inference/research
verifiedhigh · 0.90updated 2026-10-03

FlashAttention-3: Fast and Accurate Attention with Asynchrony and Low-precision

paper

Fields

id
sources/flop2-flashattention-3
Publisher
arXiv (Shah, Bikshandi, Zhang, Thakkar, Ramani, Dao)
Kind
paper
Published
2024-07-11
Accessed
2026-10-03
notes
Hopper-generation attention: warp-specialization / asynchronous execution of the GEMM and softmax phases on separate warpgroups plus fp8 low-precision attention. It is the primary-source anchor for two mechanisms the workload records name - 'WGMMA/TMA warp specialization' and 'fp8 attention' - and it shows that the mechanism is specifically about keeping tensor cores busy during attention, i.e. about the compute-bound half of prefill.

Notes

Hopper-generation attention: warp-specialization / asynchronous execution of the GEMM and softmax phases on separate warpgroups plus fp8 low-precision attention. It is the primary-source anchor for two mechanisms the workload records name - 'WGMMA/TMA warp specialization' and 'fp8 attention' - and it shows that the mechanism is specifically about keeping tensor cores busy during attention, i.e. about the compute-bound half of prefill.

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