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560ef78bfe
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[Perf][Model Runner V2] Compact sampling masks on GPU instead of unpacking the full-vocab bitmask on CPU (#54901)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: vx120 <893600387@qq.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: vx120 <893600387@qq.com>
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2026-09-03 19:03:36 -07:00 |
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Giancarlo Delfin
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fe755c8899
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[Bugfix][Model Runner V2][Spec Decode] Decouple the draft's gumbel noise stream from the target's (#54282)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-08-29 09:58:29 -07:00 |
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Giancarlo Delfin
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d154d90d6c
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[Model Runner V2] batch-sharded sample (#50465)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-08-24 15:49:57 -07:00 |
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a1c5b1fd9f
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[Core][V1] Support trace_decode_token_ids for deterministic decode replay (#46701)
Signed-off-by: ianzxliu <ianzxliu@tencent.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Zhixia Liu <liuzhixia.nju@gmail.com>
Co-authored-by: ianzxliu <ianzxliu@tencent.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-08-20 15:12:43 +08:00 |
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Cheng RuiandRui Rui4 Cheng
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6664d397bf
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[Performance][MRV2] Cache logits-processing request state (#52329)
Signed-off-by: Rui Rui4 Cheng <chengrui4@lenovo.com>
Co-authored-by: Rui Rui4 Cheng <chengrui4@lenovo.com>
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2026-08-17 02:36:41 +00:00 |
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50ba4bc6b2
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[Feature] Mask Replay (#49577)
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: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-13 08:44:31 +00:00 |
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ChaunceyandNick Hill
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72c0d67657
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[Feat] Support thinking_token_budget in Model Runner V2 (#46727)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-08-07 03:36:18 +00:00 |
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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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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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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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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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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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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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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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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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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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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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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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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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Woosuk Kwon
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d471b2aff0
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[Model Runner V2] Support num NaNs in logits (#30187)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2025-12-09 10:00:49 -08:00 |
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Woosuk Kwon
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a238cbd89d
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[Model Runner V2] Support min-p sampling (#30171)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2025-12-05 21:42:47 -08:00 |
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Woosuk Kwon
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f223ed4181
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[Model Runner V2] Fuse penalties and temperature into single kernel (#29720)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2025-11-29 02:29:16 -08:00 |
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Woosuk Kwon
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6afc0ffaf6
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[Model Runner V2] Add sample/ directory and reorganize files (#29719)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
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2025-11-29 00:41:01 -08:00 |
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