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malfet avatar malfet commented on May 12, 2024

I think distinction here is "supported by software"(i.e. emulation) vs "supported by hardware". torch.cuda.is_bf16_supported() tells that your GPU hardware does not have native bf16 instructions, but software can easily emulate some bf16 operations by shifting input values to the left and then running computation in float32, but it will be slower

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bugm avatar bugm commented on May 12, 2024

I think distinction here is "supported by software"(i.e. emulation) vs "supported by hardware". torch.cuda.is_bf16_supported() tells that your GPU hardware does not have native bf16 instructions, but software can easily emulate some bf16 operations by shifting input values to the left and then running computation in float32, but it will be slower

Thanks for you answer! I have tried to use a bfloat16 mixed precision training on a V100 GPU, which shows the time cost is almost the same as full fp32 training(even a little slower).

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