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[Tracking Issue] Performance with CUDA 12.8 #780

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yzh119 opened this issue Feb 4, 2025 · 0 comments
Open
6 tasks

[Tracking Issue] Performance with CUDA 12.8 #780

yzh119 opened this issue Feb 4, 2025 · 0 comments

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@yzh119
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yzh119 commented Feb 4, 2025

CUDA 12.8 was released recently, this issue tracks the performance of flashinfer on cu128:

  • Performance Degradation: hopper-based vector sparse attention kernel got worse performance on cu128 than on cu124
    • Check PTX/SASS code
    • Try setting different number of registers for producers & consumers.
  • Performance Improvement for BatchPrefillWithRaggedKVCache (the causal attention performance for HEAD_DIM=256 is bad)
    • Change the UseSchedulerBarrier setting.
    • Tweak the pipeline design.
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