What is FlashAttention and why is it important?

FlashAttention is a memory-efficient exact attention algorithm optimized for GPUs.

Traditional attention is memory-intensive due to storing large intermediate matrices. FlashAttention avoids materializing full attention matrices by tiling computation and leveraging GPU SRAM efficiently. This significantly reduces memory bandwidth bottlenecks while preserving exact attention outputs.