Support beam search & parallel generation #7

WoosukKwon · 2023-03-09T20:40:36Z

This PR adds support for beam search and parallel generation (i.e., n > 1).

NOTE: The correctness is only checked for beam search, but not for random sampling methods.

Tested models:

OPT-125M
OPT-350M
OPT-1.3B
OPT-2.7B
OPT-6.7B
OPT-13B

Tested GPUs:

A100

* [Update] LMcache connector v1 implementation Signed-off-by: ApostaC <yihua98@uchicago.edu> * [Add] examples for disaggregated prefill Signed-off-by: ApostaC <yihua98@uchicago.edu> * [add] extra information about evns Signed-off-by: ApostaC <yihua98@uchicago.edu> * Initial stubs for P/D scheduling changes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Updates Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Rs branch (vllm-project#3) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Rs branch (vllm-project#5) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Remove Unneeded Arguments (vllm-project#7) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Improve disagg-example.sh (vllm-project#8) - fix spelling - CUDA_VISIBLE_DEVICES should be set externally Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * added connector Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * update Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * remove Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * seems to load properly Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Revert "updated" This reverts commit 97316d9. * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * added Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * diffs for local dev on macos Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * update Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updaed Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Checkpoint. Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * WIP Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated on scheduler side Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Hacking away Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * cleanup Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * ensure request removed from running list Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Runs E2E. Garbage output. Crashes on 2nd request Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * rename files Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * update Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Second request no longer crashes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Remove gpu_model_runner hacks Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Clean up Justfile Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * [Bugfix] Stale finished requests in EMPTY_MODEL_RUNNER_OUTPUT Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * justfile edits Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Fixes - lm_eval gsm8k has correctness Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * "just delete the assert" Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * fixup precommit issues Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Fixes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated (vllm-project#12) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Add Accuracy Test (vllm-project#13) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Preemption Bugfixes (vllm-project#15) * stash fixed double free issue Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * fixed issue Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated (vllm-project#16) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Fix Bad Merge | Fix Memory Leak in Upstream (vllm-project#18) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * fix merge Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup code Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup code Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatted Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * revert Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * more spurious changes Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Update vllm/distributed/kv_transfer/kv_connector/v1/nixl_connector.py Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> * Update vllm/distributed/kv_transfer/kv_connector/v1/nixl_connector.py Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> --------- Signed-off-by: ApostaC <yihua98@uchicago.edu> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> Co-authored-by: ApostaC <yihua98@uchicago.edu> Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com> Co-authored-by: Tyler Michael Smith <tysmith@redhat.com> Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>

* [Update] LMcache connector v1 implementation Signed-off-by: ApostaC <yihua98@uchicago.edu> * [Add] examples for disaggregated prefill Signed-off-by: ApostaC <yihua98@uchicago.edu> * [add] extra information about evns Signed-off-by: ApostaC <yihua98@uchicago.edu> * Initial stubs for P/D scheduling changes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Updates Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Rs branch (vllm-project#3) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Rs branch (vllm-project#5) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Remove Unneeded Arguments (vllm-project#7) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Improve disagg-example.sh (vllm-project#8) - fix spelling - CUDA_VISIBLE_DEVICES should be set externally Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * added connector Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * update Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * remove Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * seems to load properly Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Revert "updated" This reverts commit 97316d9. * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * added Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * diffs for local dev on macos Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * update Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updaed Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Checkpoint. Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * WIP Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated on scheduler side Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Hacking away Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * cleanup Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * ensure request removed from running list Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Runs E2E. Garbage output. Crashes on 2nd request Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * rename files Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * updated Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * update Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> * Second request no longer crashes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Remove gpu_model_runner hacks Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Clean up Justfile Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * [Bugfix] Stale finished requests in EMPTY_MODEL_RUNNER_OUTPUT Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * justfile edits Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Fixes - lm_eval gsm8k has correctness Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * "just delete the assert" Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * fixup precommit issues Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Fixes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * updated (vllm-project#12) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Add Accuracy Test (vllm-project#13) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Preemption Bugfixes (vllm-project#15) * stash fixed double free issue Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * fixed issue Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatrd Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated (vllm-project#16) Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Fix Bad Merge | Fix Memory Leak in Upstream (vllm-project#18) * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * fix merge Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> --------- Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup code Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * cleanup code Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * stash Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updatted Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * revert Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * more spurious changes Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> * Support MLA in NIXL connector Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * WIP adding tests Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * wip Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Fixes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> --------- Signed-off-by: ApostaC <yihua98@uchicago.edu> Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Signed-off-by: Robert Shaw <rshaw@neuralmagic.com> Co-authored-by: ApostaC <yihua98@uchicago.edu> Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com> Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com> Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>

support kv_cache interleave_size

fix reference code

…llm-project#7) * add xpu path Signed-off-by: Lin, Fanli <fanli.lin@intel.com> * use partial to create a function wrapper Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --------- Signed-off-by: Lin, Fanli <fanli.lin@intel.com> Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

- Add Legal Document OCR MCP with Vision AI for image PDF processing - Add Legal Database MCP with Korean legal API integration (대법원 API) - Add Legal Document Generation MCP with ReportLab PDF generation - Add detailed Agent execution sequence (STEP 1-9, 300+ lines) - Add comprehensive ROI analysis showing 940% revenue increase potential - Include fraud detection and contract risk analysis capabilities

…port add connector support

WoosukKwon added 30 commits March 6, 2023 19:06

Minor

e0a8519

Add get_seqs

a320382

Minor

cf9536f

max_context_len -> context_window_size

19ff0d0

Add __repr__ to SamplingParams

c6ae9e1

Minor

22822d8

Enhance Frontend and SamplingParams

271d5df

Add get_last_token_id

ab13c30

Add InputSequenceGroup

2f04d46

Support temperature & top_p sampling

f743df9

Support parallel generation

f10fbac

Use n=2 for test inputs

f1f49f8

Enforce zero temperature for beam search

ac85d81

Remove group_id from seq_groups

b790887

Refactor Sampler

bdbb3f9

Minor

261f3cd

Use replacement=True for torch.multinomial

6184793

Fix a bug in block copy

c158f6e

InputSequenceGroup -> SequenceGroupInput

4340cdb

SequenceGroupInput -> SequenceGroupInputs

893c1a0

Add SequenceOutputs & Stre logprobs for sequences

7b8889c

Add num_logprobs to SamplingParams

f8493e6

Use num_logprobs in sampling_params

38244e4

[WIP] Refactor

2a4b8bb

Minor

d449b3d

[WIP] Refactor

2ac01dc

Implement beam search

de1c3d7

Minor

0daed38

Shallow copy -> deep copy

a0a55b0

Bugfix for beam search

e1f359a

hao-cold mentioned this pull request May 13, 2025

[Bug]: CUDA error: an illegal instruction was encountered #18045

Closed

1 task

markmc mentioned this pull request May 21, 2025

[Bug][Failing Test]: Distributed Comm Ops - distributed/test_shm_broadcast.py #18492

Closed

1 task

zerosurplus mentioned this pull request Jun 16, 2025

[Bug]: torch.distributed.DistNetworkError: The client socket has timed out after 600000ms while trying to connect to (172.17.0.9, 46229). #19670

Open

1 task

xiaocode337317439 mentioned this pull request Jun 27, 2025

[Bug]:RuntimeError: CUDA error: an illegal memory access was encountered #20170

Open

1 task

Chris113113 mentioned this pull request Jul 10, 2025

[Bug]: [V1][gpu_model_runner.py] CUDA memory error #19415

Open

1 task

shrijayan mentioned this pull request Jul 12, 2025

vLLM hangs after 10 minutes without any error message #1492

Closed

onestardao mentioned this pull request Jul 29, 2025

[RFC]: Optimize embedding task #21796

Open

1 task

tyxiong23 mentioned this pull request Jul 30, 2025

[Bug]: GLM-4.1V-Thinking ValueError #21811

Closed

1 task

xiaomofang mentioned this pull request Jul 31, 2025

[Bug]: There is an issue with speculative inference in Eagle mode, where the context length of vLLM inference is constrained by the draft model. #21986

Open

1 task

devops724 mentioned this pull request Aug 3, 2025

[Bug]: vLLM engine crashes then restarts and loads the model on sleep if a chat request is made #15483

Open

1 task

fernandaspets mentioned this pull request Aug 8, 2025

[Bug]: --tensor-parallel-size 2 seems broken for Blackwell 6000 pro since version 10 #22479

Open

crischeng mentioned this pull request Aug 12, 2025

[Bug]: CUDA error during nsys profile : unspecified launch failure #22746

Closed

1 task

shaamil101-etched mentioned this pull request Aug 25, 2025

[Bug]: vLLM server timeout due to multiprocessing communication error #23582

Open

1 task

ZJY0516 mentioned this pull request Aug 31, 2025

[Bug]: CUDA error when serving MiniCPM-V model #23954

Closed

wyn1015 mentioned this pull request Sep 19, 2025

[Bug]: assortment of warnings / errors coming out of vllm basic python inference script #18634

Open

1 task

zhanghb55 mentioned this pull request Sep 25, 2025

[Bug]: Pipeline parallel (pp>1) crashes with CUDA illegal memory access #25650

Open

1 task

tina0852 mentioned this pull request Oct 11, 2025

[Bug]: Since version 0.9.2 comes with nccl built-in, using PCIE causes sys errors. How to disable nccl in vllm for versions after 0.9.2? #26607

Open

1 task

HiC4Sh1e referenced this pull request in HiC4Sh1e/vllm Oct 21, 2025

Merge pull request #7 from zhangsicheng5/long_seq_dev

6fadfb4

support kv_cache interleave_size

IwakuraRein pushed a commit to IwakuraRein/vllm that referenced this pull request Oct 21, 2025

Merge pull request vllm-project#7 from vllm-project/fix_reference

cdf12f3

fix reference code

Michel-debug mentioned this pull request Oct 23, 2025

[Bug]: qwen3-vl-2b after ms-swift fine-tuning lance errors #27405

Closed

1 task

whwangovo mentioned this pull request Oct 23, 2025

[Bug]: vLLM (TP=8) on 235B model triggers "CUDA error: unspecified launch failure" and persistent "ERR!" state in nvidia-smi #27430

Open

1 task

acodercat mentioned this pull request Nov 10, 2025

[Bugfix] Add strong reference to CUDA pluggable allocator callbacks #23477

Merged

4 tasks

sravan500 mentioned this pull request Nov 25, 2025

[Bug]: vllm/vllm-openai:v0.11.0 deployment --quantization fp8 throws cuda and tensor errors #29374

Open

1 task

prashanth058 pushed a commit to prashanth058/vllm that referenced this pull request Nov 25, 2025

Merge pull request vllm-project#7 from prashanth058/mlm-connector-sup…

112779f

…port add connector support

slwang-ustc mentioned this pull request Nov 27, 2025

[Bug]: RuntimeError "cancelled" when using pipeline parallelism with Qwen3-14B #29085

Open

1 task

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WoosukKwon commented Mar 9, 2023 •

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WoosukKwon commented Mar 9, 2023 •

edited

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