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[js/webgpu] Optimize matmulnbits with M > 1 #12242

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[js/webgpu] Optimize matmulnbits with M > 1

[js/webgpu] Optimize matmulnbits with M > 1 #12242

Run time

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Job Run time
Onnxruntime-SCA-training-CUDA
1h 18m 13s
Onnxruntime-SCA-win32-WebGPU-x64
55m 48s
Onnxruntime-SCA-win32-WINML-x64
1h 1m 33s
Onnxruntime-SCA-win32-WINML-x86
58m 57s
4h 14m 31s