[intel-npu] refine microsoft matmulnbits op, to fit NPU mix precision pattern #29671
+23
−1
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Details:
when MatMulNBits met requirements of NPU (sym INT4, channel-wised Quantization) the performance raised a lot
This PR is going to optimize the decomposition OPs (convert/multiply/matmul) to match the NPU optimize pattern, before this PR, the INT4 phi3 onnx model using NPUW runs:
1st token 8000ms, 2nd token 9040ms, 3rd+ token avg 4000ms
apply this PR, the same model could reach to:
1st token 3400ms, 2nd token 3400ms, 3rd+ token avg 250ms
16x speed up in NPUW for phi3 model