Higgs-Audio-v3-TTS-4bit-ONNX / vocoder_onnx_matmul4_report.json
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Add ONNX Runtime 4-bit Higgs vocoder export
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{
"input": "higgs_audio_v3_vocoder_decode.onnx",
"output": "higgs_audio_v3_vocoder_decode_matmul4.onnx",
"bits": 4,
"block_size": 128,
"quantizer": "onnxruntime.quantization.matmul_nbits_quantizer.MatMulNBitsQuantizer",
"op_types_requested": [
"MatMul",
"Gather"
],
"op_counts_before": {
"Shape": 2,
"Squeeze": 9,
"Transpose": 11,
"Slice": 8,
"Gather": 8,
"MatMul": 9,
"Add": 67,
"Conv": 32,
"Concat": 11,
"Reshape": 76,
"Mul": 77,
"Sin": 36,
"Pow": 36,
"ConvTranspose": 5
},
"op_counts_after": {
"Shape": 2,
"Transpose": 11,
"Concat": 11,
"Squeeze": 9,
"Slice": 8,
"Mul": 77,
"Reshape": 76,
"GatherBlockQuantized": 8,
"MatMulNBits": 9,
"Add": 67,
"Conv": 32,
"Sin": 36,
"Pow": 36,
"ConvTranspose": 5
},
"input_bytes": 87197263,
"output_bytes": 82877763,
"test_frames": 64,
"ort_check": "pass",
"max_abs_diff_vs_fp_onnx": 0.1914266049861908,
"mean_abs_diff_vs_fp_onnx": 0.006282582879066467,
"mean_rel_diff_vs_fp_onnx": 1.8227379322052002
}