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102 Commits
Author SHA1 Message Date
MOVZXandHinata 5aa2ac64f8 [Mini-VLLM] Remove LoRA, plugins, speech-to-text and scale-out surfaces 
Production runs one static model behind the OpenAI-compatible API. Every
adapter path and non-OpenAI HTTP surface is unreachable there.

- Delete the LoRA stack: vllm/lora, LoRARequest on the engine wire, the
  scheduler, worker, cudagraph and MoE plumbing, LoRA metrics, the lora
  CLI group, and the LoRA tests.
- Drop the plugin loader in vllm/plugins. Platform resolution is now
  CUDA-only and the general/stat-logger plugin hooks are gone.
- Delete the speech-to-text and realtime entrypoints, the scale-out
  render routes, and vllm/config/speech_to_text.py. GenerationTask is
  generate-only.
- Cut DecodeBenchConnector and the disagg-prefill doc and image. The
  Multi, Offloading and Example connectors stay; production uses the
  CPU KV offload tier.
- Delete the ROCm-only fused KDA chunk kernel (2346 lines) with its CMake
  arch gate, declarations and op registrations. The CUDA build never
  defined the guard and no Python caller existed.
- Delete the orphan Mistral and Pixtral chat fixtures and examples/.
- Fix _check_model: removing the LoRA early return made every request
  fail with "The model ... does not exist. Valid aliases: ...".

Verified on an RTX 3090: import sweep reports 1242 modules with 7 known
optional-dependency failures; a live server answers chat, completions,
responses, tokenize and detokenize with zero log errors and 404 for the
removed surfaces; collection yields 8558 tests with the 3 pre-existing
errors; ruff adds no new finding; the incremental _C build succeeds.

Co-authored-by: Hinata <hinata@idihore.id>
Signed-off-by: MOVZX <movzx@yahoo.com>
 2026-10-19 21:06:19 +07:00
fangyuchulqh-hhTyler Michael SmithOpenAI Codex2017403603Julien MancusoItay AlroyCodexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 		dd9e07a25f [Feature] Add External LB Mode Support for Elastic EP Scaling (#43202) 
Signed-off-by: lqh-hh <liuqihang6@huawei.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: lqh-hh <liuqihang6@huawei.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: 2017403603 <705328646@qq.com>
Co-authored-by: Julien Mancuso <jmancuso@nvidia.com>
Co-authored-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
 2026-10-15 21:29:02 -04:00
aoshen02 bd5bbce6e4 [RL] Release weight-transfer communicators without stopping inference (#61060) 
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: fh3 <a@b>
 2026-10-11 21:15:14 +08:00
Wentao Ye 276fbcff27 [Deprecation] Remove scheduled deprecated items (#60923) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-10-10 15:45:33 -04:00
czhu-cohereandaoshen02 6fddc9b21e [Profiler] Add per-session profiling controls to Python and Rust frontends (#57875) 
Signed-off-by: czhu <conway.zhu@cohere.com>
Signed-off-by: Conway Zhu <conway.zhu@cohere.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
 2026-10-06 05:21:19 +00:00
Ronaldaoshen02Claude Opus 5.5
 		e5f3d08d72 [Frontend][RL] Align sleep-mode API responses and operation metrics (#52864) 
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
 2026-09-29 23:16:38 -07:00
shiyuan680shiyuan680Ronald1995DeepSeek Harnessaoshen02Claude Opus 5.5aoshen02
 		42d9f8ccdb support rl feature : weight checker (#51350) 
Signed-off-by: shiyuan680 <yangcheng104@huawei.com>
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: shiyuan680 <yangcheng104@huawei.com>
Co-authored-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: DeepSeek Harness <noreply@deepseek.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
 2026-09-30 03:13:43 +00:00
Karen Chung 986e217158 [Feature] Add first-class KV hints request envelope for programmatic KV management (#53423) 
Signed-off-by: Karen Chung <karenc@nvidia.com>
 2026-09-21 09:56:11 -07:00
hangangqiangmukeshbhandarkaraoshen02Claude Fable 5.1aoshen02
 		90531daf6d [Core][Frontend] Bind KV-event publishers at port 0 and expose the bound endpoints (#55844) 
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: mukeshbhandarkar <shell00035@gmail.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
 2026-09-18 18:11:05 -07:00
Dakai AnAlanFokCoaoshen02OpenAI Codex
 		092bdd6d57 [Frontend][Core] Add release_kv_cache_memory() API (#44890) 
Signed-off-by: Dakai An <dakaian108@gmail.com>
Signed-off-by: AlanFokCo <alanfok2868@gmail.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Dakai An <77474977+andakai@users.noreply.github.com>
Co-authored-by: AlanFokCo <alanfok2868@gmail.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
 2026-09-18 07:12:12 +08:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
 2026-09-16 16:44:29 +00:00
Nicolò Lucchesi dafbef15a1 [Core] Add max_num_queued_reqs and max_num_queued_tokens for queue size management (#49445) 
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
 2026-08-31 14:26:49 +00:00
Karen Chung f57123aa2d feat(frontend): session id plumbing into requests (#48048) 
Signed-off-by: Karen Chung <karenc@nvidia.com>
 2026-08-03 22:18:58 +00:00
Shuolei Wang 9069a57139 [Core][Frontend] Add weight version tagging for RL rollouts (#49040) 
Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com>
Signed-off-by: Shuolei Wang <948904026@qq.com>
 2026-07-28 14:35:29 +08:00
fangyuchuzWaNg3a798347923TianZhuo205150940a798347923w00689259zWaNg3yzchang-plusJade Zheng
 		0b0bd2b5f6 [Feature] Add fault tolerance framework (simplified) for DP+EP external LB deployments (#44428) 
Signed-off-by: fangyuchu <fangyuchu@qq.com>
Signed-off-by: a798347923 <2645302020@qq.com>
Signed-off-by: TianZhuo <2770730562@qq.com>
Signed-off-by: a798347923 <39047817+a798347923@users.noreply.github.com>
Signed-off-by: 205150940 <112750056+205150940@users.noreply.github.com>
Signed-off-by: w00689259 <wangzhuo66@huawei.com>
Signed-off-by: zWaNg3 <37772915+zWaNg3@users.noreply.github.com>
Signed-off-by: zWaNg3 <389750525@qq.com>
Signed-off-by: yzchang-plus <1078477584@qq.com>
Signed-off-by: Jade Zheng <zheng.shoujian@outlook.com>
Co-authored-by: zWaNg3 <37772915+zWaNg3@users.noreply.github.com>
Co-authored-by: a798347923 <2645302020@qq.com>
Co-authored-by: TianZhuo <2770730562@qq.com>
Co-authored-by: 205150940 <112750056+205150940@users.noreply.github.com>
Co-authored-by: a798347923 <39047817+a798347923@users.noreply.github.com>
Co-authored-by: w00689259 <wangzhuo66@huawei.com>
Co-authored-by: zWaNg3 <389750525@qq.com>
Co-authored-by: yzchang-plus <1078477584@qq.com>
Co-authored-by: Jade Zheng <zheng.shoujian@outlook.com>
 2026-07-25 11:49:09 -04:00
vx120crp0128aoshen02Claude Opus 4.8
 		fc1c548093 Runtime Draft Weight Update for Speculative Decoding (#46725) 
Signed-off-by: vx120 <893600387@qq.com>
Signed-off-by: vx120 <57470515+vx120@users.noreply.github.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: crp0128 <191679376@qq.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
 2026-07-11 22:51:53 -07:00
Aaron HaoandClaude Sonnet 4.6 77a9c5ae28 Weight sync refactor + move sparse nccl engine (#44353) 
Signed-off-by: hao-aaron <ahao@anyscale.com>
Signed-off-by: haoaaron <ahao@anyscale.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
 2026-07-01 01:25:19 -07:00
Dao007forever 3f5bd482f5 [Bugfix][KV Transfer][NIXL] Notify P node on pre-admission rejection to free stranded KV blocks (#41269) 2026-05-09 22:52:09 -07:00
Sumanth R Hegde e3b65a5ba0 [feat] Add explicit /start_weight_update and /finish_weight_update APIs for weight transfer (#39212) 2026-05-08 18:03:33 -07:00
Bugen Zhaoandwang.yuqi a07642667d [Bugfix] Pass reasoning parser kwargs to structured output (#41199) 
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-04-30 23:38:02 -07:00
wang.yuqi 66c079ae83 [Frontend][4/n] Improve pooling entrypoints | pooling. (#39153) 
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-04-09 10:09:45 +00:00
Cyrus Leung ba2f0acc2d [Misc] Reorganize inputs (#35182) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-03-25 10:22:54 -07:00
Mark McLoughlinClaude Sonnet 4.5Nick Hill
 		7afe0faab1 [Frontend][Core] Re-add shutdown timeout - allowing in-flight requests to finish (#36666) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-03-13 12:10:06 -07:00
Mark McLoughlin 234860399b [Frontend][Core] Revert "Add shutdown timeout" (#34730 and #36270) (#36628) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
 2026-03-10 06:20:41 -07:00
Mark McLoughlinandClaude Sonnet 4.5 27066d1b2b [Frontend][Core] Add shutdown timeout - allowing in-flight requests to finish (#34730) 
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-03-05 22:04:31 -08:00
Nick Hill dbf0da817a [Core] Cleanup engine pause/sleep logic (#34528) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
 2026-02-24 19:33:34 -08:00
Cyrus Leung 574fe75245 [Renderer] Move InputPreprocessor into Renderer (2/2) (#34560) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-17 05:29:01 -08:00
Cyrus Leung 73391a1baa [Renderer] Move InputPreprocessor into Renderer (1/2) (#34510) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-02-14 10:14:21 -08:00
Cyrus Leung b96f7314b4 [Refactor] Pass Renderer to Input Processor (#34329) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-11 19:38:11 -08:00
Aaron HaoandRobert Shaw 89a385d79f [Feat][RL] Pause and Resume with keep requests for single engine (#32351) 
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-07 00:08:58 +00:00
Cyrus Leung cd8b405bd0 [Refactor] Consolidate sequence normalization and enc-dec parsing (#33928) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-06 15:43:47 +00:00
Aaron HaoandSumanthRH c1858b7ec8 [Feat][RL][1/2] Native Weight Syncing API: NCCL (#31943) 
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: SumanthRH <sumanthrh99@gmail.com>
 2026-02-05 12:13:23 -05:00
Cyrus Leung a358e4dffe [Refactor] Make Renderer an abstract class (#33479) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-01 10:36:30 +08:00
jma99_2333andRoger Wang 22d9a056d5 Support clear mm and encoder cache (#33452) 
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-01-31 15:22:25 +00:00
Cyrus Leung f0a1c8453a [Frontend] Use new Renderer for Completions and Tokenize API (#32863) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-31 04:51:15 -08:00
Patrick von PlatenandNick Hill 10152d2194 [Realtime API] Adds minimal realtime API based on websockets (#33187) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
 2026-01-30 18:41:29 +08:00
Cyrus Leung d117a4d1a9 [Frontend] Introduce Renderer for processing chat messages (using ModelConfig) (#30200) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-22 12:44:22 +00:00
Jeffrey Wang 1501a4070e [Bugfix] Read truncate_prompt_tokens from pooling_params in AsyncLLM.encode() (#31013) 
Signed-off-by: Jeffrey Wang <jeffreywang@anyscale.com>
 2025-12-20 10:29:31 +00:00
Cyrus Leung e83b7e379c Revert "[Renderer] Separate out RendererConfig from ModelConfig (#30145)" (#30199) 2025-12-07 00:00:22 -08:00
Cyrus Leung 27f4c2fd46 [Renderer] Separate out RendererConfig from ModelConfig (#30145) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-06 23:15:42 -08:00
Tova Movshovitzandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> adb315060c [KVConnector][Feature] Support KV connector cache reset via /reset_prefix_cache (#27170) 
Signed-off-by: tovam <tovam@pliops.com>
Signed-off-by: Tova Movshovitz <tovam@pliops.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-12-05 18:33:26 +00:00
Zhuohan LiandNick Hill d0cd728907 [Core] Support reseting all running requests' KV while calling reset_prefix_cache (#28827) 
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-12-02 02:25:05 +00:00
Cyrus Leung 34a984274e [Misc] Refactor tokenizer interface (#29693) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-29 04:02:21 -08:00
Cyrus Leung 8d9338fae4 [Chore] Rename Processor to InputProcessor (#29682) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-28 09:35:41 -08:00
Cyrus Leung ea228b4491 [Misc] Remove unused code from protocol.py (#29616) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-11-27 18:39:59 +00:00
Samitand22quinn 371b1d4c61 [RL] Add Pause and Resume Generation for Asynchronous RL Training (#28037) 
Signed-off-by: SamitHuang <285365963@qq.com>
Signed-off-by: Samit <285365963@qq.com>
Signed-off-by: samithuang <285365963@qq.com>
Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com>
 2025-11-20 03:01:03 -08:00
Zhuohan Li dd6ac1c2bb [RL] [V1] Remove unused device argument from reset_kv_cache (#28766) 
Signed-off-by: Zhuohan Li <zhuohan123@gmail.com>
 2025-11-14 23:59:42 -08:00
Wentao Ye c01f6e525f [CI] Fix mypy for vllm/v1/core and vllm/v1/engine (#27108) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-10-30 11:32:17 +00:00
Cyrus Leung f58d9b6404 [Misc] Separate out utils.counter and move utils.Device to engine (#27588) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-10-28 12:20:46 +00:00
Yongtao Huang be429d0cfd Fix incorrect docstring for stop_profile() method (#27101) 
Signed-off-by: Yongtao Huang <yongtaoh2022@gmail.com>
 2025-10-17 06:30:23 -07:00