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varlen combine scheduler #70
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tlrmchlsmth
reviewed
Jun 11, 2025
tlrmchlsmth
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Jun 11, 2025
tlrmchlsmth
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Code looks good to me. Optimization makes sense. Nice work.
Should we try to push this upstream?
Ya I'm going to make an upstream PR |
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
Co-authored-by: Tyler Michael Smith <[email protected]> Signed-off-by: Lucas Wilkinson <[email protected]>
Signed-off-by: Lucas Wilkinson <[email protected]>
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zyongye
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* varlen combine scheduler Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * move check Signed-off-by: Lucas Wilkinson <[email protected]> * standard scheduling algo Signed-off-by: Lucas Wilkinson <[email protected]> * better heuristic Signed-off-by: Lucas Wilkinson <[email protected]> * better comments Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * put in a more readable heurisitic Signed-off-by: Lucas Wilkinson <[email protected]> * Apply suggestions from code review Co-authored-by: Tyler Michael Smith <[email protected]> Signed-off-by: Lucas Wilkinson <[email protected]> * FA2 8.0 PTX (vllm-project#69) Signed-off-by: Lucas Wilkinson <[email protected]> --------- Signed-off-by: Lucas Wilkinson <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]>
LucasWilkinson
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Aug 7, 2025
* varlen combine scheduler Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * move check Signed-off-by: Lucas Wilkinson <[email protected]> * standard scheduling algo Signed-off-by: Lucas Wilkinson <[email protected]> * better heuristic Signed-off-by: Lucas Wilkinson <[email protected]> * better comments Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * put in a more readable heurisitic Signed-off-by: Lucas Wilkinson <[email protected]> * Apply suggestions from code review Co-authored-by: Tyler Michael Smith <[email protected]> Signed-off-by: Lucas Wilkinson <[email protected]> * FA2 8.0 PTX (#69) Signed-off-by: Lucas Wilkinson <[email protected]> --------- Signed-off-by: Lucas Wilkinson <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]>
jayhshah
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Aug 8, 2025
* varlen combine scheduler Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * move check Signed-off-by: Lucas Wilkinson <[email protected]> * standard scheduling algo Signed-off-by: Lucas Wilkinson <[email protected]> * better heuristic Signed-off-by: Lucas Wilkinson <[email protected]> * better comments Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * cleanup Signed-off-by: Lucas Wilkinson <[email protected]> * put in a more readable heurisitic Signed-off-by: Lucas Wilkinson <[email protected]> * Apply suggestions from code review Co-authored-by: Tyler Michael Smith <[email protected]> Signed-off-by: Lucas Wilkinson <[email protected]> * FA2 8.0 PTX (#69) Signed-off-by: Lucas Wilkinson <[email protected]> --------- Signed-off-by: Lucas Wilkinson <[email protected]> Co-authored-by: Tyler Michael Smith <[email protected]> Signed-off-by: Jay Shah <[email protected]>
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Improvement to address: vllm-project/vllm#18619 (comment)
When running the combine with large batch that is almost entirely decode with 1 prefill the previous grid was excessively large making the combine kernel take a long time.
Before this PR the grid size for combine would be
cdiv(max_seqlen_q * num_heads, kBlockM) x batch_size
after this PR its(cdiv(total_q * num_heads, kBlockM) + batch_size) x 1
which scales much better for large batches that are primarily made up of decodes.e.g. if we have a batch of 256 where the q_seqlens are [600] + [1] * 255, (assuming num_heads 8 and kBlockM 8)
before this PR the grid would be:
cdiv(600 * 8, 8) x 256 = 153600
after this PR the grid is:
cdiv(855 * 8, 8) + 256 x 1 = 1111