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Add bf16 avx2 8bit dequant and Nbit dequant #5634

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Reuse cvt_fp32x16_bf16x16 helper in FloatToBfloat16_avx2

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Add bf16 avx2 8bit dequant and Nbit dequant #5634

Reuse cvt_fp32x16_bf16x16 helper in FloatToBfloat16_avx2
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