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Add support for AVX512 f32x32 to bf16x32 conversion (halide#5711)
The vcvtne2ps2bf16 instruction combines two f32x16 vectors and converts them to one bf16x32 vector. We can use this to support converting a f32x32 vector to bf16x32 vector by splitting the input vector into two.
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