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d2ca3002d9
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[MRV2][Performance] Skip no-op FP32 logits materialization (#47711)
Signed-off-by: jesse <szxfml@gmail.com>
Signed-off-by: Song Zhixin <szxfml@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-07-27 15:31:36 +00:00 |
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Michael GoinandNick Hill
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ac36a7a1e7
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[MRV2][Spec Decode] Avoid rejection sampler OOM by chunking (#48630)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-07-23 18:13:13 +08:00 |
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vllm-agentandvllm-agent
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1134545b6f
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Revert "[Sampler] Stop upcasting logits to fp32 in apply_sampling_params" (#48641) (#49033)
Co-authored-by: vllm-agent <vllm-agent@users.noreply.github.com>
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2026-07-21 09:36:45 +01:00 |
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425c4eafb0
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[Sampler] Stop upcasting logits to fp32 in apply_sampling_params (#48641)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-07-17 18:15:20 -07:00 |
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41ea2dd44a
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[Bugfix][V1/V2] Fix prompt_logprobs to respect logprobs_mode (#47680)
Signed-off-by: Wojciech Wais <wojciech.wais@gmail.com>
Signed-off-by: Federico Kamelhar <209537060+fede-kamel@users.noreply.github.com>
Signed-off-by: Allen Shen <aoshen@inferact.ai>
Co-authored-by: Wojciech Wais <wojciech.wais@gmail.com>
Co-authored-by: Federico Kamelhar <209537060+fede-kamel@users.noreply.github.com>
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2026-07-17 21:58:59 +01:00 |
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f5a8d73377
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[Spec Decode] DSpark (#46995)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-01 08:30:24 -07:00 |
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Giancarlo Delfin
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3cecee40f3
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[Model Runner V2][Spec Decode] Fix stale values in idx_mapping from CG num reqs padding (#47066)
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2026-06-30 11:25:32 -07:00 |
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Giancarlo Delfin
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b6caeb5a09
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[Model Runner V2][Spec Decode] Use fp32 uniform threshold for acceptance (#46878)
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2026-06-27 14:09:25 -07:00 |
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Nick Hill
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32bb3195f0
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[ModelRunner V2] Bound memory for large logprobs requests (#46746)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-06-25 18:04:06 -07:00 |
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3c43237233
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[Bugfix][Model Runner V2][Spec Decode] Fix int32 offset overflow in sampler kernels (#46560)
Signed-off-by: xiaojun.wei <jessiewei747@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-06-24 11:00:57 -07:00 |
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Ting SUN
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a46f3eb232
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[Bugfix][Model Runner V2] Preserve all allowed_token_ids in the logit bias kernel (#46245)
Signed-off-by: Ting Sun <suntcrick@gmail.com>
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2026-06-23 07:01:13 +00:00 |
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Ting SUN
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183a430c13
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[Bugfix][Model Runner V2] Fix min_tokens off-by-one in the V2 GPU sampler (#46243)
Signed-off-by: Ting Sun <suntcrick@gmail.com>
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2026-06-21 05:06:49 +00:00 |
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Woosuk Kwon
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16908e132e
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[MRV2] Make FP32 Gumbel sampling more accurate (#45996)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-06-18 19:42:09 +00:00 |
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Wentao Ye
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2ecf7d0eb4
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[Model Runner V2] Fix openai.InternalServerError: Error code: 500 - 'list index out of range' (#45467)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-13 01:44:16 -07:00 |
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eb28452b10
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[Model] Add DiffusionGemma Support (#45163)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Martin Kukla <martin.kukla@cantab.net>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Dipika Sikka <dsikka@redhat.com>
Co-authored-by: NickLucche <nlucches@redhat.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Alec Kohlhoff <134344302+aleckohlhoff@users.noreply.github.com>
Co-authored-by: Porras Huang <20535584+porrashuang@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: scoootscooob <167050519+scoootscooob@users.noreply.github.com>
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2026-06-11 22:17:35 -07:00 |
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Benjamin ChislettandGiancarlo Delfin
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0bae1d3848
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[MRV2][Spec Decode] DFlash (#44586)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-06-10 08:47:46 -07:00 |
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Nick Hill
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ec8d60bea8
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[Model Runner V2] Use FlashInfer sampler (#42472)
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2026-06-03 07:59:31 -07:00 |
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Nick Hill
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e15f20258b
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[ModelRunnerV2] Avoid pipeline parallel bubbles (#42187)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-06-02 14:02:01 -07:00 |
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Wentao Ye
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e26736973a
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[Model Runner V2] Fix prompt logprobs calculation Sizes of tensors must match error (#42778)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-18 08:27:21 -07:00 |
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PatchyTISandPatchouliTaisa
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0162596603
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[Model Runner V2] FP32 gumbel sampling. (#41775)
Signed-off-by: PatchouliTaisa <patchychen@tencent.com>
Co-authored-by: PatchouliTaisa <patchychen@tencent.com>
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2026-05-15 09:20:08 -07:00 |
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Lucas Kabela
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4e498b5e5c
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[Bugfix][Performance Improvement] Improve penalties triton kernel performance (#40657)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
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2026-05-12 05:47:20 +00:00 |
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d7af6b34d8
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[Model Runner V2] Bug fix: logprob dtype int64/int32 issue (#41761)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-05-11 21:55:43 +00:00 |
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Nick Hillandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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bbee532988
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[Perf][1/n] Eliminate various GPU<->CPU syncs (#41429)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-05-11 20:36:03 +00:00 |
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Nick Hill
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989c176c0a
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[Perf][3/n] Eliminate GPU<->CPU syncs in attention impls (#41434)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-05-07 19:44:24 -07:00 |
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Giancarlo Delfin
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e1e4646b06
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[Model Runner V2] Rebuild attn metadata between draft decode steps (#41162)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-05-05 00:44:55 +00:00 |
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Joachim StudniaandClaude Opus 4.6
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422dd02598
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[bugfix] Fix prompt logprobs on request eviction during chunked prefill (#41411)
Signed-off-by: Joachim Studnia <joachim@mistral.ai>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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2026-05-04 11:46:00 -07:00 |
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Wentao YeandNick Hill
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51295793a2
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[Model Runner V2] Add logprob_token_ids support (#40559)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-05-01 10:02:03 -07:00 |
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Wentao YeandNick Hill
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66cc3fa559
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[Model Runner V2] Multiple prompt logprobs support (#39937)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-04-21 15:49:05 +00:00 |
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Giancarlo Delfin
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5daf62271d
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[Model Runner V2] Fuse probabilistic rejection sample kernels (#38496)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-04-07 17:37:37 -07:00 |
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Woosuk Kwon
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a5e9d511de
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[MRV2] Use FP64 for Gumbel noise (#37798)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-03-22 12:28:10 -07:00 |
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Woosuk Kwon
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96efb91480
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[Model Runner V2] Fix processed logits in sample() (#37144)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-03-16 00:35:49 -07:00 |
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Nick Hill
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cd32d6f586
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[Model Runner V2] Some code simplification (#36929)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-03-13 00:59:23 +00:00 |
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Giancarlo Delfin
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c77181e534
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[Model Runner V2] Add probabilistic rejection sampling for spec decoding (#35461)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-03-11 14:04:32 -07:00 |
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Andy Lo
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0a7165fd71
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[ModelRunnerV2] Rename sampler functions and variables for clarity (#35459)
Signed-off-by: Andy Lo <andy@mistral.ai>
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2026-03-02 19:48:56 -08:00 |
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Woosuk Kwon
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5fcb0cdd68
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[Model Runner V2] Use FP32 for Gumbel Noise (#34854)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-02-18 17:07:37 -08:00 |
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Woosuk Kwon
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d00df624f3
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[Model Runner V2] Minor refactoring for penalties (#34662)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-02-16 21:43:00 -08:00 |
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Woosuk Kwon
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9752da9d9c
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[Model Runner V2] Minor simplification for BadWordsState (#34669)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-02-16 21:27:24 -08:00 |
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zhrrrandWoosuk Kwon
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387a1898d9
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[Model Runner V2] support bad_words sampling param (#33433)
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-02-16 16:36:06 -08:00 |
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Woosuk Kwon
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9ca768c740
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[Model Runner V2] Minor cleanup for Sampler (#34563)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-02-14 18:29:03 -08:00 |
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Nick Hill
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40218a82ba
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[ModelRunner V2] Revert token rank comparison difference for now (#34017)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-02-07 11:11:05 +08:00 |
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zhrrr
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16786da735
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[Model Runner V2] support apply penalty for spec decode (#33251)
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
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2026-02-06 10:56:48 -08:00 |
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Nick Hill
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e535d90deb
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[ModelRunner V2] Misc minor simplifications and optimizations (#33467)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-02-01 22:17:14 +00:00 |
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Nick Hill
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876a16f4fb
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[ModelRunner V2] Fix spec decoding + logprobs (#33391)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-01-31 03:33:26 +00:00 |
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Woosuk Kwon
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408195ec59
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[Model Runner V2] Refactor Prompt Logprobs (#32811)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-21 15:12:20 -08:00 |
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Woosuk Kwon
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e9c83cdc51
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[Model Runner V2] Skip kernel launch for penalties & logit_bias (#32634)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-19 22:20:19 -08:00 |
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Woosuk Kwon
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6c01ffb897
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[Model Runner V2] Decouple temperature from penalties (#32629)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-19 19:13:24 -08:00 |
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Woosuk Kwon
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90c0836902
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[Model Runner V2] Refactor Sampler (#32245)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-13 17:58:12 -08:00 |
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Woosuk Kwon
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dec28688c5
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[Model Runner V2] Minor refactor for logit_bias (#32209)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-12 13:08:30 -08:00 |
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Woosuk Kwon
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ca81811bfe
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[Model Runner V2] Support logit_bias, allowed_token_ids, min_tokens (#32163)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-12 11:31:10 -08:00 |
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Woosuk Kwon
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025a32f9ed
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[Model Runner V2] Remove async barrier (#32083)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2026-01-11 20:24:30 -08:00 |
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