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GeneZC avatar GeneZC commented on August 24, 2024

Do we even still need the BPT if we have the ring attention implemented in this repo? @zhuzilin

I personally think BPT is a single-GPU version of ring attention, right?

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Edenzzzz avatar Edenzzzz commented on August 24, 2024

Do we even still need the BPT if we have the ring attention implemented in this repo? @zhuzilin

I personally think BPT is a single-GPU version of ring attention, right?

That's right, BPT is inherently supported by ring attention. We do not need another implementation.
image

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zhuzilin avatar zhuzilin commented on August 24, 2024

I'm not sure spliting the sequence length on each device into blocks could save memory (because we still need save buffers and flash_attn itself seems to use linear size memory w.r.t. sequence length), or speed up (because it will call smaller kernels).

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