This paper introduces Lightning Attention-2, the first linear attention implementation that overcomes the issue with cumulative summation, enabling linear attention to realize its theoretical computational benefits. It achieves this through a tiling technique and is significantly faster than other attention mechanisms.

https://arxiv.org/abs//2401.04658

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