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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
b1b1739
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build_artifact (arm, linux.arm64.m7g.4xlarge, 3.14, gcc)
succeeded May 5, 2026 in 9m 40s