Matmul nbits to optimize memory layout for avx instructions #22203

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liqunfu wants to merge 29 commits into main from liqun/avx-layout

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Matmul nbits to optimize memory layout for avx instructions #22203

check scales against nullptr

Azure Pipelines / Windows x64 QNN CI Pipeline succeeded Apr 3, 2025 in 15m 47s

Build #20250403.52 succeeded

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