Implement `single_query_cached_kv_attention` kernel #3

WoosukKwon · 2023-03-01T21:40:49Z

This PR adds the single_query_cached_kv_attention kernel.

Supported data types:

half
float

Tested models:

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

Tested GPUs:

A100

Merge linear layers

* add multiple requests test * fix

Passing alibi_slopes and sliding_window to PagedAttention extension

Added dockerfile with vLLM + openvino

Geon dev

* Remove assertion * adapting jamba vllm to changes after hf release, working on weight loading in modeling file * splitting the JambaDecoderLayer to JambaMambaDecoderLayer and JambaAttentionDecoderLayer * weight loading from hf checkpoint supposedly works, might be a mixup in the MoE between the gated and non-gated weights * Add mamba from jamba modeling file * Remove slow forward * Modifications to mamba_mixer * Save changes, WIP * Fix cache placement * Debugging * Additions and logging * Jamba with mamba cache handling * Clean up * Another cleanup * Use vllm's RMSNorm instead of JambaRMSNorm, Thier implementation is with fused kernel * Clean up and orginization of the objects to handle the mamba cache * Shorten the code for kv cache mem * Move cache handling inside the Mixer * Add mamba to the wheel requirements * Add mamba to the requirements script * Add mamba_metadata * Add to __init__ __all__ * Revert 2 commits ad1a3db 'Add mamba to the requirements script' 75ed2c8 'Add mamba to the wheel requirements' * Clean up * Naming * Apply whitespace suggestions from code review * pass tie_word_embeddings to PretrainedConfig init * Replace repeat with expand as expand doesn't require more mem * Allocate really small cache if needed , don't use meta * Fix for expanded --------- Co-authored-by: Mor Zusman <morz@ai21.com> Co-authored-by: Erez Schwartz <erezs@ai21.com> Co-authored-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>

…tch-2 Switch to use 8xG3 and EP 8 TP 8

…0_ulysses_v1 move Ulysses+V1 into v0.7.2

### What this PR does / why we need it? vLLM Ascend plugin (vllm-ascend) is a backend plugin for running vLLM on the Ascend NPU. This plugin is the recommended approach for supporting the Ascend backend within the vLLM community. It adheres to the principles outlined in the [RFC]: Hardware pluggable, providing a hardware-pluggable interface that decouples the integration of the Ascend NPU with vLLM. This patch also include changes to make CI work and use cache speed up e2e test, including: 1. Change push (post merge ci) and pull_request (pr ci) trigger branch to main 2. Make mypy work by ignore base_communicator and clear unused deps 3. Several improvements for vllm_ascend_test: - use cache (pip, ms, hf) speed up e2e test (25mins --> 5mins) - switch `git clone` command to `action/checkout` to speedup checkout and - Enable sv for pytest for better info dump - Remove network host to resole `docker: conflicting ontions: cannot attach both user-defined and non-user-definednetwork-modes`, which is a problem on docker 1.45 but not on 1.39. 4. Adapt MLA decode optimizations: vllm-project@cabaf4e ### Does this PR introduce _any_ user-facing change? Yes, init the PR. ### How was this patch tested? - This is the first PR to make ascend NPU work on vLLM. All code is tested on ascend with vLLM V0 Engine. - CI passed --------- Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com> Signed-off-by: Yikun Jiang <yikunkero@gmail.com> Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com> Co-authored-by: MengqingCao <cmq0113@163.com> Co-authored-by: wangshuai09 <391746016@qq.com> Co-authored-by: Shanshan Shen <467638484@qq.com> Co-authored-by: wangli <wangli858794774@gmail.com>

V1 disagg

* updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.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> * clean up justfile, examples Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * More cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * more cleanup, precommit fixes Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * More cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * run_accuracy_test.sh UX Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * squash warnings Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * pre-commit Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * update Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Add get_finished to base kv connector Signed-off-by: mgoin <mgoin64@gmail.com> * revert test.txt Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * Cleanup Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com> * review comments 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> Signed-off-by: mgoin <mgoin64@gmail.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> Co-authored-by: mgoin <mgoin64@gmail.com> Co-authored-by: mgoin <mgoin64@gmail.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> * 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>

* Update swissai.py Replaced LlamaConfig with SwissAIConfig Changed up_proj from RowParallelLinear to ColumnParallelLinear * `ColumnParallelLinear` import * `LLaMa` -> `SwissAI` --------- Co-authored-by: EduardDurech <39579228+EduardDurech@users.noreply.github.com>

WoosukKwon added 14 commits February 28, 2023 12:06

[Bugfix] int -> torch.int

6f5c391

[WIP] Add attention kernel

5726be8

Fix a bug in loading QK

1202c0a

Raise an error for invalid block sizes

b5f3c49

Add FP32 flags

645a49e

Change value cache layout

ad13de6

Add single_query_cached_kv_attention

3b416c0

Add TODO

723c9fc

Move

78e048a

Minor

b7c7a60

Minor

a0fbd6b

Minor

c89e5d3

Add a test for attention ops

7d30bdc

Minor fix in comment

40a2f7b

WoosukKwon merged commit 0deacbc into main Mar 1, 2023

WoosukKwon deleted the attention-kernel branch March 1, 2023 23:11

murongweibo mentioned this pull request Jul 11, 2023

NCCL Error 5: invalid usage #427

Closed

TheBloke mentioned this pull request Jul 20, 2023

Can't launch OpenAI API server on newly installed vLLM in Docker - fastchat not found #537

Closed

v1nc3nt27 pushed a commit to v1nc3nt27/vllm that referenced this pull request Sep 12, 2023

Merge pull request vllm-project#3 from ri938/merge_linear_layers

a3ac858

Merge linear layers

xiangyuT pushed a commit to xiangyuT/vllm that referenced this pull request Oct 18, 2023

Send multiple requests to underlying model (vllm-project#3)

e36fc39

* add multiple requests test * fix

shanshanpt mentioned this pull request Nov 17, 2023

Run long conetxt error : CUDA error: an illegal memory access was encountered #1700

Closed

junior-zsy mentioned this pull request Nov 20, 2023

Error with 32k Long Text in chatglm2-6b-32k Model #1725

Closed

hongxiayang pushed a commit to hongxiayang/vllm that referenced this pull request Feb 13, 2024

Implement single_query_cached_kv_attention kernel (vllm-project#3)

98a4895

Qubitium mentioned this pull request Mar 5, 2024

Generation with Prefix-cache are slower than the ones without it ? #3154

Closed

luo-cheng2021 pushed a commit to luo-cheng2021/vllm that referenced this pull request Mar 12, 2024

Merge pull request vllm-project#3 from slyalin/window_and_alibi

ce80498

Passing alibi_slopes and sliding_window to PagedAttention extension

luo-cheng2021 pushed a commit to luo-cheng2021/vllm that referenced this pull request Mar 20, 2024

Merge pull request vllm-project#3 from ilya-lavrenov/docker-file

354ca31

Added dockerfile with vLLM + openvino

daniel-geon-park added a commit to gmlwns2000/vllm-timber that referenced this pull request Apr 15, 2024

Merge pull request vllm-project#3 from DeepAuto-AI/geon-dev

52ed876

Geon dev

sfc-gh-hazhang referenced this pull request in sfc-gh-hazhang/vllm May 7, 2024

Merge pull request #3 from Snowflake-Labs/arctic-linting

bfe5011

Clint-chan mentioned this pull request Oct 12, 2024

[Bug]: Failed to pickle inputs of failed execution: CUDA error: an illegal memory access was encountered #9306

Open

1 task

mgoin mentioned this pull request Oct 21, 2024

[Model][Bugfix] Fix batching with multi-image in PixtralHF #9518

Merged

xxzhang0927 mentioned this pull request Oct 30, 2024

[Bug]: Engine iteration timed out. This should never happen! #9839

Open

1 task

G1017 mentioned this pull request Dec 24, 2024

[Usage]: Trying to add codeshell 7b model, but got an error #11451

Closed

1 task

HelenaSak mentioned this pull request Feb 19, 2025

[Bug]: watchdog thread terminated with exception: CUDA error: an illegal memory access was encountered #8177

Open

1 task

mengniwang95 pushed a commit to mengniwang95/vllm that referenced this pull request Feb 23, 2025

Merge pull request vllm-project#3 from yiliu30/dev/yi/ds_inc_quant-pa…

d04f8d4

…tch-2 Switch to use 8xG3 and EP 8 TP 8

afeldman-nm mentioned this pull request Feb 24, 2025

[RFC]: Prompt logprobs + APC compatibility #13414

Closed

1 task

aurickq pushed a commit to aurickq/vllm that referenced this pull request Mar 4, 2025

Merge pull request vllm-project#3 from sfc-gh-mhidayetoglu/main_v0.7.…

53f31a2

…0_ulysses_v1 move Ulysses+V1 into v0.7.2

ctdavi mentioned this pull request Mar 25, 2025

[Doc]: Steps to run vLLM on your RTX5080 or 5090! #14452

Open

1 task

alokkrsahu mentioned this pull request Apr 9, 2025

[Bug]: meta-llama/Llama-4-Scout-17B-16E-Instruct compatibility #16330

Closed

1 task

robertgshaw2-redhat referenced this pull request in robertgshaw2-redhat/vllm Apr 9, 2025

Merge pull request #3 from ApostaC/v1-disagg

b18bd8f

V1 disagg

jifa513 mentioned this pull request Apr 10, 2025

[Bug]: Error: Failed to initialize the TMA descriptor 700 #13961

Open

1 task

qiuhaining mentioned this pull request Apr 10, 2025

[Bug]: corrupted double-linked list (not small) Aborted #16412

Open

1 task

southfreebird mentioned this pull request Apr 11, 2025

[Bug]: Medusa speculation hangs when tp > 1 #16477

Open

1 task

QuanhuiGuan mentioned this pull request Apr 14, 2025

[Bug]: CUDA error: an illegal memory access was encountered #16398

Open

1 task

robertgshaw2-redhat referenced this pull request in robertgshaw2-redhat/vllm Apr 21, 2025

Rs branch (#3)

038f2f8

* updated Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>

yyu6969 pushed a commit to yyu6969/vllm that referenced this pull request Apr 25, 2025

vllm-project#3

f88b49e

vanbasten23 mentioned this pull request Apr 28, 2025

[Misc][Tools][Benchmark] Publish script to auto tune server parameters #17207

Merged

sgsdxzy mentioned this pull request May 4, 2025

[Bug]: Unable to run Qwen3 on Turing GPUs after upgrading to torch 2.7.0 #17639

Open

1 task

hao-cold mentioned this pull request May 13, 2025

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

Open

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

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Implement `single_query_cached_kv_attention` kernel #3

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Implement single_query_cached_kv_attention kernel #3

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Implement `single_query_cached_kv_attention` kernel #3

Implement `single_query_cached_kv_attention` kernel #3