[KongchangAI]
ConceptFA4

Flash Attention 4

The fourth-generation implementation of the Flash Attention series, designed specifically for NVIDIA Hopper and Blackwell architectures. It leverages TMA asynchronous data movement, producer-consumer warp pipelining, and FP8 low-precision path optimizations, achieving forward-pass MFU exceeding 75% of theoretical peak performance.

Timeline (last 90 days)

Oct 1

Flash Attention 4 (FA4) is designed specifically for the NVIDIA Hopper/Blackwell architecture, with core improvements including asynchronous data movement using TMA, pipelined producer-consumer warp separation, and FP8 low-precision path optimization.

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Oct 1

On the H100, FA4's forward pass can achieve an MFU of over 75% of the theoretical peak.

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