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| { | |
| "benchmark": "BitForge 1-bit", | |
| "parameters_per_variant": 4810, | |
| "matrix_weight_count": 4736, | |
| "test": { | |
| "fp32": { | |
| "accuracy": 0.9577777777777777, | |
| "cross_entropy": 0.1542476937174797 | |
| }, | |
| "binary_weight": { | |
| "accuracy": 0.9422222222222222, | |
| "cross_entropy": 0.2073044627904892 | |
| }, | |
| "ternary_weight": { | |
| "accuracy": 0.9511111111111111, | |
| "cross_entropy": 0.19603287428617477 | |
| } | |
| }, | |
| "storage": { | |
| "fp32_parameter_payload_bytes": 19240, | |
| "packed_payload_bytes": 1184, | |
| "container_bytes": 3270, | |
| "measured_payload_compression": 16.25 | |
| }, | |
| "precision_boundary": { | |
| "matrix_weights": "one packed bit in binary variant", | |
| "scales": "float32 per output channel", | |
| "biases": "float32", | |
| "activations": "float32" | |
| } | |
| } |