0bd7f8fca5
Bump Transformers to 4.51.3 ( #17116 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-25 08:34:34 -07:00
19dcc02a72
[Bugfix] Fix mistral model tests ( #17181 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-25 06:03:34 -07:00
6aae216b4e
[Bugfix] remove fallback in guided_json (int range, patterns) ( #16725 )
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Signed-off-by: csy1204 <josang1204@gmail.com>
Co-authored-by: 조상연[플레이스 AI] <sang-yeon.cho@navercorp.com>
2025-04-25 06:54:43 +00:00
eef364723c
[FEAT] [ROCm]: AITER Fused MOE V1 Support ( #16752 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-04-25 11:06:50 +08:00
05e1fbfc52
Add chat template for Llama 4 models ( #16428 )
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Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
2025-04-24 20:19:36 +00:00
0fa939e2d1
Improve configs - `LoRAConfig` + `PromptAdapterConfig` ( #16980 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-24 10:29:34 -07:00
340d7b1b21
[V1][Spec Decoding] Add num_drafts and num_accepted_tokens_per_position metrics ( #16665 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-04-24 08:57:40 -07:00
82e43b2d7e
Add missing rocm_skinny_gemms kernel test to CI ( #17060 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-24 07:49:37 -07:00
67309a1cb5
[Frontend] Using matryoshka_dimensions control the allowed output dimensions. ( #16970 )
2025-04-24 07:06:28 -07:00
c0dfd97519
[V1][PP] Optimization: continue scheduling prefill chunks ( #17080 )
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Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
2025-04-24 05:27:08 -07:00
a9138e85b1
Fix OOT registration test ( #17099 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-24 04:44:12 -07:00
0a05ed57e6
Simplify `TokenizerGroup` ( #16790 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-24 04:43:56 -07:00
14288d1332
Disable enforce_eager for V1 TPU sampler and structured output tests ( #17016 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-24 02:50:09 -07:00
b411418ff0
[Chore] Remove Sampler from Model Code ( #17084 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-04-24 02:49:33 -07:00
3cde34a4a4
[Frontend] Support guidance:no-additional-properties for compatibility with xgrammar ( #15949 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2025-04-23 18:34:41 +00:00
6317a5174a
Categorize `tests/kernels/` based on kernel type ( #16799 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-23 09:21:07 -04:00
1e013fa388
[V1][DP] More robust DP/EP dummy request coordination ( #16277 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-04-22 19:12:15 -07:00
bc7c4d206b
[Kernel][ROCM] Upstream prefix prefill speed up for vLLM V1 ( #13305 )
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Signed-off-by: Sage Moore <sage@neuralmagic.com>
Signed-off-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu>
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Signed-off-by: root <root@banff-cyxtera-s65-4.amd.com>
Signed-off-by: maleksan85 <maleksan@amd.com>
Signed-off-by: <>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: root <root@banff-cyxtera-s73-5.ctr.dcgpu>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: qli88 <qiang.li2@amd.com>
Co-authored-by: root <root@banff-cyxtera-s65-4.amd.com>
2025-04-22 19:11:56 -07:00
36fe78769f
[Bugfix] validate urls object for multimodal content parts ( #16990 )
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Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com>
2025-04-23 09:43:06 +08:00
83d933718c
[Core][V1][TPU] Enable structured decoding on TPU V1 ( #16499 )
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Signed-off-by: Chenyaaang <chenyangli@google.com>
2025-04-22 18:05:23 -06:00
30bc3e0f66
[FEAT][ROCm]: Support AITER MLA ( #15893 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: qli88 <qiang.li2@amd.com>
2025-04-22 09:31:13 -07:00
8d32dc603d
[Kernel] Support Microsoft Runtime Kernel Lib for our Low Precision Computation - BitBLAS ( #6036 )
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Signed-off-by: xinyuxiao <xinyuxiao2024@gmail.com>
Co-authored-by: xinyuxiao <xinyuxiao2024@gmail.com>
2025-04-22 09:01:36 +01:00
c4ab9f3e71
[V1] Remove pre-allocation for KV cache ( #16941 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-04-22 00:52:18 -07:00
acba33a0f1
[Bugfix] Fix the issue where llm.generate cannot be called repeatedly after setting GuidedDecodingParams ( #16767 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
2025-04-22 06:02:20 +00:00
188b7f9b8c
[Performance][ROCm] Add skinny gemms for unquantized linear on ROCm ( #15830 )
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Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
2025-04-21 20:46:22 -07:00
7b8a2ab76f
[Kernel] Add expert_map support to Cutlass FP8 MOE ( #16861 )
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Signed-off-by: varun sundar rabindranath <vsundarr@redhat.com>
Co-authored-by: varun sundar rabindranath <vsundarr@redhat.com>
2025-04-21 20:44:32 -07:00
0e4254492f
[Bugfix]: fix issue with n>1 sampling on v1 requests overriding each other ( #16863 )
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Signed-off-by: Jeffrey Li <jeffrey.dot.li@gmail.com>
2025-04-22 11:40:19 +08:00
fa3bba2a53
[TPU][V1] Enable Top-P ( #16843 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-04-22 00:46:07 +00:00
986537f1c3
[V1] V1 FlashInfer Attention ( #16684 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Aurick Qiao <qiao@aurick.net>
2025-04-22 00:38:41 +00:00
210207525e
[TPU][V1] Capture multimodal encoder during model compilation ( #15051 )
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Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Siyuan Liu <lsiyuan@google.com>
2025-04-21 18:36:59 -06:00
471fe65630
[TPU][V1] Implicitly adjust page size when there's SMEM OOM ( #16871 )
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Signed-off-by: Chengji Yao <chengjiyao@google.com>
2025-04-21 15:43:13 -06:00
3a0fba5cf4
[V1][Spec Decode] Handle draft tokens beyond max_model_len ( #16087 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-04-21 12:38:50 -07:00
bb3605db85
[Bugfix] Fix v1/spec_decode/test_ngram.py ( #16895 )
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Signed-off-by: qizixi <qizixi@meta.com>
2025-04-20 20:54:29 -07:00
87aaadef73
Serialize tensors using int8 views ( #16866 )
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Signed-off-by: Staszek Pasko <staszek@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-04-19 10:28:34 -07:00
83f3c3bd91
[Model] Refactor Phi-4-multimodal to use merged processor and support V1 ( #15477 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-19 02:26:11 -07:00
d9737ca1c6
[V1][Misc] stop update prefix cache stats when logs_stats is disabled ( #16460 )
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Signed-off-by: vie-serendipity <2733147505@qq.com>
2025-04-19 02:25:19 -07:00
9d4ca19d50
[Misc] Benchmarks for audio models ( #16505 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-04-19 02:24:14 -07:00
2ef0dc53b8
[Frontend] Add sampling params to `v1/audio/transcriptions` endpoint ( #16591 )
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Signed-off-by: Jannis Schönleber <joennlae@gmail.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Jannis Schönleber <joennlae@gmail.com>
2025-04-19 07:03:54 +00:00
2c1bd848a6
[Model][VLM] Add Qwen2.5-Omni model support (thinker only) ( #15130 )
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Signed-off-by: fyabc <suyang.fy@alibaba-inc.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Xiong Wang <wangxiongts@163.com>
2025-04-18 23:14:36 -07:00
3d3ab3689f
[New Model]: Snowflake Arctic Embed (Family) ( #16649 )
2025-04-18 08:11:57 -07:00
686623c5e7
Fix `nullable_kvs` fallback ( #16837 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-18 05:58:39 -07:00
e78587a64c
Improve-mm-and-pooler-and-decoding-configs ( #16789 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-17 22:13:32 -07:00
c16fb5dae8
[Doc] Improve help examples for `--compilation-config` ( #16729 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-17 21:22:34 -07:00
e37073efd7
Add property-based testing for vLLM endpoints using an API defined by an OpenAPI 3.1 schema ( #16721 )
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Signed-off-by: Tarun Kumar <takumar@redhat.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-04-17 21:08:27 -07:00
3408e47159
[P/D][V1] KV Connector API V1 ( #15960 )
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Signed-off-by: ApostaC <yihua98@uchicago.edu>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Signed-off-by: remi <remi@mistral.ai>
Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Rémi Delacourt <54138269+Flechman@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
2025-04-17 13:22:40 -07:00
eb5819b2d9
[V1][TPU] Enable Top K ( #15489 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Hyesoo Yang <hyeygit@gmail.com>
Co-authored-by: Hyesoo Yang <hyeygit@gmail.com>
2025-04-17 18:18:11 +00:00
5989f4684d
[TPU][V1] Fix padding recompilation when `max-num-batched-tokens` is not even ( #16726 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-04-17 18:09:57 +00:00
05fcd1b430
[V1][Perf] Faster incremental detokenization ( #15137 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-04-17 07:45:24 -07:00
d27ea94034
Improve configs - `TokenizerPoolConfig` + `DeviceConfig` ( #16603 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-04-17 11:19:42 +00:00
5b1aca2ae3
[Bugfix] Fix GLM4 model ( #16618 )
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Signed-off-by: intervitens <intervitens@tutanota.com>
2025-04-17 03:35:07 -07:00
cb072ce93b
[Bugfix] Update Florence-2 tokenizer to make grounding tasks work ( #16734 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-04-17 04:17:39 +00:00
2b05b8ce69
[V1][Frontend] Improve Shutdown And Logs ( #11737 )
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Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Signed-off-by: Andrew Feldman <afeldman@neuralmagic.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Andrew Feldman <afeldman@neuralmagic.com>
Co-authored-by: afeldman-nm <156691304+afeldman-nm@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-04-16 19:48:34 -07:00
3092375e27
[V1][Performance] Implement custom serializaton for MultiModalKwargs [Rebased] ( #16432 )
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Signed-off-by: Staszek Pasko <staszek@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-04-16 19:28:32 -07:00
ee378f3d49
[Model] support modernbert ( #16648 )
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Signed-off-by: 唯勤 <xsank.mz@alibaba-inc.com>
Co-authored-by: 唯勤 <xsank.mz@alibaba-inc.com>
2025-04-16 05:30:15 -07:00
976711d9db
[V1][Structured Output] Move xgrammar related utils to `backend_xgrammar.py` ( #16578 )
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Signed-off-by: shen-shanshan <467638484@qq.com>
2025-04-16 17:01:36 +08:00
3badb0213b
[Model] Add PLaMo2 ( #14323 )
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Signed-off-by: Shinichi Hemmi <50256998+Alnusjaponica@users.noreply.github.com>
Signed-off-by: shemmi <shemmi@preferred.jp>
Co-authored-by: Kento Nozawa <nzw0301@preferred.jp>
Co-authored-by: Hiroaki Mikami <mhiroaki@preferred.jp>
Co-authored-by: Calvin Metzger <metzger@preferred.jp>
2025-04-15 19:31:30 -07:00
fdcb850f14
[Misc] Enable vLLM to Dynamically Load LoRA from a Remote Server ( #10546 )
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Signed-off-by: Angky William <angkywilliam@Angkys-MacBook-Pro.local>
Co-authored-by: Angky William <angkywilliam@Angkys-MacBook-Pro.local>
2025-04-15 22:31:38 +00:00
54a66e5fee
[Misc] Update `compressed-tensors` WNA16 to support zero-points ( #14211 )
2025-04-15 07:33:51 -06:00
1575c1701a
[CI/Build] Fix LoRA OOM ( #16624 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-04-15 16:38:19 +08:00
b4fe16c75b
Add `vllm bench [latency, throughput]` CLI commands ( #16508 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-14 23:10:35 -07:00
bc5dd4f669
[Bugfix] Fix broken GritLM model and tests (missing pooling_metadata) ( #16631 )
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Signed-off-by: Pooya Davoodi <pooya.davoodi@parasail.io>
2025-04-14 23:09:58 -07:00
dbb036cf61
[Bugfix] Fix tests/kernels/test_mamba_ssm_ssd.py ( #16623 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-04-15 05:35:38 +00:00
d06ba4ed3f
[Kernel] moe wna16 marlin kernel ( #14447 )
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Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-04-14 20:05:22 -07:00
6b40996ae8
[Core][Bugfix] Fix Offline MM Beam Search ( #16390 )
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Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-04-15 10:33:02 +08:00
b1308b84a3
[Model][VLM] Add Kimi-VL model support ( #16387 )
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Signed-off-by: courage17340 <courage17340@163.com>
2025-04-14 21:41:48 +00:00
b3f2fddd17
[TPU][V1] Fix exponential padding when `max-num-batched-tokens` is not a power of 2 ( #16596 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-04-14 17:01:05 +00:00
aa29841ede
[Bugfix] Multi-modal caches not acting like LRU caches ( #16593 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-14 09:24:16 -07:00
dc1b4a6f13
[Core][V0] Enable regex support with xgrammar ( #13228 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-04-14 10:13:38 +08:00
f49e5aff11
[V1][Spec Decode] KV cache slots for eagle heads ( #16370 )
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Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
2025-04-12 19:42:51 -07:00
6c11ecf8d3
[Bugfix] Validate logit biases to prevent out of vocab ids crashing engine ( #16529 )
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Signed-off-by: Ryan McConville <ryan@ryanmcconville.com>
2025-04-12 20:19:19 +00:00
d9fc8cd9da
[V1] Enable multi-input by default ( #15799 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-12 08:52:39 +00:00
c5bc0e7fcc
[Misc] Update chat utils tests ( #16520 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-12 06:48:43 +00:00
fbf722c6e6
[Frontend] support matryoshka representation / support embedding API dimensions ( #16331 )
2025-04-11 23:23:10 -07:00
e92d7085bf
[Feature][V1] Add xgrammar to support minLength, maxLength with test ( #16516 )
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Signed-off-by: Leon Seidel <leon.seidel@fau.de>
2025-04-11 23:22:07 -07:00
41cc883c29
[BugFix] Handle non-contiguous tensors properly when serializing ( #16492 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-04-11 17:54:06 -07:00
16eda8c43a
[Frontend] Added chat templates for LLaMa4 pythonic tool calling ( #16463 )
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Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>
Co-authored-by: Kai Wu <kaiwu@meta.com>
2025-04-12 06:26:17 +08:00
71b9cde010
[Bugfix] handle alignment of encoder_seq_lens in mllama.py ( #14784 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2025-04-11 19:59:50 +00:00
f41647ee6b
[Kernel] Support W8A8 channel-wise weights and per-token activations in triton fused_moe_kernel ( #16366 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-11 17:54:08 +00:00
9e90c9f73f
[Bugfix] Fix bugs of running Quark quantized models ( #16236 )
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Signed-off-by: chaow <chaow@amd.com>
2025-04-11 10:18:32 -04:00
e9528f6dc6
[Kernel] support merge_attn_states CUDA kernel, 3x speedup ( #16173 )
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Signed-off-by: DefTruth <qiustudent_r@163.com>
2025-04-11 06:50:50 -06:00
aa3b3d76e0
Enforce valid max_num_batched_tokens when disable_chunked_mm_input=True ( #16447 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-11 08:09:52 +00:00
93195146ea
[Bugfix][VLM] Fix failing Phi-4-MM multi-images tests and add vision-speech test ( #16424 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-04-11 04:57:16 +00:00
3cc9af88ff
[TPU][V1] Disable per-request seed/Generator ( #16172 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-04-10 17:05:44 -04:00
dd143ef541
[V1] Zero-copy tensor/ndarray serialization/transmission ( #13790 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-04-10 19:23:14 +00:00
e8224f3dca
[V1][Spec Decode] Eagle Model loading ( #16035 )
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Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
2025-04-10 11:21:48 -07:00
9665313c39
[V1] Set structured output backend to `auto` by default ( #15724 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-04-10 17:53:26 +00:00
83b824c8b4
[VLM] Remove `BaseProcessingInfo.get_mm_max_tokens_per_item` ( #16408 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-10 09:06:58 -07:00
3d4c87758e
[Misc] Update transformers version limits of multi-modal tests ( #16381 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-09 23:03:33 -07:00
1e44ffc3ff
Add GLM-4-0414 support ( #16338 )
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Signed-off-by: lvfei.lv <lvfei.lv@alibaba-inc.com>
Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: yihong0618 <zouzou0208@gmail.com>
Signed-off-by: Lu Fang <fanglu@fb.com>
Signed-off-by: Ajay Vohra <ajayvohr@amazon.com>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com>
Co-authored-by: Accelerator1996 <lvfei.lv@alibaba-inc.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: yihong <zouzou0208@gmail.com>
Co-authored-by: Lucia Fang <116399278+luccafong@users.noreply.github.com>
Co-authored-by: ajayvohra2005 <ajayvohr@amazon.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
Co-authored-by: Guillaume Calmettes <gcalmettes@scaleway.com>
2025-04-10 09:19:42 +08:00
a454748544
[TPU][V1] Refine tpu_model_runner to mitigate future recompilation issues ( #16275 )
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Signed-off-by: Chengji Yao <chengjiyao@google.com>
2025-04-09 18:51:51 -06:00
98d01d3ce2
[Bugfix][Frontend] respect provided default guided decoding backend ( #15476 )
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Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com>
2025-04-09 05:11:10 -07:00
24f6b9a713
[Misc] Fix test_sharded_state_loader.py( #16004 ) ( #16005 )
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Signed-off-by: lvfei.lv <lvfei.lv@alibaba-inc.com>
2025-04-09 14:47:30 +08:00
9cdde47289
[BugFix] Fix fusion test and add them to CI ( #16287 )
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Signed-off-by: luka <luka@neuralmagic.com>
2025-04-08 23:46:45 -07:00
b1eb4ca152
[TPU] Update PyTorch/XLA ( #16288 )
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Signed-off-by: Chengji Yao <chengjiyao@google.com>
2025-04-09 14:46:32 +08:00
87b4ac56c2
[CI][Bugfix] Fix bad tolerance for test_batch_base64_embedding ( #16221 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-09 04:14:46 +00:00
4716377fbc
[Feature] Estimate max-model-len use available KV cache memory ( #16168 )
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Signed-off-by: rongfu.leng <rongfu.leng@daocloud.io>
2025-04-08 19:12:51 -07:00
102bf967f0
[Model] Add smolvlm support ( #16017 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2025-04-08 19:12:17 -07:00
86c3369eb8
[CI/Build] Fix CI LoRA failure ( #16270 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-04-09 09:13:56 +08:00
4ebc0b9640
[Bugfix] Proper input validation for multi-modal encoder-decoder models ( #16156 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-08 09:45:21 -07:00
1f5d13ab9f
[New Model]: jinaai/jina-embeddings-v3 ( #16120 )
2025-04-08 08:39:12 -07:00
e11880deea
[Bugfix] Remove triton do_bench fast_flush arg ( #16256 )
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Signed-off-by: Kebe <mail@kebe7jun.com>
2025-04-08 13:51:06 +00:00
8e5314a468
[V1] Add `disable_chunked_mm_input` arg to disable partial mm input prefill ( #15837 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-07 23:24:07 -07:00
f6b32efb7f
[Bugfix] Fix and reorganize broken GGUF tests and bump gguf version ( #16194 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-04-08 13:38:13 +08:00
b99733d092
[Bugfix] Do not skip "empty" parts of chats that are parsable ( #16219 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-04-08 05:14:15 +00:00
f2ebb6f541
[V1] Scatter and gather placeholders in the model runner ( #16076 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Jennifer Zhao <ai.jenniferzhao@gmail.com>
2025-04-08 10:43:41 +08:00
652907b354
Torchao ( #14231 )
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Signed-off-by: drisspg <drisspguessous@gmail.com>
2025-04-07 19:39:28 -04:00
24f1c01e0f
[Bugfix][V0] XGrammar structured output supports Enum ( #15878 )
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Signed-off-by: Leon Seidel <leon.seidel@fau.de>
2025-04-07 22:38:25 +00:00
7f6d47c1a2
[V1][BugFix] Exit properly if engine core fails during startup ( #16137 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-04-07 15:30:15 -07:00
090c856d76
[Misc] Human-readable `max-model-len` cli arg ( #16181 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-04-07 14:40:58 -04:00
66d433b94f
[V1] Revert the default `max_num_seqs` to V0 values for most hardware ( #16158 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-07 13:54:36 -04:00
027b204ff1
[Bugfix] Re-enable support for `ChatGLMForConditionalGeneration` ( #16187 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-07 23:15:58 +08:00
55dcce91df
Upstream Llama4 Support to Main ( #16113 )
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Signed-off-by: Aston Zhang <22279212+astonzhang@users.noreply.github.com>
Signed-off-by: Chris Thi <chris.c.thi@gmail.com>
Signed-off-by: drisspg <drisspguessous@gmail.com>
Signed-off-by: Jon Swenson <jmswen@gmail.com>
Signed-off-by: Keyun Tong <tongkeyun@gmail.com>
Signed-off-by: Lu Fang <fanglu@meta.com>
Signed-off-by: Xiaodong Wang <xdwang@meta.com>
Signed-off-by: Yang Chen <yangche@fb.com>
Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Signed-off-by: Lu Fang <lufang@fb.com>
Signed-off-by: Lu Fang <fanglu@fb.com>
Signed-off-by: Lucia Fang <fanglu@fb.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Lu Fang <fanglu@fb.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-07 08:06:27 -07:00
7699258ef0
[Model] Add Qwen3 and Qwen3MoE ( #15289 )
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Signed-off-by: YamPengLi <yampayne.lyp@alibaba-inc.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-04-07 04:06:41 -07:00
bb8dab821e
[CI] Set max transformers version for Ultravox model test ( #16149 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-04-07 04:37:58 +00:00
fc0f87768a
[Bugfix] Make dummy encoder prompt padding alternative and add missing warnings ( #16129 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-04-07 04:07:15 +00:00
4285e423a6
[Misc] Auto detect bitsandbytes pre-quantized models ( #16027 )
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Signed-off-by: Tristan Leclercq <tristanleclercq@gmail.com>
2025-04-04 23:30:45 -07:00
af51d80fa1
Revert "[V1] Scatter and gather placeholders in the model runner" ( #16075 )
2025-04-04 14:50:57 -07:00
f5722a5052
[V1] Scatter and gather placeholders in the model runner ( #15712 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-04-04 21:26:44 +00:00
a35a8a8392
[V1][Spec Decode] Avoid logging useless nan metrics ( #16023 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-04-04 08:52:41 -07:00
dcc56d62da
[Bugfix] Fix function names in test_block_fp8.py ( #16033 )
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Signed-off-by: Bill Nell <bnell@redhat.com>
2025-04-03 23:01:34 +00:00
f15e70d906
[TPU] Switch Test to Non-Sliding Window ( #15981 )
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Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-04-03 14:28:45 -07:00
b6be6f8d1e
[TPU] Support sliding window and logit soft capping in the paged attention kernel for TPU. ( #15732 )
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Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>
2025-04-03 14:23:28 -07:00
15ba07ef25
[Minor] Fused experts refactor ( #15914 )
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Signed-off-by: Bill Nell <bnell@redhat.com>
2025-04-03 10:19:38 -07:00
d2b58ca203
[Neuron][kernel] Fuse kv cache into a single tensor ( #15911 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
2025-04-03 09:51:32 -07:00
e73ff24e31
[ROCM][KERNEL] Paged attention for V1 ( #15720 )
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Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Signed-off-by: root <root@banff-cyxtera-s65-4.amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: root <root@banff-cyxtera-s65-4.amd.com>
2025-04-02 19:48:00 -07:00
1b84eff03a
[V1][TPU] TPU-optimized top-p implementation (avoids scattering). ( #15736 )
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Signed-off-by: Hyesoo Yang <hyeygit@gmail.com>
Co-authored-by: root <root@t1v-n-822696b7-w-0.us-central2-b.c.tpu-prod-env-large-adhoc.internal>
2025-04-02 17:18:08 -07:00
cefb9e5a28
[Frontend] Implement Tool Calling with `tool_choice='required'` ( #13483 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
Signed-off-by: Matt, Matthias <matthias.matt@tuwien.ac.at>
Co-authored-by: Liangfu Chen <liangfc@amazon.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
2025-04-02 07:45:45 -07:00
98d7367b61
[Metrics] Hide deprecated metrics ( #15458 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-04-02 07:37:19 -07:00
594a8b9030
[Bugfix] Fix the issue where the model name is empty string, causing no response with the model name. ( #15938 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2025-04-02 06:33:52 -07:00
14e53ed11f
[V1] Fix json_object support with xgrammar ( #15488 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-04-02 02:00:08 -07:00
ddb94c2605
[core] Add tags parameter to wake_up() ( #15500 )
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Signed-off-by: Eric <erictang000@gmail.com>
2025-04-02 01:59:27 -07:00
90969fb39a
[Kernel] Add more dtype support for GGUF dequantization ( #15879 )
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Signed-off-by: lukas.bluebaum <lukas.bluebaum@aleph-alpha.com>
2025-04-02 01:58:48 -07:00
4203926f10
[CI/Build] Further clean up LoRA tests ( #15920 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-04-02 01:39:09 -07:00
9ef98d527e
[Model][MiniMaxText01] Support MiniMaxText01 model inference ( #13454 )
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Signed-off-by: qscqesze <475517977@qq.com>
Co-authored-by: qingjun <qingjun@minimaxi.com>
Co-authored-by: qscqesze <475517977@qq.com>
2025-04-01 16:23:55 -04:00
a79cc68b3a
[V1][Metrics] Initial speculative decoding metrics ( #15151 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-04-01 10:45:04 -07:00
7e3f7a4ee7
[CI] Disable flaky structure decoding test temporarily. ( #15892 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-04-01 17:42:34 +00:00
38327cf454
[Model] Aya Vision ( #15441 )
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Signed-off-by: Jennifer Zhao <ai.jenniferzhao@gmail.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-04-01 16:30:43 +00:00
dfa82e2a3d
[CI/Build] Clean up LoRA tests ( #15867 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-04-01 16:28:50 +00:00
e59ca942f5
Add option to use DeepGemm contiguous grouped gemm kernel for fused MoE operations. ( #13932 )
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Signed-off-by: Bill Nell <bnell@redhat.com>
2025-04-01 12:07:43 -04:00
085cbc4f9f
[New Model]: jinaai/jina-reranker-v2-base-multilingual ( #15876 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-04-01 08:32:26 -07:00
51d7c6a2b2
[Model] Support Mistral3 in the HF Transformers format ( #15505 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-04-01 06:10:05 -07:00
79455cf421
[Misc] Enable V1 LoRA by default ( #15320 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-04-01 16:53:56 +08:00
30d6a015e0
[Feature] specify model in config.yaml ( #15798 )
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Signed-off-by: weizeng <weizeng@roblox.com>
2025-04-01 01:20:06 -07:00
3a5f0afcd2
[V1] Implement sliding window attention in kv_cache_manager ( #14097 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-04-01 00:33:17 -07:00
ff6473980d
[Bugfix][Model] fix mllama multi-image ( #14883 )
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Signed-off-by: yan ma <yan.ma@intel.com>
2025-03-31 22:53:37 -07:00
a76f547e11
Rename fallback model and refactor supported models section ( #15829 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-31 22:49:41 -07:00
b7b7676d67
[Distributed] Add custom allreduce support for ROCM ( #14125 )
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Signed-off-by: ilmarkov <imarkov@redhat.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
2025-03-31 22:49:12 -07:00
f98a4920f9
[V1][Core] Remove unused speculative config from scheduler ( #15818 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-03-31 19:15:21 +00:00
9a2160fa55
[V1] TPU CI - Add basic perf regression test ( #15414 )
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-03-31 13:25:20 -04:00
239b7befdd
[V1][Spec Decode] Remove deprecated spec decode config params ( #15466 )
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Signed-off-by: Shangming Cai <caishangming@linux.alibaba.com>
2025-03-31 09:19:35 -07:00
09e974d483
[Bugfix] Check dimensions of multimodal embeddings in V1 ( #15816 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-31 09:01:35 -07:00
e5ef4fa99a
Upgrade `transformers` to `v4.50.3` ( #13905 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-31 08:59:37 -07:00
c2e7507ad4
[Bugfix] Fix Crashing When Loading Modules With Batchnorm Stats ( #15813 )
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Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
2025-03-31 13:23:53 +00:00
3aa2b6a637
[Model] Update support for NemotronNAS models ( #15008 )
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Signed-off-by: Nave Assaf <nassaf@nvidia.com>
2025-03-31 20:35:14 +08:00
555aa21905
[V1] Fully Transparent Implementation of CPU Offloading ( #15354 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-03-31 20:22:34 +08:00
e85829450d
[Feature][ROCm]Enable fusion pass for torch.compile on ROCm ( #15050 )
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Signed-off-by: charlifu <charlifu@amd.com>
2025-03-31 04:42:18 -07:00
248e76c4df
fix: lint fix a ruff checkout syntax error ( #15767 )
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Signed-off-by: yihong0618 <zouzou0208@gmail.com>
2025-03-30 03:36:02 -07:00
803d5c35f3
[V1] Override `mm_counts` for dummy data creation ( #15703 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-30 03:20:42 -07:00
7fd8c0f85c
fix test_phi3v ( #15321 )
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Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>
2025-03-30 02:01:34 -07:00
6909a76201
[Bugfix] Fix Mistral guided generation using xgrammar ( #15704 )
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Signed-off-by: Julien Denize <julien.denize@mistral.ai>
2025-03-29 20:20:19 -07:00
045533716b
[CI] xgrammar structured output supports Enum. ( #15757 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2025-03-29 20:20:02 -07:00
c67abd614f
[V1] Support interleaved modality items ( #15605 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-03-29 06:30:09 -07:00
4965ec42d2
[FEAT] [ROCm] Add AITER int8 scaled gemm kernel ( #15433 )
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Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-03-29 03:33:56 -07:00
7a7992085b
[CI] Speed up V1 structured output tests ( #15718 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-28 21:10:45 -07:00
1286211f57
[Bugfix] LoRA V1: add and fix entrypoints tests ( #15715 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-28 21:10:41 -07:00
de1cb38769
[Model] Support Skywork-R1V ( #15397 )
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Signed-off-by: jiacai.liu <932997367@qq.com>
Co-authored-by: jiacai.liu <932997367@qq.com>
2025-03-28 20:39:21 -07:00
c3f687ac22
[V1] TPU - Fix the chunked prompt bug ( #15713 )
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-03-28 20:19:04 +00:00
04437e313d
[Bugfix] [torch.compile] Add Dynamo metrics context during compilation ( #15639 )
...
Signed-off-by: luka <luka@neuralmagic.com>
2025-03-28 14:01:09 -06:00
c6bc0034d0
[Misc] Remove unused utils and clean up imports ( #15708 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-28 09:41:16 -07:00
47e9038d23
Fix cpu offload testing for gptq/awq/ct ( #15648 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-03-29 00:29:32 +08:00
7329ff5468
[V1] Support disable_any_whtespace for guidance backend ( #15584 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-28 23:46:45 +08:00
3b00ff9138
[Bugfix][v1] xgrammar structured output supports Enum. ( #15594 )
...
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2025-03-28 06:14:53 -07:00
3bbaacbe15
[Bugfix][Frontend] Eliminate regex based check in reasoning full generator ( #14821 )
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Signed-off-by: Ce Gao <cegao@tensorchord.ai>
2025-03-28 11:20:35 +00:00
a10314c6b3
[Misc] Fix test_sleep to use query parameters ( #14373 )
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Signed-off-by: Lize Cai <lize.cai@sap.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2025-03-28 18:00:14 +08:00
32b14baf8a
[Refactor][Frontend] Keep all logic about reasoning into one class ( #14428 )
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Signed-off-by: Ce Gao <cegao@tensorchord.ai>
2025-03-28 00:23:30 -07:00
2d9045fce8
[TPU][CI] Fix TPUModelRunner Test ( #15667 )
...
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-03-28 00:01:26 -07:00
355f66348c
[V1] Remove legacy input registry ( #15673 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-27 23:34:34 -07:00
8a49eea74b
[CI][TPU] Temporarily Disable Quant Test on TPU ( #15649 )
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Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
2025-03-27 19:45:05 -07:00
726efc6a32
[Quantization][V1] BitsAndBytes support V1 ( #15611 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-28 10:12:47 +08:00
15dac210f0
[V1] AsyncLLM data parallel ( #13923 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-27 16:14:41 -07:00
4098b72210
[Bugfix][TPU][V1] Fix recompilation ( #15553 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-03-27 19:15:06 +00:00
247181536f
[Misc] Replace `is_encoder_decoder_inputs` with `split_enc_dec_inputs` ( #15620 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-27 17:36:32 +00:00
54aa619459
[V1] Refactor num_computed_tokens logic ( #15307 )
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Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-03-27 04:54:36 +00:00
8095341a01
[misc] LoRA: Remove unused long context test data ( #15558 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-27 10:04:51 +08:00
9239bf718e
[Kernel] CUTLASS grouped gemm fp8 MoE kernel ( #13972 )
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Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Lucas Wilkinson <wilkinson.lucas@gmail.com>
2025-03-27 00:54:44 +00:00
7a6d45bc8a
Support FIPS enabled machines with MD5 hashing ( #15299 )
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Signed-off-by: Matthew Vine <32849887+MattTheCuber@users.noreply.github.com>
2025-03-26 20:19:46 -04:00
9d119a86ae
[V1] TPU CI - Fix test_compilation.py ( #15570 )
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-03-26 21:51:54 +00:00
27df5199d9
Support SHA256 as hash function in prefix caching ( #15297 )
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Signed-off-by: Marko Rosenmueller <5467316+dr75@users.noreply.github.com>
2025-03-26 11:11:28 -07:00
35fad35a48
[V1][Sampler] Faster top-k only implementation ( #15478 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-26 10:56:47 -07:00
1711b929b6
[Model] Add Reasoning Parser for Granite Models ( #14202 )
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Signed-off-by: Alex-Brooks <Alex.brooks@ibm.com>
Co-authored-by: Joe Runde <joe@joerun.de>
2025-03-26 14:28:07 +00:00
cf5c8f1686
Separate base model from `TransformersModel` ( #15467 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-03-26 18:13:38 +08:00
99f536f830
[Misc] Enhance warning information to user-defined chat template ( #15408 )
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Signed-off-by: wwl2755 <wangwenlong2755@gmail.com>
2025-03-26 02:21:15 -07:00
5ebf66748b
[FEAT][ROCm] Integrate Fused MoE Kernels from AITER ( #14967 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-03-26 16:30:30 +08:00
997c8811d6
[Model] Support multi-image for Molmo ( #15438 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-26 11:26:33 +08:00
e42389f9d7
Transformers backend already supports V1 ( #15463 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-25 20:26:16 -07:00
ff38f0a32c
[CI/Build] LoRA: Delete long context tests ( #15503 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-25 17:18:34 -07:00
ac3cd6e83c
[core] add bucket padding to tpu_model_runner ( #14995 )
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Signed-off-by: Chenyaaang <llccyy1212@gmail.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
2025-03-25 17:27:22 -04:00
082ab86f5f
[V1] Support long_prefill_token_threshold in v1 scheduler ( #15419 )
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Signed-off-by: Lu Fang <lufang@fb.com>
2025-03-25 14:22:26 -07:00
0a049c7d86
[CI/Build] Add tests for the V1 tpu_model_runner. ( #14843 )
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Signed-off-by: Yarong Mu <ymu@google.com>
2025-03-25 12:27:16 -04:00
a9e879b316
[Misc] Clean up MiniCPM-V/O code ( #15337 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-25 10:22:52 +00:00
4f044b1d67
[Kernel][CPU] CPU MLA ( #14744 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2025-03-25 09:34:59 +00:00
a09ad90a72
[V1] guidance backend for structured output + `auto` fallback mode ( #14779 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Loc Huynh <jc1da.3011@gmail.com>
Co-authored-by: Michal Moskal <michal@moskal.me>
2025-03-24 21:02:33 -07:00
97cfa65df7
Add pipeline parallel support to `TransformersModel` ( #12832 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-03-25 10:41:45 +08:00
ebcebeeb6b
[V1][Spec Decode] Enable spec decode for top-p & top-k sampling ( #15063 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-03-24 17:16:46 -07:00
f533b5837f
[ROCm][Kernel] MoE weights padding ( #14454 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: charlifu <charlifu@amd.com>
2025-03-24 23:45:30 +00:00
8279201ce6
[Build] Cython compilation support fix ( #14296 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
2025-03-24 23:37:54 +00:00
23fdab00a8
[Hardware][TPU] Skip failed compilation test ( #15421 )
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Signed-off-by: Siyuan Liu <lsiyuan@google.com>
2025-03-24 23:28:57 +00:00
9d72daf4ce
[V1][Perf] Simpler request output queues ( #15156 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
2025-03-24 22:44:08 +00:00
761702fd19
[Core] Integrate `fastsafetensors` loader for loading model weights ( #10647 )
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Signed-off-by: Manish Sethi <Manish.sethi1@ibm.com>
2025-03-24 08:08:02 -07:00
cbcdf2c609
[Bugfix] Fix chat template loading ( #15143 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: chaunceyjiang <chaunceyjiang@gmail.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-03-24 13:50:09 +00:00
6b3cc75be0
[Kernel] allow non-contiguous input for marlin kernel ( #14658 )
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Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
2025-03-24 09:21:33 -04:00
f622dbcf39
[Fix] [torch.compile] Improve UUID system for custom passes ( #15249 )
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Signed-off-by: luka <luka@neuralmagic.com>
2025-03-24 01:54:07 +00:00
d6cd59f122
[Frontend] Support tool calling and reasoning parser ( #14511 )
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Signed-off-by: WangErXiao <863579016@qq.com>
2025-03-23 14:00:07 -07:00
b9bd76ca14
[V1][Spec Decode] Respect prompt_lookup_max ( #15348 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-03-23 10:41:44 -07:00
f68cce8e64
[ci/build] fix broken tests in LLM.collective_rpc ( #15350 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-03-23 14:49:48 +08:00
50c9636d87
[V1][Usage] Refactor speculative decoding configuration and tests ( #14434 )
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Signed-off-by: Shangming Cai <caishangming@linux.alibaba.com>
2025-03-22 19:28:10 -10:00
b877031d80
Remove openvino support in favor of external plugin ( #15339 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-22 14:06:39 -07:00
eb63ea1e18
[V1] Add `disable-any-whitespace` option support for xgrammar ( #15316 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-22 15:56:17 +00:00
2f4bd358f1
[Model] Support Tele-FLM Model ( #15023 )
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Signed-off-by: Naitong Yu <ntyu@baai.ac.cn>
Signed-off-by: jiangxin <horizon94@outlook.com>
Co-authored-by: Jason Fang <jasonfang3900@gmail.com>
Co-authored-by: jiangxin <horizon94@outlook.com>
2025-03-22 02:04:44 -07:00
8a8b30eac1
[Bugfix] LoRA V0 - Fix case where `max_num_seqs` is between cudagraph capture sizes ( #15308 )
...
Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-22 02:03:32 -07:00
ec870fba9a
[FEAT] [ROCm]: Add AITER RMS Norm (Layer Norm) Feature ( #14959 )
...
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-03-21 22:36:14 -07:00
cfbb8c930f
[TPU][V1] MHA Pallas backend ( #15288 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-03-21 08:50:39 -07:00
baec0d4de9
Revert "[Feature] specify model in config.yaml ( #14855 )" ( #15293 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-21 08:30:23 -07:00
93a00d7dde
[v1] Refactor KVCacheConfig ( #14079 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-03-21 04:56:27 -07:00
8afcd0f633
[Bugfix] Fix broken kernel test due to missing rename for v1 Triton backend ( #15282 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-03-21 11:42:06 +00:00
0fa3970deb
[Feature] specify model in config.yaml ( #14855 )
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Signed-off-by: weizeng <weizeng@roblox.com>
2025-03-21 00:26:03 -07:00
da6ea29f7a
[V1] Avoid redundant input processing in n>1 case ( #14985 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-20 22:24:10 -07:00
47195057e9
[V1][TPU] Speed up top-k on TPU by using torch.topk ( #15242 )
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Signed-off-by: Hyesoo Yang <hyeygit@gmail.com>
2025-03-20 19:19:40 -07:00
1e508343e1
[Bugfix] Fix incorrect qwen2.5-vl attention mask pre-computation ( #15200 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-03-20 19:18:04 -07:00
0cfe7d386d
[CI/Build] LoRA : make add_lora_test safer ( #15181 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-21 09:28:53 +08:00
0c6f5023c3
[V1] Scheduler Refactoring [1/N] - Add Scheduler Interface ( #15250 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-03-20 17:50:43 -07:00
d8e82bc06d
[Bugfix] fix V1 Engine crash while handling requests with duplicate request id ( #15043 )
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Signed-off-by: Jiahui Sun <jhsun2020@gmail.com>
2025-03-20 10:01:02 -07:00
086b56824c
[ci] feat: make the test_torchrun_example run with tp=2, external_dp=2 ( #15172 )
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Signed-off-by: Chi Zhang <zhangchi.usc1992@bytedance.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2025-03-21 00:30:04 +08:00
a8652f4f0f
Enable CUDA graph support for llama 3.2 vision ( #14917 )
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Signed-off-by: Matt Ritter <100659061+mritterfigma@users.noreply.github.com>
2025-03-19 23:29:16 -07:00
a597a57595
[Attention] Flash Attention 3 - fp8 ( #14570 )
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Signed-off-by: Mickael Seznec <mickael@mistral.ai>
2025-03-20 01:14:20 -04:00
1f16b7fe74
[Core][V0] Add guidance backend for structured output ( #14589 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Loc Huynh <lohuynh@microsoft.com>
Co-authored-by: Michal Moskal <michal@moskal.me>
Co-authored-by: Aaron Pham <contact@aarnphm.xyz>
2025-03-19 21:33:51 -07:00
d8c6d7d6b5
[V1][TPU] Support V1 Sampler for ragged attention ( #14227 )
...
Signed-off-by: NickLucche <nlucches@redhat.com>
2025-03-19 21:00:39 -07:00
70e500cad9
Fix broken tests ( #14713 )
...
Signed-off-by: JovanSardinha <jovan.sardinha@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2025-03-20 02:06:49 +00:00
61c7a1b856
[V1] Minor V1 async engine test refactor ( #15075 )
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Signed-off-by: andoorve <murali.andoorveedu@mail.utoronto.ca>
Co-authored-by: andoorve <murali.andoorveedu@mail.utoronto.ca>
2025-03-19 10:37:17 -07:00
3d446433ec
[Bugfix] Fix size calculation of processing cache ( #15114 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-19 05:53:19 -07:00
61f412187d
[Bugfix] Re-enable Gemma3 for V1 ( #14980 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-18 23:58:22 -07:00
f690372b68
[Core] Update dtype detection and defaults ( #14858 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-19 13:49:33 +08:00
72a8639b68
[V1] TPU - CI/CD use smaller model ( #15054 )
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-03-18 21:39:21 +00:00
99abb8b650
[V1][Spec Decode] Optimize Rejection Sampler with Triton Kernels ( #14930 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-03-18 14:31:54 -07:00
46c759c165
[Bugfix] Fix LoRA extra vocab size ( #15047 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-18 09:40:29 -07:00
452e8fd968
[MODEL] Add support for Zamba2 models ( #13185 )
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Signed-off-by: Yury Tokpanov <yury@zyphra.com>
Signed-off-by: Quentin Anthony <qganthony@yahoo.com>
Co-authored-by: Quentin Anthony <qganthony@yahoo.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-03-18 08:56:21 -07:00
f863ffc965
[Mistral-Small 3.1] Update docs and tests ( #14977 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-03-18 03:29:42 -07:00
400d483e87
[Kernels] LoRA - Retire SGMV and BGMV Kernels ( #14685 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-18 09:47:53 +00:00
53a0cf8b95
[Neuron] trim attention kernel tests to fit trn1.2x instance ( #14988 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
2025-03-18 15:05:52 +08:00
5eeabc2a44
[Bugfix] Fix bnb quantization for models with both HF-format and Mistral-format weights ( #14950 )
2025-03-17 23:27:26 +00:00
18551e820c
[V1] TPU - Fix CI/CD runner ( #14974 )
2025-03-17 21:07:07 +00:00
b89fb2a4a1
[CI/Build] Use `AutoModelForImageTextToText` to load VLMs in tests ( #14945 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-17 18:35:17 +00:00
c0efdd655b
[Fix][Structured Output] using vocab_size to construct matcher ( #14868 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2025-03-17 11:42:45 -04:00
2bb0e1a799
[Bugfix][ROCm] running new process using spawn method for rocm in tests. ( #14810 )
...
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-03-17 11:33:35 +00:00
8d6cf89526
[V1] [Spec Decode] Support random sampling for spec decode ( #13933 )
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Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-03-16 22:00:20 -07:00
a73e183e36
[Misc] Replace os environ to monkeypatch in test suite ( #14516 )
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Signed-off-by: sibi <85477603+t-sibiraj@users.noreply.github.com>
Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Aaron Pham <contact@aarnphm.xyz>
2025-03-16 20:35:57 -07:00
8a5a9b70d7
[CI/Build] Update defaults for test reproducibility ( #14893 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-17 10:38:15 +08:00
bb3aeddfaf
[CI] Nightly Tests ( #14898 )
...
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2025-03-17 02:06:43 +00:00
aecc780dba
[V1] Enable Entrypoints Tests ( #14903 )
2025-03-16 17:56:16 -07:00
b9b5bdfc7d
[Misc] Catching Ray Compiled Graph PP test failures for V1 ( #14847 )
2025-03-16 15:46:42 -07:00
fc1f67715d
[BugFix][V1] Fix overhead related to bad_words sampling when not in use ( #14894 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-16 14:53:34 -07:00
d1ad2a57af
[V1] [Spec Decode] Fix ngram tests ( #14878 )
2025-03-16 00:29:22 -07:00
def232e122
[VLM] Clean up Phi-4-MM ViT implementation ( #14812 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-03-15 18:53:52 -07:00
61c6a5a796
[VLM] Merged multi-modal processor for Pixtral ( #12211 )
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Signed-off-by: remi <remi@mistral.ai>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-15 06:28:27 -07:00
74bc397b0a
[Core] Expose API endpoint `/is_sleeping` ( #14312 )
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Signed-off-by: Jun Duan <jun.duan.phd@outlook.com>
2025-03-15 06:28:14 -07:00
3556a41434
[VLM] Limit multimodal input cache by memory ( #14805 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-15 02:52:05 -07:00
e0fdfa1608
[CI/Build] Delete LoRA bias test ( #14849 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-14 22:09:25 -07:00
5952d8ab61
[Attention] Get rid of mla cache alignment ( #14842 )
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Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-03-15 05:08:25 +00:00
a2ae496589
[CPU] Support FP8 KV cache ( #14741 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-03-14 22:07:36 -07:00
d4d93db2c5
[V1] V1 Enablement Oracle ( #13726 )
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Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
2025-03-14 22:02:20 -07:00
14f301b541
Update to torch==2.6.0 ( #12721 )
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Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: luka <luka@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-14 16:58:30 -04:00
46f98893dd
[V1] Fix model parameterization for structured output tests ( #14833 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-14 20:55:18 +00:00
73deea2fdb
[Frontend] track server_load ( #13950 )
2025-03-14 09:53:17 -07:00
613c5bb945
[Bugfix] Fix Aria test loading ( #14823 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-14 09:11:23 -07:00
601bd3268e
[Misc] Clean up type annotation for `SupportsMultiModal` ( #14794 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-14 00:59:56 -07:00
0c2af17c76
[CI] Fix missing example model id in processor test ( #14787 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-03-14 13:52:15 +08:00
d3d4956261
[Neuron] flatten test parameterization for neuron attention kernels ( #14712 )
2025-03-13 20:46:56 -07:00
0b1cfa6180
[Kernel] LoRA - Enable CUDAGraphs for V1 ( #14626 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-13 20:42:04 -07:00
02fcaa3d0a
[V1] Detokenizer: Respect Stop Tokens + not include_stop_str_in_output ( #14624 )
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Signed-off-by: Andrew Feldman <afeldman@neuralmagic.com>
2025-03-13 19:07:34 +00:00
8e9ffd37d6
[Misc] Clean up processor tests ( #14771 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-13 18:25:37 +00:00
f53a0586b9
[Bugfix] Fix prompt format of GLM4V ( #14539 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-13 11:37:17 +00:00
382403921f
[VLM] Support pan-and-scan for Gemma3 multi-modal processor ( #14672 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-03-13 02:23:12 -07:00
bd44b812cb
[CI/Build] Delete ultravox LoRA test ( #14730 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-13 07:57:39 +00:00
f5d3acd474
[BugFix][V1] Fix parallel sampling finishing/aborts ( #14512 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-12 10:29:48 -07:00
916836bbfb
[FEAT] [ROCm] [Embedding] Add encoder-only model support into ROCm Flash Attention to enable embedding models. ( #14664 )
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Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2025-03-12 09:31:19 -07:00
c0c25e25fa
[Model] Add support for Gemma 3 ( #14660 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-12 08:36:33 -07:00
ff47aab056
[CPU] Upgrade CPU backend to torch-2.6 ( #13381 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-03-12 10:41:13 +00:00
debd6bbf09
[Kernel] Add ModelOpt FP4 Checkpoint Support ( #12520 )
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Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2025-03-12 05:13:11 +00:00
5c538c37b2
[V1][Bugfix][Spec Decode] Fix incorrect outputs in V1 speculative decoding due to batch indexing ( #14645 )
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Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai>
2025-03-11 22:12:41 -07:00
e22ee1e7a2
[Kernel] GGUF MoE kernel ( #14613 )
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Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
2025-03-12 03:33:27 +00:00
e392d85831
[Core] Refactor `QKVCrossParallelLinear` implementation to support BNB 4-bit quantization ( #14545 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-03-11 20:12:52 -07:00
77a318bd01
[V1][Core] Support MistralTokenizer for Structured Output ( #14625 )
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Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
2025-03-12 10:40:09 +08:00
80e78d02ac
[Model] Extend Ultravox to accept audio longer than 30s ( #13631 )
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Signed-off-by: Farzad Abdolhosseini <farzad@fixie.ai>
2025-03-12 10:27:10 +08:00
47532cd9f4
[core][V1] pluggable scheduler ( #14466 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2025-03-12 01:15:15 +00:00
4bf82d4b90
[V1] Add regex structured output support with xgrammar ( #14590 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-03-11 23:03:44 +08:00
af295e9b01
[Bugfix] Update `--hf-overrides` for `Alibaba-NLP/gte-Qwen2` ( #14609 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-11 07:59:43 -07:00
a1c8f3796c
dynamic distpatch of fp8 kernels ( #14245 )
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Signed-off-by: Jeff Daily <jeff.daily@amd.com>
2025-03-11 10:54:56 -04:00
1fc973c0b5
[V1][Core] Fix memory issue with logits & sampling ( #14508 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Varun Sundar Rabindranath <3337719+varun-sundar-rabindranath@users.noreply.github.com>
2025-03-11 04:03:41 +00:00
c91b64f749
[neuron] add reshape_and_cache ( #14391 )
2025-03-10 18:37:29 -07:00
d6123170d5
[Neuron] Add Neuron device communicator for vLLM v1 ( #14085 )
2025-03-10 18:37:04 -07:00
5ff0d32580
[V1] LoRA - Add triton kernels for V1 ( #13096 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-10 17:27:53 -04:00
3b352a2f92
Correct capitalisation: `VLLM` -> `vLLM` ( #14562 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-10 16:36:21 +00:00
89cdaa83e7
[Kernel] Add more dtype support for GGUF kernels ( #14043 )
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Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
2025-03-10 07:30:04 -07:00
5f0b53c6ea
Revert "[V1][Core] Fix memory issue with logits & sampling" ( #14504 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-03-08 17:43:37 -08:00
eb8b5eb183
[V1] Support bad_words in sampler ( #13376 )
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Signed-off-by: 22quinn <33176974+22quinn@users.noreply.github.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-03-08 14:50:26 -08:00
609ef61fea
[Bugfix] Fix profiling OOM and decouple encoder multimodal profiling ( #14361 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-03-08 16:52:34 +00:00
8d5aa466fb
[V1][Core] Fix memory issue with logits & sampling ( #13776 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-03-08 06:11:04 -08:00
cb8bdfade2
[V1] TPU - Add tensor parallel support via Ray ( #13618 )
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Signed-off-by: Alexander Matveev <amatveev@redhat.com>
2025-03-08 08:19:38 -05:00
33f227e16b
[CI/Build] Use a fixed seed to avoid flaky tests ( #14480 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-03-08 11:30:09 +00:00
47512b3200
Default to `generation_config` from model ( #12622 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-08 14:46:15 +08:00
ef64044079
[V1] Prompt logprobs + APC compatibility; prompt logprobs reqs cannot fill APC ( #13949 )
2025-03-08 01:48:12 +00:00
8ed5421aaa
[V1] Eagerly remove finished requests from the batch ( #14388 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-07 10:56:00 -08:00
d0feea31c7
[Kernel] optimize performance of gptq marlin kernel when n is small ( #14138 )
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Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
2025-03-07 11:53:38 -05:00
80e9afb5bc
[V1][Core] Support for Structured Outputs ( #12388 )
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Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Signed-off-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-03-07 07:19:11 -08:00
cc10281498
[Misc] Set default value of seed to None ( #14274 )
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Signed-off-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com>
2025-03-07 10:40:01 +00:00
12c29a881f
[Bugfix] Further clean up LoRA test ( #14422 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-07 10:30:55 +00:00
8ca7a71df7
OpenVINO: added CPU-like conditions ( #14338 )
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Signed-off-by: Ilya Lavrenov <ilya.lavrenov@intel.com>
2025-03-06 22:24:49 -08:00
ddd1ef66ec
[Bugfix] Fix JambaForCausalLM LoRA ( #14370 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-06 22:05:47 -08:00
e1744502c2
[FP8] Refactor apply_fp8_linear and apply_fp8_linear_generic into an object ( #14390 )
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Signed-off-by: luka <luka@neuralmagic.com>
2025-03-07 05:20:16 +00:00
cd579352bf
[V1] Do not detokenize if sampling param detokenize is False ( #14224 )
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Signed-off-by: Himanshu Jaju <hj@mistral.ai>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-03-06 10:40:24 -08:00
bf0560bda9
Reinstate `best_of` for V0 ( #14356 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-06 08:34:22 -08:00
6bd1dd9d26
[Kernel] [V1] Improved performance for V1 Triton (ROCm) backend ( #14152 )
2025-03-06 07:39:16 -08:00
fa82b93853
[Frontend][Docs] Transcription API streaming ( #13301 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-03-06 10:39:35 +00:00
1769928079
[Model] Update Paligemma multimodal processing with PromptUpdate ( #14015 )
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Signed-off-by: Kyle Huang <kylhuang@nvidia.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2025-03-06 08:31:38 +00:00
5ee10e990d
[Bugfix][CI] ALiBi test case in xformers multi_query_kv_attention ( #11301 )
2025-03-05 20:00:53 -08:00
3dbd2d813a
[V1] LoRA - Enable more V1 tests ( #14315 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-03-06 11:55:42 +08:00
f6bb18fd9a
[BugFix] MLA + V1, illegal memory access and accuracy issues ( #14253 )
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Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-03-05 17:10:13 -08:00
53ea6ad830
[V1][Easy] Add empty allowed_token_ids in the v1 sampler test ( #14308 )
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Signed-off-by: Lu Fang <lufang@fb.com>
2025-03-05 21:41:18 +00:00
a4f1ee35d6
Deprecate `best_of` Sampling Parameter in anticipation for vLLM V1 ( #13997 )
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Signed-off-by: vincent-4 <vincentzhongy+githubvincent4@gmail.com>
Signed-off-by: Brayden Zhong <b8zhong@uwaterloo.ca>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Brayden Zhong <b8zhong@uwaterloo.ca>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-03-05 20:22:43 +00:00
257e200a25
[V1][Frontend] Add Testing For V1 Runtime Parameters ( #14159 )
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Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2025-03-05 14:18:55 +00:00
32985bed7c
[Frontend] Allow return_tokens_as_token_ids to be passed as a request param ( #14066 )
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Signed-off-by: Benjamin Chislett <benjamin.chislett@centml.ai>
2025-03-05 06:30:40 +00:00
dae9ec464c
Temporarily disable test_awq_gemm_opcheck ( #14251 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-03-05 06:10:35 +00:00
72c62eae5f
[V1] EP/TP MoE + DP Attention ( #13931 )
2025-03-04 21:27:26 -08:00
0a995d5434
[Model] New model support for Phi-4-multimodal-instruct ( #14119 )
2025-03-04 20:57:01 -08:00
5db6b2c961
[V1][BugFix] Fix remaining sync engine client shutdown errors/hangs ( #13869 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-03-04 15:06:47 +00:00
c060b71408
[Model] Add support for GraniteMoeShared models ( #13313 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-03-04 08:04:52 +08:00
ae122b1cbd
[WIP][[V1][Metrics] Implement max_num_generation_tokens, request_params_n, and request_params_max_tokens metrics ( #14055 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-03-03 19:04:45 +00:00
848a6438ae
[ROCm] Faster Custom Paged Attention kernels ( #12348 )
2025-03-03 09:24:45 -08:00
f35f8e2242
[Build] Make sure local main branch is synced when VLLM_USE_PRECOMPILED=1 ( #13921 )
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Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
2025-03-03 16:43:14 +08:00
cf069aa8aa
Update deprecated Python 3.8 typing ( #13971 )
2025-03-02 17:34:51 -08:00
bf33700ecd
[v0][structured output] Support reasoning output ( #12955 )
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Signed-off-by: Ce Gao <cegao@tensorchord.ai>
2025-03-02 14:49:42 -05:00
cc5e8f6db8
[Model] Add LoRA support for TransformersModel ( #13770 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-03-02 09:17:34 +08:00
6a92ff93e1
[Misc][Kernel]: Add GPTQAllSpark Quantization ( #12931 )
2025-02-28 22:30:59 -08:00
bd56c983d6
[torch.compile] Fix RMSNorm + quant fusion in the non-cutlass-fp8 case, rename RedundantReshapesPass to NoopEliminationPass ( #10902 )
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Signed-off-by: luka <luka@neuralmagic.com>
2025-02-28 16:20:11 -07:00
28943d36ce
[v1] Move block pool operations to a separate class ( #13973 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
2025-02-28 20:53:31 +00:00
e7bd944e08
[v1] Cleanup the BlockTable in InputBatch ( #13977 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-02-28 19:03:16 +00:00
4be4b26cb7
Fix entrypoint tests for embedding models ( #14052 )
2025-02-28 08:56:44 -08:00
f7bee5c815
[VLM][Bugfix] Enable specifying prompt target via index ( #14038 )
2025-02-28 07:35:55 -08:00
76c89fcadd
Use smaller embedding model when not testing model specifically ( #13891 )
2025-02-28 00:50:43 -08:00
73e0225ee9
[Bugfix] Check that number of images matches number of <|image|> tokens with mllama ( #13911 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2025-02-28 04:00:45 +00:00
38acae6e97
[ROCm] Fix the Kernels, Core, and Prefix Caching AMD CI groups ( #13970 )
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Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-02-27 20:31:47 +00:00
f1579b229d
[VLM] Generalized prompt updates for multi-modal processor ( #13964 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-02-27 17:44:25 +00:00
edf309ebbe
[VLM] Support multimodal inputs for Florence-2 models ( #13320 )
2025-02-27 02:06:41 -08:00
788f284b53
Fix test_block_fp8.py test for MoE ( #13915 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-02-27 18:00:00 +08:00
cd711c48b2
[V1][Metrics] Handle preemptions ( #13169 )
2025-02-26 20:04:59 -08:00
c9944acbf9
[misc] Rename Ray ADAG to Compiled Graph ( #13928 )
2025-02-26 20:03:28 -08:00
f95903909f
[Kernel] FlashMLA integration ( #13747 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2025-02-27 10:35:08 +08:00
4cb6fa0a9c
[Bugfix] Backend option to disable xgrammar any_whitespace ( #12744 )
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Signed-off-by: Wallas Santos <wallashss@ibm.com>
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
Co-authored-by: Joe Runde <Joseph.Runde@ibm.com>
2025-02-26 10:52:34 -08:00
934bb99c71
[Bugfix] Update expected token counts for Ultravox tests ( #13895 )
2025-02-26 04:56:50 -08:00
3f808cc044
[Bugfix] Do not crash V0 engine on input errors ( #13101 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2025-02-26 19:07:29 +08:00
215bf150a6
[Bugfix] Handle None parameters in Mistral function calls. ( #13786 )
2025-02-26 03:06:21 -08:00
7b700ec8c8
[Bugfix] Add test example for Ultravox v0.5 ( #13890 )
2025-02-26 02:31:43 -08:00
7ca1da020f
[Misc] Fix input processing for Ultravox ( #13871 )
2025-02-25 23:56:34 -08:00
5157338ed9
[Misc] Improve LoRA spelling ( #13831 )
2025-02-25 23:43:01 -08:00
145944cb94
Improve pipeline partitioning ( #13839 )
2025-02-25 18:53:56 -08:00
5629f26df7
[V1][Spec Decode] Change Spec Decode Rejection Sampling API ( #13729 )
2025-02-25 18:14:48 -08:00
07c4353057
[Model] Support Grok1 ( #13795 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-02-26 01:07:12 +00:00
34e3494e70
Fix failing `MyGemma2Embedding` test ( #13820 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-02-25 12:33:03 -08:00
f75aa72732
[Neuron] Add custom_ops for neuron backend ( #13246 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
Co-authored-by: George Novack <gnovack@amazon.com>
Co-authored-by: Aoyu Zhang <aoyuzhan@amazon.com>
2025-02-25 11:47:49 -08:00
37b6cb4985
[CI/Build] Fix V1 LoRA failure ( #13767 )
2025-02-25 02:01:15 -08:00
aabeb2688f
[ROCm][Quantization][Kernel] Using HIP FP8 header ( #12593 )
2025-02-25 00:39:59 -08:00
03f48b3db6
[Core] LoRA V1 - Add add/pin/list/remove_lora functions ( #13705 )
2025-02-25 00:18:02 -08:00
cdc1fa12eb
Remove unused kwargs from model definitions ( #13555 )
2025-02-24 17:13:52 -08:00
befc402d34
[V1] V1 engine implements parallel sampling (AsyncLLM and LLMEngine) ( #10980 )
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Signed-off-by: Andrew Feldman <afeldman@neuralmagic.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-02-24 08:29:41 -08:00
781096e385
Expert Parallelism (EP) Support for DeepSeek V2 ( #12583 )
2025-02-24 07:33:20 -08:00
f90a375593
[ci] Add logic to change model to S3 path only when S3 CI env var is on ( #13727 )
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Signed-off-by: <>
Co-authored-by: EC2 Default User <ec2-user@ip-172-31-63-253.us-west-2.compute.internal>
2025-02-24 06:32:11 +00:00
cbae7af552
[V1][BugFix] Fix engine core client shutdown hangs ( #13298 )
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Even though ZMQ context.destroy() is meant to close open sockets before terminating the context, it appears to be necessary to do this explicitly or else it can hang in the context.term() method.
Close zmq sockets explicitly before terminating context, make shutdown of client resource more robust, shut down engine core process prior to terminating zmq context.
Signed-off-by: Nick Hill <nhill@redhat.com>
2025-02-23 13:07:43 -08:00
eb24dc4a45
[v1] torchrun compatibility ( #13642 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-23 22:47:24 +08:00
ba5106e519
[LMM] Implement merged multimodal processor for whisper ( #13278 )
2025-02-23 01:46:03 -08:00
2c5e637b57
[ci] Use env var to control whether to use S3 bucket in CI ( #13634 )
2025-02-22 19:19:45 -08:00
558db8083c
[V1][Kernel] Refactor the prefix_prefill kernel so that the caller no longer has to pass in the context lengths ( #13095 )
2025-02-22 05:25:41 -08:00
e109e598c7
[NVIDIA] Support nvfp4 cutlass gemm ( #13571 )
2025-02-22 05:24:05 -08:00
8db1b9d0a1
Support SSL Key Rotation in HTTP Server ( #13495 )
2025-02-22 05:17:44 -08:00
105b8ce4c0
[Misc] Reduce LoRA-related static variable ( #13166 )
2025-02-22 00:21:30 -08:00
2cb8c1540e
[Metrics] Add `--show-hidden-metrics-for-version` CLI arg ( #13295 )
2025-02-22 00:20:45 -08:00
1cd981da4f
[V1][Metrics] Support `vllm:cache_config_info` ( #13299 )
2025-02-22 00:20:00 -08:00
bb78fb318e
[v1] Support allowed_token_ids in v1 Sampler ( #13210 )
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Signed-off-by: Lu Fang <lufang@fb.com>
2025-02-22 14:13:05 +08:00
0ffdf8ce0c
[HTTP Server] Make model param optional in request ( #13568 )
2025-02-21 21:55:50 -08:00
288cc6c234
[Attention] MLA with chunked prefill ( #12639 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Patrick Horn <patrick.horn@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-21 15:30:12 -08:00
34ad27fe83
[ci] Fix metrics test model path ( #13635 )
2025-02-20 22:12:10 -08:00
1c3c975766
[FEATURE] Enables /score endpoint for embedding models ( #12846 )
2025-02-20 22:09:47 -08:00
33170081f1
[Neuron][Kernel] Vectorize KV cache load in FlashPagedAttention to maximize DMA bandwidth ( #13245 )
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Signed-off-by: Lingfan Yu <lingfany@amazon.com>
2025-02-20 17:45:45 -08:00
bfbc0b32c6
[Frontend] Add backend-specific options for guided decoding ( #13505 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2025-02-20 15:07:58 -05:00
992e5c3d34
Merge similar examples in `offline_inference` into single `basic` example ( #12737 )
2025-02-20 04:53:51 -08:00
a64a84433d
[2/n][ci] S3: Use full model path ( #13564 )
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Signed-off-by: <>
2025-02-20 01:20:15 -08:00
aa1e62d0db
[ci] Fix spec decode test ( #13600 )
2025-02-20 16:56:00 +08:00
ba81163997
[core] add sleep and wake up endpoint and v1 support ( #12987 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: cennn <2523403608@qq.com>
Co-authored-by: cennn <2523403608@qq.com>
2025-02-20 12:41:17 +08:00
512368e34a
[Misc] Qwen2.5 VL support LoRA ( #13261 )
2025-02-19 18:37:55 -08:00
473f51cfd9
[3/n][CI] Load Quantization test models with S3 ( #13570 )
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Signed-off-by: <>
Co-authored-by: EC2 Default User <ec2-user@ip-172-31-20-117.us-west-2.compute.internal>
2025-02-20 10:12:30 +08:00
377d10bd14
[VLM][Bugfix] Pass processor kwargs properly on init ( #13516 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-02-19 13:13:50 +00:00
Harry Mellor
Cyrus Leung
Sangyeon Cho
vllmellm
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Mark McLoughlin
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wang.yuqi
Rui Qiao
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Nick Hill
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Alexander Matveev
shangmingc
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Julien Denize
TJian
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Ce Gao
Lize Cai
Cody Yu
ElizaWszola
Matthew Vine
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Thien Tran
Gregory Shtrasberg
Siyuan Liu
Manish Sethi
Robin
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Matt Ritter
Mickaël Seznec
Jovan Sardinha
Murali Andoorveedu
yury-tokpanov
Patrick von Platen
Aaron Pham
Sibi
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மனோஜ்குமார் பழனிச்சாமி
Ilya Lavrenov
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Thomas Parnell
kYLe
Vincent
Congcong Chen
YajieWang
Sage Moore
Wallas Henrique
Florian Greinacher
Jongseok Park
Kevin H. Luu
Kaixi Hou
Keyun Tong
Gabriel Marinho
Lingfan Yu