TLDR Tech / Practical
FlashAttention-2 offers speed gains through optimized GPU parallelism
FlashAttention-2 enhances the original algorithm by improving work distribution among GPU threads and reducing non-matrix-multiply operations, resulting in approximately double the speed. Tri Dao's technical report details optimizations for forward and backward passes on NVIDIA A100 GPUs, enabling faster training of large transformer models.
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