "total_train": 402, "infer_ms": 595.823981, "train_ms": 1484.033141, "blocked_train": 1484033141, "duration": 12039393879, "avg_accuracy": 25, "soft_acc": 25.016076981481483, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 576.7732221231036, "availability": 28.647351527063215, "score": 41.334127150982745, "zero_downtime": 7.166443511165745, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 80381016, "heap_mib": 76.65731048583984, "mobile_score": 75246.48213796681, "mobile_throughput": 1049983.6079183253, "mobile_availability": 52150.911935489305, "mobile_accuracy": 45540.37836273251, "soft_acc_blocks": [ 25.016076981481483 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.305514962, "time_to_acc50_sec": 0, "acc_per_sec": 2.0778518613894983, "mobile_acc_per_sec": 3782.61387744506 }, "started": "2026-08-19T08:24:45.223909085+10:00", "ended": "2026-08-19T08:24:57.26378593+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": 11848, "total_correct": 3132, "total_train": 598, "infer_ms": 725.000959, "train_ms": 1600.752648, "blocked_train": 1600752648, "duration": 11489512012, "avg_accuracy": 33.54430379746835, "soft_acc": 25.008579860759493, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1031.2013240967574, "availability": 31.172732864646918, "score": 80.39098878855447, "zero_downtime": 7.795857793236445, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 43329784, "heap_mib": 41.32250213623047, "mobile_score": 146347.32892351958, "mobile_throughput": 1877244.721555697, "mobile_availability": 56748.228361597234, "mobile_accuracy": 45526.730270964836, "soft_acc_blocks": [ 25.008579860759493 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.11311249, "time_to_acc50_sec": 0, "acc_per_sec": 2.176644215580241, "mobile_acc_per_sec": 3962.459869785185 }, "started": "2026-08-19T08:25:12.341266488+10:00", "ended": "2026-08-19T08:25:23.831359799+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": 8720, "total_correct": 2021, "total_train": 502, "infer_ms": 698.265083, "train_ms": 1612.188411, "blocked_train": 1612188411, "duration": 11305269900, "avg_accuracy": 20.833333333333332, "soft_acc": 24.972213351851853, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 771.3217001568445, "availability": 30.22199255744898, "score": 58.21242358545282, "zero_downtime": 7.547100460626948, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43571856, "heap_mib": 41.55335998535156, "mobile_score": 211944.96622756866, "mobile_throughput": 2808296.607859942, "mobile_availability": 110034.91690249869, "mobile_accuracy": 90921.05412372017, "soft_acc_blocks": [ 24.972213351851853 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.208900236150209, "mobile_acc_per_sec": 8042.360326463338 }, "started": "2026-08-19T08:25:39.146411172+10:00", "ended": "2026-08-19T08:25:50.452184454+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": 9464, "total_correct": 2773, "total_train": 524, "infer_ms": 673.87885, "train_ms": 1614.24416, "blocked_train": 1614244160, "duration": 11282435677, "avg_accuracy": 24.583333333333332, "soft_acc": 25.006241933333335, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 838.8259655043279, "availability": 29.451163554358033, "score": 61.776422081498886, "zero_downtime": 7.364629210584463, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 45258368, "heap_mib": 43.1617431640625, "mobile_score": 224921.0887518395, "mobile_throughput": 3054072.137516202, "mobile_availability": 107228.41414991155, "mobile_accuracy": 91044.94840794074, "soft_acc_blocks": [ 25.006241933333335 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2163868378447953, "mobile_acc_per_sec": 8069.618211388694 }, "started": "2026-08-19T08:26:05.165189962+10:00", "ended": "2026-08-19T08:26:16.56548845+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": 8384, "total_correct": 1994, "total_train": 414, "infer_ms": 787.809517, "train_ms": 1491.47051, "blocked_train": 1491470510, "duration": 11236561751, "avg_accuracy": 23.93617021276596, "soft_acc": 25.001437957446807, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 746.1357117762348, "availability": 34.56396351776569, "score": 64.47722720989917, "zero_downtime": 8.641487894528739, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 83748856, "heap_mib": 79.86913299560547, "mobile_score": 29344.30251686078, "mobile_throughput": 339574.65282616194, "mobile_availability": 15730.443840974252, "mobile_accuracy": 11378.432208189124, "soft_acc_blocks": [ 25.001437957446807 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.225007837047823, "mobile_acc_per_sec": 1012.6257889497647 }, "started": "2026-08-19T08:26:32.020863684+10:00", "ended": "2026-08-19T08:26:43.386064194+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": 6688, "total_correct": 1561, "total_train": 483, "infer_ms": 585.540998, "train_ms": 1561.954891, "blocked_train": 1561954891, "duration": 11285361224, "avg_accuracy": 23.25581395348837, "soft_acc": 24.982472906976746, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 592.6261346226979, "availability": 27.26622206819042, "score": 40.36836801371902, "zero_downtime": 6.811776540941786, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 40215616, "heap_mib": 38.35260009765625, "mobile_score": 36744.1856409318, "mobile_throughput": 539421.4772032379, "mobile_availability": 24818.32124251288, "mobile_accuracy": 22739.602005994835, "soft_acc_blocks": [ 24.982472906976746 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.213706093328036, "mobile_acc_per_sec": 2014.9644796159191 }, "started": "2026-08-19T08:26:58.856219319+10:00", "ended": "2026-08-19T08:27:10.142867567+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": 6744, "total_correct": 1695, "total_train": 387, "infer_ms": 671.386089, "train_ms": 1307.247849, "blocked_train": 1307247849, "duration": 11556087831, "avg_accuracy": 14.03061224489796, "soft_acc": 24.99919351020408, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 583.5885031877965, "availability": 33.93179890963742, "score": 49.503922312513936, "zero_downtime": 8.482676070913577, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 87292176, "heap_mib": 83.24830627441406, "mobile_score": 90119.14035202537, "mobile_throughput": 1062390.448469873, "mobile_availability": 61770.954815055506, "mobile_accuracy": 45509.64294124263, "soft_acc_blocks": [ 24.99919351020408 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1632920998698215, "mobile_acc_per_sec": 3938.153084918573 }, "started": "2026-08-19T08:27:24.817376991+10:00", "ended": "2026-08-19T08:27:36.513447613+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": 14712, "total_correct": 3232, "total_train": 511, "infer_ms": 779.703332, "train_ms": 1551.624589, "blocked_train": 1551624589, "duration": 11714852930, "avg_accuracy": 29.66867469879518, "soft_acc": 25.008275662650604, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1255.841630100601, "availability": 33.44460146411124, "score": 105.03756576422711, "zero_downtime": 8.363918128419819, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 43165024, "heap_mib": 41.165374755859375, "mobile_score": 382430.10610691045, "mobile_throughput": 4572379.837237388, "mobile_availability": 121768.07786399967, "mobile_accuracy": 91052.352990415, "soft_acc_blocks": [ 25.008275662650604 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.125071778, "time_to_acc50_sec": 0, "acc_per_sec": 2.1347494340802284, "mobile_acc_per_sec": 7772.385495104547 }, "started": "2026-08-19T08:27:51.546170689+10:00", "ended": "2026-08-19T08:28:03.350711514+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": 7792, "total_correct": 1922, "total_train": 502, "infer_ms": 656.10456, "train_ms": 1646.6386, "blocked_train": 1646638600, "duration": 11616039898, "avg_accuracy": 26.715686274509803, "soft_acc": 24.99647598039216, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 670.7965940562577, "availability": 28.492303066921284, "score": 47.774614338753516, "zero_downtime": 7.122071692383518, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 46475000, "heap_mib": 44.32201385498047, "mobile_score": 21555.64285923959, "mobile_throughput": 302659.7286614176, "mobile_availability": 12855.570215447528, "mobile_accuracy": 11278.272288130674, "soft_acc_blocks": [ 24.99647598039216 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124192055, "time_to_acc50_sec": 0, "acc_per_sec": 2.151893089201247, "mobile_acc_per_sec": 970.9223097686261 }, "started": "2026-08-19T08:28:19.139887531+10:00", "ended": "2026-08-19T08:28:30.79079247+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": 7816, "total_correct": 2045, "total_train": 500, "infer_ms": 687.028868, "train_ms": 1663.403403, "blocked_train": 1663403403, "duration": 11491475732, "avg_accuracy": 23.317307692307693, "soft_acc": 24.982841096153848, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 680.1563334668147, "availability": 29.229894282710003, "score": 49.66813086613629, "zero_downtime": 7.302458041223199, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 43548536, "heap_mib": 41.53112030029297, "mobile_score": 44437.551186936624, "mobile_throughput": 608528.6753594698, "mobile_availability": 26151.677156473485, "mobile_accuracy": 22351.88360515411, "soft_acc_blocks": [ 24.982841096153848 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1740324462057394, "mobile_acc_per_sec": 1945.0838279117997 }, "started": "2026-08-19T08:28:45.857312403+10:00", "ended": "2026-08-19T08:28:57.349589172+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": 7168, "total_correct": 1905, "total_train": 378, "infer_ms": 716.143694, "train_ms": 1282.941772, "blocked_train": 1282941772, "duration": 11680870669, "avg_accuracy": 29.044117647058822, "soft_acc": 25.0107535, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 613.6528862547241, "availability": 35.82356563438694, "score": 54.981725789855815, "zero_downtime": 8.959743695727228, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 94960104, "heap_mib": 90.5610122680664, "mobile_score": 96732.41292252325, "mobile_throughput": 1079633.7061366334, "mobile_availability": 63026.39456148141, "mobile_accuracy": 44002.81184902013, "soft_acc_blocks": [ 25.0107535 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.468255628, "time_to_acc50_sec": 0, "acc_per_sec": 2.1411720246484993, "mobile_acc_per_sec": 3767.083216305075 }, "started": "2026-08-19T08:29:12.736120986+10:00", "ended": "2026-08-19T08:29:24.453557163+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": 10896, "total_correct": 2330, "total_train": 581, "infer_ms": 685.426805, "train_ms": 1631.483671, "blocked_train": 1631483671, "duration": 11655216306, "avg_accuracy": 20, "soft_acc": 24.98381182857143, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 934.8603847352741, "availability": 29.583655134718285, "score": 69.09669709528954, "zero_downtime": 7.3911247308715255, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 43412904, "heap_mib": 41.401771545410156, "mobile_score": 235237.46186165692, "mobile_throughput": 3182701.8272213466, "mobile_availability": 100716.59339786481, "mobile_accuracy": 85056.57620764972, "soft_acc_blocks": [ 24.98381182857143 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1435734157683535, "mobile_acc_per_sec": 7297.726097443887 }, "started": "2026-08-19T08:29:39.637275662+10:00", "ended": "2026-08-19T08:29:51.416285572+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": 10352, "total_correct": 2630, "total_train": 410, "infer_ms": 574.540216, "train_ms": 1331.695524, "blocked_train": 1331695524, "duration": 12257456391, "avg_accuracy": 25.297619047619047, "soft_acc": 24.988168285714284, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 844.5471613181446, "availability": 30.1400400770998, "score": 63.60659596646699, "zero_downtime": 7.531443935847427, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 80926552, "heap_mib": 77.17757415771484, "mobile_score": 463169.09702870896, "mobile_throughput": 6149804.75157177, "mobile_availability": 219473.07405475696, "mobile_accuracy": 181958.2885302857, "soft_acc_blocks": [ 24.988168285714284 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.392300316, "time_to_acc50_sec": 0, "acc_per_sec": 2.0386096012596684, "mobile_acc_per_sec": 14844.702092017069 }, "started": "2026-08-19T08:30:07.066198888+10:00", "ended": "2026-08-19T08:30:19.364709107+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": 6064, "total_correct": 1552, "total_train": 411, "infer_ms": 548.166263, "train_ms": 1325.962782, "blocked_train": 1325962782, "duration": 11907296554, "avg_accuracy": 9.5, "soft_acc": 24.96420548, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 509.26757156836993, "availability": 29.249120516138202, "score": 37.185753251913944, "zero_downtime": 7.301810546741577, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 123277128, "heap_mib": 117.56623077392578, "mobile_score": 237756.63659682265, "mobile_throughput": 3256132.641005336, "mobile_availability": 187011.74264835447, "mobile_accuracy": 159615.04100851514, "soft_acc_blocks": [ 24.96420548 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.096546883399306, "mobile_acc_per_sec": 13404.809419556774 }, "started": "2026-08-19T08:30:34.934556897+10:00", "ended": "2026-08-19T08:30:46.842570896+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": 9280, "total_correct": 2325, "total_train": 505, "infer_ms": 608.14333, "train_ms": 1379.443729, "blocked_train": 1379443729, "duration": 11748932955, "avg_accuracy": 25.694444444444443, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 789.8589629835877, "availability": 30.597066289311154, "score": 60.418417624038504, "zero_downtime": 7.649266572327789, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 114342296, "heap_mib": 109.0453109741211, "mobile_score": 439953.4908232208, "mobile_throughput": 5751577.44423249, "mobile_availability": 222801.03737069955, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.42667689, "time_to_acc50_sec": 0, "acc_per_sec": 2.1278528097618206, "mobile_acc_per_sec": 15494.55130450563 }, "started": "2026-08-19T08:31:02.022609939+10:00", "ended": "2026-08-19T08:31:13.951344563+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": 11680, "total_correct": 3059, "total_train": 678, "infer_ms": 641.990728, "train_ms": 1531.094829, "blocked_train": 1531094829, "duration": 10869863791, "avg_accuracy": 23.06338028169014, "soft_acc": 24.995919492957746, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1074.530483967129, "availability": 29.542818778211597, "score": 79.34869496815519, "zero_downtime": 7.384499197752174, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 42730096, "heap_mib": 40.75059509277344, "mobile_score": 1155599.1274295596, "mobile_throughput": 15648984.399393281, "mobile_availability": 430248.4825441945, "mobile_accuracy": 364029.4621978842, "soft_acc_blocks": [ 24.995919492957746 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2995614272235683, "mobile_acc_per_sec": 33489.79059878306 }, "started": "2026-08-19T08:31:29.747683383+10:00", "ended": "2026-08-19T08:31:40.858696873+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": 8120, "total_correct": 1939, "total_train": 468, "infer_ms": 811.429179, "train_ms": 1649.416373, "blocked_train": 1649416373, "duration": 11387556531, "avg_accuracy": 27.5, "soft_acc": 25.010146199999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 713.0590287648778, "availability": 32.97359228174756, "score": 58.80415008312785, "zero_downtime": 8.24674363705698, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 46555928, "heap_mib": 44.399192810058594, "mobile_score": 670224.135625716, "mobile_throughput": 8127136.784197397, "mobile_availability": 375818.6684828883, "mobile_accuracy": 285054.77241099125, "soft_acc_blocks": [ 25.010146199999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133838235, "time_to_acc50_sec": 0, "acc_per_sec": 2.1962697732314775, "mobile_acc_per_sec": 25032.127975390977 }, "started": "2026-08-19T08:31:55.875414676+10:00", "ended": "2026-08-19T08:32:07.263529278+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": 11264, "total_correct": 2917, "total_train": 380, "infer_ms": 718.814517, "train_ms": 1252.693147, "blocked_train": 1252693147, "duration": 11782476748, "avg_accuracy": 32.06521739130435, "soft_acc": 25.04751155072464, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 955.9959455818142, "availability": 36.460143174974746, "score": 87.30497769542711, "zero_downtime": 9.132358573162541, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 138845392, "heap_mib": 132.4132843017578, "mobile_score": 1271470.8929438915, "mobile_throughput": 13922700.064366616, "mobile_availability": 530989.3206922545, "mobile_accuracy": 364780.82599739777, "soft_acc_blocks": [ 25.04751155072464 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.539239676, "time_to_acc50_sec": 0, "acc_per_sec": 2.125827369443041, "mobile_acc_per_sec": 30959.604996404254 }, "started": "2026-08-19T08:32:22.50271917+10:00", "ended": "2026-08-19T08:32:34.394257549+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": 13392, "total_correct": 3190, "total_train": 492, "infer_ms": 913.072384, "train_ms": 1536.576749, "blocked_train": 1536576749, "duration": 11191114050, "avg_accuracy": 24.050632911392405, "soft_acc": 25.01930934177215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1196.6637048078337, "availability": 37.273598561512856, "score": 111.59603368106934, "zero_downtime": 9.325596926915235, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 46534296, "heap_mib": 44.378562927246094, "mobile_score": 3250470.072587805, "mobile_throughput": 34855356.69257164, "mobile_availability": 1085672.2468121361, "mobile_accuracy": 728740.2031210576, "soft_acc_blocks": [ 25.01930934177215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.235640636847245, "mobile_acc_per_sec": 65117.753233964904 }, "started": "2026-08-19T08:32:49.778697351+10:00", "ended": "2026-08-19T08:33:00.970299367+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": 7432, "total_correct": 2007, "total_train": 407, "infer_ms": 875.418622, "train_ms": 1626.341368, "blocked_train": 1626341368, "duration": 11504883934, "avg_accuracy": 33.43023255813954, "soft_acc": 25.014902372093022, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 645.9865256038314, "availability": 34.99211057412426, "score": 56.54476579887124, "zero_downtime": 8.753242298052022, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46324688, "heap_mib": 44.17866516113281, "mobile_score": 25734.151190241842, "mobile_throughput": 293995.6454303659, "mobile_availability": 15925.298323512552, "mobile_accuracy": 11384.560012899225, "soft_acc_blocks": [ 25.014902372093022 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.118584934, "time_to_acc50_sec": 0, "acc_per_sec": 2.1742855047991676, "mobile_acc_per_sec": 989.5414919619323 }, "started": "2026-08-19T08:33:16.374687667+10:00", "ended": "2026-08-19T08:33:27.949874025+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": 6432, "total_correct": 1644, "total_train": 405, "infer_ms": 667.388785, "train_ms": 1482.498265, "blocked_train": 1482498265, "duration": 11796023600, "avg_accuracy": 27.25, "soft_acc": 25.002486100000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 545.2684920026779, "availability": 31.042969676011584, "score": 42.321091316437844, "zero_downtime": 7.761514178272011, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 83578736, "heap_mib": 79.70689392089844, "mobile_score": 19095.04330818637, "mobile_throughput": 246022.14039165233, "mobile_availability": 14006.416941047126, "mobile_accuracy": 11280.984020995525, "soft_acc_blocks": [ 25.002486100000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.348949849, "time_to_acc50_sec": 0, "acc_per_sec": 2.1195690130697944, "mobile_acc_per_sec": 956.3378646508919 }, "started": "2026-08-19T08:33:43.051385425+10:00", "ended": "2026-08-19T08:33:54.847914857+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": 7728, "total_correct": 1805, "total_train": 420, "infer_ms": 763.62903, "train_ms": 1418.848956, "blocked_train": 1418848956, "duration": 11435260801, "avg_accuracy": 26.893939393939394, "soft_acc": 25.00029533333333, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 675.804438087166, "availability": 34.98908281771782, "score": 59.1151419706602, "zero_downtime": 8.747374038854042, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 87888392, "heap_mib": 83.81690216064453, "mobile_score": 26672.426466018496, "mobile_throughput": 304919.24030623416, "mobile_availability": 15786.881456399004, "mobile_accuracy": 11279.995559141707, "soft_acc_blocks": [ 25.00029533333333 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.341782603, "time_to_acc50_sec": 0, "acc_per_sec": 2.1862461878566934, "mobile_acc_per_sec": 986.4222386738469 }, "started": "2026-08-19T08:34:10.512470746+10:00", "ended": "2026-08-19T08:34:22.017705907+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": 6424, "total_correct": 1454, "total_train": 430, "infer_ms": 663.116562, "train_ms": 1655.89834, "blocked_train": 1655898340, "duration": 11264935977, "avg_accuracy": 24.166666666666668, "soft_acc": 25.004105733333336, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 570.2651140775321, "availability": 28.59475208322745, "score": 40.77316894773157, "zero_downtime": 7.149862045074729, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 44095632, "heap_mib": 42.05287170410156, "mobile_score": 18556.322223323168, "mobile_throughput": 259533.98969573015, "mobile_availability": 13013.789392544404, "mobile_accuracy": 11379.64634263704, "soft_acc_blocks": [ 25.004105733333336 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.219640287737548, "mobile_acc_per_sec": 1010.1829576192218 }, "started": "2026-08-19T08:34:36.789928783+10:00", "ended": "2026-08-19T08:34:48.076141761+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": 7176, "total_correct": 1583, "total_train": 379, "infer_ms": 729.131968, "train_ms": 1689.243744, "blocked_train": 1689243744, "duration": 11730416950, "avg_accuracy": 27.4390243902439, "soft_acc": 24.9852076097561, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 611.7429611059137, "availability": 30.14965641533866, "score": 46.082317381589476, "zero_downtime": 7.532954249000514, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 49922296, "heap_mib": 47.60961151123047, "mobile_score": 10486.287333055028, "mobile_throughput": 139205.5093716568, "mobile_availability": 6860.721815401509, "mobile_accuracy": 5685.5227983089435, "soft_acc_blocks": [ 24.9852076097561 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.132859381, "time_to_acc50_sec": 0, "acc_per_sec": 2.1299505138013104, "mobile_acc_per_sec": 484.6820724738982 }, "started": "2026-08-19T08:35:03.590474988+10:00", "ended": "2026-08-19T08:35:15.328095088+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": 6504, "total_correct": 1299, "total_train": 306, "infer_ms": 721.624104, "train_ms": 1362.120292, "blocked_train": 1362120292, "duration": 11134431681, "avg_accuracy": 18.91025641025641, "soft_acc": 24.97583717948718, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 584.1339896223483, "availability": 34.63112392216842, "score": 50.524161961467456, "zero_downtime": 8.64941312422722, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 49061040, "heap_mib": 46.78825378417969, "mobile_score": 367905.719811859, "mobile_throughput": 4253533.90487669, "mobile_availability": 252176.1485959144, "mobile_accuracy": 181868.49615498574, "soft_acc_blocks": [ 24.97583717948718 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.243117376354862, "mobile_acc_per_sec": 16333.882264088028 }, "started": "2026-08-19T08:35:30.523397274+10:00", "ended": "2026-08-19T08:35:41.862289892+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": 4088, "total_correct": 1000, "total_train": 253, "infer_ms": 744.242638, "train_ms": 1491.088404, "blocked_train": 1491088404, "duration": 11865032199, "avg_accuracy": 19.886363636363637, "soft_acc": 24.97369059090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 344.5418378505995, "availability": 33.294515399120016, "score": 28.648203361620656, "zero_downtime": 8.314869259518813, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 81065968, "heap_mib": 77.31053161621094, "mobile_score": 139073.23374127195, "mobile_throughput": 1672584.73225014, "mobile_availability": 161628.8415701281, "mobile_accuracy": 121235.24344931987, "soft_acc_blocks": [ 24.97369059090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.104814396796488, "mobile_acc_per_sec": 10217.860467292936 }, "started": "2026-08-19T08:35:56.901573105+10:00", "ended": "2026-08-19T08:36:08.767459155+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": 4152, "total_correct": 1211, "total_train": 232, "infer_ms": 804.61181, "train_ms": 1246.751356, "blocked_train": 1246751356, "duration": 12255921424, "avg_accuracy": 25.543478260869566, "soft_acc": 25.001782695652174, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 338.7750179165966, "availability": 39.22327471487805, "score": 33.22203280772317, "zero_downtime": 9.806517910332495, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 78187592, "heap_mib": 74.56549835205078, "mobile_score": 161276.97348792187, "mobile_throughput": 1644589.598087561, "mobile_availability": 190410.11346031466, "mobile_accuracy": 121371.61709201933, "soft_acc_blocks": [ 25.001782695652174 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.584057021, "time_to_acc50_sec": 0, "acc_per_sec": 2.0399757660564597, "mobile_acc_per_sec": 9903.100133650085 }, "started": "2026-08-19T08:36:23.627740218+10:00", "ended": "2026-08-19T08:36:36.179422461+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": 4040, "total_correct": 959, "total_train": 328, "infer_ms": 761.058414, "train_ms": 1626.436805, "blocked_train": 1626436805, "duration": 10973557396, "avg_accuracy": 23.61111111111111, "soft_acc": 24.98767761111111, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 368.1577317372606, "availability": 31.876856043245542, "score": 29.324816339988732, "zero_downtime": 7.965286020644185, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 49554568, "heap_mib": 47.25891876220703, "mobile_score": 130293.6382140679, "mobile_throughput": 1635768.4818395327, "mobile_availability": 141632.65340000947, "mobile_accuracy": 111023.21626588324, "soft_acc_blocks": [ 24.98767761111111 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.277080868982326, "mobile_acc_per_sec": 10117.340463025472 }, "started": "2026-08-19T08:36:50.938976363+10:00", "ended": "2026-08-19T08:37:01.913267194+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": 4576, "total_correct": 1206, "total_train": 337, "infer_ms": 758.959175, "train_ms": 1622.810986, "blocked_train": 1622810986, "duration": 11249265026, "avg_accuracy": 22.767857142857142, "soft_acc": 24.989999750000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 406.7821310479987, "availability": 31.86534063729082, "score": 32.392665352291594, "zero_downtime": 7.963148545595625, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 42977656, "heap_mib": 40.98668670654297, "mobile_score": 188700.95258024728, "mobile_throughput": 2369677.665809924, "mobile_availability": 185629.06346715477, "mobile_accuracy": 145577.2998769778, "soft_acc_blocks": [ 24.989999750000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.221478442568609, "mobile_acc_per_sec": 12941.049885526789 }, "started": "2026-08-19T08:37:18.080799649+10:00", "ended": "2026-08-19T08:37:29.421343141+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": 4928, "total_correct": 1256, "total_train": 334, "infer_ms": 866.150732, "train_ms": 1585.457058, "blocked_train": 1585457058, "duration": 11728556589, "avg_accuracy": 26.38888888888889, "soft_acc": 25.00444088888889, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 420.1710553728224, "availability": 35.329906175571416, "score": 37.11810223371197, "zero_downtime": 8.83404550577066, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 47350648, "heap_mib": 45.15709686279297, "mobile_score": 194605.75583908384, "mobile_throughput": 2202906.4227930633, "mobile_availability": 185230.45848977988, "mobile_accuracy": 131095.28304753779, "soft_acc_blocks": [ 25.00444088888889 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136046637, "time_to_acc50_sec": 0, "acc_per_sec": 2.1319282299699265, "mobile_acc_per_sec": 11177.443878344728 }, "started": "2026-08-19T08:37:44.588321872+10:00", "ended": "2026-08-19T08:37:56.44115358+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": 5424, "total_correct": 1594, "total_train": 381, "infer_ms": 775.897691, "train_ms": 1640.846533, "blocked_train": 1640846533, "duration": 12020074366, "avg_accuracy": 28.125, "soft_acc": 24.99161490625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 451.24512834482414, "availability": 32.105081013322824, "score": 36.20600580144062, "zero_downtime": 8.023578212189225, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 43378656, "heap_mib": 41.369110107421875, "mobile_score": 351525.4512893648, "mobile_throughput": 4381155.663882429, "mobile_availability": 311709.4206354259, "mobile_accuracy": 242644.51474014815, "soft_acc_blocks": [ 24.99161490625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121420132, "time_to_acc50_sec": 0, "acc_per_sec": 2.079156429925369, "mobile_acc_per_sec": 20186.606783939107 }, "started": "2026-08-19T08:38:11.262217102+10:00", "ended": "2026-08-19T08:38:23.39757454+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": 6064, "total_correct": 1532, "total_train": 279, "infer_ms": 828.943703, "train_ms": 1478.905601, "blocked_train": 1478905601, "duration": 11500099389, "avg_accuracy": 22.25609756097561, "soft_acc": 24.997021585365857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 527.2997906261834, "availability": 35.91845020224077, "score": 47.34383712299739, "zero_downtime": 8.978542750183012, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 79676720, "heap_mib": 75.98564147949219, "mobile_score": 387840.71371159464, "mobile_throughput": 4319639.884809694, "mobile_availability": 294243.9440567564, "mobile_accuracy": 204775.6008273171, "soft_acc_blocks": [ 24.997021585365857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.173635265211346, "mobile_acc_per_sec": 17806.420092611348 }, "started": "2026-08-19T08:38:38.680355938+10:00", "ended": "2026-08-19T08:38:50.424286847+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": 10064, "total_correct": 2461, "total_train": 449, "infer_ms": 763.122737, "train_ms": 1508.197727, "blocked_train": 1508197727, "duration": 11457903538, "avg_accuracy": 20.56451612903226, "soft_acc": 24.977303451612904, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 878.3456735015149, "availability": 33.598197572528896, "score": 73.71009928674742, "zero_downtime": 8.391923761962982, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 71740352, "heap_mib": 68.41693115234375, "mobile_score": 27446.96060713795, "mobile_throughput": 327063.9889692913, "mobile_availability": 12510.747023370759, "mobile_accuracy": 9300.639539800586, "soft_acc_blocks": [ 24.977303451612904 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1799191596242693, "mobile_acc_per_sec": 811.7226252564552 }, "started": "2026-08-19T08:39:05.191826184+10:00", "ended": "2026-08-19T08:39:16.688686771+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": 13280, "total_correct": 3247, "total_train": 444, "infer_ms": 769.66399, "train_ms": 1535.070226, "blocked_train": 1535070226, "duration": 12320628956, "avg_accuracy": 25.9375, "soft_acc": 25.0142482375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1077.8670510593372, "availability": 33.39491315991293, "score": 90.03947834508699, "zero_downtime": 8.353486476518176, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 43645312, "heap_mib": 41.6234130859375, "mobile_score": 67054.85514572296, "mobile_throughput": 802716.9892980083, "mobile_availability": 24870.102600546066, "mobile_accuracy": 18628.792869236364, "soft_acc_blocks": [ 25.0142482375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136413369, "time_to_acc50_sec": 0, "acc_per_sec": 2.0302736432394837, "mobile_acc_per_sec": 1512.0001532198046 }, "started": "2026-08-19T08:39:32.772875188+10:00", "ended": "2026-08-19T08:39:45.094166329+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": 7744, "total_correct": 1860, "total_train": 399, "infer_ms": 700.624499, "train_ms": 1480.545715, "blocked_train": 1480545715, "duration": 11953157429, "avg_accuracy": 26.944444444444443, "soft_acc": 24.993002977777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 647.8622946278607, "availability": 32.12149581463156, "score": 52.011203946022995, "zero_downtime": 8.02812640545763, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 83855928, "heap_mib": 79.97124481201172, "mobile_score": 77468.32413196734, "mobile_throughput": 964961.439562079, "mobile_availability": 47843.50794790213, "mobile_accuracy": 37225.9418898101, "soft_acc_blocks": [ 24.993002977777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.334587361, "time_to_acc50_sec": 0, "acc_per_sec": 2.090912223505174, "mobile_acc_per_sec": 3114.3187154462516 }, "started": "2026-08-19T08:40:00.76262892+10:00", "ended": "2026-08-19T08:40:12.763314931+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": 8544, "total_correct": 2365, "total_train": 572, "infer_ms": 657.125339, "train_ms": 1616.477149, "blocked_train": 1616477149, "duration": 11828822311, "avg_accuracy": 24.074074074074073, "soft_acc": 25.0033012962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 722.303520617996, "availability": 28.90238476023343, "score": 52.197627549725574, "zero_downtime": 7.2265503434159895, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 47212584, "heap_mib": 45.025428771972656, "mobile_score": 77745.99361588217, "mobile_throughput": 1075838.2619822952, "mobile_availability": 43048.788355605866, "mobile_accuracy": 37241.28076713805, "soft_acc_blocks": [ 25.0033012962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1137608325593775, "mobile_acc_per_sec": 3148.350680059349 }, "started": "2026-08-19T08:40:28.79088195+10:00", "ended": "2026-08-19T08:40:40.669230025+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": 6536, "total_correct": 1777, "total_train": 391, "infer_ms": 538.362875, "train_ms": 1540.774054, "blocked_train": 1540774054, "duration": 11595474000, "avg_accuracy": 27.925531914893618, "soft_acc": 24.999714702127662, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 563.6682036456639, "availability": 25.8935747564705, "score": 36.488045519139035, "zero_downtime": 6.473319815299773, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 49140920, "heap_mib": 46.86443328857422, "mobile_score": 108694.570506468, "mobile_throughput": 1679116.336096465, "mobile_availability": 77134.60523818411, "mobile_accuracy": 74471.87739630174, "soft_acc_blocks": [ 24.999714702127662 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.324666578, "time_to_acc50_sec": 0, "acc_per_sec": 2.1559890265915533, "mobile_acc_per_sec": 6422.49531121382 }, "started": "2026-08-19T08:40:55.741211881+10:00", "ended": "2026-08-19T08:41:07.531172341+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": 6720, "total_correct": 1832, "total_train": 286, "infer_ms": 688.425642, "train_ms": 1133.256183, "blocked_train": 1133256183, "duration": 11978597029, "avg_accuracy": 27.155172413793103, "soft_acc": 25.02751051724138, "adapt_pct": 25.02751051724138, "stability": 100, "consistency": 100, "throughput": 561.0005899464672, "availability": 37.79066314173717, "score": 53.059784696494894, "zero_downtime": 9.458062192333532, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 119201080, "heap_mib": 113.67900848388672, "mobile_score": 158060.2749940677, "mobile_throughput": 1671169.7573968945, "mobile_availability": 112574.94998440397, "mobile_accuracy": 74554.67860263324, "soft_acc_blocks": [ 25.02751051724138 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.727174463, "time_to_acc50_sec": 0, "acc_per_sec": 2.089352405515451, "mobile_acc_per_sec": 6223.990874902754 }, "started": "2026-08-19T08:41:22.841469363+10:00", "ended": "2026-08-19T08:41:34.854081743+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": 7296, "total_correct": 1848, "total_train": 354, "infer_ms": 816.881996, "train_ms": 1620.643841, "blocked_train": 1620643841, "duration": 11718936487, "avg_accuracy": 21.474358974358974, "soft_acc": 24.998283487179485, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 622.5820925041762, "availability": 33.51275229990515, "score": 52.15751722334143, "zero_downtime": 8.377612824286553, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 46175624, "heap_mib": 44.03650665283203, "mobile_score": 19421.56277698241, "mobile_throughput": 231826.9318997369, "mobile_availability": 12478.9303109465, "mobile_accuracy": 9308.451742135197, "soft_acc_blocks": [ 24.998283487179485 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.133152911521491, "mobile_acc_per_sec": 794.3085750538207 }, "started": "2026-08-19T08:41:50.13246163+10:00", "ended": "2026-08-19T08:42:01.869959095+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": 7200, "total_correct": 1851, "total_train": 365, "infer_ms": 808.629368, "train_ms": 1489.594535, "blocked_train": 1489594535, "duration": 11316500159, "avg_accuracy": 22.8125, "soft_acc": 24.981930175, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 636.2391109298795, "availability": 35.18496900778253, "score": 55.924682292280146, "zero_downtime": 8.78988438961962, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 79229936, "heap_mib": 75.55955505371094, "mobile_score": 41648.636121669, "mobile_throughput": 473824.6178852339, "mobile_availability": 26203.206010159498, "mobile_accuracy": 18604.724726690907, "soft_acc_blocks": [ 24.981930175 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.2075668116464344, "mobile_acc_per_sec": 1644.03521100069 }, "started": "2026-08-19T08:42:16.998075617+10:00", "ended": "2026-08-19T08:42:28.315459366+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": 5032, "total_correct": 1270, "total_train": 402, "infer_ms": 559.432154, "train_ms": 1636.779636, "blocked_train": 1636779636, "duration": 12267893679, "avg_accuracy": 24.21875, "soft_acc": 24.98476296875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 410.17636210963445, "availability": 25.47259588293167, "score": 26.104721740470392, "zero_downtime": 6.364267703338049, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 65261744, "heap_mib": 62.23844909667969, "mobile_score": 38881.79645416972, "mobile_throughput": 610939.0469822047, "mobile_availability": 37940.27372235932, "mobile_accuracy": 37213.66877090909, "soft_acc_blocks": [ 24.98476296875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.03659761182301, "mobile_acc_per_sec": 3033.419570191654 }, "started": "2026-08-19T08:42:43.374439461+10:00", "ended": "2026-08-19T08:42:55.665183323+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": 9376, "total_correct": 2117, "total_train": 493, "infer_ms": 567.678852, "train_ms": 1472.511746, "blocked_train": 1472511746, "duration": 12413842091, "avg_accuracy": 22.916666666666668, "soft_acc": 24.995419166666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 755.2859083649512, "availability": 27.824795024371547, "score": 52.52956203190334, "zero_downtime": 6.9549241486074775, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 80986704, "heap_mib": 77.23493957519531, "mobile_score": 156480.78987830988, "mobile_throughput": 2249928.0586638837, "mobile_availability": 82887.53485078244, "mobile_accuracy": 74459.08138666666, "soft_acc_blocks": [ 24.995419166666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.013511931554879, "mobile_acc_per_sec": 5998.068997562752 }, "started": "2026-08-19T08:43:10.993303805+10:00", "ended": "2026-08-19T08:43:23.577439643+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": 6720, "total_correct": 1484, "total_train": 309, "infer_ms": 794.232051, "train_ms": 1403.891304, "blocked_train": 1403891304, "duration": 12337080935, "avg_accuracy": 15.064102564102564, "soft_acc": 24.982306794871796, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 544.6993527403653, "availability": 36.132278436211784, "score": 49.1682492914819, "zero_downtime": 9.026676650911734, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 43203648, "heap_mib": 41.20220947265625, "mobile_score": 18153.748651079197, "mobile_throughput": 201112.20721798635, "mobile_availability": 13340.647885045495, "mobile_accuracy": 9223.889904837848, "soft_acc_blocks": [ 24.982306794871796 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0249771340964133, "mobile_acc_per_sec": 747.6557828740425 }, "started": "2026-08-19T08:43:38.955705523+10:00", "ended": "2026-08-19T08:43:51.293661143+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": 7008, "total_correct": 1468, "total_train": 382, "infer_ms": 725.206195, "train_ms": 1428.918006, "blocked_train": 1428918006, "duration": 11896898275, "avg_accuracy": 19.140625, "soft_acc": 24.96269975, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 589.0611013062562, "availability": 33.665941576782835, "score": 49.50427032214797, "zero_downtime": 8.403927913822715, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 81119064, "heap_mib": 77.36116790771484, "mobile_score": 36249.2945232658, "mobile_throughput": 431337.52329840005, "mobile_availability": 24651.744661184803, "mobile_accuracy": 18278.83229962011, "soft_acc_blocks": [ 24.96269975 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0982527691655832, "mobile_acc_per_sec": 1536.4367986596164 }, "started": "2026-08-19T08:44:06.82828403+10:00", "ended": "2026-08-19T08:44:18.870224996+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": 4448, "total_correct": 1123, "total_train": 299, "infer_ms": 482.040313, "train_ms": 1389.183645, "blocked_train": 1389183645, "duration": 12151760094, "avg_accuracy": 25, "soft_acc": 24.99373953846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 366.03750943011335, "availability": 25.76069587710997, "score": 23.567549172426624, "zero_downtime": 6.438561230820067, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 80002840, "heap_mib": 76.2966537475586, "mobile_score": 33945.55829811321, "mobile_throughput": 527222.7300661958, "mobile_availability": 37104.46076928086, "mobile_accuracy": 35999.77394269485, "soft_acc_blocks": [ 24.99373953846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.484224839, "time_to_acc50_sec": 0, "acc_per_sec": 2.0567999487417743, "mobile_acc_per_sec": 2962.5151964998004 }, "started": "2026-08-19T08:44:34.30525584+10:00", "ended": "2026-08-19T08:44:46.500853652+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": 10520, "total_correct": 2170, "total_train": 501, "infer_ms": 732.819917, "train_ms": 1434.452666, "blocked_train": 1434452666, "duration": 11237295695, "avg_accuracy": 25.943396226415093, "soft_acc": 25.019836056603772, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 936.1682993427717, "availability": 33.813001776897394, "score": 79.19944128636594, "zero_downtime": 8.459957610396248, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 79114680, "heap_mib": 75.44963836669922, "mobile_score": 220868.70570822462, "mobile_throughput": 2610754.283647995, "mobile_availability": 94296.5482744999, "mobile_accuracy": 69774.4670555568, "soft_acc_blocks": [ 25.019836056603772 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.254633215, "time_to_acc50_sec": 0, "acc_per_sec": 2.226499750089897, "mobile_acc_per_sec": 6209.186707314531 }, "started": "2026-08-19T08:45:01.912400883+10:00", "ended": "2026-08-19T08:45:13.150422929+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": 9960, "total_correct": 1942, "total_train": 429, "infer_ms": 738.148884, "train_ms": 1613.279453, "blocked_train": 1613279453, "duration": 11882212921, "avg_accuracy": 18.359375, "soft_acc": 25.000529984375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 838.2276993536462, "availability": 31.39151095464577, "score": 65.7844795771567, "zero_downtime": 7.8480441087645785, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 46610104, "heap_mib": 44.45085906982422, "mobile_score": 391931.96850623103, "mobile_throughput": 4994008.227712778, "mobile_availability": 187024.9147203332, "mobile_accuracy": 148948.612096, "soft_acc_blocks": [ 25.000529984375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1040297923116973, "mobile_acc_per_sec": 12535.426951721764 }, "started": "2026-08-19T08:45:29.209415345+10:00", "ended": "2026-08-19T08:45:41.141559663+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": 6304, "total_correct": 1430, "total_train": 413, "infer_ms": 720.255702, "train_ms": 1641.720415, "blocked_train": 1641720415, "duration": 11826748608, "avg_accuracy": 33.92857142857143, "soft_acc": 25.032590785714287, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 533.0290013720058, "availability": 30.49377581830985, "score": 40.68814046228152, "zero_downtime": 7.633382115710602, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 43455840, "heap_mib": 41.442718505859375, "mobile_score": 213323.03786688653, "mobile_throughput": 2794607.090713262, "mobile_availability": 159875.20736230034, "mobile_accuracy": 131242.86957860572, "soft_acc_blocks": [ 25.032590785714287 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129547281, "time_to_acc50_sec": 0, "acc_per_sec": 2.1166080057524366, "mobile_acc_per_sec": 11097.121781199334 }, "started": "2026-08-19T08:45:55.747845832+10:00", "ended": "2026-08-19T08:46:07.575110636+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": 10504, "total_correct": 2608, "total_train": 429, "infer_ms": 793.050241, "train_ms": 1586.006549, "blocked_train": 1586006549, "duration": 11729691461, "avg_accuracy": 24.8015873015873, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 895.5052257704053, "availability": 33.3346494431518, "score": 74.62838193891743, "zero_downtime": 8.33366236078795, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 46906320, "heap_mib": 44.73335266113281, "mobile_score": 444622.33079535386, "mobile_throughput": 5335257.316008117, "mobile_availability": 198601.7805369451, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1313433591260598, "mobile_acc_per_sec": 12698.156216698677 }, "started": "2026-08-19T08:46:23.57401473+10:00", "ended": "2026-08-19T08:46:35.304792958+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": 9328, "total_correct": 2091, "total_train": 333, "infer_ms": 652.539929, "train_ms": 1127.218081, "blocked_train": 1127218081, "duration": 12197907448, "avg_accuracy": 24.25, "soft_acc": 25.0081059, "adapt_pct": 25.0081059, "stability": 100, "consistency": 100, "throughput": 764.7213294383081, "availability": 36.664531095438086, "score": 70.11809984950655, "zero_downtime": 9.169104764085587, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 152065968, "heap_mib": 145.0214080810547, "mobile_score": 835501.7803158656, "mobile_throughput": 9112141.281103447, "mobile_availability": 436881.21997647826, "mobile_accuracy": 297987.4960477091, "soft_acc_blocks": [ 25.0081059 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0501963969320323, "mobile_acc_per_sec": 24429.394739879575 }, "started": "2026-08-19T08:46:50.642709089+10:00", "ended": "2026-08-19T08:47:02.893633291+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": 6544, "total_correct": 1697, "total_train": 396, "infer_ms": 819.407661, "train_ms": 1617.994976, "blocked_train": 1617994976, "duration": 12114379051, "avg_accuracy": 31.097560975609756, "soft_acc": 24.98495075609756, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 540.18451729557, "availability": 33.61806738703384, "score": 45.37256939370383, "zero_downtime": 8.399457581802098, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 46395376, "heap_mib": 44.24607849121094, "mobile_score": 424790.9582551106, "mobile_throughput": 5057361.789354639, "mobile_availability": 314741.95203952136, "mobile_accuracy": 233916.24753594425, "soft_acc_blocks": [ 24.98495075609756 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116155714, "time_to_acc50_sec": 0, "acc_per_sec": 2.0624210824932985, "mobile_acc_per_sec": 19308.975437468685 }, "started": "2026-08-19T08:47:19.303985192+10:00", "ended": "2026-08-19T08:47:31.419076584+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": 12648, "total_correct": 3377, "total_train": 418, "infer_ms": 884.693844, "train_ms": 1394.533407, "blocked_train": 1394533407, "duration": 11870928398, "avg_accuracy": 18.849206349206348, "soft_acc": 25.00090195238095, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1065.4600529922259, "availability": 38.81551712809001, "score": 103.39468748934425, "zero_downtime": 9.704229379503417, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 54732400, "heap_mib": 52.19688415527344, "mobile_score": 1232013.498054848, "mobile_throughput": 12695634.551436095, "mobile_availability": 462511.5873648194, "mobile_accuracy": 297901.6564274978, "soft_acc_blocks": [ 25.00090195238095 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1060612206702443, "mobile_acc_per_sec": 25095.059665062752 }, "started": "2026-08-19T08:47:46.384326494+10:00", "ended": "2026-08-19T08:47:58.256005358+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": 10488, "total_correct": 2771, "total_train": 521, "infer_ms": 694.258452, "train_ms": 1573.569874, "blocked_train": 1573569874, "duration": 11773705438, "avg_accuracy": 24.813432835820894, "soft_acc": 25.006572388059702, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 890.7985727373181, "availability": 30.61336010493063, "score": 68.19376684446354, "zero_downtime": 7.655352055056868, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 58380616, "heap_mib": 55.67609405517578, "mobile_score": 1625144.2559704592, "mobile_throughput": 21228863.731968317, "mobile_availability": 729555.3337588123, "mobile_accuracy": 595938.4465541384, "soft_acc_blocks": [ 25.006572388059702 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.123933923754387, "mobile_acc_per_sec": 50616.04859169727 }, "started": "2026-08-19T08:48:13.864502326+10:00", "ended": "2026-08-19T08:48:26.046329824+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": 4656, "total_correct": 1184, "total_train": 323, "infer_ms": 687.954323, "train_ms": 1530.867898, "blocked_train": 1530867898, "duration": 11734291451, "avg_accuracy": 20.357142857142858, "soft_acc": 24.990442828571428, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 396.78578118180405, "availability": 31.005382787718172, "score": 30.744479870263703, "zero_downtime": 7.748382459344437, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 78299448, "heap_mib": 74.67217254638672, "mobile_score": 11448.126322600012, "mobile_throughput": 147748.59633824267, "mobile_availability": 11545.277081681239, "mobile_accuracy": 9305.532165984416, "soft_acc_blocks": [ 24.990442828571428 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.129693380544228, "mobile_acc_per_sec": 793.0203715190145 }, "started": "2026-08-19T08:48:41.368713956+10:00", "ended": "2026-08-19T08:48:53.103635613+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": 5488, "total_correct": 1416, "total_train": 274, "infer_ms": 635.60457, "train_ms": 1094.986916, "blocked_train": 1094986916, "duration": 12114225373, "avg_accuracy": 17.5, "soft_acc": 24.985241, "adapt_pct": 24.985241, "stability": 100, "consistency": 100, "throughput": 453.0211244238175, "availability": 36.72759141263913, "score": 41.5713803205238, "zero_downtime": 9.17647722794319, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 153167624, "heap_mib": 146.07202911376953, "mobile_score": 15348.856229216044, "mobile_throughput": 167263.05583233412, "mobile_availability": 13560.447497570241, "mobile_accuracy": 9224.97326296338, "soft_acc_blocks": [ 24.985241 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.062471204777709, "mobile_acc_per_sec": 761.4992274721799 }, "started": "2026-08-19T08:49:08.648560248+10:00", "ended": "2026-08-19T08:49:20.763590305+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": 7144, "total_correct": 1660, "total_train": 285, "infer_ms": 801.608657, "train_ms": 1410.352224, "blocked_train": 1410352224, "duration": 12293135154, "avg_accuracy": 19.93243243243243, "soft_acc": 25.004384243243244, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 581.137351091064, "availability": 36.23973027215575, "score": 52.65988546717337, "zero_downtime": 9.061521405964763, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 81133656, "heap_mib": 77.37508392333984, "mobile_score": 19442.919740713656, "mobile_throughput": 214565.7320625576, "mobile_availability": 13380.320918963374, "mobile_accuracy": 9232.04127191656, "soft_acc_blocks": [ 25.004384243243244 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0340119855517247, "mobile_acc_per_sec": 750.9916027330582 }, "started": "2026-08-19T08:49:36.877219639+10:00", "ended": "2026-08-19T08:49:49.270079524+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": 5880, "total_correct": 1343, "total_train": 288, "infer_ms": 882.707582, "train_ms": 1382.322789, "blocked_train": 1382322789, "duration": 12453993012, "avg_accuracy": 20.9375, "soft_acc": 24.99578185, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 472.137730793196, "availability": 38.971114617341264, "score": 45.99157277114492, "zero_downtime": 9.741134794264084, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 88007168, "heap_mib": 83.93017578125, "mobile_score": 17125.589279146327, "mobile_throughput": 175806.92230263006, "mobile_availability": 14511.425952057256, "mobile_accuracy": 9307.520223418182, "soft_acc_blocks": [ 24.99578185 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0070496125953663, "mobile_acc_per_sec": 747.3522921082382 }, "started": "2026-08-19T08:50:04.924427599+10:00", "ended": "2026-08-19T08:50:17.379196651+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": 6512, "total_correct": 1457, "total_train": 321, "infer_ms": 758.249638, "train_ms": 1644.905228, "blocked_train": 1644905228, "duration": 11710936476, "avg_accuracy": 29.054054054054053, "soft_acc": 25.011066837837838, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 556.0614228713027, "availability": 31.552258605043228, "score": 43.881901296950446, "zero_downtime": 7.8915564885548015, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 43742208, "heap_mib": 41.7158203125, "mobile_score": 8170.012168741319, "mobile_throughput": 103528.526730948, "mobile_availability": 5874.456874829866, "mobile_accuracy": 4656.605898535627, "soft_acc_blocks": [ 25.011066837837838 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116486189, "time_to_acc50_sec": 0, "acc_per_sec": 2.1357016912434523, "mobile_acc_per_sec": 397.62882396969 }, "started": "2026-08-19T08:50:33.163849841+10:00", "ended": "2026-08-19T08:50:44.875293034+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": 5656, "total_correct": 1547, "total_train": 299, "infer_ms": 697.60319, "train_ms": 1573.256733, "blocked_train": 1573256733, "duration": 11220487811, "avg_accuracy": 29.838709677419356, "soft_acc": 25.00923451612903, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 504.0779059939928, "availability": 30.719780772668997, "score": 38.7272067097347, "zero_downtime": 7.682782016277503, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 66468856, "heap_mib": 63.38964080810547, "mobile_score": 230729.65626628848, "mobile_throughput": 3003204.5133838463, "mobile_availability": 183022.86842887595, "mobile_accuracy": 149000.47211354837, "soft_acc_blocks": [ 25.00923451612903 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.221624655, "time_to_acc50_sec": 0, "acc_per_sec": 2.2288901282537146, "mobile_acc_per_sec": 13279.322131385039 }, "started": "2026-08-19T08:51:00.086652284+10:00", "ended": "2026-08-19T08:51:11.308167175+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": 3408, "total_correct": 724, "total_train": 236, "infer_ms": 935.694032, "train_ms": 1658.883384, "blocked_train": 1658883384, "duration": 11748655879, "avg_accuracy": 20.13888888888889, "soft_acc": 25.000109055555555, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 290.0757359053805, "availability": 36.06344625640571, "score": 26.152940864719717, "zero_downtime": 9.015900893293095, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 46614616, "heap_mib": 44.455162048339844, "mobile_score": 103876.31106122857, "mobile_throughput": 1152145.66232091, "mobile_availability": 143239.63720362453, "mobile_accuracy": 99297.40285241751, "soft_acc_blocks": [ 25.000109055555555 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1279122746493675, "mobile_acc_per_sec": 8451.809626146724 }, "started": "2026-08-19T08:51:26.35319174+10:00", "ended": "2026-08-19T08:51:38.10267595+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": 2816, "total_correct": 881, "total_train": 260, "infer_ms": 641.139926, "train_ms": 1737.152262, "blocked_train": 1737152262, "duration": 11619001625, "avg_accuracy": 18.75, "soft_acc": 24.97900127777778, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 242.3616151271517, "availability": 26.957996550422173, "score": 16.320239270700487, "zero_downtime": 6.733838302793244, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 47677936, "heap_mib": 45.46922302246094, "mobile_score": 64822.01217240164, "mobile_throughput": 962630.9581195767, "mobile_availability": 107073.89466233137, "mobile_accuracy": 99213.5653176027, "soft_acc_blocks": [ 24.97900127777778 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1498405873385686, "mobile_acc_per_sec": 8538.906226170935 }, "started": "2026-08-19T08:51:54.525701311+10:00", "ended": "2026-08-19T08:52:06.145577569+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": 3080, "total_correct": 674, "total_train": 299, "infer_ms": 626.022036, "train_ms": 1706.431284, "blocked_train": 1706431284, "duration": 11756682660, "avg_accuracy": 21.875, "soft_acc": 25.00080925, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 261.9786626102571, "availability": 26.839638359836496, "score": 17.579100423193914, "zero_downtime": 6.710126789732551, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44622576, "heap_mib": 42.55540466308594, "mobile_score": 64003.55140746869, "mobile_throughput": 953835.2018236561, "mobile_availability": 97720.1410861247, "mobile_accuracy": 91025.16861155555, "soft_acc_blocks": [ 25.00080925 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.1265190167172547, "mobile_acc_per_sec": 7742.419459976778 }, "started": "2026-08-19T08:52:22.076978919+10:00", "ended": "2026-08-19T08:52:33.915583661+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": 3432, "total_correct": 1015, "total_train": 296, "infer_ms": 662.94493, "train_ms": 1710.519868, "blocked_train": 1710519868, "duration": 12061756336, "avg_accuracy": 34.65909090909091, "soft_acc": 25.00773509090909, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 284.5356765960124, "availability": 27.93152569857495, "score": 19.874936383045455, "zero_downtime": 6.985041953548818, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 46387128, "heap_mib": 44.23821258544922, "mobile_score": 94729.00587631032, "mobile_throughput": 1356169.4619197287, "mobile_availability": 133128.7613223133, "mobile_accuracy": 119193.23104856859, "soft_acc_blocks": [ 25.00773509090909 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12993943, "time_to_acc50_sec": 0, "acc_per_sec": 2.0733079324666845, "mobile_acc_per_sec": 9881.913357246302 }, "started": "2026-08-19T08:52:49.336308079+10:00", "ended": "2026-08-19T08:53:01.398844986+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": 3432, "total_correct": 901, "total_train": 268, "infer_ms": 643.566562, "train_ms": 1325.465673, "blocked_train": 1325465673, "duration": 12434158601, "avg_accuracy": 26.136363636363637, "soft_acc": 25.004937954545458, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 276.0138510477087, "availability": 32.68440965873776, "score": 22.557829149337646, "zero_downtime": 8.17271635597684, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 121112920, "heap_mib": 115.50228118896484, "mobile_score": 96940.97646760603, "mobile_throughput": 1186153.6880172223, "mobile_availability": 140459.37517344512, "mobile_accuracy": 107457.28615010434, "soft_acc_blocks": [ 25.004937954545458 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.512541393, "time_to_acc50_sec": 0, "acc_per_sec": 2.0109875349775956, "mobile_acc_per_sec": 8642.103547035522 }, "started": "2026-08-19T08:53:16.196851462+10:00", "ended": "2026-08-19T08:53:28.631841154+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": 2304, "total_correct": 626, "total_train": 278, "infer_ms": 434.429392, "train_ms": 1423.461576, "blocked_train": 1423461576, "duration": 12544470032, "avg_accuracy": 29, "soft_acc": 24.99511824, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 183.6665872789101, "availability": 23.382932555383412, "score": 10.734562005939294, "zero_downtime": 5.844591640197538, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 116338336, "heap_mib": 110.94888305664062, "mobile_score": 85272.7582571197, "mobile_throughput": 1459002.844110382, "mobile_availability": 185748.34763025542, "mobile_accuracy": 198555.15987595636, "soft_acc_blocks": [ 24.99511824 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.491284537, "time_to_acc50_sec": 0, "acc_per_sec": 1.9925208618809191, "mobile_acc_per_sec": 15828.102691421565 }, "started": "2026-08-19T08:53:44.152721661+10:00", "ended": "2026-08-19T08:53:56.697989242+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": 4320, "total_correct": 1018, "total_train": 304, "infer_ms": 723.420891, "train_ms": 1658.595736, "blocked_train": 1658595736, "duration": 12067560819, "avg_accuracy": 30.76923076923077, "soft_acc": 24.983394423076923, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 357.9845227047287, "availability": 30.370102492151915, "score": 27.162012985390163, "zero_downtime": 7.587482492307028, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 42858184, "heap_mib": 40.87274932861328, "mobile_score": 182573.3008215928, "mobile_throughput": 2406243.4543566257, "mobile_availability": 204136.92686417108, "mobile_accuracy": 167929.40891392506, "soft_acc_blocks": [ 24.983394423076923 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121539511, "time_to_acc50_sec": 0, "acc_per_sec": 2.0702936407613826, "mobile_acc_per_sec": 13915.770670865433 }, "started": "2026-08-19T08:54:12.930158042+10:00", "ended": "2026-08-19T08:54:25.055015451+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": 28392, "total_correct": 8467, "total_train": 1070, "infer_ms": 919.039768, "train_ms": 1415.475793, "blocked_train": 1415475793, "duration": 12323886302, "avg_accuracy": 30.326704545454547, "soft_acc": 25.201476801136366, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2303.81872278328, "availability": 39.367472350722956, "score": 228.56610399770736, "zero_downtime": 9.92118441166122, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 46807560, "heap_mib": 44.63916778564453, "mobile_score": 312068.92065820313, "mobile_throughput": 3145480.496173438, "mobile_availability": 53749.72224952041, "mobile_accuracy": 34408.41632581819, "soft_acc_blocks": [ 25.201476801136366 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131100044, "time_to_acc50_sec": 0, "acc_per_sec": 2.044929349684645, "mobile_acc_per_sec": 2792.010205436102 }, "started": "2026-08-19T08:54:40.468928078+10:00", "ended": "2026-08-19T08:54:52.8292336+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": 39168, "total_correct": 10879, "total_train": 1027, "infer_ms": 753.592762, "train_ms": 1436.701297, "blocked_train": 1436701297, "duration": 12016601483, "avg_accuracy": 28.265765765765767, "soft_acc": 24.98864873873874, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3259.4906351360105, "availability": 34.406008586082734, "score": 280.23785702106227, "zero_downtime": 8.597596630596506, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 46642824, "heap_mib": 44.48206329345703, "mobile_score": 765236.174905514, "mobile_throughput": 8900582.427678065, "mobile_availability": 93951.34077906325, "mobile_accuracy": 68235.67015591591, "soft_acc_blocks": [ 24.98864873873874 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123260509, "time_to_acc50_sec": 0, "acc_per_sec": 2.0795104817356567, "mobile_acc_per_sec": 5678.4499554594995 }, "started": "2026-08-19T08:55:08.511774935+10:00", "ended": "2026-08-19T08:55:20.528947415+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": 27552, "total_correct": 8020, "total_train": 864, "infer_ms": 786.969852, "train_ms": 1260.150311, "blocked_train": 1260150311, "duration": 12255167859, "avg_accuracy": 28.248031496062993, "soft_acc": 25.28822913385827, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2248.194420263795, "availability": 38.44277762604402, "score": 218.55816866623303, "zero_downtime": 9.721497691493612, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 83950200, "heap_mib": 80.06114959716797, "mobile_score": 1193619.0118091872, "mobile_throughput": 12278139.127200672, "mobile_availability": 209948.82287503508, "mobile_accuracy": 138107.4487097113, "soft_acc_blocks": [ 25.28822913385827 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.313486249, "time_to_acc50_sec": 0, "acc_per_sec": 2.0634747255042285, "mobile_acc_per_sec": 11269.323300887094 }, "started": "2026-08-19T08:55:35.501084214+10:00", "ended": "2026-08-19T08:55:47.857360868+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": 17392, "total_correct": 4742, "total_train": 844, "infer_ms": 402.00865, "train_ms": 1113.622834, "blocked_train": 1113622834, "duration": 12597337322, "avg_accuracy": 26.229508196721312, "soft_acc": 24.780215065573767, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1380.6092156972409, "availability": 26.524168588727996, "score": 90.74393728535932, "zero_downtime": 6.5727460206421595, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 156750456, "heap_mib": 149.48888397216797, "mobile_score": 495582.8894944424, "mobile_throughput": 7539967.129994531, "mobile_availability": 144857.32605257316, "mobile_accuracy": 135333.01454478686, "soft_acc_blocks": [ 24.780215065573767 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.596504121, "time_to_acc50_sec": 0, "acc_per_sec": 1.9670994299960183, "mobile_acc_per_sec": 10742.985687018254 }, "started": "2026-08-19T08:56:03.188783693+10:00", "ended": "2026-08-19T08:56:15.787016703+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": 30032, "total_correct": 6563, "total_train": 892, "infer_ms": 832.634774, "train_ms": 1407.210674, "blocked_train": 1407210674, "duration": 12170694056, "avg_accuracy": 13.664596273291925, "soft_acc": 24.56838543478261, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2467.5667518891087, "availability": 37.173760124542305, "score": 225.3626905280153, "zero_downtime": 9.132992667999078, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 46668016, "heap_mib": 44.50608825683594, "mobile_score": 2461561.5477406685, "mobile_throughput": 26952409.108634103, "mobile_availability": 406036.59058700077, "mobile_accuracy": 268352.28464231885, "soft_acc_blocks": [ 24.56838543478261 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0186511403325187, "mobile_acc_per_sec": 22049.053522138656 }, "started": "2026-08-19T08:56:31.110883543+10:00", "ended": "2026-08-19T08:56:43.282130314+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": 24872, "total_correct": 7392, "total_train": 792, "infer_ms": 717.923479, "train_ms": 1328.724991, "blocked_train": 1328724991, "duration": 11688536290, "avg_accuracy": 28.26086956521739, "soft_acc": 25.154560615942028, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2127.896888276676, "availability": 35.078006288007046, "score": 187.7596282974204, "zero_downtime": 8.823718354580688, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 79775392, "heap_mib": 76.07974243164062, "mobile_score": 2050835.8333499571, "mobile_throughput": 23242308.41168337, "mobile_availability": 383145.3700151383, "mobile_accuracy": 274754.88075439614, "soft_acc_blocks": [ 25.154560615942028 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.255775859, "time_to_acc50_sec": 0, "acc_per_sec": 2.1520710542228234, "mobile_acc_per_sec": 23506.354768257825 }, "started": "2026-08-19T08:56:59.143671224+10:00", "ended": "2026-08-19T08:57:10.833210234+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": 18584, "total_correct": 5297, "total_train": 801, "infer_ms": 688.160942, "train_ms": 1508.096976, "blocked_train": 1508096976, "duration": 12233609785, "avg_accuracy": 21.75, "soft_acc": 24.792036579999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1519.0937365671418, "availability": 31.333339147465278, "score": 118.00582801783811, "zero_downtime": 7.768172903175051, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 43891760, "heap_mib": 41.85844421386719, "mobile_score": 161117.29052035496, "mobile_throughput": 2074069.3149930043, "mobile_availability": 42780.45238267259, "mobile_accuracy": 33849.39394389333, "soft_acc_blocks": [ 24.792036579999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.026551199172485, "mobile_acc_per_sec": 2766.917903936833 }, "started": "2026-08-19T08:57:26.095615666+10:00", "ended": "2026-08-19T08:57:38.329701342+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": 24840, "total_correct": 7342, "total_train": 796, "infer_ms": 912.605467, "train_ms": 1233.745775, "blocked_train": 1233745775, "duration": 12434701506, "avg_accuracy": 26.418439716312058, "soft_acc": 25.154183531914892, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1997.6354066894319, "availability": 42.51892463554201, "score": 213.6528666998152, "zero_downtime": 10.695288338620813, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 43695408, "heap_mib": 41.67118835449219, "mobile_score": 583414.7613349621, "mobile_throughput": 5454876.417199942, "mobile_availability": 116105.01020478671, "mobile_accuracy": 68687.6904978156, "soft_acc_blocks": [ 25.154183531914892 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129538423, "time_to_acc50_sec": 0, "acc_per_sec": 2.022902079296192, "mobile_acc_per_sec": 5523.871277864801 }, "started": "2026-08-19T08:57:54.135874489+10:00", "ended": "2026-08-19T08:58:06.571067563+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": 17200, "total_correct": 5392, "total_train": 817, "infer_ms": 590.817134, "train_ms": 1232.959118, "blocked_train": 1232959118, "duration": 12208367730, "avg_accuracy": 24.23076923076923, "soft_acc": 25.12809943846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1408.8697506820592, "availability": 32.39526413133709, "score": 114.68642415272654, "zero_downtime": 8.140314184274649, "weight_bytes": 192, "weight_mib": 0.00018310546875, "heap_bytes": 43704464, "heap_mib": 41.67982482910156, "mobile_score": 626340.7911060905, "mobile_throughput": 7694307.331724953, "mobile_availability": 176921.33584260897, "mobile_accuracy": 137232.9270665846, "soft_acc_blocks": [ 25.12809943846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.058268557615076, "mobile_acc_per_sec": 11240.890682655134 }, "started": "2026-08-19T08:58:22.248787477+10:00", "ended": "2026-08-19T08:58:34.457691671+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": 21552, "total_correct": 6913, "total_train": 818, "infer_ms": 486.318424, "train_ms": 1222.480333, "blocked_train": 1222480333, "duration": 12315158200, "avg_accuracy": 28.08641975308642, "soft_acc": 25.19549509259259, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1750.038420131704, "availability": 28.459666301126646, "score": 125.48744689592431, "zero_downtime": 7.170553826268591, "weight_bytes": 96, "weight_mib": 0.000091552734375, "heap_bytes": 118616632, "heap_mib": 113.12163543701172, "mobile_score": 1370657.5532952158, "mobile_throughput": 19115086.316958558, "mobile_availability": 310855.4484517726, "mobile_accuracy": 275201.9943980247, "soft_acc_blocks": [ 25.19549509259259 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.553048463, "time_to_acc50_sec": 0, "acc_per_sec": 2.045892929949742, "mobile_acc_per_sec": 22346.606509531048 }, "started": "2026-08-19T08:58:49.446165788+10:00", "ended": "2026-08-19T08:59:01.762629833+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": 21472, "total_correct": 6192, "total_train": 1106, "infer_ms": 713.636312, "train_ms": 1542.609147, "blocked_train": 1542609147, "duration": 12088461797, "avg_accuracy": 33.394160583941606, "soft_acc": 25.347782576642334, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1776.2392238629332, "availability": 31.629373885423522, "score": 142.40722523169777, "zero_downtime": 8.017344922830445, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 43713712, "heap_mib": 41.68864440917969, "mobile_score": 192428.86418112463, "mobile_throughput": 2400156.9850532203, "mobile_availability": 42739.436019693116, "mobile_accuracy": 34251.38719469757, "soft_acc_blocks": [ 25.347782576642334 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115755713, "time_to_acc50_sec": 0, "acc_per_sec": 2.0968575656939996, "mobile_acc_per_sec": 2833.3949984602464 }, "started": "2026-08-19T08:59:17.511722957+10:00", "ended": "2026-08-19T08:59:29.600744914+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": 28888, "total_correct": 8988, "total_train": 774, "infer_ms": 910.417381, "train_ms": 1207.161874, "blocked_train": 1207161874, "duration": 12203897093, "avg_accuracy": 22.0703125, "soft_acc": 25.2970591640625, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2367.112716524772, "availability": 42.993308460608255, "score": 257.4481892824738, "zero_downtime": 10.876042677867959, "weight_bytes": 392, "weight_mib": 0.00037384033203125, "heap_bytes": 81222488, "heap_mib": 77.45980072021484, "mobile_score": 688658.1441965797, "mobile_throughput": 6331881.591435407, "mobile_availability": 115004.46788875194, "mobile_accuracy": 67668.08446432653, "soft_acc_blocks": [ 25.2970591640625 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.072867295691355, "mobile_acc_per_sec": 5544.793105731781 }, "started": "2026-08-19T08:59:45.128626229+10:00", "ended": "2026-08-19T08:59:57.333114421+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": 25080, "total_correct": 6995, "total_train": 939, "infer_ms": 824.612736, "train_ms": 1262.998096, "blocked_train": 1262998096, "duration": 12277027215, "avg_accuracy": 27.85234899328859, "soft_acc": 24.815393630872485, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2042.8398146220122, "availability": 39.50030931818809, "score": 200.24237084615118, "zero_downtime": 9.802157242720577, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 69946128, "heap_mib": 66.70582580566406, "mobile_score": 1049846.7212618692, "mobile_throughput": 10710364.007285455, "mobile_availability": 207095.38171814196, "mobile_accuracy": 130104.13095942873, "soft_acc_blocks": [ 24.815393630872485 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.316331703, "time_to_acc50_sec": 0, "acc_per_sec": 2.0212868470759093, "mobile_acc_per_sec": 10597.364384797344 }, "started": "2026-08-19T09:00:12.766042198+10:00", "ended": "2026-08-19T09:00:25.069139345+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": 32040, "total_correct": 9567, "total_train": 889, "infer_ms": 725.254127, "train_ms": 1230.219017, "blocked_train": 1230219017, "duration": 12260317282, "avg_accuracy": 24.07894736842105, "soft_acc": 25.013879189473684, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2613.3092042438057, "availability": 37.08842175743018, "score": 242.44330685537741, "zero_downtime": 9.277253011686058, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 46459856, "heap_mib": 44.30757141113281, "mobile_score": 2444425.3166267714, "mobile_throughput": 26348589.5398957, "mobile_availability": 373942.5858915299, "mobile_accuracy": 252201.4748555919, "soft_acc_blocks": [ 25.013879189473684 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0402309837607415, "mobile_acc_per_sec": 20570.550423345223 }, "started": "2026-08-19T09:00:40.457324328+10:00", "ended": "2026-08-19T09:00:52.718300104+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": 26856, "total_correct": 7076, "total_train": 883, "infer_ms": 585.255815, "train_ms": 1327.999349, "blocked_train": 1327999349, "duration": 12533744213, "avg_accuracy": 20.058139534883722, "soft_acc": 24.765309930232558, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2142.695713555807, "availability": 30.589532750896577, "score": 162.32189774458237, "zero_downtime": 7.57559259196953, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 77286560, "heap_mib": 73.70620727539062, "mobile_score": 3545975.96352965, "mobile_throughput": 46807902.09453112, "mobile_availability": 668238.5394542527, "mobile_accuracy": 541006.4505292403, "soft_acc_blocks": [ 24.765309930232558 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9758908040061944, "mobile_acc_per_sec": 43163.99324378332 }, "started": "2026-08-19T09:01:07.837169979+10:00", "ended": "2026-08-19T09:01:20.468085716+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": 24568, "total_correct": 6469, "total_train": 665, "infer_ms": 856.371838, "train_ms": 1232.190681, "blocked_train": 1232190681, "duration": 12270715438, "avg_accuracy": 24.86842105263158, "soft_acc": 24.792112399999997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2002.1652465281463, "availability": 41.00293049451205, "score": 203.529960285792, "zero_downtime": 10.165492615493303, "weight_bytes": 56, "weight_mib": 0.00005340576171875, "heap_bytes": 81639032, "heap_mib": 77.85704803466797, "mobile_score": 3811011.279225618, "mobile_throughput": 37489686.170419596, "mobile_availability": 767762.3008252404, "mobile_accuracy": 464221.6794989714, "soft_acc_blocks": [ 24.792112399999997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0204292508669615, "mobile_acc_per_sec": 37831.67182423348 }, "started": "2026-08-19T09:01:36.076870182+10:00", "ended": "2026-08-19T09:01:48.348147135+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": 38032, "total_correct": 9586, "total_train": 888, "infer_ms": 870.694441, "train_ms": 1337.682151, "blocked_train": 1337682151, "duration": 12324977538, "avg_accuracy": 25.753768844221106, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 3085.7662728180135, "availability": 39.426900473141764, "score": 304.1554993044336, "zero_downtime": 9.856725118285441, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 43660216, "heap_mib": 41.63762664794922, "mobile_score": 6644378.267471787, "mobile_throughput": 67409592.81846711, "mobile_availability": 861293.7831359395, "mobile_accuracy": 546133.3333333334, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.142813721, "time_to_acc50_sec": 0, "acc_per_sec": 2.028401262632792, "mobile_acc_per_sec": 44311.101715967554 }, "started": "2026-08-19T09:02:04.727003527+10:00", "ended": "2026-08-19T09:02:17.052697891+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": 32752, "total_correct": 8290, "total_train": 1181, "infer_ms": 688.274979, "train_ms": 1499.167731, "blocked_train": 1499167731, "duration": 11959776839, "avg_accuracy": 28.665865384615383, "soft_acc": 25.299921187499997, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2738.5126362222754, "availability": 31.4648230947269, "score": 218.0013644705467, "zero_downtime": 7.9605754447522035, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 49659464, "heap_mib": 47.35895538330078, "mobile_score": 9524624.947961165, "mobile_throughput": 119647442.75164203, "mobile_availability": 1374719.097557348, "mobile_accuracy": 1105370.4232959999, "soft_acc_blocks": [ 25.299921187499997 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128771561, "time_to_acc50_sec": 0, "acc_per_sec": 2.115417497172582, "mobile_acc_per_sec": 92424.00072980156 }, "started": "2026-08-19T09:02:33.430969956+10:00", "ended": "2026-08-19T09:02:45.672337462+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": 18976, "total_correct": 4901, "total_train": 807, "infer_ms": 616.466708, "train_ms": 1514.807968, "blocked_train": 1514807968, "duration": 12089456938, "avg_accuracy": 28.75, "soft_acc": 25.78411486923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1569.6321263491977, "availability": 28.924789232563473, "score": 117.06317781797154, "zero_downtime": 7.4580008814070595, "weight_bytes": 32, "weight_mib": 0.000030517578125, "heap_bytes": 46671784, "heap_mib": 44.509681701660156, "mobile_score": 3835926.2107392913, "mobile_throughput": 51433705.51621051, "mobile_availability": 947807.4935726399, "mobile_accuracy": 844893.8760349539, "soft_acc_blocks": [ 25.78411486923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.12311972, "time_to_acc50_sec": 0, "acc_per_sec": 2.1327769312933524, "mobile_acc_per_sec": 69886.83448462057 }, "started": "2026-08-19T09:03:01.676395201+10:00", "ended": "2026-08-19T09:03:13.909062625+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": 29520, "total_correct": 9009, "total_train": 958, "infer_ms": 667.399566, "train_ms": 1274.753592, "blocked_train": 1274753592, "duration": 12173493465, "avg_accuracy": 21.706989247311828, "soft_acc": 24.64531793548387, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2424.940719348388, "availability": 34.36389984234189, "score": 205.3704694678844, "zero_downtime": 8.469092371176398, "weight_bytes": 24, "weight_mib": 0.00002288818359375, "heap_bytes": 84130648, "heap_mib": 80.23323822021484, "mobile_score": 8972772.72469818, "mobile_throughput": 105947276.6554773, "mobile_availability": 1501381.6933784785, "mobile_accuracy": 1076770.3708132473, "soft_acc_blocks": [ 24.64531793548387 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0245066057941052, "mobile_acc_per_sec": 88452.04327821499 }, "started": "2026-08-19T09:03:29.373799587+10:00", "ended": "2026-08-19T09:03:41.547733263+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": 32056, "total_correct": 6986, "total_train": 1034, "infer_ms": 653.65937, "train_ms": 1433.197284, "blocked_train": 1433197284, "duration": 11773248942, "avg_accuracy": 12.373096446700508, "soft_acc": 24.26041730964467, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 2722.78282383405, "availability": 31.322677039033458, "score": 206.90459793403477, "zero_downtime": 7.5990121622217695, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 47970848, "heap_mib": 45.748565673828125, "mobile_score": 18079599.640273202, "mobile_throughput": 237920393.52371773, "mobile_availability": 2737017.283240129, "mobile_accuracy": 2119907.6117398306, "soft_acc_blocks": [ 24.26041730964467 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.060639117474007, "mobile_acc_per_sec": 180061.39360370205 }, "started": "2026-08-19T09:03:56.9125347+10:00", "ended": "2026-08-19T09:04:08.916264662+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": 20016, "total_correct": 5750, "total_train": 639, "infer_ms": 795.719843, "train_ms": 1144.127626, "blocked_train": 1144127626, "duration": 12422877667, "avg_accuracy": 32.99180327868852, "soft_acc": 25.160644360655734, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1611.2208891157554, "availability": 41.01971189570885, "score": 166.29126944307333, "zero_downtime": 10.3208238278449, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 70148736, "heap_mib": 66.8990478515625, "mobile_score": 227043.01321294278, "mobile_throughput": 2199853.5872727116, "mobile_availability": 56005.57997494115, "mobile_accuracy": 34352.66643374863, "soft_acc_blocks": [ 25.160644360655734 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.466762672, "time_to_acc50_sec": 0, "acc_per_sec": 2.0253475108663594, "mobile_acc_per_sec": 2765.2744681695362 }, "started": "2026-08-19T09:04:24.62836452+10:00", "ended": "2026-08-19T09:04:37.082158316+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": 20104, "total_correct": 5921, "total_train": 798, "infer_ms": 715.336438, "train_ms": 1477.800457, "blocked_train": 1477800457, "duration": 11665319696, "avg_accuracy": 31.723484848484848, "soft_acc": 25.263101446969696, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1723.3989743884686, "availability": 32.61704454614084, "score": 142.0094034149627, "zero_downtime": 8.240077052694856, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 46731904, "heap_mib": 44.5670166015625, "mobile_score": 191891.30437531948, "mobile_throughput": 2328756.18939222, "mobile_availability": 44074.03363661621, "mobile_accuracy": 34136.961163476415, "soft_acc_blocks": [ 25.263101446969696 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.131201234, "time_to_acc50_sec": 0, "acc_per_sec": 2.16565873077892, "mobile_acc_per_sec": 2926.3631047490167 }, "started": "2026-08-19T09:04:52.729472532+10:00", "ended": "2026-08-19T09:05:04.705592526+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": 21776, "total_correct": 6637, "total_train": 863, "infer_ms": 722.562986, "train_ms": 1407.392093, "blocked_train": 1407392093, "duration": 11989323567, "avg_accuracy": 32.66129032258065, "soft_acc": 25.284135403225807, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1816.2826183069517, "availability": 33.9238603256947, "score": 155.78900395695416, "zero_downtime": 8.577354778749847, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 46919840, "heap_mib": 44.746246337890625, "mobile_score": 210511.09615098863, "mobile_throughput": 2454265.931409575, "mobile_availability": 45839.87856298408, "mobile_accuracy": 34165.383459501165, "soft_acc_blocks": [ 25.284135403225807 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.128927911, "time_to_acc50_sec": 0, "acc_per_sec": 2.1088875666696576, "mobile_acc_per_sec": 2849.650630294076 }, "started": "2026-08-19T09:05:21.211571058+10:00", "ended": "2026-08-19T09:05:33.201505929+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": 18040, "total_correct": 5211, "total_train": 946, "infer_ms": 720.886977, "train_ms": 1460.960036, "blocked_train": 1460960036, "duration": 12181050938, "avg_accuracy": 22.736220472440944, "soft_acc": 24.996090401574804, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1480.988799063505, "availability": 33.04021650944232, "score": 122.3113459012739, "zero_downtime": 8.258762387576246, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 54415072, "heap_mib": 51.894256591796875, "mobile_score": 166995.75760387263, "mobile_throughput": 2022043.3736547055, "mobile_availability": 45110.90894089191, "mobile_accuracy": 34127.995428283466, "soft_acc_blocks": [ 24.996090401574804 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0520471122567114, "mobile_acc_per_sec": 2801.7283239344965 }, "started": "2026-08-19T09:05:49.446360543+10:00", "ended": "2026-08-19T09:06:01.658586805+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": 19960, "total_correct": 5686, "total_train": 607, "infer_ms": 780.35478, "train_ms": 1057.640686, "blocked_train": 1057640686, "duration": 12364719876, "avg_accuracy": 19.736842105263158, "soft_acc": 24.709376210526315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1614.2702948525737, "availability": 42.456839227045194, "score": 169.35019307259057, "zero_downtime": 10.49082013170891, "weight_bytes": 1536, "weight_mib": 0.00146484375, "heap_bytes": 122127400, "heap_mib": 116.46976470947266, "mobile_score": 115609.73180422182, "mobile_throughput": 1102008.5212860235, "mobile_availability": 28983.86891232952, "mobile_accuracy": 16868.26749305263, "soft_acc_blocks": [ 24.709376210526315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9983773557609963, "mobile_acc_per_sec": 1364.2256081995067 }, "started": "2026-08-19T09:06:17.464883814+10:00", "ended": "2026-08-19T09:06:29.830208432+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": 21408, "total_correct": 5715, "total_train": 713, "infer_ms": 994.372636, "train_ms": 1386.306394, "blocked_train": 1386306394, "duration": 12321558759, "avg_accuracy": 25.729166666666668, "soft_acc": 24.642376674999998, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1737.4425118382865, "availability": 41.76844603869174, "score": 178.8304022413272, "zero_downtime": 10.292737804148535, "weight_bytes": 48, "weight_mib": 0.0000457763671875, "heap_bytes": 47948800, "heap_mib": 45.7275390625, "mobile_score": 3906609.747095873, "mobile_throughput": 37955010.81861132, "mobile_availability": 912445.6265305673, "mobile_accuracy": 538320.9325909333, "soft_acc_blocks": [ 24.642376674999998 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.129998873, "time_to_acc50_sec": 0, "acc_per_sec": 1.9999398742468795, "mobile_acc_per_sec": 43689.35319954783 }, "started": "2026-08-19T09:06:45.529071072+10:00", "ended": "2026-08-19T09:06:57.913525661+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": 13248, "total_correct": 3672, "total_train": 454, "infer_ms": 831.296472, "train_ms": 1346.557949, "blocked_train": 1346557949, "duration": 12436187365, "avg_accuracy": 18.32191780821918, "soft_acc": 24.952380383561643, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1065.278257007026, "availability": 38.17043343137214, "score": 101.46170047071085, "zero_downtime": 9.524431743850156, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 84386368, "heap_mib": 80.47711181640625, "mobile_score": 1477643.1115663347, "mobile_throughput": 15514239.078047212, "mobile_availability": 555897.2278574232, "mobile_accuracy": 363395.3779593546, "soft_acc_blocks": [ 24.952380383561643 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0064332943219245, "mobile_acc_per_sec": 29220.8027503737 }, "started": "2026-08-19T09:07:13.899226238+10:00", "ended": "2026-08-19T09:07:26.336014073+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": 13504, "total_correct": 3606, "total_train": 582, "infer_ms": 908.874202, "train_ms": 1487.764725, "blocked_train": 1487764725, "duration": 11839369245, "avg_accuracy": 22.532894736842106, "soft_acc": 24.86737197368421, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1140.6013040519879, "availability": 37.92286738568859, "score": 107.56349915366343, "zero_downtime": 9.430420495886155, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 49996672, "heap_mib": 47.6805419921875, "mobile_score": 1566506.9956743303, "mobile_throughput": 16611210.45830024, "mobile_availability": 552291.7859974416, "mobile_accuracy": 362157.3532594152, "soft_acc_blocks": [ 24.86737197368421 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.100396689982973, "mobile_acc_per_sec": 30589.243883272025 }, "started": "2026-08-19T09:07:42.426393682+10:00", "ended": "2026-08-19T09:07:54.266616524+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": 14160, "total_correct": 3659, "total_train": 569, "infer_ms": 908.441585, "train_ms": 1448.440497, "blocked_train": 1448440497, "duration": 12073217705, "avg_accuracy": 16.772151898734176, "soft_acc": 24.656852962025315, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1172.8439216444992, "availability": 38.54421024869924, "score": 111.4646145022551, "zero_downtime": 9.503789246395662, "weight_bytes": 80, "weight_mib": 0.0000762939453125, "heap_bytes": 44016584, "heap_mib": 41.97748565673828, "mobile_score": 1460988.9952039581, "mobile_throughput": 15372699.84977878, "mobile_availability": 505206.67257175065, "mobile_accuracy": 323182.3031438582, "soft_acc_blocks": [ 24.656852962025315 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0422768448724264, "mobile_acc_per_sec": 26768.53106111187 }, "started": "2026-08-19T09:08:10.539537432+10:00", "ended": "2026-08-19T09:08:22.613364567+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": 12600, "total_correct": 3513, "total_train": 632, "infer_ms": 759.921994, "train_ms": 1374.891167, "blocked_train": 1374891167, "duration": 12170982947, "avg_accuracy": 31.323529411764707, "soft_acc": 25.370851223529414, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1035.2491704957772, "availability": 35.59665116754449, "score": 93.49514779521725, "zero_downtime": 9.03117340827646, "weight_bytes": 60, "weight_mib": 0.000057220458984375, "heap_bytes": 50862944, "heap_mib": 48.506683349609375, "mobile_score": 1633946.1349086287, "mobile_throughput": 18092290.57002967, "mobile_availability": 622096.568244319, "mobile_accuracy": 443387.7615427263, "soft_acc_blocks": [ 25.370851223529414 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.302571371, "time_to_acc50_sec": 0, "acc_per_sec": 2.0845359272960793, "mobile_acc_per_sec": 36429.90574167356 }, "started": "2026-08-19T09:08:38.454578175+10:00", "ended": "2026-08-19T09:08:50.909995916+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": 15200, "total_correct": 4433, "total_train": 607, "infer_ms": 879.465131, "train_ms": 1468.173277, "blocked_train": 1468173277, "duration": 12423907439, "avg_accuracy": 18.373493975903614, "soft_acc": 24.92659512048193, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1223.447621018613, "availability": 37.46169461204351, "score": 114.2446205458045, "zero_downtime": 9.33792494121548, "weight_bytes": 68, "weight_mib": 0.000064849853515625, "heap_bytes": 43765984, "heap_mib": 41.738494873046875, "mobile_score": 1761678.9299034926, "mobile_throughput": 18865850.18613549, "mobile_availability": 577668.1454340902, "mobile_accuracy": 384373.9618390362, "soft_acc_blocks": [ 24.92659512048193 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.006341019753144, "mobile_acc_per_sec": 30938.25060483342 }, "started": "2026-08-19T09:09:06.382459903+10:00", "ended": "2026-08-19T09:09:18.876227303+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": 14744, "total_correct": 4233, "total_train": 649, "infer_ms": 770.753216, "train_ms": 1540.535989, "blocked_train": 1540535989, "duration": 12432494898, "avg_accuracy": 25.679347826086957, "soft_acc": 25.214557836956523, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1185.9244762185142, "availability": 33.347329028865516, "score": 99.71705503393328, "zero_downtime": 8.408381565063488, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 43810024, "heap_mib": 41.780494689941406, "mobile_score": 2904469.741646156, "mobile_throughput": 34542553.98820291, "mobile_availability": 971311.3578825468, "mobile_accuracy": 734427.22773457, "soft_acc_blocks": [ 25.214557836956523 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116148656, "time_to_acc50_sec": 0, "acc_per_sec": 2.028117288108661, "mobile_acc_per_sec": 59073.19759710631 }, "started": "2026-08-19T09:09:34.989322633+10:00", "ended": "2026-08-19T09:09:47.462007779+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": 20008, "total_correct": 4467, "total_train": 695, "infer_ms": 1005.549861, "train_ms": 1367.848463, "blocked_train": 1367848463, "duration": 12660106167, "avg_accuracy": 21.556122448979593, "soft_acc": 25.228850846938776, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1580.3974892527456, "availability": 42.367513738920124, "score": 168.92610918794284, "zero_downtime": 10.688836848748451, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 46937824, "heap_mib": 44.763397216796875, "mobile_score": 4025724.1788149173, "mobile_throughput": 37662883.58387925, "mobile_availability": 1009671.7746886797, "mobile_accuracy": 601235.6251290835, "soft_acc_blocks": [ 25.228850846938776 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9927835133563596, "mobile_acc_per_sec": 47490.56739320814 }, "started": "2026-08-19T09:10:03.364829247+10:00", "ended": "2026-08-19T09:10:16.173583597+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": 11000, "total_correct": 2345, "total_train": 577, "infer_ms": 721.390348, "train_ms": 1329.216642, "blocked_train": 1329216642, "duration": 12337470056, "avg_accuracy": 23.774509803921568, "soft_acc": 24.98156511764706, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 891.5928427846876, "availability": 35.179356723054966, "score": 78.35633443999222, "zero_downtime": 8.788353907739326, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 84325808, "heap_mib": 80.41935729980469, "mobile_score": 35660.83842957868, "mobile_throughput": 405773.8093384534, "mobile_availability": 16010.516126403681, "mobile_accuracy": 11369.387857986929, "soft_acc_blocks": [ 24.98156511764706 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0248531509503396, "mobile_acc_per_sec": 921.5331673658434 }, "started": "2026-08-19T09:10:31.874059622+10:00", "ended": "2026-08-19T09:10:44.273154853+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": 15048, "total_correct": 4278, "total_train": 963, "infer_ms": 749.460369, "train_ms": 1521.116163, "blocked_train": 1521116163, "duration": 12018920376, "avg_accuracy": 32.96568627450981, "soft_acc": 24.996476823529413, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1252.0259332151516, "availability": 33.007492081310744, "score": 103.30103022823086, "zero_downtime": 8.250710108133147, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 43798384, "heap_mib": 41.76939392089844, "mobile_score": 94026.89329218524, "mobile_throughput": 1139621.827210947, "mobile_availability": 30044.152792233068, "mobile_accuracy": 22752.348682039217, "soft_acc_blocks": [ 24.996476823529413 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.122388206, "time_to_acc50_sec": 0, "acc_per_sec": 2.0797605809456616, "mobile_acc_per_sec": 1893.04429767854 }, "started": "2026-08-19T09:11:00.2814408+10:00", "ended": "2026-08-19T09:11:12.301184719+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": 7584, "total_correct": 2146, "total_train": 595, "infer_ms": 565.718319, "train_ms": 1138.063674, "blocked_train": 1138063674, "duration": 12775492400, "avg_accuracy": 25, "soft_acc": 24.991336857142855, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.6366100456528, "availability": 33.20367989122185, "score": 49.26022407760885, "zero_downtime": 8.298043490582657, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 153195784, "heap_mib": 146.09888458251953, "mobile_score": 89675.50125417148, "mobile_throughput": 1080682.4687764416, "mobile_availability": 60445.454593086535, "mobile_accuracy": 45495.340340825394, "soft_acc_blocks": [ 24.991336857142855 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.660222138, "time_to_acc50_sec": 0, "acc_per_sec": 1.9561936303247973, "mobile_acc_per_sec": 3561.141826582387 }, "started": "2026-08-19T09:11:28.488399819+10:00", "ended": "2026-08-19T09:11:41.264440815+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": 14120, "total_correct": 3610, "total_train": 629, "infer_ms": 936.507537, "train_ms": 1410.213753, "blocked_train": 1410213753, "duration": 11818799197, "avg_accuracy": 22.685185185185187, "soft_acc": 24.997098827160492, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1194.706819588247, "availability": 39.90706271727735, "score": 119.17926795379913, "zero_downtime": 9.975607906454739, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 43790376, "heap_mib": 41.761756896972656, "mobile_score": 216959.23623944944, "mobile_throughput": 2174897.3924593157, "mobile_availability": 72648.59061776356, "mobile_accuracy": 45505.82968713305, "soft_acc_blocks": [ 24.997098827160492 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.115028642969548, "mobile_acc_per_sec": 3850.292142934786 }, "started": "2026-08-19T09:11:56.677659745+10:00", "ended": "2026-08-19T09:12:08.49708561+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": 12112, "total_correct": 3440, "total_train": 515, "infer_ms": 918.485847, "train_ms": 1297.447994, "blocked_train": 1297447994, "duration": 12088406452, "avg_accuracy": 34.274193548387096, "soft_acc": 25.006879822580647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1001.9517500585114, "availability": 41.44915475389412, "score": 103.85370480001532, "zero_downtime": 10.365140316781776, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 44051048, "heap_mib": 42.010353088378906, "mobile_score": 378119.79987632245, "mobile_throughput": 3647994.993990811, "mobile_availability": 150911.76699728917, "mobile_accuracy": 91047.27089181362, "soft_acc_blocks": [ 25.006879822580647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124334627, "time_to_acc50_sec": 0, "acc_per_sec": 2.068666364080049, "mobile_acc_per_sec": 7531.784379797227 }, "started": "2026-08-19T09:12:25.074394034+10:00", "ended": "2026-08-19T09:12:37.163308455+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": 8776, "total_correct": 2172, "total_train": 452, "infer_ms": 683.893118, "train_ms": 1228.660861, "blocked_train": 1228660861, "duration": 12794321759, "avg_accuracy": 22.756410256410255, "soft_acc": 25.00548815384615, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 685.9292868593551, "availability": 35.7581080329864, "score": 61.33229494402014, "zero_downtime": 8.941489468227923, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 95049960, "heap_mib": 90.6467056274414, "mobile_score": 223304.07119173912, "mobile_throughput": 2497392.319089705, "mobile_availability": 130191.2982249887, "mobile_accuracy": 91042.2039805812, "soft_acc_blocks": [ 25.00548815384615 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9544207676547107, "mobile_acc_per_sec": 7115.828857167729 }, "started": "2026-08-19T09:12:53.307859469+10:00", "ended": "2026-08-19T09:13:06.10295175+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": 9728, "total_correct": 2196, "total_train": 478, "infer_ms": 893.154961, "train_ms": 1478.879106, "blocked_train": 1478879106, "duration": 12413926122, "avg_accuracy": 22.115384615384617, "soft_acc": 24.992103653846154, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 783.6360474838019, "availability": 37.65354694629686, "score": 73.74339226354519, "zero_downtime": 9.410413482168135, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 47270776, "heap_mib": 45.08092498779297, "mobile_score": 33561.437190164565, "mobile_throughput": 356641.4722770725, "mobile_availability": 17136.547588003552, "mobile_accuracy": 11374.184062905983, "soft_acc_blocks": [ 24.992103653846154 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.013231221793327, "mobile_acc_per_sec": 916.2438982739409 }, "started": "2026-08-19T09:13:21.959128689+10:00", "ended": "2026-08-19T09:13:34.406184336+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": 7520, "total_correct": 2089, "total_train": 468, "infer_ms": 645.416974, "train_ms": 1622.748743, "blocked_train": 1622748743, "duration": 12491639549, "avg_accuracy": 34.75, "soft_acc": 24.997522520000004, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 602.002641086614, "availability": 28.455459368007016, "score": 42.821410244108755, "zero_downtime": 7.113159863687005, "weight_bytes": 1152, "weight_mib": 0.0010986328125, "heap_bytes": 45293864, "heap_mib": 43.195594787597656, "mobile_score": 38976.999191082105, "mobile_throughput": 547956.1817535046, "mobile_availability": 25900.791460301498, "mobile_accuracy": 22753.300498204448, "soft_acc_blocks": [ 24.997522520000004 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.137752786, "time_to_acc50_sec": 0, "acc_per_sec": 2.0011402363912385, "mobile_acc_per_sec": 1821.4823129463362 }, "started": "2026-08-19T09:13:51.707613609+10:00", "ended": "2026-08-19T09:14:04.199947377+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": 9512, "total_correct": 2494, "total_train": 523, "infer_ms": 888.444406, "train_ms": 1379.194085, "blocked_train": 1379194085, "duration": 11985742709, "avg_accuracy": 36.82432432432432, "soft_acc": 25.02720002702703, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 793.60956020335, "availability": 39.17927877508408, "score": 77.81719867502053, "zero_downtime": 9.805476468186837, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 81945152, "heap_mib": 78.14898681640625, "mobile_score": 141661.88701017073, "mobile_throughput": 1444722.1149301874, "mobile_availability": 71323.70038344194, "mobile_accuracy": 45560.62724920121, "soft_acc_blocks": [ 25.02720002702703 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.335855413, "time_to_acc50_sec": 0, "acc_per_sec": 2.0880808669649067, "mobile_acc_per_sec": 3801.2352138170036 }, "started": "2026-08-19T09:14:19.563582397+10:00", "ended": "2026-08-19T09:14:31.550015524+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": 16432, "total_correct": 4264, "total_train": 675, "infer_ms": 843.256092, "train_ms": 1295.033879, "blocked_train": 1295033879, "duration": 12619310008, "avg_accuracy": 24.835526315789473, "soft_acc": 24.987876381578946, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1302.1314152345055, "availability": 39.436002760918335, "score": 128.314889394763, "zero_downtime": 9.854219619734334, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 51167016, "heap_mib": 48.796669006347656, "mobile_score": 467180.2550763993, "mobile_throughput": 4740915.801600475, "mobile_availability": 143582.1042744191, "mobile_accuracy": 90978.08147461987, "soft_acc_blocks": [ 24.987876381578946 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.980130162880372, "mobile_acc_per_sec": 7209.433908584892 }, "started": "2026-08-19T09:14:48.266447353+10:00", "ended": "2026-08-19T09:15:00.886526788+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": 7728, "total_correct": 2213, "total_train": 585, "infer_ms": 681.260243, "train_ms": 1384.873185, "blocked_train": 1384873185, "duration": 13003811422, "avg_accuracy": 23.5, "soft_acc": 25.005431520000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 594.2873015618851, "availability": 32.972712883284316, "score": 48.99880461859339, "zero_downtime": 8.24496914031588, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 81534200, "heap_mib": 77.75707244873047, "mobile_score": 22107.99077097512, "mobile_throughput": 268139.1572816503, "mobile_availability": 14877.106447634567, "mobile_accuracy": 11282.312978276903, "soft_acc_blocks": [ 25.005431520000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9229309552809664, "mobile_acc_per_sec": 867.6158560089048 }, "started": "2026-08-19T09:15:17.214005464+10:00", "ended": "2026-08-19T09:15:30.230343254+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": 9968, "total_correct": 2724, "total_train": 622, "infer_ms": 829.52958, "train_ms": 1568.354995, "blocked_train": 1568354995, "duration": 12264725229, "avg_accuracy": 23.464912280701753, "soft_acc": 24.994502157894736, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 812.7373270809702, "availability": 34.594224786653875, "score": 70.27458672121692, "zero_downtime": 8.646654260807159, "weight_bytes": 1172, "weight_mib": 0.001117706298828125, "heap_bytes": 44006976, "heap_mib": 41.96832275390625, "mobile_score": 62873.92921995457, "mobile_throughput": 727147.4876119926, "mobile_availability": 30951.08690263684, "mobile_accuracy": 22362.316633717262, "soft_acc_blocks": [ 24.994502157894736 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0379178245913834, "mobile_acc_per_sec": 1823.3035160740055 }, "started": "2026-08-19T09:15:46.474383066+10:00", "ended": "2026-08-19T09:15:58.73964866+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": 11360, "total_correct": 2978, "total_train": 586, "infer_ms": 1003.65164, "train_ms": 1526.65595, "blocked_train": 1526655950, "duration": 12661019234, "avg_accuracy": 26.15740740740741, "soft_acc": 25.00221112962963, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 897.242140624332, "availability": 39.66520291708883, "score": 88.98109818777779, "zero_downtime": 9.91717777832656, "weight_bytes": 596, "weight_mib": 0.000568389892578125, "heap_bytes": 46958240, "heap_mib": 44.782867431640625, "mobile_score": 156549.40270695853, "mobile_throughput": 1578568.0786028516, "mobile_availability": 69785.20103018345, "mobile_accuracy": 43987.78278097738, "soft_acc_blocks": [ 25.00221112962963 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.115684899, "time_to_acc50_sec": 0, "acc_per_sec": 1.9747392107649988, "mobile_acc_per_sec": 3474.2686957502 }, "started": "2026-08-19T09:16:15.267666208+10:00", "ended": "2026-08-19T09:16:27.929531224+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": 11624, "total_correct": 3082, "total_train": 850, "infer_ms": 681.23005, "train_ms": 1591.260494, "blocked_train": 1591260494, "duration": 12239790055, "avg_accuracy": 29.233870967741936, "soft_acc": 25.001063983870967, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 949.6894920392489, "availability": 29.977244648988073, "score": 71.17571467216608, "zero_downtime": 7.494630115295044, "weight_bytes": 308, "weight_mib": 0.000293731689453125, "heap_bytes": 44007944, "heap_mib": 41.96924591064453, "mobile_score": 242315.4097015624, "mobile_throughput": 3233187.041573206, "mobile_availability": 102056.55612031596, "mobile_accuracy": 85115.31061023209, "soft_acc_blocks": [ 25.001063983870967 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.13870663, "time_to_acc50_sec": 0, "acc_per_sec": 2.0426056224434945, "mobile_acc_per_sec": 6953.984523244512 }, "started": "2026-08-19T09:16:43.83034046+10:00", "ended": "2026-08-19T09:16:56.070789005+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": 13944, "total_correct": 3159, "total_train": 610, "infer_ms": 768.292361, "train_ms": 1332.395242, "blocked_train": 1332395242, "duration": 12234588853, "avg_accuracy": 32.52840909090909, "soft_acc": 25.000069693181818, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1139.7195416649283, "availability": 36.573375303533886, "score": 104.20876685001917, "zero_downtime": 9.14336931503242, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 65082648, "heap_mib": 62.067649841308594, "mobile_score": 758825.0826980951, "mobile_throughput": 8299184.431394749, "mobile_availability": 266319.19154359965, "mobile_accuracy": 182044.95193470706, "soft_acc_blocks": [ 25.000069693181818 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.209279804, "time_to_acc50_sec": 0, "acc_per_sec": 2.043392711725792, "mobile_acc_per_sec": 14879.531639517945 }, "started": "2026-08-19T09:17:12.115977231+10:00", "ended": "2026-08-19T09:17:24.351336241+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": 7760, "total_correct": 1895, "total_train": 638, "infer_ms": 725.927277, "train_ms": 1497.00935, "blocked_train": 1497009350, "duration": 12334526675, "avg_accuracy": 20.047169811320753, "soft_acc": 24.990878452830188, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 629.1283163486288, "availability": 32.6562290702676, "score": 51.34365585245466, "zero_downtime": 8.161078514228373, "weight_bytes": 164, "weight_mib": 0.000156402587890625, "heap_bytes": 74457240, "heap_mib": 71.0079574584961, "mobile_score": 328278.81267770426, "mobile_throughput": 4022493.0088023157, "mobile_availability": 208795.96374137147, "mobile_accuracy": 159785.5814911882, "soft_acc_blocks": [ 24.990878452830188 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.026091402719366, "mobile_acc_per_sec": 12954.334260352816 }, "started": "2026-08-19T09:17:40.288479551+10:00", "ended": "2026-08-19T09:17:52.623785238+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": 9288, "total_correct": 2351, "total_train": 546, "infer_ms": 647.5242, "train_ms": 1324.626697, "blocked_train": 1324626697, "duration": 12805370487, "avg_accuracy": 25.892857142857142, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 725.320677713243, "availability": 32.83340037443392, "score": 59.53686052803664, "zero_downtime": 8.20835009360848, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 120368064, "heap_mib": 114.79193115234375, "mobile_score": 433534.18795171217, "mobile_throughput": 5281623.99273501, "mobile_availability": 239085.5252154335, "mobile_accuracy": 182044.44444444444, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.46345881, "time_to_acc50_sec": 0, "acc_per_sec": 1.9523058723978333, "mobile_acc_per_sec": 14216.2575170516 }, "started": "2026-08-19T09:18:09.140384535+10:00", "ended": "2026-08-19T09:18:21.996778806+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": 14608, "total_correct": 3732, "total_train": 751, "infer_ms": 973.370116, "train_ms": 1467.83095, "blocked_train": 1467830950, "duration": 12665378242, "avg_accuracy": 31.179775280898877, "soft_acc": 25.00941817977528, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1153.3804771465902, "availability": 39.87259097813289, "score": 115.01398259613914, "zero_downtime": 9.971903016832606, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43643656, "heap_mib": 41.62183380126953, "mobile_score": 1675012.5252045721, "mobile_throughput": 16797320.655617543, "mobile_availability": 580686.6938539816, "mobile_accuracy": 364226.0510732784, "soft_acc_blocks": [ 25.00941817977528 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.116766013, "time_to_acc50_sec": 0, "acc_per_sec": 1.974628605787775, "mobile_acc_per_sec": 28757.613401979474 }, "started": "2026-08-19T09:18:37.53354143+10:00", "ended": "2026-08-19T09:18:50.199538735+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": 10968, "total_correct": 2628, "total_train": 451, "infer_ms": 1028.832387, "train_ms": 1342.549339, "blocked_train": 1342549339, "duration": 12583700064, "avg_accuracy": 29.71698113207547, "soft_acc": 25.000619471698116, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 871.6037369150059, "availability": 43.385355285477985, "score": 94.53943700769777, "zero_downtime": 10.846607581366616, "weight_bytes": 92, "weight_mib": 0.000087738037109375, "heap_bytes": 91009520, "heap_mib": 86.79344177246094, "mobile_score": 1077519.3989106924, "mobile_throughput": 9934160.435210753, "mobile_availability": 494487.41634592786, "mobile_accuracy": 284946.1909038622, "soft_acc_blocks": [ 25.000619471698116 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.346820309, "time_to_acc50_sec": 0, "acc_per_sec": 1.9867462943765628, "mobile_acc_per_sec": 22644.070460567378 }, "started": "2026-08-19T09:19:07.152424302+10:00", "ended": "2026-08-19T09:19:19.867712254+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": 16056, "total_correct": 3842, "total_train": 681, "infer_ms": 895.763025, "train_ms": 1479.622102, "blocked_train": 1479622102, "duration": 12148772378, "avg_accuracy": 25.98314606741573, "soft_acc": 25.014904134831465, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1321.6150159398435, "availability": 37.710222852633024, "score": 124.67027175972818, "zero_downtime": 9.433176095617458, "weight_bytes": 72, "weight_mib": 0.00006866455078125, "heap_bytes": 43829296, "heap_mib": 41.79887390136719, "mobile_score": 1815642.4288990102, "mobile_throughput": 19247413.707696352, "mobile_availability": 549194.9255267017, "mobile_accuracy": 364305.94608451443, "soft_acc_blocks": [ 25.014904134831465 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121245275, "time_to_acc50_sec": 0, "acc_per_sec": 2.0590478903144582, "mobile_acc_per_sec": 29987.058342144075 }, "started": "2026-08-19T09:19:36.300912758+10:00", "ended": "2026-08-19T09:19:48.605414488+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": 12712, "total_correct": 3167, "total_train": 658, "infer_ms": 673.566543, "train_ms": 1309.538356, "blocked_train": 1309538356, "duration": 12456936154, "avg_accuracy": 23.932926829268293, "soft_acc": 25.012711853658534, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1020.4756484938794, "availability": 33.965250317300544, "score": 86.69583729790524, "zero_downtime": 8.495630192240226, "weight_bytes": 36, "weight_mib": 0.000034332275390625, "heap_bytes": 103596512, "heap_mib": 98.79733276367188, "mobile_score": 2525199.285846897, "mobile_throughput": 29723507.59986439, "mobile_availability": 989309.6199087149, "mobile_accuracy": 728548.037351718, "soft_acc_blocks": [ 25.012711853658534 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.007934498855627, "mobile_acc_per_sec": 58485.33125200106 }, "started": "2026-08-19T09:20:05.854051858+10:00", "ended": "2026-08-19T09:20:18.353517303+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": 8392, "total_correct": 2077, "total_train": 591, "infer_ms": 893.351133, "train_ms": 1614.829602, "blocked_train": 1614829602, "duration": 12712599611, "avg_accuracy": 23.177083333333332, "soft_acc": 25.000068666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 660.1324872010083, "availability": 35.617494406757736, "score": 58.780824377389976, "zero_downtime": 8.904398059035593, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46808456, "heap_mib": 44.64002227783203, "mobile_score": 26751.80629442104, "mobile_throughput": 300433.62973059225, "mobile_availability": 16209.917454453298, "mobile_accuracy": 11377.809028740741, "soft_acc_blocks": [ 25.000068666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.966558330448363, "mobile_acc_per_sec": 895.0025468351661 }, "started": "2026-08-19T09:20:34.69101257+10:00", "ended": "2026-08-19T09:20:47.404263796+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": 5984, "total_correct": 1624, "total_train": 553, "infer_ms": 763.379963, "train_ms": 1540.759126, "blocked_train": 1540759126, "duration": 12990578929, "avg_accuracy": 36.05769230769231, "soft_acc": 25.030605076923077, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 460.64151818833847, "availability": 33.13081083708832, "score": 38.200275221755234, "zero_downtime": 8.29284241941401, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 44250328, "heap_mib": 42.200401306152344, "mobile_score": 17235.75378267092, "mobile_throughput": 207838.91591043683, "mobile_availability": 14948.439373627676, "mobile_accuracy": 11293.671148511055, "soft_acc_blocks": [ 25.030605076923077 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.139673913, "time_to_acc50_sec": 0, "acc_per_sec": 1.926827527374094, "mobile_acc_per_sec": 869.3739678759974 }, "started": "2026-08-19T09:21:02.903327016+10:00", "ended": "2026-08-19T09:21:15.989553901+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": 8400, "total_correct": 2184, "total_train": 631, "infer_ms": 841.476567, "train_ms": 1618.336662, "blocked_train": 1618336662, "duration": 12753631587, "avg_accuracy": 27.75, "soft_acc": 25.00453086, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 658.6359299073895, "availability": 34.20896176503977, "score": 56.33833695275437, "zero_downtime": 8.553790401424969, "weight_bytes": 2324, "weight_mib": 0.002216339111328125, "heap_bytes": 46811880, "heap_mib": 44.643287658691406, "mobile_score": 25419.547335874082, "mobile_throughput": 297172.9039752887, "mobile_availability": 15434.8951341387, "mobile_accuracy": 11281.906605445507, "soft_acc_blocks": [ 25.00453086 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.117679576, "time_to_acc50_sec": 0, "acc_per_sec": 1.9605812422469187, "mobile_acc_per_sec": 884.6034581197525 }, "started": "2026-08-19T09:21:32.360006564+10:00", "ended": "2026-08-19T09:21:45.197581515+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": 7528, "total_correct": 2147, "total_train": 438, "infer_ms": 832.040032, "train_ms": 1422.788811, "blocked_train": 1422788811, "duration": 12606720456, "avg_accuracy": 32.25, "soft_acc": 25.01414554, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 597.1418202120242, "availability": 36.90036317315283, "score": 55.11804442304941, "zero_downtime": 9.230310548921013, "weight_bytes": 2304, "weight_mib": 0.002197265625, "heap_bytes": 46582760, "heap_mib": 44.424781799316406, "mobile_score": 25084.834439645598, "mobile_throughput": 271765.87728760566, "mobile_availability": 16793.765284137113, "mobile_accuracy": 11384.215570204446, "soft_acc_blocks": [ 25.01414554 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.347497204, "time_to_acc50_sec": 0, "acc_per_sec": 1.984191338842201, "mobile_acc_per_sec": 903.0275248775173 }, "started": "2026-08-19T09:22:02.445622695+10:00", "ended": "2026-08-19T09:22:15.053158776+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": 7224, "total_correct": 2000, "total_train": 528, "infer_ms": 754.908141, "train_ms": 1653.205935, "blocked_train": 1653205935, "duration": 12165313250, "avg_accuracy": 21.07843137254902, "soft_acc": 24.99687294117647, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.8194809739075, "availability": 31.34852075836627, "score": 46.53258468178058, "zero_downtime": 7.836149902907147, "weight_bytes": 4608, "weight_mib": 0.00439453125, "heap_bytes": 46982064, "heap_mib": 44.80558776855469, "mobile_score": 10588.748158698514, "mobile_throughput": 135126.92189272918, "mobile_availability": 7133.530057014902, "mobile_accuracy": 5688.177309281045, "soft_acc_blocks": [ 24.99687294117647 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0547660736295854, "mobile_acc_per_sec": 467.5734354214879 }, "started": "2026-08-19T09:22:31.003892964+10:00", "ended": "2026-08-19T09:22:43.16968986+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": 7256, "total_correct": 1911, "total_train": 571, "infer_ms": 751.361381, "train_ms": 1682.145241, "blocked_train": 1682145241, "duration": 12409453197, "avg_accuracy": 24.166666666666668, "soft_acc": 25.009676866666666, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 584.71552975067, "availability": 30.875666176839363, "score": 45.15117387582798, "zero_downtime": 7.7219043412582185, "weight_bytes": 144, "weight_mib": 0.0001373291015625, "heap_bytes": 44060128, "heap_mib": 42.019012451171875, "mobile_score": 328780.81456958473, "mobile_throughput": 4257768.5508599905, "mobile_availability": 224829.73984059383, "mobile_accuracy": 182114.9092370963, "soft_acc_blocks": [ 25.009676866666666 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.0153729958635718, "mobile_acc_per_sec": 14675.498295212783 }, "started": "2026-08-19T09:23:00.197413129+10:00", "ended": "2026-08-19T09:23:12.631531541+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": 4576, "total_correct": 1014, "total_train": 321, "infer_ms": 846.081573, "train_ms": 1454.260416, "blocked_train": 1454260416, "duration": 12897467178, "avg_accuracy": 21.875, "soft_acc": 24.978874277777777, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 354.79834426759106, "availability": 36.78068639558273, "score": 32.5967480954507, "zero_downtime": 9.187401413256325, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 81042832, "heap_mib": 77.28846740722656, "mobile_score": 158241.51727284867, "mobile_throughput": 1722375.1325867295, "mobile_availability": 178552.5232311785, "mobile_accuracy": 121260.4077532181, "soft_acc_blocks": [ 24.978874277777777 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9367271056433293, "mobile_acc_per_sec": 9401.877599662314 }, "started": "2026-08-19T09:23:28.465391438+10:00", "ended": "2026-08-19T09:23:41.363474658+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": 5184, "total_correct": 1268, "total_train": 321, "infer_ms": 1057.047112, "train_ms": 1632.093659, "blocked_train": 1632093659, "duration": 12543073033, "avg_accuracy": 22.395833333333332, "soft_acc": 24.995989041666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 413.29584754559244, "availability": 39.307987272340526, "score": 40.60805365369757, "zero_downtime": 9.825420191093965, "weight_bytes": 216, "weight_mib": 0.00020599365234375, "heap_bytes": 43197744, "heap_mib": 41.19657897949219, "mobile_score": 197132.54846286844, "mobile_throughput": 2006352.3455368849, "mobile_availability": 190821.3521392673, "mobile_accuracy": 121343.49169145677, "soft_acc_blocks": [ 24.995989041666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9928122060601785, "mobile_acc_per_sec": 9674.143758248878 }, "started": "2026-08-19T09:23:58.824219681+10:00", "ended": "2026-08-19T09:24:11.466044089+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": 4240, "total_correct": 1197, "total_train": 415, "infer_ms": 737.623062, "train_ms": 1652.366485, "blocked_train": 1652366485, "duration": 12910494179, "avg_accuracy": 23.557692307692307, "soft_acc": 24.994293000000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 328.41500419842293, "availability": 30.863024607195072, "score": 25.33391634295086, "zero_downtime": 7.7139947989844355, "weight_bytes": 236, "weight_mib": 0.000225067138671875, "heap_bytes": 50895176, "heap_mib": 48.53742218017578, "mobile_score": 112561.59603061882, "mobile_throughput": 1459186.8281456167, "mobile_availability": 137128.0800445516, "mobile_accuracy": 111052.60922359323, "soft_acc_blocks": [ 24.994293000000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9359671793706636, "mobile_acc_per_sec": 8601.73186896514 }, "started": "2026-08-19T09:24:27.902401863+10:00", "ended": "2026-08-19T09:24:41.007688213+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": 5096, "total_correct": 1381, "total_train": 367, "infer_ms": 924.648288, "train_ms": 1546.035474, "blocked_train": 1546035474, "duration": 12259029166, "avg_accuracy": 40.51724137931034, "soft_acc": 25.016917758620693, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 415.693602731086, "availability": 37.424793177557625, "score": 38.91943714374836, "zero_downtime": 9.362529730563478, "weight_bytes": 180, "weight_mib": 0.000171661376953125, "heap_bytes": 47397024, "heap_mib": 45.201324462890625, "mobile_score": 226722.15401357267, "mobile_throughput": 2421590.750985285, "mobile_availability": 218015.2218386148, "mobile_accuracy": 145734.10864257472, "soft_acc_blocks": [ 25.016917758620693 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.144900598, "time_to_acc50_sec": 0, "acc_per_sec": 2.0406932245502984, "mobile_acc_per_sec": 11887.899659033632 }, "started": "2026-08-19T09:24:57.671357216+10:00", "ended": "2026-08-19T09:25:10.090345991+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": 5496, "total_correct": 1384, "total_train": 329, "infer_ms": 1042.505923, "train_ms": 1552.814337, "blocked_train": 1552814337, "duration": 13075436125, "avg_accuracy": 22.321428571428573, "soft_acc": 24.99459557142857, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 420.33014787871946, "availability": 40.16868126325188, "score": 42.20114444326465, "zero_downtime": 10.039999428126011, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 46867848, "heap_mib": 44.69666290283203, "mobile_score": 221255.5361787034, "mobile_throughput": 2203740.5257103806, "mobile_availability": 210599.575621478, "mobile_accuracy": 131043.66522953141, "soft_acc_blocks": [ 24.99459557142857 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9115687868827067, "mobile_acc_per_sec": 10022.125761371606 }, "started": "2026-08-19T09:25:27.007980621+10:00", "ended": "2026-08-19T09:25:40.254950311+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": 4760, "total_correct": 1105, "total_train": 382, "infer_ms": 631.867644, "train_ms": 1503.192174, "blocked_train": 1503192174, "duration": 12569558530, "avg_accuracy": 24.305555555555557, "soft_acc": 25.007301666666667, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 378.6926954227723, "availability": 29.594845009630546, "score": 28.02656230287031, "zero_downtime": 7.400872169340756, "weight_bytes": 108, "weight_mib": 0.000102996826171875, "heap_bytes": 95496232, "heap_mib": 91.07230377197266, "mobile_score": 272110.93141939386, "mobile_throughput": 3676741.4055150826, "mobile_availability": 287337.44630387373, "mobile_accuracy": 242796.8180780247, "soft_acc_blocks": [ 25.007301666666667 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9895131246639468, "mobile_acc_per_sec": 19316.256613033544 }, "started": "2026-08-19T09:25:56.997416919+10:00", "ended": "2026-08-19T09:26:09.567564512+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": 6536, "total_correct": 1662, "total_train": 381, "infer_ms": 914.726557, "train_ms": 1572.155261, "blocked_train": 1572155261, "duration": 12468113211, "avg_accuracy": 23.026315789473685, "soft_acc": 24.97615644736842, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 524.2172483831483, "availability": 36.78206782402074, "score": 48.158511313452294, "zero_downtime": 9.186746804304583, "weight_bytes": 128, "weight_mib": 0.0001220703125, "heap_bytes": 47067648, "heap_mib": 44.88720703125, "mobile_score": 394514.5246798012, "mobile_throughput": 4294387.698754751, "mobile_availability": 301318.6996143779, "mobile_accuracy": 204604.6736168421, "soft_acc_blocks": [ 24.97615644736842 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 2.003202571607482, "mobile_acc_per_sec": 16410.235466608494 }, "started": "2026-08-19T09:26:25.79117331+10:00", "ended": "2026-08-19T09:26:38.462118311+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": 12304, "total_correct": 3254, "total_train": 637, "infer_ms": 957.301194, "train_ms": 1384.747668, "blocked_train": 1384747668, "duration": 13212000892, "avg_accuracy": 23.579545454545453, "soft_acc": 25.00648715909091, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 931.2745359751069, "availability": 40.87451844119553, "score": 95.18818911572046, "zero_downtime": 10.221281205337805, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 78412408, "heap_mib": 74.77989959716797, "mobile_score": 35444.62023799918, "mobile_throughput": 346772.7726685489, "mobile_availability": 15220.18432137608, "mobile_accuracy": 9311.50649123967, "soft_acc_blocks": [ 25.00648715909091 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.8927100719643901, "mobile_acc_per_sec": 704.7764049787402 }, "started": "2026-08-19T09:26:54.288132063+10:00", "ended": "2026-08-19T09:27:07.501135299+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": 10776, "total_correct": 3204, "total_train": 562, "infer_ms": 844.252264, "train_ms": 1231.220701, "blocked_train": 1231220701, "duration": 12785980359, "avg_accuracy": 23.546511627906977, "soft_acc": 24.99314788372093, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 842.7981036600621, "availability": 40.67758425366914, "score": 85.68398607217802, "zero_downtime": 10.166608788044705, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 68321464, "heap_mib": 65.15642547607422, "mobile_score": 63811.20126393475, "mobile_throughput": 627654.7331984753, "mobile_availability": 30293.70638236887, "mobile_accuracy": 18613.078860312897, "soft_acc_blocks": [ 24.99314788372093 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.954730664522596, "mobile_acc_per_sec": 1455.7412367062823 }, "started": "2026-08-19T09:27:23.832291595+10:00", "ended": "2026-08-19T09:27:37.153296307+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": 10080, "total_correct": 2932, "total_train": 476, "infer_ms": 1095.961082, "train_ms": 1549.90904, "blocked_train": 1549909040, "duration": 13068757012, "avg_accuracy": 23.214285714285715, "soft_acc": 24.99927367346939, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 771.3051815673317, "availability": 41.421575189471824, "score": 79.86936841373252, "zero_downtime": 10.355092941477958, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43303632, "heap_mib": 41.29756164550781, "mobile_score": 118961.79382641759, "mobile_throughput": 1148824.0086181057, "mobile_availability": 61695.55344584603, "mobile_accuracy": 37235.28180601113, "soft_acc_blocks": [ 24.99927367346939 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9129037023578097, "mobile_acc_per_sec": 2849.1831144936687 }, "started": "2026-08-19T09:27:54.154412542+10:00", "ended": "2026-08-19T09:28:07.241789502+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": 11768, "total_correct": 2860, "total_train": 701, "infer_ms": 835.352411, "train_ms": 1544.356161, "blocked_train": 1544356161, "duration": 12932510802, "avg_accuracy": 22.65625, "soft_acc": 24.98144759375, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 909.9547783234862, "availability": 35.10313913345856, "score": 79.7964123761585, "zero_downtime": 8.7692723063861, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 43708160, "heap_mib": 41.683349609375, "mobile_score": 118853.12912463462, "mobile_throughput": 1355336.2807319998, "mobile_availability": 52284.53014205319, "mobile_accuracy": 37208.730670545454, "soft_acc_blocks": [ 24.98144759375 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9316780767650041, "mobile_acc_per_sec": 2877.14669179253 }, "started": "2026-08-19T09:28:23.441991198+10:00", "ended": "2026-08-19T09:28:36.497225283+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": 11248, "total_correct": 2975, "total_train": 409, "infer_ms": 994.139223, "train_ms": 1125.24637, "blocked_train": 1125246370, "duration": 12733327374, "avg_accuracy": 29.563492063492063, "soft_acc": 25.004179634920632, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 883.3511987579249, "availability": 46.90695389661451, "score": 103.60560333515808, "zero_downtime": 11.728699013578897, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 122166008, "heap_mib": 116.50658416748047, "mobile_score": 308631.67364422366, "mobile_throughput": 2631422.9164454257, "mobile_availability": 139731.55138947858, "mobile_accuracy": 74485.17802518903, "soft_acc_blocks": [ 25.004179634920632 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.503885225, "time_to_acc50_sec": 0, "acc_per_sec": 1.9636799479432463, "mobile_acc_per_sec": 5849.624048564026 }, "started": "2026-08-19T09:28:53.514797844+10:00", "ended": "2026-08-19T09:29:06.464400108+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": 9136, "total_correct": 1929, "total_train": 474, "infer_ms": 859.802392, "train_ms": 1359.774297, "blocked_train": 1359774297, "duration": 13259252895, "avg_accuracy": 20.227272727272727, "soft_acc": 24.988427018181817, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 689.0282636848372, "availability": 38.73722391576262, "score": 66.6967158420884, "zero_downtime": 9.679822927060014, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 49777568, "heap_mib": 47.471588134765625, "mobile_score": 198683.4531557775, "mobile_throughput": 2052552.5585840677, "mobile_availability": 115394.66847924632, "mobile_accuracy": 74438.25241198017, "soft_acc_blocks": [ 24.988427018181817 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.8846029422671946, "mobile_acc_per_sec": 5614.060837473767 }, "started": "2026-08-19T09:29:23.310181215+10:00", "ended": "2026-08-19T09:29:36.622613587+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": 7704, "total_correct": 1830, "total_train": 472, "infer_ms": 872.720656, "train_ms": 1630.974753, "blocked_train": 1630974753, "duration": 12609904656, "avg_accuracy": 22.606382978723403, "soft_acc": 25.003223617021273, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 610.9483148498122, "availability": 34.85730144580858, "score": 53.24688896421794, "zero_downtime": 8.71544902735471, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 47463608, "heap_mib": 45.26482391357422, "mobile_score": 19827.20519976697, "mobile_throughput": 227494.93614771188, "mobile_availability": 12979.591520184722, "mobile_accuracy": 9310.291266847194, "soft_acc_blocks": [ 25.003223617021273 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9828241607778, "mobile_acc_per_sec": 738.3316147768973 }, "started": "2026-08-19T09:29:53.015050373+10:00", "ended": "2026-08-19T09:30:05.625963877+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": 5880, "total_correct": 1548, "total_train": 413, "infer_ms": 636.422901, "train_ms": 1117.695882, "blocked_train": 1117695882, "duration": 13337812368, "avg_accuracy": 27.5, "soft_acc": 25.010428833333332, "adapt_pct": 25.010428833333332, "stability": 100, "consistency": 100, "throughput": 440.8519056773704, "availability": 36.28163082043687, "score": 40.003745958228045, "zero_downtime": 9.074191455918095, "weight_bytes": 1408, "weight_mib": 0.0013427734375, "heap_bytes": 157129600, "heap_mib": 149.8504638671875, "mobile_score": 29791.880626345832, "mobile_throughput": 328314.4373917289, "mobile_availability": 27019.91997100171, "mobile_accuracy": 18625.94845478788, "soft_acc_blocks": [ 25.010428833333332 ], "phase_blocks": [ "B" ], "switch_blocks": [ true ], "time_to_acc25_sec": 0.709550776, "time_to_acc50_sec": 0, "acc_per_sec": 1.875152247105995, "mobile_acc_per_sec": 1396.4770189356645 }, "started": "2026-08-19T09:30:22.489326743+10:00", "ended": "2026-08-19T09:30:36.057453398+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": 7608, "total_correct": 2062, "total_train": 471, "infer_ms": 813.564528, "train_ms": 1485.165508, "blocked_train": 1485165508, "duration": 12826347077, "avg_accuracy": 26.11111111111111, "soft_acc": 24.996022822222223, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 593.1540721865031, "availability": 35.39191271958479, "score": 52.473793647731796, "zero_downtime": 8.846570580608384, "weight_bytes": 704, "weight_mib": 0.00067138671875, "heap_bytes": 81674608, "heap_mib": 77.89097595214844, "mobile_score": 78157.33046585797, "mobile_throughput": 883476.0289730605, "mobile_availability": 52714.64527251611, "mobile_accuracy": 37230.439810844444, "soft_acc_blocks": [ 24.996022822222223 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.300532075, "time_to_acc50_sec": 0, "acc_per_sec": 1.9488029344726443, "mobile_acc_per_sec": 2902.6533889454367 }, "started": "2026-08-19T09:30:52.520280389+10:00", "ended": "2026-08-19T09:31:05.635708242+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": 12168, "total_correct": 3318, "total_train": 650, "infer_ms": 787.223751, "train_ms": 1357.266802, "blocked_train": 1357266802, "duration": 12898229096, "avg_accuracy": 18.5126582278481, "soft_acc": 24.97187512658228, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 943.385321305352, "availability": 36.70912655216532, "score": 86.47972903764685, "zero_downtime": 9.166957242665784, "weight_bytes": 352, "weight_mib": 0.000335693359375, "heap_bytes": 81894912, "heap_mib": 78.10107421875, "mobile_score": 257615.25100960108, "mobile_throughput": 2810259.1098667067, "mobile_availability": 109353.15080557758, "mobile_accuracy": 74388.94583162256, "soft_acc_blocks": [ 24.97187512658228 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9360700558750783, "mobile_acc_per_sec": 5767.376690083142 }, "started": "2026-08-19T09:31:22.06537015+10:00", "ended": "2026-08-19T09:31:34.980254046+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": 8192, "total_correct": 2338, "total_train": 475, "infer_ms": 865.034856, "train_ms": 1620.13301, "blocked_train": 1620133010, "duration": 12261873228, "avg_accuracy": 28.72340425531915, "soft_acc": 25.007010829787234, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 668.0871550109945, "availability": 34.80790444117227, "score": 58.15308810904867, "zero_downtime": 8.70441643322594, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 43920112, "heap_mib": 41.88548278808594, "mobile_score": 21471.10299895557, "mobile_throughput": 246669.06924394667, "mobile_availability": 12851.666622291075, "mobile_accuracy": 9233.011052061613, "soft_acc_blocks": [ 25.007010829787234 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.137540331, "time_to_acc50_sec": 0, "acc_per_sec": 2.0394119531984476, "mobile_acc_per_sec": 752.985362055287 }, "started": "2026-08-19T09:31:51.508837897+10:00", "ended": "2026-08-19T09:32:03.771431381+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": 8784, "total_correct": 2478, "total_train": 482, "infer_ms": 949.358565, "train_ms": 1393.167684, "blocked_train": 1393167684, "duration": 13110765626, "avg_accuracy": 31.770833333333332, "soft_acc": 25.010517125000003, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 669.9837561416263, "availability": 40.52712602069118, "score": 67.90984693302596, "zero_downtime": 10.1360437936753, "weight_bytes": 1432, "weight_mib": 0.00136566162109375, "heap_bytes": 51416488, "heap_mib": 49.034584045410156, "mobile_score": 49726.70087824346, "mobile_throughput": 490592.79824019683, "mobile_availability": 29675.818222257174, "mobile_accuracy": 18313.846372111733, "soft_acc_blocks": [ 25.010517125000003 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.321258037, "time_to_acc50_sec": 0, "acc_per_sec": 1.9076320817909802, "mobile_acc_per_sec": 1396.8555990195941 }, "started": "2026-08-19T09:32:20.647886934+10:00", "ended": "2026-08-19T09:32:33.75949042+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": 8816, "total_correct": 2259, "total_train": 503, "infer_ms": 944.939687, "train_ms": 1584.122064, "blocked_train": 1584122064, "duration": 12981478173, "avg_accuracy": 17.819148936170212, "soft_acc": 24.970086936170215, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 679.1214284314924, "availability": 37.36325088252066, "score": 63.359558815964206, "zero_downtime": 9.329636227544794, "weight_bytes": 728, "weight_mib": 0.00069427490234375, "heap_bytes": 43881832, "heap_mib": 41.848976135253906, "mobile_score": 91260.04497940726, "mobile_throughput": 978173.668872226, "mobile_availability": 53816.21999641481, "mobile_accuracy": 35965.705877996734, "soft_acc_blocks": [ 24.970086936170215 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.923516459635942, "mobile_acc_per_sec": 2770.5401032681557 }, "started": "2026-08-19T09:32:49.962790646+10:00", "ended": "2026-08-19T09:33:03.143220905+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": 9536, "total_correct": 2303, "total_train": 481, "infer_ms": 760.253948, "train_ms": 1506.052962, "blocked_train": 1506052962, "duration": 12837541061, "avg_accuracy": 29.464285714285715, "soft_acc": 25.016826946428573, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 742.8213825909413, "availability": 33.54593963621635, "score": 62.3385336163732, "zero_downtime": 8.392129666345635, "weight_bytes": 376, "weight_mib": 0.00035858154296875, "heap_bytes": 84991192, "heap_mib": 81.05391693115234, "mobile_score": 173847.58038649507, "mobile_throughput": 2071554.9842331884, "mobile_availability": 93551.77446804574, "mobile_accuracy": 69766.07535153799, "soft_acc_blocks": [ 25.016826946428573 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.283735242, "time_to_acc50_sec": 0, "acc_per_sec": 1.9487242009631283, "mobile_acc_per_sec": 5434.5357120987055 }, "started": "2026-08-19T09:33:19.598979833+10:00", "ended": "2026-08-19T09:33:32.437248182+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": 13560, "total_correct": 3649, "total_train": 643, "infer_ms": 900.130823, "train_ms": 1473.177324, "blocked_train": 1473177324, "duration": 13053900648, "avg_accuracy": 25.219298245614034, "soft_acc": 25.00624535087719, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1038.7699711869293, "availability": 37.92726301208791, "score": 98.51886001288007, "zero_downtime": 9.484184443675197, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 44312496, "heap_mib": 42.25968933105469, "mobile_score": 586957.4554367372, "mobile_throughput": 6188802.621064236, "mobile_availability": 225963.7371600176, "mobile_accuracy": 148982.66321046252, "soft_acc_blocks": [ 25.00624535087719 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.140794975, "time_to_acc50_sec": 0, "acc_per_sec": 1.9156148055032438, "mobile_acc_per_sec": 11412.884717587325 }, "started": "2026-08-19T09:33:49.950560574+10:00", "ended": "2026-08-19T09:34:03.041377616+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": 7488, "total_correct": 1832, "total_train": 481, "infer_ms": 791.103756, "train_ms": 1509.27302, "blocked_train": 1509273020, "duration": 12969453686, "avg_accuracy": 25.852272727272727, "soft_acc": 25.007189113636365, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 577.3566243644474, "availability": 34.390181828196305, "score": 49.65277250119772, "zero_downtime": 8.600017806300459, "weight_bytes": 200, "weight_mib": 0.00019073486328125, "heap_bytes": 83019264, "heap_mib": 79.17333984375, "mobile_score": 260323.5278910795, "mobile_throughput": 3027011.498747874, "mobile_availability": 180303.59650341384, "mobile_accuracy": 131109.69166010182, "soft_acc_blocks": [ 25.007189113636365 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.287693208, "time_to_acc50_sec": 0, "acc_per_sec": 1.9281605624322182, "mobile_acc_per_sec": 10109.114449564628 }, "started": "2026-08-19T09:34:19.471591855+10:00", "ended": "2026-08-19T09:34:32.441805694+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": 13096, "total_correct": 3197, "total_train": 523, "infer_ms": 1033.682713, "train_ms": 1371.609721, "blocked_train": 1371609721, "duration": 12579895904, "avg_accuracy": 26.644736842105264, "soft_acc": 25, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1041.0261022776742, "availability": 42.97534463537085, "score": 111.8461387994997, "zero_downtime": 10.743836158842715, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 43303744, "heap_mib": 41.29766845703125, "mobile_score": 666358.9593058192, "mobile_throughput": 6202244.239897242, "mobile_availability": 256039.28963851492, "mobile_accuracy": 148945.45454545456, "soft_acc_blocks": [ 25 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.121290371, "time_to_acc50_sec": 0, "acc_per_sec": 1.987297843382854, "mobile_acc_per_sec": 11839.95922399443 }, "started": "2026-08-19T09:34:48.496359287+10:00", "ended": "2026-08-19T09:35:01.077082583+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": 9304, "total_correct": 1963, "total_train": 837, "infer_ms": 580.458586, "train_ms": 1662.73373, "blocked_train": 1662733730, "duration": 12538452187, "avg_accuracy": 20.666666666666668, "soft_acc": 24.9771088, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 742.037363243805, "availability": 25.87645213741897, "score": 47.95928171854682, "zero_downtime": 6.463189603943062, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 43893312, "heap_mib": 41.85992431640625, "mobile_score": 571465.3612193972, "mobile_throughput": 8841847.388644727, "mobile_availability": 308334.3940505254, "mobile_accuracy": 297618.14587578183, "soft_acc_blocks": [ 24.9771088 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.992040837855292, "mobile_acc_per_sec": 23736.434245397166 }, "started": "2026-08-19T09:35:18.036489066+10:00", "ended": "2026-08-19T09:35:30.575471928+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": 7456, "total_correct": 1943, "total_train": 515, "infer_ms": 795.080561, "train_ms": 1653.907796, "blocked_train": 1653907796, "duration": 13086920733, "avg_accuracy": 29.464285714285715, "soft_acc": 25.001331285714286, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 569.7291327820867, "availability": 32.46567337600454, "score": 46.244062275495004, "zero_downtime": 8.116850554872837, "weight_bytes": 112, "weight_mib": 0.0001068115234375, "heap_bytes": 44156288, "heap_mib": 42.1107177734375, "mobile_score": 432950.1236124058, "mobile_throughput": 5333966.92085812, "mobile_availability": 303952.9100528333, "mobile_accuracy": 234069.60673436735, "soft_acc_blocks": [ 25.001331285714286 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136754312, "time_to_acc50_sec": 0, "acc_per_sec": 1.9104059538368634, "mobile_acc_per_sec": 17885.76637009324 }, "started": "2026-08-19T09:35:47.8727003+10:00", "ended": "2026-08-19T09:36:01.294041736+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": 15096, "total_correct": 3676, "total_train": 418, "infer_ms": 1040.446955, "train_ms": 1331.313063, "blocked_train": 1331313063, "duration": 13038162662, "avg_accuracy": 21.05263157894737, "soft_acc": 24.979668513157897, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 1157.8318503417365, "availability": 43.86813788510368, "score": 126.87655060631582, "zero_downtime": 10.958115426593933, "weight_bytes": 88, "weight_mib": 0.00008392333984375, "heap_bytes": 80933640, "heap_mib": 77.18433380126953, "mobile_score": 1511814.8400973661, "mobile_throughput": 13796303.298908371, "mobile_availability": 522716.77898875537, "mobile_accuracy": 297648.6464869665, "soft_acc_blocks": [ 24.979668513157897 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.915888700020722, "mobile_acc_per_sec": 22829.03306264692 }, "started": "2026-08-19T09:36:18.443747822+10:00", "ended": "2026-08-19T09:36:31.482618085+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": 12512, "total_correct": 3240, "total_train": 727, "infer_ms": 777.603787, "train_ms": 1540.075442, "blocked_train": 1540075442, "duration": 12748789413, "avg_accuracy": 29.0625, "soft_acc": 25.05097145, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 981.4265178183471, "availability": 33.55096672870946, "score": 82.48735892917283, "zero_downtime": 8.404843096408007, "weight_bytes": 44, "weight_mib": 0.000041961669921875, "heap_bytes": 49804536, "heap_mib": 47.49730682373047, "mobile_score": 1965778.7471935528, "mobile_throughput": 23388643.007906616, "mobile_availability": 799562.2383755285, "mobile_accuracy": 596996.5327080727, "soft_acc_blocks": [ 25.05097145 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.136154305, "time_to_acc50_sec": 0, "acc_per_sec": 1.9649686443526477, "mobile_acc_per_sec": 46827.703664107314 }, "started": "2026-08-19T09:36:48.198733064+10:00", "ended": "2026-08-19T09:37:00.990022276+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": 7720, "total_correct": 1768, "total_train": 445, "infer_ms": 1003.886651, "train_ms": 1593.302817, "blocked_train": 1593302817, "duration": 13137656916, "avg_accuracy": 17.1875, "soft_acc": 24.9812089, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 587.6238091282487, "availability": 38.652807712679355, "score": 56.74059444592091, "zero_downtime": 9.655938640419741, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 51062840, "heap_mib": 48.69731903076172, "mobile_score": 21128.13407731746, "mobile_throughput": 218809.73838084607, "mobile_availability": 14392.900035557694, "mobile_accuracy": 9302.093786763637, "soft_acc_blocks": [ 24.9812089 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9014965194878894, "mobile_acc_per_sec": 708.0481585293087 }, "started": "2026-08-19T09:37:17.04750399+10:00", "ended": "2026-08-19T09:37:30.185811372+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": 6648, "total_correct": 1523, "total_train": 431, "infer_ms": 822.618155, "train_ms": 1649.577802, "blocked_train": 1649577802, "duration": 12581733928, "avg_accuracy": 16.463414634146343, "soft_acc": 24.99811448780488, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 528.3850412068577, "availability": 33.27479574063554, "score": 43.951445706913105, "zero_downtime": 8.318071534827293, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 44144680, "heap_mib": 42.099647521972656, "mobile_score": 16227.61659632821, "mobile_throughput": 195088.68766497256, "mobile_availability": 12285.616978356567, "mobile_accuracy": 9229.726372241017, "soft_acc_blocks": [ 24.99811448780488 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.9868576645205367, "mobile_acc_per_sec": 733.5814304339036 }, "started": "2026-08-19T09:37:47.413221733+10:00", "ended": "2026-08-19T09:38:00.060847686+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": 6752, "total_correct": 1746, "total_train": 454, "infer_ms": 778.799547, "train_ms": 1602.296071, "blocked_train": 1602296071, "duration": 13346464360, "avg_accuracy": 21.5625, "soft_acc": 25.003160700000002, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 505.90177427334766, "availability": 32.70761329837532, "score": 41.37232895932888, "zero_downtime": 8.177937114127353, "weight_bytes": 2840, "weight_mib": 0.00270843505859375, "heap_bytes": 47086344, "heap_mib": 44.90503692626953, "mobile_score": 15275.363102414522, "mobile_throughput": 186787.48551424287, "mobile_availability": 12076.203634491972, "mobile_accuracy": 9231.589519071551, "soft_acc_blocks": [ 25.003160700000002 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.873392085392719, "mobile_acc_per_sec": 691.6880208918154 }, "started": "2026-08-19T09:38:17.160686714+10:00", "ended": "2026-08-19T09:38:30.527087991+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": 4264, "total_correct": 1068, "total_train": 466, "infer_ms": 658.223112, "train_ms": 1458.374136, "blocked_train": 1458374136, "duration": 13154601683, "avg_accuracy": 32.95454545454545, "soft_acc": 24.989618590909092, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 324.14512447841486, "availability": 31.098174800234833, "score": 25.19033955980723, "zero_downtime": 7.771315271312891, "weight_bytes": 2816, "weight_mib": 0.002685546875, "heap_bytes": 63135728, "heap_mib": 60.21092224121094, "mobile_score": 9379.966439724583, "mobile_throughput": 120699.85726032611, "mobile_availability": 11579.829452887443, "mobile_accuracy": 9305.22524985124, "soft_acc_blocks": [ 24.989618590909092 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.304621518, "time_to_acc50_sec": 0, "acc_per_sec": 1.89968645141143, "mobile_acc_per_sec": 707.3741549982925 }, "started": "2026-08-19T09:38:47.341346675+10:00", "ended": "2026-08-19T09:39:00.728308859+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": 6704, "total_correct": 1766, "total_train": 518, "infer_ms": 806.10937, "train_ms": 1609.613615, "blocked_train": 1609613615, "duration": 12247666590, "avg_accuracy": 32.31707317073171, "soft_acc": 25.02979012195122, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 547.3695704187193, "availability": 33.36928012878099, "score": 45.7177339596185, "zero_downtime": 8.352260781439856, "weight_bytes": 5632, "weight_mib": 0.00537109375, "heap_bytes": 46858000, "heap_mib": 44.68727111816406, "mobile_score": 8511.810831754427, "mobile_throughput": 101910.2618379579, "mobile_availability": 6212.753245794861, "mobile_accuracy": 4660.09183361419, "soft_acc_blocks": [ 25.02979012195122 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.124357864, "time_to_acc50_sec": 0, "acc_per_sec": 2.0436374502868646, "mobile_acc_per_sec": 380.4881361988635 }, "started": "2026-08-19T09:39:18.029063269+10:00", "ended": "2026-08-19T09:39:30.379299093+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": 6552, "total_correct": 1700, "total_train": 396, "infer_ms": 929.974233, "train_ms": 1456.263703, "blocked_train": 1456263703, "duration": 13074802157, "avg_accuracy": 29.86111111111111, "soft_acc": 25.003954472222222, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 501.11656920882615, "availability": 38.97240166078728, "score": 48.83201350723285, "zero_downtime": 9.744641567994828, "weight_bytes": 176, "weight_mib": 0.0001678466796875, "heap_bytes": 83489560, "heap_mib": 79.6218490600586, "mobile_score": 290932.2579281829, "mobile_throughput": 2985561.4072426935, "mobile_availability": 232190.48320375953, "mobile_accuracy": 148969.0145719596, "soft_acc_blocks": [ 25.003954472222222 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.31264677, "time_to_acc50_sec": 0, "acc_per_sec": 1.91237727133298, "mobile_acc_per_sec": 11393.596077643471 }, "started": "2026-08-19T09:39:47.353328314+10:00", "ended": "2026-08-19T09:40:00.489137333+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": 3448, "total_correct": 912, "total_train": 357, "infer_ms": 790.398274, "train_ms": 1690.39972, "blocked_train": 1690399720, "duration": 13277976364, "avg_accuracy": 23.68421052631579, "soft_acc": 24.965825157894738, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 259.67812454828675, "availability": 31.86064628847809, "score": 20.65550758810461, "zero_downtime": 7.954273246556719, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 43913896, "heap_mib": 41.879554748535156, "mobile_score": 82041.17244206204, "mobile_throughput": 1031410.034569486, "mobile_availability": 126546.62516131515, "mobile_accuracy": 99161.2313665327, "soft_acc_blocks": [ 24.965825157894738 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.880243229351085, "mobile_acc_per_sec": 7468.098198712285 }, "started": "2026-08-19T09:40:17.720118689+10:00", "ended": "2026-08-19T09:40:30.998879894+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": 3736, "total_correct": 849, "total_train": 318, "infer_ms": 909.698334, "train_ms": 1634.749274, "blocked_train": 1634749274, "duration": 13373820045, "avg_accuracy": 30, "soft_acc": 25.02588165, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 279.35174747597705, "availability": 35.75229181924661, "score": 24.994512197802994, "zero_downtime": 8.947326237847287, "weight_bytes": 264, "weight_mib": 0.00025177001953125, "heap_bytes": 43882480, "heap_mib": 41.84959411621094, "mobile_score": 99275.17281183133, "mobile_throughput": 1109551.280156705, "mobile_availability": 142003.7694949179, "mobile_accuracy": 99399.7684736, "soft_acc_blocks": [ 25.02588165 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.134130376, "time_to_acc50_sec": 0, "acc_per_sec": 1.8712590393614794, "mobile_acc_per_sec": 7432.414085066298 }, "started": "2026-08-19T09:40:47.175915198+10:00", "ended": "2026-08-19T09:41:00.550531751+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": 3696, "total_correct": 918, "total_train": 314, "infer_ms": 786.810939, "train_ms": 1432.095066, "blocked_train": 1432095066, "duration": 13397272923, "avg_accuracy": 32.638888888888886, "soft_acc": 24.994379388888888, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 275.87704014410485, "availability": 35.45940825014803, "score": 24.450593156099718, "zero_downtime": 8.862859027096965, "weight_bytes": 288, "weight_mib": 0.000274658203125, "heap_bytes": 81934376, "heap_mib": 78.13871002197266, "mobile_score": 89021.89294878618, "mobile_throughput": 1004437.6501602253, "mobile_availability": 129103.76550453895, "mobile_accuracy": 91001.75820167901, "soft_acc_blocks": [ 24.994379388888888 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.331816342, "time_to_acc50_sec": 0, "acc_per_sec": 1.865631873930056, "mobile_acc_per_sec": 6792.558360548897 }, "started": "2026-08-19T09:41:16.795806612+10:00", "ended": "2026-08-19T09:41:30.239523637+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": 3280, "total_correct": 709, "total_train": 288, "infer_ms": 664.640559, "train_ms": 1267.364007, "blocked_train": 1267364007, "duration": 13093319151, "avg_accuracy": 31.25, "soft_acc": 25.020623875, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 250.50943631428174, "availability": 34.401603945277635, "score": 21.562589535306024, "zero_downtime": 8.607495930115077, "weight_bytes": 220, "weight_mib": 0.000209808349609375, "heap_bytes": 123802160, "heap_mib": 118.06694030761719, "mobile_score": 102772.79038442296, "mobile_throughput": 1193991.7395122014, "mobile_availability": 163966.80117510655, "mobile_accuracy": 119254.66227432726, "soft_acc_blocks": [ 25.020623875 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.555127851, "time_to_acc50_sec": 0, "acc_per_sec": 1.910945848523753, "mobile_acc_per_sec": 9108.05433664383 }, "started": "2026-08-19T09:41:46.702252624+10:00", "ended": "2026-08-19T09:41:59.796325627+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": 4000, "total_correct": 985, "total_train": 341, "infer_ms": 754.871171, "train_ms": 1631.166833, "blocked_train": 1631166833, "duration": 13638046462, "avg_accuracy": 24.56896551724138, "soft_acc": 25.014338793103448, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 293.2971383508108, "availability": 31.637013732996685, "score": 23.21091901612985, "zero_downtime": 7.913789799192455, "weight_bytes": 244, "weight_mib": 0.000232696533203125, "heap_bytes": 43386504, "heap_mib": 41.37659454345703, "mobile_score": 99747.59269777613, "mobile_throughput": 1260427.6235382778, "mobile_availability": 135958.25127906038, "mobile_accuracy": 107497.68571441493, "soft_acc_blocks": [ 25.014338793103448 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 1.834158496438729, "mobile_acc_per_sec": 7882.190899843183 }, "started": "2026-08-19T09:42:16.972192508+10:00", "ended": "2026-08-19T09:42:30.66182713+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": 4880, "total_correct": 1158, "total_train": 331, "infer_ms": 897.480911, "train_ms": 1447.427234, "blocked_train": 1447427234, "duration": 12772011904, "avg_accuracy": 35, "soft_acc": 25.026944066666665, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 382.08545659683097, "availability": 38.27360627808302, "score": 36.598873258690986, "zero_downtime": 9.578714035512059, "weight_bytes": 132, "weight_mib": 0.000125885009765625, "heap_bytes": 83191592, "heap_mib": 79.33768463134766, "mobile_score": 290732.5767129179, "mobile_throughput": 3035194.2404278684, "mobile_availability": 304036.24982308474, "mobile_accuracy": 198807.97652764444, "soft_acc_blocks": [ 25.026944066666665 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.261861583, "time_to_acc50_sec": 0, "acc_per_sec": 1.9595146210933776, "mobile_acc_per_sec": 15565.909116118253 }, "started": "2026-08-19T09:42:47.302044825+10:00", "ended": "2026-08-19T09:43:00.167275683+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": 4936, "total_correct": 1490, "total_train": 341, "infer_ms": 800.232903, "train_ms": 1515.251853, "blocked_train": 1515251853, "duration": 13150760009, "avg_accuracy": 25, "soft_acc": 24.987438, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 375.3395238466784, "availability": 34.56005922416014, "score": 32.41309531316828, "zero_downtime": 8.635673371400298, "weight_bytes": 156, "weight_mib": 0.000148773193359375, "heap_bytes": 75224368, "heap_mib": 71.73954772949219, "mobile_score": 217869.19122500473, "mobile_throughput": 2522897.5420324015, "mobile_availability": 232300.31192969836, "mobile_accuracy": 167956.58838646155, "soft_acc_blocks": [ 24.987438 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.229094956, "time_to_acc50_sec": 0, "acc_per_sec": 1.9000755836848455, "mobile_acc_per_sec": 12771.625995114875 }, "started": "2026-08-19T09:43:16.510766002+10:00", "ended": "2026-08-19T09:43:29.728569874+10:00" } ], "best": { "score": { "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": 37024, "total_correct": 12791, "total_train": 558, "infer_ms": 827.208229, "train_ms": 1030.334375, "blocked_train": 1030334375, "duration": 2199844821, "avg_accuracy": 29.317219755961478, "soft_acc": 25.122187278983954, "adapt_pct": 25.415984657305657, "stability": 99.7062026216783, "consistency": 100, "throughput": 16830.278048053282, "availability": 44.532396038653665, "score": 1882.8893649240345, "zero_downtime": 11.187511932649407, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 104761464, "heap_mib": 99.90831756591797, "mobile_score": 18984159.603024848, "mobile_throughput": 169690631.10111076, "mobile_availability": 448996.17027526256, "mobile_accuracy": 253293.48700238345, "soft_acc_blocks": [ 24.828389900662252, 25.415984657305657 ], "phase_blocks": [ "A", "B" ], "switch_blocks": [ false, true ], "time_to_acc25_sec": 1.25514798, "time_to_acc50_sec": 0, "acc_per_sec": 11.419981554682558, "mobile_acc_per_sec": 115141.52479502709 }, "started": "2026-08-19T02:44:26.08862483+10:00", "ended": "2026-08-19T02:44:28.28910189+10:00" }, "throughput": { "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": 38480, "total_correct": 13159, "total_train": 550, "infer_ms": 707.797242, "train_ms": 1385.999171, "blocked_train": 1385999171, "duration": 2014810672, "avg_accuracy": 29.408774371302638, "soft_acc": 25.30902287845535, "adapt_pct": 25.402935551580782, "stability": 99.80743913513938, "consistency": 100, "throughput": 19098.568681792254, "availability": 33.80449205115722, "score": 1633.994588120869, "zero_downtime": 8.555586627173001, "weight_bytes": 384, "weight_mib": 0.0003662109375, "heap_bytes": 70514472, "heap_mib": 67.24784088134766, "mobile_score": 4461894.555295386, "mobile_throughput": 52151824.88041405, "mobile_availability": 92308.79962769331, "mobile_accuracy": 69110.50514010208, "soft_acc_blocks": [ 25.05895153038674, 25.527427555216285, 25.340689549763034 ], "phase_blocks": [ "A", "B", "A2" ], "switch_blocks": [ false, true, true ], "time_to_acc25_sec": 0.71242758, "time_to_acc50_sec": 0, "acc_per_sec": 12.56148938963698, "mobile_acc_per_sec": 34301.24035996872 }, "started": "2026-08-19T02:34:48.540136271+10:00", "ended": "2026-08-19T02:34:50.55531012+10:00" }, "availability": { "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": 18872, "total_correct": 4717, "total_train": 338, "infer_ms": 933.049702, "train_ms": 942.567824, "blocked_train": 942567824, "duration": 2465303058, "avg_accuracy": 21.618852459016395, "soft_acc": 24.68051574590164, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 7655.042628028898, "availability": 49.74626697959315, "score": 939.8582124762513, "zero_downtime": 12.277635254896756, "weight_bytes": 776, "weight_mib": 0.00074005126953125, "heap_bytes": 74129680, "heap_mib": 70.69557189941406, "mobile_score": 1269990.6765534764, "mobile_throughput": 10343935.539597977, "mobile_availability": 67220.02789226014, "mobile_accuracy": 33349.73773037959, "soft_acc_blocks": [ 24.68051574590164 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0, "time_to_acc50_sec": 0, "acc_per_sec": 10.011148798040246, "mobile_acc_per_sec": 13527.642219141559 }, "started": "2026-08-19T03:16:33.821446402+10:00", "ended": "2026-08-19T03:16:36.287599571+10:00" }, "accuracy": { "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": 26992, "total_correct": 7186, "total_train": 579, "infer_ms": 673.580453, "train_ms": 1509.550727, "blocked_train": 1509550727, "duration": 4885421768, "avg_accuracy": 30.4093567251462, "soft_acc": 26.174480064327486, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5525.009156179777, "availability": 30.853869853116198, "score": 446.19090019963414, "zero_downtime": 8.075840013777446, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 40595152, "heap_mib": 38.71455383300781, "mobile_score": 38988755.7806443, "mobile_throughput": 482782666.74586385, "mobile_availability": 2696052.2862584307, "mobile_accuracy": 2287160.9673276884, "soft_acc_blocks": [ 26.174480064327486 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123174728, "time_to_acc50_sec": 0, "acc_per_sec": 5.357670495467339, "mobile_acc_per_sec": 468160.3914545967 }, "started": "2026-08-19T04:35:37.66643078+10:00", "ended": "2026-08-19T04:35:42.552243953+10:00" } }, "best_mobile": { "score": { "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": 35168, "total_correct": 11220, "total_train": 864, "infer_ms": 779.180432, "train_ms": 1249.010381, "blocked_train": 1249010381, "duration": 2301013088, "avg_accuracy": 32.828947368421055, "soft_acc": 25.915198973684213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 15283.702723554436, "availability": 38.41751116343312, "score": 1521.6415395069878, "zero_downtime": 9.955974458741037, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 41563280, "heap_mib": 39.63783264160156, "mobile_score": 132963066.5775066, "mobile_throughput": 1335510322.2544847, "mobile_availability": 3356973.348809004, "mobile_accuracy": 2264504.639919158, "soft_acc_blocks": [ 25.915198973684213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133574705, "time_to_acc50_sec": 0, "acc_per_sec": 11.262516979514118, "mobile_acc_per_sec": 984133.7503592497 }, "started": "2026-08-19T03:16:20.108587675+10:00", "ended": "2026-08-19T03:16:22.409998266+10:00" }, "throughput": { "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": 35168, "total_correct": 11220, "total_train": 864, "infer_ms": 779.180432, "train_ms": 1249.010381, "blocked_train": 1249010381, "duration": 2301013088, "avg_accuracy": 32.828947368421055, "soft_acc": 25.915198973684213, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 15283.702723554436, "availability": 38.41751116343312, "score": 1521.6415395069878, "zero_downtime": 9.955974458741037, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 41563280, "heap_mib": 39.63783264160156, "mobile_score": 132963066.5775066, "mobile_throughput": 1335510322.2544847, "mobile_availability": 3356973.348809004, "mobile_accuracy": 2264504.639919158, "soft_acc_blocks": [ 25.915198973684213 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.133574705, "time_to_acc50_sec": 0, "acc_per_sec": 11.262516979514118, "mobile_acc_per_sec": 984133.7503592497 }, "started": "2026-08-19T03:16:20.108587675+10:00", "ended": "2026-08-19T03:16:22.409998266+10:00" }, "availability": { "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": 31744, "total_correct": 7695, "total_train": 635, "infer_ms": 886.997784, "train_ms": 1169.284564, "blocked_train": 1169284564, "duration": 6201476043, "avg_accuracy": 25.37878787878788, "soft_acc": 24.148871010101008, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5118.781364290115, "availability": 43.13599175048697, "score": 533.2160328307898, "zero_downtime": 10.41685500675291, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 90463568, "heap_mib": 86.27278137207031, "mobile_score": 46593127.903464854, "mobile_throughput": 447285940.6534893, "mobile_availability": 3769280.473813219, "mobile_accuracy": 2110160.5473573064, "soft_acc_blocks": [ 24.148871010101008 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.380677615, "time_to_acc50_sec": 0, "acc_per_sec": 3.8940521325337336, "mobile_acc_per_sec": 340267.46741030767 }, "started": "2026-08-19T04:57:51.061020938+10:00", "ended": "2026-08-19T04:57:57.341288557+10:00" }, "accuracy": { "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": 26992, "total_correct": 7186, "total_train": 579, "infer_ms": 673.580453, "train_ms": 1509.550727, "blocked_train": 1509550727, "duration": 4885421768, "avg_accuracy": 30.4093567251462, "soft_acc": 26.174480064327486, "adapt_pct": 0, "stability": 100, "consistency": 100, "throughput": 5525.009156179777, "availability": 30.853869853116198, "score": 446.19090019963414, "zero_downtime": 8.075840013777446, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 40595152, "heap_mib": 38.71455383300781, "mobile_score": 38988755.7806443, "mobile_throughput": 482782666.74586385, "mobile_availability": 2696052.2862584307, "mobile_accuracy": 2287160.9673276884, "soft_acc_blocks": [ 26.174480064327486 ], "phase_blocks": [ "A" ], "switch_blocks": [ false ], "time_to_acc25_sec": 0.123174728, "time_to_acc50_sec": 0, "acc_per_sec": 5.357670495467339, "mobile_acc_per_sec": 468160.3914545967 }, "started": "2026-08-19T04:35:37.66643078+10:00", "ended": "2026-08-19T04:35:42.552243953+10:00" } }, "best_learn": { "to25": { "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": 8520, "total_correct": 2115, "total_train": 352, "infer_ms": 606.043525, "train_ms": 1742.438579, "blocked_train": 1742438579, "duration": 2003377504, "avg_accuracy": 18.08786159440412, "soft_acc": 18.598783663227717, "adapt_pct": 15.630161377899183, "stability": 89.07762763294778, "consistency": 74.35897435897436, "throughput": 4252.818045020836, "availability": 25.8057544474267, "score": 204.1164024608235, "zero_downtime": 4.799556442340657, "weight_bytes": 576, "weight_mib": 0.00054931640625, "heap_bytes": 34061096, "heap_mib": 32.483192443847656, "mobile_score": 371582.5708797925, "mobile_throughput": 7742018.983291264, "mobile_availability": 46977.94231851545, "mobile_accuracy": 33858.052393146994, "soft_acc_blocks": [ 24.997963222222225, 24.99174686666667, 24.990955021276598, 24.99875919047619, 24.996954304347824, 24.997127531914895, 24.991638785714287, 24.991726562500002, 25.001726199999997, 24.979908, 0, 0, 0, 0, 24.9907148, 25.00342496969697, 25.003435636363637, 24.9984888125, 25.0103178, 24.9914603902439, 25.0118543, 25.584668704545457, 24.446754326086953, 24.99688435, 24.99814242222222, 25.037341022727272, 25.00200223076923, 25.007807999999997, 0, 0, 0, 0, 0, 0, 25.001203666666665, 25.082335, 25.08898776470588, 25.079768416666667, 25.07846456756757 ], "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", "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, false ], "time_to_acc25_sec": 0.0997804, "time_to_acc50_sec": 0, "acc_per_sec": 9.283713941128351, "mobile_acc_per_sec": 16900.485467938546 }, "started": "2026-08-19T02:05:15.892736087+10:00", "ended": "2026-08-19T02:05:17.896590931+10:00" }, "to50": { "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": 17600, "total_correct": 5735, "total_train": 658, "infer_ms": 410.405707, "train_ms": 1686.587356, "blocked_train": 1686587356, "duration": 2032206688, "avg_accuracy": 23.916415709068033, "soft_acc": 17.550670007790576, "adapt_pct": 12.585323492237656, "stability": 88.22058877577768, "consistency": 68.96551724137932, "throughput": 8660.536403076732, "availability": 19.57115234386448, "score": 297.47802511339734, "zero_downtime": 3.4348683645936258, "weight_bytes": 104, "weight_mib": 0.00009918212890625, "heap_bytes": 43370232, "heap_mib": 41.36107635498047, "mobile_score": 2999310.746743324, "mobile_throughput": 87319525.18646719, "mobile_availability": 197325.390770385, "mobile_accuracy": 176953.95532777894, "soft_acc_blocks": [ 25.269285252873562, 25.313978902439025, 25.177333206451614, 26.468605, 0, 0, 0, 0, 25.89763043939394, 25.85691863076923, 25.878651295302014, 25.458676331360948, 25.007603179775284, 25.100152657534245, 25.11615576923077, 25.16470170718232, 25.025271486111112, 24.294565, 0, 25.480059333333333, 25.542283009433962, 25.494822032786885, 0, 0, 0, 0, 25.773814, 25.87881152898551, 25.770111462962966 ], "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" ], "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 ], "time_to_acc25_sec": 0.139277098, "time_to_acc50_sec": 0.303624441, "acc_per_sec": 8.636262301185072, "mobile_acc_per_sec": 87074.78248776382 }, "started": "2026-08-19T02:08:50.233376002+10:00", "ended": "2026-08-19T02:08:52.266228155+10:00" }, "acc_per_sec": { "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": 29792, "total_correct": 10560, "total_train": 792, "infer_ms": 852.067448, "train_ms": 1497.150496, "blocked_train": 1497150496, "duration": 2023566444, "avg_accuracy": 34.4239113421733, "soft_acc": 25.706666033170134, "adapt_pct": 25.70431678104406, "stability": 99.77024187147299, "consistency": 100, "throughput": 14722.521263551847, "availability": 36.27025964858712, "score": 1372.7094083854838, "zero_downtime": 9.323874517225958, "weight_bytes": 768, "weight_mib": 0.000732421875, "heap_bytes": 36503776, "heap_mib": 34.812713623046875, "mobile_score": 1874205.9122489805, "mobile_throughput": 20101149.031836122, "mobile_availability": 49520.99450687095, "mobile_accuracy": 35098.16802395495, "soft_acc_blocks": [ 25.401405236842105, 25.591557740170938, 26.0440632402746, 25.466726903614457, 25.643133187062936, 25.86440208056872, 25.609598638190956, 26.032441238636363 ], "phase_blocks": [ "A", "A", "A", "B", "B", "B", "A2", "A2" ], "switch_blocks": [ false, false, false, true, false, false, true, false ], "time_to_acc25_sec": 0.108369243, "time_to_acc50_sec": 0, "acc_per_sec": 12.703643168916935, "mobile_acc_per_sec": 17344.707473294588 }, "started": "2026-08-19T02:20:05.368782503+10:00", "ended": "2026-08-19T02:20:07.392757852+10:00" } }, "best_learn_mobile": { "acc_per_sec": { "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": 17544, "total_correct": 4118, "total_train": 581, "infer_ms": 362.077242, "train_ms": 1210.395762, "blocked_train": 1210395762, "duration": 2041140340, "avg_accuracy": 24.804505655588574, "soft_acc": 24.940668936717717, "adapt_pct": 25.03679012776823, "stability": 98.8295719669749, "consistency": 100, "throughput": 8595.19537005476, "availability": 23.025975077407434, "score": 493.6076485253944, "zero_downtime": 5.742832213507318, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 90376032, "heap_mib": 86.18930053710938, "mobile_score": 43132094.47168033, "mobile_throughput": 751059631.6958784, "mobile_availability": 2012040.4035639649, "mobile_accuracy": 2179348.905915643, "soft_acc_blocks": [ 24.84871224260355, 24.59014205376344, 24.242025130057804, 24.22050336647727, 24.13233770317003, 24.35977729347826, 25.48408789090909, 28.060672, 24.52776275 ], "phase_blocks": [ "A", "B", "B", "B", "B", "B", "A2", "A2", "A2" ], "switch_blocks": [ false, true, false, false, false, false, true, false, false ], "time_to_acc25_sec": 0.594349974, "time_to_acc50_sec": 0, "acc_per_sec": 12.218987811841354, "mobile_acc_per_sec": 1067711.4469824466 }, "started": "2026-08-19T02:14:55.656831858+10:00", "ended": "2026-08-19T02:14:57.782983347+10:00" }, "to50": { "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": 26320, "total_correct": 6087, "total_train": 956, "infer_ms": 593.052375, "train_ms": 1675.158781, "blocked_train": 1675158781, "duration": 2003625344, "avg_accuracy": 17.36706929958935, "soft_acc": 18.466998098845917, "adapt_pct": 25.100000774971775, "stability": 88.95479072343332, "consistency": 73.68421052631578, "throughput": 13136.188399102222, "availability": 26.146259506361403, "score": 634.2715624665357, "zero_downtime": 4.8284292459590805, "weight_bytes": 12, "weight_mib": 0.000011444091796875, "heap_bytes": 33353848, "heap_mib": 31.80870819091797, "mobile_score": 55423494.82374251, "mobile_throughput": 1147857657.2314177, "mobile_availability": 2284695.017345201, "mobile_accuracy": 1613670.916541288, "soft_acc_blocks": [ 25.110686325358852, 24.248312, 0, 0, 0, 26.782642, 0, 24.174129, 0, 0, 25.03205092647059, 25.29694322297297, 25.43931888757396, 25.446757696629213, 25.468938093023258, 25.424475258241756, 25.368094638743454, 25.128839, 0, 0, 0, 0, 25.398626399999998, 24.114902, 25.289114050000002, 24.916629020408163, 23.967259166666665, 24.9750460625, 24.92597796511628, 25.07477559748428, 25.157592880503145, 25.070864360465112, 25.008726832298137, 25.08224419018405, 24.866355352941177, 25.170427644578314, 25.030272550264552, 24.77592663372093 ], "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", "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, false, false ], "time_to_acc25_sec": 0.154055487, "time_to_acc50_sec": 0.406194329, "acc_per_sec": 9.216792028582923, "mobile_acc_per_sec": 805375.5765136139 }, "started": "2026-08-19T02:04:36.89938661+10:00", "ended": "2026-08-19T02:04:38.903420756+10:00" } } }