perf: use 1x4 warp layout for small query length #322
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🤖 I have created a release *beep* *boop* --- ## [0.0.6](v0.0.5...v0.0.6) (2024-06-21) ### Performance Improvements * use 1x4 warp layout for small query length ([#322](#322)) ([4e89b4d](4e89b4d)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: Zihao Ye <expye@outlook.com>
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Disable #322 for v0.0.6 release because binary size is too large. v0.0.6 will only include bugfix at the moment.
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Changes: 1. Prefetch page indices (we have already done such optimization on decode kernels, but not on append/prefill kernels which was used in GQA). 2. Unlock 1x4 warp layout in #322, we didn't enable this because the binary size is too large, we should further reduce some unnecessary template arguments. 3. Optimize `threadblock_sync_mdo_states` for efficient merging attention states of multiple warps in a threadblock. Our previous implementation assumes small shared memory size and interleaves shared memory reads/writes with computations, which is not as efficient as a bulk shared memory access. After this PR, the GQA kernel execution time (on H100) for setting `batch_size=128, seq_len=1024, num_qo_heads=32, num_kv_heads=4, head_dim=128` was improved from 133us to 103us.
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Duplicate of #304 and #185, just rebased on main.
This PR can accelerate GQA, we will release v0.0.6 after this PR gets merged (ETA: tonight).