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 )
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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 )
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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 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-03-19 21:00:39 -07:00
70e500cad9
Fix broken tests ( #14713 )
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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 )
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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 )
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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 )
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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 )
...
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 )
...
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 )
...
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 )
...
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 )
...
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 )
...
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
423330263b
[Feature] Pluggable platform-specific scheduler ( #13161 )
...
Signed-off-by: Yannick Schnider <yannick.schnider1@ibm.com>
Signed-off-by: Yannick Schnider <Yannick.Schnider1@ibm.com>
2025-02-19 17:16:38 +08:00
caf7ff4456
[V1][Core] Generic mechanism for handling engine utility ( #13060 )
...
Signed-off-by: Nick Hill <nhill@redhat.com>
2025-02-19 17:09:22 +08:00
f525c0be8b
[Model][Speculative Decoding] DeepSeek MTP spec decode ( #12755 )
...
Signed-off-by: Lu Fang <fanglu@fb.com>
Co-authored-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
2025-02-19 17:06:23 +08:00
983a40a8bb
[Bugfix] Fix Positive Feature Layers in Llava Models ( #13514 )
...
Signed-off-by: Alex-Brooks <Alex.brooks@ibm.com>
2025-02-19 08:50:07 +00:00
d5d214ac7f
[1/n][CI] Load models in CI from S3 instead of HF ( #13205 )
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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>
2025-02-19 07:34:59 +00:00
30172b4947
[V1] Optimize handling of sampling metadata and req_ids list ( #13244 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
2025-02-18 12:15:33 -08:00
a4d577b379
[V1][Tests] Adding additional testing for multimodal models to V1 ( #13308 )
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Signed-off-by: andoorve <37849411+andoorve@users.noreply.github.com>
2025-02-18 09:53:14 -08:00
3809458456
[Bugfix] Fix invalid rotary embedding unit test ( #13431 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
2025-02-18 11:52:03 +00:00
b53d79983c
Add outlines fallback when JSON schema has enum ( #13449 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-02-18 06:49:41 +00:00
67ef8f666a
[Model] Enable quantization support for `transformers` backend ( #12960 )
2025-02-17 19:52:47 -08:00
cd4a72a28d
[V1][Spec decode] Move drafter to model runner ( #13363 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-02-17 15:40:12 -08:00
4c21ce9eba
[V1] Get input tokens from scheduler ( #13339 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-02-17 11:01:07 -08:00
1f69c4a892
[Model] Support Mamba2 (Codestral Mamba) ( #9292 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Yu Chin Fabian Lim <flim@sg.ibm.com>
2025-02-17 20:17:50 +08:00
46cdd59577
[Feature][Spec Decode] Simplify the use of Eagle Spec Decode ( #12304 )
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Signed-off-by: Shangming Cai <caishangming@linux.alibaba.com>
2025-02-16 19:32:26 -08:00
5d2965b7d7
[Bugfix] Fix 2 Node and Spec Decode tests ( #13341 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-02-16 22:20:22 +08:00
124776ebd5
[ci] skip failed tests for flashinfer ( #13352 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-16 22:09:15 +08:00
dc0f7ccf8b
[BugFix] Enhance test_pos_encoding to support execution on multi-devices ( #13187 )
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Signed-off-by: wchen61 <wchen61@foxmail.com>
2025-02-16 08:59:49 +00:00
80f63a3966
[V1][Spec Decode] Ngram Spec Decode ( #12193 )
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Signed-off-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
2025-02-15 18:05:11 -08:00
9206b3d7ec
[V1][PP] Run engine busy loop with batch queue ( #13064 )
2025-02-15 03:59:01 -08:00
2ad1bc7afe
[V1][Metrics] Add iteration_tokens_total histogram from V0 ( #13288 )
2025-02-15 03:56:19 -08:00
e7eea5a520
[V1][CI] Fix failed v1-test because of min_p ( #13316 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-02-14 17:29:51 -08:00
a12934d3ec
[V1][Core] min_p sampling support ( #13191 )
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Signed-off-by: Aoyu <aoyuzhan@amazon.com>
Co-authored-by: Aoyu <aoyuzhan@amazon.com>
2025-02-14 15:50:05 -08:00
3bcb8c75da
[Core] Reduce TTFT with concurrent partial prefills ( #10235 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
Signed-off-by: Prashant Gupta <prashantgupta@us.ibm.com>
Co-authored-by: Prashant Gupta <prashantgupta@us.ibm.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
2025-02-14 15:36:07 -08:00
5e5c8e091e
[Quant][Perf] Use moe_wna16 kernel by default for MoEs with many experts ( #13236 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-02-14 12:53:42 -08:00
6224a9f620
Support logit_bias in v1 Sampler ( #13079 )
2025-02-14 04:34:59 -08:00
45f90bcbba
[WIP] TPU V1 Support Refactored ( #13049 )
2025-02-14 00:21:53 -08:00
b0ccfc565a
[Bugfix][V1] GPUModelRunner._update_states should return True when there is a finished request in batch ( #13126 )
2025-02-13 22:39:20 -08:00
cbc40128eb
[V1] LoRA - Enable Serving Usecase ( #12883 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-02-14 14:21:12 +08:00
f2b20fe491
Consolidate Llama model usage in tests ( #13094 )
2025-02-13 22:18:03 -08:00
09545c0a94
[Bugfix/CI] Turn test_compressed_tensors_2of4_sparse back on ( #13250 )
2025-02-13 20:19:25 -08:00
c1e37bf71b
[Kernel][Bugfix] Refactor and Fix CUTLASS 2:4 Sparse Kernels ( #13198 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-14 00:01:14 +00:00
d84cef76eb
[Frontend] Add `/v1/audio/transcriptions` OpenAI API endpoint ( #12909 )
2025-02-13 07:23:45 -08:00
37dfa60037
[Bugfix] Missing Content Type returns 500 Internal Server Error ( #13193 )
2025-02-13 06:52:22 -08:00
1bc3b5e71b
[VLM] Separate text-only and vision variants of the same model architecture ( #13157 )
2025-02-13 06:19:15 -08:00
c9d3ecf016
[VLM] Merged multi-modal processor for Molmo ( #12966 )
2025-02-13 04:34:00 -08:00
9605c1256e
[V1][core] Implement pipeline parallel on Ray ( #12996 )
2025-02-13 08:02:46 +00:00
04f50ad9d1
[Bugfix] deepseek_r1_reasoning_parser put reason content in wrong field in certain edge case ( #13097 )
2025-02-12 23:11:26 -08:00
bc55d13070
[VLM] Implement merged multimodal processor for Mllama ( #11427 )
2025-02-12 20:26:21 -08:00
4fc5c23bb6
[NVIDIA] Support nvfp4 quantization ( #12784 )
2025-02-12 19:51:51 -08:00
14b7899d10
[CI] Fix failing FP8 cpu offload test ( #13170 )
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Signed-off-by: mgoin <mgoin64@gmail.com>
2025-02-12 19:16:06 +00:00
36a08630e8
[CORE] [QUANT] Support for GPTQModel's `dynamic` quantization per module override/control ( #7086 )
2025-02-12 09:19:43 -08:00
82cabf53a3
[Misc] Delete unused LoRA modules ( #13151 )
2025-02-12 08:58:24 -08:00
314cfade02
[Frontend] Generate valid tool call IDs when using `tokenizer-mode=mistral` ( #12332 )
2025-02-12 08:29:56 -08:00
e92694b6fe
[Neuron][Kernel] Support Longer Sequences in NKI-based Flash PagedAttention and Improve Efficiency ( #12921 )
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Signed-off-by: Lingfan Yu <lingfany@amazon.com>
2025-02-11 21:12:37 -08:00
974dfd4971
[Model] IBM/NASA Prithvi Geospatial model ( #12830 )
2025-02-11 20:34:30 -08:00
3ee696a63d
[RFC][vllm-API] Support tokenizer registry for customized tokenizer in vLLM ( #12518 )
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Signed-off-by: Keyun Tong <tongkeyun@gmail.com>
2025-02-12 12:25:58 +08:00
6c4dbe23eb
[BugFix] Pop instead of del CUDA_VISIBLE_DEVICES ( #12962 )
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Signed-off-by: Hollow Man <hollowman@opensuse.org>
2025-02-12 00:21:50 +08:00
75e6e14516
[V1][Metrics] Add several request timing histograms ( #12644 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-02-11 10:14:00 -05:00
110f59a33e
[Bugfix] fix flaky test ( #13089 )
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Signed-off-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com>
2025-02-11 14:41:20 +00:00
41c5dd45b9
[V1][Metrics] Add GPU prefix cache hit rate % gauge ( #12592 )
2025-02-11 08:27:25 +00:00
fc6485d277
[Bugfix]: Reasoning output bug according to the chat template change ( #13025 )
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Signed-off-by: Ce Gao <cegao@tensorchord.ai>
2025-02-11 15:49:03 +08:00
78a141d768
[Misc] LoRA - Refactor Punica ops tests ( #12970 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-02-11 07:26:03 +00:00
cb080f32e3
[Bugfix] Support missing tool parameters in mistral tokenizer ( #12884 )
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Signed-off-by: Florian Greinacher <florian.greinacher@siemens.com>
2025-02-11 03:33:33 +00:00
08b2d845d6
[Model] Ultravox Model: Support v0.5 Release ( #12912 )
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Signed-off-by: Farzad Abdolhosseini <farzad@fixie.ai>
2025-02-10 22:02:48 +00:00
2ae889052c
Fix seed parameter behavior in vLLM ( #13007 )
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Signed-off-by: மனோஜ்குமார் பழனிச்சாமி <smartmanoj42857@gmail.com>
2025-02-10 23:26:50 +08:00
51f0b5f7f6
[Bugfix] Clean up and fix multi-modal processors ( #13012 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-02-10 10:45:21 +00:00
b2496bb07f
[core] fix sleep mode and pytorch checkpoint compatibility ( #13001 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-10 13:03:43 +08:00
59fff4a01a
[core] improve error handling when wake up from sleep mode ( #12981 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-10 09:38:57 +08:00
cf797aa856
[core] port pynvml into vllm codebase ( #12963 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-09 15:00:00 +08:00
86222a3dab
[VLM] Merged multi-modal processor for GLM4V ( #12449 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-02-08 20:32:16 +00:00
91dd8f7aa6
[bugfix] respect distributed_executor_backend in world_size=1 ( #12934 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-08 16:17:08 +08:00
3243158336
[V1] Move KV block hashes from Request to KVCacheManager ( #12922 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-02-07 19:14:10 -08:00
eaa92d4437
[ROCm] [Feature] [Doc] [Dockerfile] [BugFix] Support Per-Token-Activation Per-Channel-Weight FP8 Quantization Inferencing ( #12501 )
2025-02-07 08:13:43 -08:00
0630d4537a
[V1] Logprobs and prompt logprobs support ( #9880 )
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This PR is adding support for sample logprobs & prompt logprobs to vLLM v1.
New behavior:
- During model execution, model runner computes sample logprobs (if user-provided logprobs setting is not None) and prompt logprobs (if user-provided prompt_logprobs setting is not None). For both sample and prompt logprobs, the engine core returns 3 vectors: token ids, token logprob values, token ranks. Ranks reflect tokens' 1-indexed positions in the vocabulary vector after sorting the vocabulary by log probability in descending order.
- In scheduler.update_from_output(), sample and prompt logprobs are incorporated into the EngineCoreOutput data structure which is transferred to the engine client. If multiprocessing is enabled, then sample and prompt logprobs will be (de)serialized when the EngineCoreOutput data structure is (de)serialized.
- During output processing, the LogprobsProcessor transforms the triplet of token ids, token logprobs values, and token ranks into the OpenAI-compatible List[Dict[token id,Logprob]] format (for sample and prompt logprobs respectively.)
- Each Logprob instance (whether sample- or prompt-) consists of a token's log-probability, rank, and detokenized string representation. Note that logprob detokenization is handled by the LogprobsProcessor not the detokenizer.
Signed-off-by: Andrew Feldman <afeldman@neuralmagic.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
2025-02-07 07:26:20 -08:00
ce26b16268
[Misc] Remove unnecessary detokenization in multimodal processing ( #12868 )
2025-02-07 06:21:17 -08:00
6e1fc61f0f
Prevent unecessary requests to huggingface hub ( #12837 )
2025-02-06 21:37:41 -08:00
aff404571b
Add Bamba Model ( #10909 )
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Signed-off-by: Yu Chin Fabian Lim <flim@sg.ibm.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2025-02-06 15:22:42 -08:00
467a96a541
[V1] LoRA Support ( #10957 )
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Signed-off-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2025-02-06 09:32:51 -08:00
09b95e36ab
[torch.compile] PyTorch 2.6 and nightly compatibility ( #12393 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-07 01:09:07 +08:00
85ac82d228
[Kernel] Make rotary_embedding ops more flexible with input shape ( #12777 )
2025-02-06 08:46:13 -08:00
7ca9934fe7
[Misc] Update w2 scale loading for GPTQMarlinMoE ( #12757 )
2025-02-06 01:02:14 -08:00
56534cd577
[Bugfix] Fix the test_ultravox.py's license ( #12806 )
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Signed-off-by: Lu Fang <lufang@fb.com>
2025-02-06 13:25:54 +08:00
d88506dda4
[Model] LoRA Support for Ultravox model ( #11253 )
2025-02-05 19:54:13 -08:00
75404d041b
[VLM] Update compatibility with transformers 4.49
2025-02-05 19:09:45 -08:00
bf3b79efb8
[VLM] Qwen2.5-VL
2025-02-05 13:31:38 -08:00
3b2005e1db
Add: Support for Sparse24Bitmask Compressed Models
2025-02-05 13:30:43 -08:00
75e94309e8
[Perf] Mem align KV caches for CUDA devices (MLA perf improvement) ( #12676 )
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Signed-off-by: simon-mo <xmo@berkeley.edu>
Signed-off-by: Lucas Wilkinson <lcwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
2025-02-04 18:22:24 -08:00
233df6f5c4
[V1][Metrics] Add request_success_total counter, labelled with finish reason ( #12579 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-02-04 19:46:54 -05:00
18016a5e62
[Bugfix] Fix CI failures for InternVL and Mantis models ( #12728 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-02-04 23:54:23 +08:00
815079de8e
[VLM] merged multimodal processor and V1 support for idefics3 ( #12660 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-02-04 20:00:51 +08:00
18a88fcccc
[V1] Remove scheduling constraint on partial requests ( #12674 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-02-04 02:43:58 -08:00
d1ca7df84d
[VLM] Merged multi-modal processor for InternVL-based models ( #12553 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-02-04 16:44:52 +08:00
c36ac98d01
[AMD][ROCm] Enable DeepSeek model on ROCm ( #12662 )
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Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
2025-02-04 08:24:11 +00:00
bb392af434
[Doc] Replace ibm-fms with ibm-ai-platform ( #12709 )
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Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
2025-02-04 07:05:04 +00:00
73b35cca7f
[Core] Improve hash collision avoidance in prefix caching ( #12621 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-02-03 16:28:20 -08:00
5095e96606
[V1] Revert `uncache_blocks` and support recaching full blocks ( #12415 )
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Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
2025-02-03 15:04:53 -08:00
cf58b9c4ca
[MISC] Remove model input dumping when exception ( #12582 )
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Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
2025-02-03 13:34:16 -08:00
33e0602e59
[Misc] Fix improper placement of SPDX header in scripts ( #12694 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-02-03 11:16:59 -08:00
a1a2aaadb9
[Model]: Add `transformers` backend support ( #11330 )
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# Adds support for `transformers` as a backend
Following https://github.com/huggingface/transformers/pull/35235 , a
bunch of models should already be supported, we are ramping up support
for more models.
Thanks @Isotr0py for the TP support, and @hmellor for his help as well!
This includes:
- `trust_remote_code=True` support: any model on the hub, if it
implements attention the correct way can be natively supported!!
- tensor parallel support
---------
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <41363108+Isotr0py@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2025-02-03 21:30:38 +08:00
20579c0fae
make sure mistral_common not imported for non-mistral models ( #12669 )
...
When people use deepseek models, they find that they need to solve cv2
version conflict, see https://zhuanlan.zhihu.com/p/21064432691 .
I added the check, and make all imports of `cv2` lazy.
---------
Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-02-03 13:40:25 +08:00
e489ad7a21
[Misc] Add SPDX-License-Identifier headers to python source files ( #12628 )
...
- **Add SPDX license headers to python source files**
- **Check for SPDX headers using pre-commit**
commit 9d7ef44c3cfb72ca4c32e1c677d99259d10d4745
Author: Russell Bryant <rbryant@redhat.com>
Date: Fri Jan 31 14:18:24 2025 -0500
Add SPDX license headers to python source files
This commit adds SPDX license headers to python source files as
recommended to
the project by the Linux Foundation. These headers provide a concise way
that is
both human and machine readable for communicating license information
for each
source file. It helps avoid any ambiguity about the license of the code
and can
also be easily used by tools to help manage license compliance.
The Linux Foundation runs license scans against the codebase to help
ensure
we are in compliance with the licenses of the code we use, including
dependencies. Having these headers in place helps that tool do its job.
More information can be found on the SPDX site:
- https://spdx.dev/learn/handling-license-info/
Signed-off-by: Russell Bryant <rbryant@redhat.com>
commit 5a1cf1cb3b80759131c73f6a9dddebccac039dea
Author: Russell Bryant <rbryant@redhat.com>
Date: Fri Jan 31 14:36:32 2025 -0500
Check for SPDX headers using pre-commit
Signed-off-by: Russell Bryant <rbryant@redhat.com>
---------
Signed-off-by: Russell Bryant <rbryant@redhat.com>
2025-02-02 11:58:18 -08:00
f8ece6e17f
[Core][v1] Unify allocating slots in prefill and decode in KV cache manager ( #12608 )
...
As mentioned in RFC https://github.com/vllm-project/vllm/issues/12254 ,
this PR achieves the task: combine allocate_slots and append_slots.
There should be no functionality change, except that in decode, also
raise exception when num_tokens is zero (like prefill), and change the
unit test case accordingly.
@comaniac @rickyyx @WoosukKwon @youkaichao @heheda12345 @simon-mo
---------
Signed-off-by: Shawn Du <shawnd200@outlook.com>
2025-02-02 16:40:58 +08:00
89003c4082
[v1][Bugfix] Add extra_keys to block_hash for prefix caching ( #12603 )
...
This pr adds extra key to block hash, to generate different hash value
for two blocks with the same token string but different extra_keys in
their parent blocks. For example, it can generate different hash value
for the second block of the following two requests:
```python
request1 = make_request(
request_id=0,
prompt_token_ids=[_ for _ in range(6)],
mm_positions=[{
"offset": 0,
"length": 3
}, {
"offset": 3,
"length": 3
}],
mm_hashes=["hash1", "hash2"],
)
request2 = make_request(
request_id=1,
prompt_token_ids=[_ for _ in range(6)],
mm_positions=[{
"offset": 0,
"length": 3
}, {
"offset": 3,
"length": 3
}],
mm_hashes=["hash3", "hash2"],
)
```
---------
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-01-31 13:13:04 -08:00
cabaf4eff3
[Attention] MLA decode optimizations ( #12528 )
...
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Zhuohan Li <zhuohan123@gmail.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Alexander Matveev <59768536+alexm-neuralmagic@users.noreply.github.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
2025-01-30 23:49:37 -08:00
9798b2fb00
[Kernel] Update `cutlass_scaled_mm` to support 2d group (blockwise) scaling ( #11868 )
2025-01-30 18:33:00 -08:00
f17f1d4608
[V1][Metrics] Add GPU cache usage % gauge ( #12561 )
...
Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-01-29 18:31:01 -08:00
27b78c73ca
[Kernel] add triton fused moe kernel for gptq/awq ( #12185 )
2025-01-29 09:07:09 -05:00
ff7424f491
[Frontend] Support override generation config in args ( #12409 )
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Signed-off-by: liuyanyi <wolfsonliu@163.com>
2025-01-29 01:41:01 -08:00
d93bf4da85
[Model] Refactoring of MiniCPM-V and add MiniCPM-o-2.6 support for vLLM ( #12069 )
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Signed-off-by: hzh <hezhihui_thu@163.com>
Signed-off-by: Sungjae Lee <33976427+llsj14@users.noreply.github.com>
Signed-off-by: shaochangxu.scx <shaochangxu.scx@antgroup.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: Rafael Vasquez <rafvasq21@gmail.com>
Signed-off-by: Akshat Tripathi <akshat@krai.ai>
Signed-off-by: Oleg Mosalov <oleg@krai.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Signed-off-by: Yida Wu <yidawu@alumni.cmu.edu>
Signed-off-by: Chenguang Li <757486878@qq.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Alex-Brooks <Alex.brooks@ibm.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Shanshan Shen <467638484@qq.com>
Signed-off-by: elijah <f1renze.142857@gmail.com>
Signed-off-by: Yikun <yikunkero@gmail.com>
Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Konrad Zawora <kzawora@habana.ai>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
Co-authored-by: Sungjae Lee <33976427+llsj14@users.noreply.github.com>
Co-authored-by: shaochangxu <85155497+shaochangxu@users.noreply.github.com>
Co-authored-by: shaochangxu.scx <shaochangxu.scx@antgroup.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
Co-authored-by: sixgod <evethwillbeok@outlook.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
Co-authored-by: Rafael Vasquez <rafvasq21@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Akshat Tripathi <Akshat.tripathi6568@gmail.com>
Co-authored-by: Oleg Mosalov <oleg@krai.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Avshalom Manevich <12231371+avshalomman@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-neuralmagic@users.noreply.github.com>
Co-authored-by: Yangcheng Li <liyangcheng.lyc@alibaba-inc.com>
Co-authored-by: Siyuan Li <94890248+liaoyanqing666@users.noreply.github.com>
Co-authored-by: Concurrensee <yida.wu@amd.com>
Co-authored-by: Chenguang Li <757486878@qq.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Alex Brooks <alex.brooks@ibm.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: elijah <30852919+e1ijah1@users.noreply.github.com>
Co-authored-by: Yikun Jiang <yikunkero@gmail.com>
Co-authored-by: Steve Luo <36296769+SunflowerAries@users.noreply.github.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Konrad Zawora <kzawora@habana.ai>
Co-authored-by: TJian <tunjian1996@gmail.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: maang-h <55082429+maang-h@users.noreply.github.com>
Co-authored-by: Elfie Guo <164945471+elfiegg@users.noreply.github.com>
Co-authored-by: Rui Qiao <161574667+ruisearch42@users.noreply.github.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2025-01-29 09:24:59 +00:00
036ca94c25
[Bugfix] handle alignment of arguments in convert_sparse_cross_attention_mask_to_dense ( #12347 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
Signed-off-by: Wallas Santos <wallashss@ibm.com>
Co-authored-by: Wallas Santos <wallashss@ibm.com>
2025-01-29 08:54:35 +00:00
46fb056749
[V1][Metrics] Add TTFT and TPOT histograms ( #12530 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-01-29 04:11:16 +00:00
a7e3eba66f
[Frontend] Support reasoning content for deepseek r1 ( #12473 )
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Signed-off-by: Ce Gao <cegao@tensorchord.ai>
Co-authored-by: Rafael Vasquez <rafvasq21@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
2025-01-29 11:38:08 +08:00
c386c43ca3
[V1][Metrics] Add per-request prompt/generation_tokens histograms ( #12516 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-01-28 22:07:22 +00:00
3fd1fb63ef
[V1][Metrics] Hook up IterationStats for Prometheus metrics ( #12478 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-01-28 16:38:38 +00:00
8f58a51358
[VLM] Merged multi-modal processor and V1 support for Qwen-VL ( #12504 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-28 16:25:05 +00:00
0f465ab533
[FEATURE] Enables offline /score for embedding models ( #12021 )
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Signed-off-by: Gabriel Marinho <gmarinho@ibm.com>
2025-01-28 11:30:13 +08:00
ddee88d0ff
[Neuron][Kernel] NKI-based flash-attention kernel with paged KV cache ( #11277 )
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Signed-off-by: Liangfu Chen <liangfc@amazon.com>
Co-authored-by: Jiangfei Duan <jfduan@outlook.com>
2025-01-27 17:31:16 -08:00
823ab79633
Update `pre-commit` hooks ( #12475 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-01-27 17:23:08 -07:00
6116ca8cd7
[Feature] [Spec decode]: Enable MLPSpeculator/Medusa and `prompt_logprobs` with ChunkedPrefill ( #10132 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: wallashss <wallashss@ibm.com>
Co-authored-by: wallashss <wallashss@ibm.com>
2025-01-27 13:38:35 -08:00
2bc3fbba0c
[FlashInfer] Upgrade to 0.2.0 ( #11194 )
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Signed-off-by: Bowen Wang <abmfy@icloud.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2025-01-27 18:19:24 +00:00
3f1fc7425a
[V1][CI/Test] Do basic test for top-p & top-k sampling ( #12469 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-01-27 09:40:04 -08:00
01ba927040
[V1][Metrics] Add initial Prometheus logger ( #12416 )
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Signed-off-by: Mark McLoughlin <markmc@redhat.com>
2025-01-27 12:26:28 -05:00
0cc6b383d7
[Frontend] Support scores endpoint in run_batch ( #12430 )
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Signed-off-by: Pooya Davoodi <pooya.davoodi@parasail.io>
2025-01-27 04:30:17 +00:00
0034b09ceb
[Frontend] Rerank API (Jina- and Cohere-compatible API) ( #12376 )
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Signed-off-by: Kyle Mistele <kyle@mistele.com>
2025-01-26 19:58:45 -07:00
72f4880425
[Bugfix/CI] Fix broken kernels/test_mha.py ( #12450 )
2025-01-26 10:39:03 -08:00
aa2cd2c43d
[Bugfix] Disable w16a16 2of4 sparse CompressedTensors24 ( #12417 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
2025-01-26 19:59:58 +08:00
9ddc35220b
[Frontend] generation_config.json for maximum tokens( #12242 )
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Signed-off-by: Matthew Hendrey <matthew.hendrey@gmail.com>
Signed-off-by: Shangming Cai <caishangming@linux.alibaba.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: shangmingc <caishangming@linux.alibaba.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Yuan Tang <terrytangyuan@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
2025-01-26 19:59:25 +08:00
f1fc0510df
[Misc] Add FA2 support to ViT MHA layer ( #12355 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-25 15:07:35 +08:00
df5dafaa5b
[Misc] Remove deprecated code ( #12383 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-24 14:45:20 -05:00
ab5bbf5ae3
[Bugfix][Kernel] Fix CUDA 11.8 being broken by FA3 build ( #12375 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-24 15:27:59 +00:00
24b0205f58
[V1][Frontend] Coalesce bunched `RequestOutput`s ( #12298 )
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Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
2025-01-23 17:17:41 -08:00
e97f802b2d
[FP8][Kernel] Dynamic kv cache scaling factors computation ( #11906 )
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Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
2025-01-23 18:04:03 +00:00
978b45f399
[Kernel] Flash Attention 3 Support ( #12093 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-01-23 06:45:48 -08:00
f0ef37233e
[V1] Add `uncache_blocks` ( #12333 )
2025-01-23 04:19:21 +00:00
68c4421b6d
[AMD][Quantization] Add TritonScaledMMLinearKernel since int8 is broken for AMD ( #12282 )
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Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2025-01-23 00:10:37 +00:00
7206ce4ce1
[Core] Support `reset_prefix_cache` ( #12284 )
2025-01-22 18:52:27 +00:00
68ad4e3a8d
[Core] Support fully transparent sleep mode ( #11743 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-22 14:39:32 +08:00
64ea24d0b3
[ci/lint] Add back default arg for pre-commit ( #12279 )
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Signed-off-by: kevin <kevin@anyscale.com>
2025-01-22 01:15:27 +00:00
df76e5af26
[VLM] Simplify post-processing of replacement info ( #12269 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-21 16:48:13 -08:00
347eeebe3b
[Misc] Remove experimental dep from tracing.py ( #12007 )
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Signed-off-by: Adrian Cole <adrian.cole@elastic.co>
2025-01-21 11:51:55 -08:00
18fd4a8331
[Bugfix] Multi-sequence broken ( #11898 )
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Signed-off-by: Andy Lo <andy@mistral.ai>
2025-01-21 11:51:35 -08:00
132a132100
[v1][stats][1/n] Add RequestStatsUpdate and RequestStats types ( #10907 )
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Signed-off-by: rickyx <rickyx@anyscale.com>
2025-01-21 11:51:13 -08:00
5fe6bf29d6
[BugFix] Fix GGUF tp>1 when vocab_size is not divisible by 64 ( #12230 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-01-21 12:23:14 +08:00
18572e3384
[Bugfix] Fix `HfExampleModels.find_hf_info` ( #12223 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-20 15:35:36 +00:00
b37d82791e
[Model] Upgrade Aria to transformers 4.48 ( #12203 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-20 17:58:48 +08:00
59a0192fb9
[Core] Interface for accessing model from `VllmRunner` ( #10353 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-20 15:00:59 +08:00
83609791d2
[Model] Add Qwen2 PRM model support ( #12202 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-20 14:59:46 +08:00
bbe5f9de7d
[Model] Support for fairseq2 Llama ( #11442 )
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Signed-off-by: Martin Gleize <mgleize@meta.com>
Co-authored-by: mgleize user <mgleize@a100-st-p4de24xlarge-4.fair-a100.hpcaas>
2025-01-19 10:40:40 -08:00
81763c58a0
[V1] Add V1 support of Qwen2-VL ( #12128 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: imkero <kerorek@outlook.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-19 19:52:13 +08:00
32eb0da808
[Misc] Support register quantization method out-of-tree ( #11969 )
2025-01-18 16:13:16 -08:00
02798ecabe
[Model] Port deepseek-vl2 processor, remove dependency ( #12169 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-18 13:59:39 +08:00
da02cb4b27
[core] further polish memory profiling ( #12126 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-18 12:25:08 +08:00
58fd57ff1d
[Bugfix] Fix score api for missing max_model_len validation ( #12119 )
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Signed-off-by: Wallas Santos <wallashss@ibm.com>
2025-01-17 16:24:22 +00:00
87a0c076af
[core] allow callable in collective_rpc ( #12151 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-17 20:47:01 +08:00
07934cc237
[Misc][LoRA] Improve the readability of LoRA error messages ( #12102 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-17 19:32:28 +08:00
69d765f5a5
[V1] Move more control of kv cache initialization from model_executor to EngineCore ( #11960 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
2025-01-17 07:39:35 +00:00
d75ab55f10
[Misc] Add deepseek_vl2 chat template ( #12143 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-17 06:34:48 +00:00
62b06ba23d
[Model] Add support for deepseek-vl2-tiny model ( #12068 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-16 17:14:48 +00:00
874f7c292a
[Bugfix] Fix max image feature size for Llava-one-vision ( #12104 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
2025-01-16 14:54:06 +00:00
bf53e0c70b
Support torchrun and SPMD-style offline inference ( #12071 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-16 19:58:53 +08:00
dd7c9ad870
[Bugfix] Remove hardcoded `head_size=256` for Deepseek v2 and v3 ( #12067 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2025-01-16 10:11:54 +00:00
edce722eaa
[Bugfix] use right truncation for non-generative tasks ( #12050 )
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Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2025-01-16 00:31:01 +08:00
de0526f668
[Misc][Quark] Upstream Quark format to VLLM ( #10765 )
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Signed-off-by: kewang-xlnx <kewang@xilinx.com>
Signed-off-by: kewang2 <kewang2@amd.com>
Co-authored-by: kewang2 <kewang2@amd.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
2025-01-15 11:05:15 -05:00
97eb97b5a4
[Model]: Support internlm3 ( #12037 )
2025-01-15 11:35:17 +00:00
3adf0ffda8
[Platform] Do not raise error if _Backend is not found ( #12023 )
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Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Mengqing Cao <cmq0113@163.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
2025-01-15 10:14:15 +00:00
994fc655b7
[V1][Prefix Cache] Move the logic of num_computed_tokens into KVCacheManager ( #12003 )
2025-01-15 07:55:30 +00:00
ad34c0df0f
[core] platform agnostic executor via collective_rpc ( #11256 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-15 13:45:21 +08:00
0794e7446e
[Misc] Add multipstep chunked-prefill support for FlashInfer ( #10467 )
2025-01-15 12:47:49 +08:00
42f5e7c52a
[Kernel] Support MulAndSilu ( #11624 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-15 02:29:53 +00:00
bb354e6b2d
[Bugfix] Fix various bugs in multi-modal processor ( #12031 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-14 12:16:11 +00:00
f7b3ba82c3
[MISC] fix typo in kv transfer send recv test ( #11983 )
2025-01-13 05:07:48 +00:00
619ae268c3
[V1] [2/n] Logging and Metrics - `OutputProcessor` Abstraction ( #11973 )
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Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2025-01-13 04:54:10 +00:00
d14e98d924
[Model] Support GGUF models newly added in `transformers` 4.46.0 ( #9685 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-01-13 00:13:44 +00:00
9597a095f2
[V1][Core][1/n] Logging and Metrics ( #11962 )
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Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2025-01-12 21:02:02 +00:00
263a870ee1
[Hardware][TPU] workaround fix for MoE on TPU ( #11764 )
2025-01-12 10:53:51 -05:00
8bddb73512
[Hardware][CPU] Multi-LoRA implementation for the CPU backend ( #11100 )
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Signed-off-by: Akshat Tripathi <akshat@krai.ai>
Signed-off-by: Oleg Mosalov <oleg@krai.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Oleg Mosalov <oleg@krai.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-01-12 13:01:52 +00:00
f967e51f38
[Model] Initialize support for Deepseek-VL2 models ( #11578 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-01-12 00:17:24 -08:00
d697dc01b4
[Bugfix] Fix RobertaModel loading ( #11940 )
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Signed-off-by: NickLucche <nlucches@redhat.com>
2025-01-11 14:05:09 +00:00
a991f7d508
[Doc] Basic guide for writing unit tests for new models ( #11951 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-11 21:27:24 +08:00
7a3a83e3b8
[CI/Build] Move model-specific multi-modal processing tests ( #11934 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-11 13:50:05 +08:00
899136b857
[ci] fix broken distributed-tests-4-gpus ( #11937 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-11 09:07:24 +08:00
aa1e77a19c
[Hardware][CPU] Support MOE models on x86 CPU ( #11831 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com>
2025-01-10 11:07:58 -05:00
482cdc494e
[Doc] Rename offline inference examples ( #11927 )
...
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-01-10 23:50:29 +08:00
241ad7b301
[ci] Fix sampler tests ( #11922 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-10 20:45:33 +08:00
d85c47d6ad
Replace "online inference" with "online serving" ( #11923 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-01-10 12:05:56 +00:00
ac2f3f7fee
[Bugfix] Validate lora adapters to avoid crashing server ( #11727 )
...
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-10 15:56:36 +08:00
cf5f000d21
[torch.compile] Hide KV cache behind torch.compile boundary ( #11677 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-01-10 13:14:42 +08:00
b844b99ad3
[VLM] Enable tokenized inputs for merged multi-modal processor ( #11900 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-10 03:24:00 +00:00
9a228348d2
[Misc] Provide correct Pixtral-HF chat template ( #11891 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-09 10:19:37 -07:00
bd82872211
[ci]try to fix flaky multi-step tests ( #11894 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2025-01-09 14:47:29 +00:00
405eb8e396
[platform] Allow platform specify attention backend ( #11609 )
...
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Mengqing Cao <cmq0113@163.com>
Co-authored-by: Mengqing Cao <cmq0113@163.com>
2025-01-09 21:46:50 +08:00
0bd1ff4346
[Bugfix] Override dunder methods of placeholder modules ( #11882 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-09 09:02:53 +00:00
1fe554bac3
treat do_lower_case in the same way as the sentence-transformers library ( #11815 )
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Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
2025-01-09 11:05:43 +08:00
615e4a5401
[CI] Turn on basic correctness tests for V1 ( #10864 )
2025-01-08 21:20:44 -05:00
56fe4c297c
[TPU][Quantization] TPU `W8A8` ( #11785 )
...
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-01-08 19:33:29 +00:00
aba8d6ee00
[Doc] Move examples into categories ( #11840 )
...
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2025-01-08 13:09:53 +00:00
2a0596bc48
[VLM] Reorganize profiling/processing-related code ( #11812 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-08 18:59:58 +08:00
889e662eae
[misc] improve memory profiling ( #11809 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2025-01-08 06:36:03 +00:00
8f37be38eb
[Bugfix] Comprehensively test and fix LLaVA-NeXT feature size calculation ( #11800 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-07 18:25:02 +08:00
b278557935
[Kernel][LoRA]Punica prefill kernels fusion ( #11234 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Abatom <abzhonghua@gmail.com>
Co-authored-by: Zhonghua Deng <abatom@163.com>
2025-01-07 04:01:39 +00:00
08fb75c72e
[Bugfix] Fix LLaVA-NeXT feature size precision error (for real) ( #11772 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-07 01:10:54 +00:00
91b361ae89
[V1] Extend beyond image modality and support mixed-modality inference with Llava-OneVision ( #11685 )
...
Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-06 19:58:16 +00:00
e20c92bb61
[Kernel] Move attn_type to Attention.__init__() ( #11690 )
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Signed-off-by: Chen Zhang <zhangch99@outlook.com>
2025-01-07 00:11:28 +08:00
32c9eff2ff
[Bugfix][V1] Fix molmo text-only inputs ( #11676 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-06 15:22:25 +00:00
996357e480
[VLM] Separate out profiling-related logic ( #11746 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-06 16:02:21 +08:00
022c5c6944
[V1] Refactor get_executor_cls ( #11754 )
2025-01-06 07:59:16 +00:00
9e764e7b10
[distributed] remove pynccl's redundant change_state ( #11749 )
2025-01-06 09:05:48 +08:00
635b897246
[distributed] remove pynccl's redundant stream ( #11744 )
2025-01-05 23:09:11 +08:00
47831430cc
[Bugfix][V1] Fix test_kv_cache_utils.py ( #11738 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-04 16:07:59 +00:00
ba214dffbe
[Bugfix] Fix precision error in LLaVA-NeXT ( #11735 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-04 23:45:57 +08:00
eed11ebee9
[VLM] Merged multi-modal processors for LLaVA-NeXT-Video and LLaVA-OneVision ( #11717 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-04 11:40:53 +00:00
300acb8347
[Core][Bugfix] Use correct device to initialize GPU data during CUDA-graph-capture ( #11233 )
...
Signed-off-by: Yan Burman <yanburman@users.noreply.github.com>
Signed-off-by: Ido Asraff <idoa@atero.ai>
2025-01-04 14:50:16 +08:00
d91457d529
[V1] Add kv cache utils tests. ( #11513 )
...
Signed-off-by: xcnick <xcnick0412@gmail.com>
2025-01-04 14:49:46 +08:00
80c751e7f6
[V1] Simplify Shutdown ( #11659 )
2025-01-03 17:25:38 +00:00
e1a5c2f0a1
[Model] Whisper model implementation ( #11280 )
...
Co-authored-by: Aurick Qiao <aurick.qiao@snowflake.com>
2025-01-03 16:39:19 +08:00
8c38ee7007
[VLM] Merged multi-modal processor for LLaVA-NeXT ( #11682 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2025-01-02 16:39:27 +00:00
a115ac46b5
[VLM] Move supported limits and max tokens to merged multi-modal processor ( #11669 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2025-01-01 15:44:42 +00:00
73001445fb
[V1] Implement Cascade Attention ( #11635 )
...
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2025-01-01 21:56:46 +09:00
11d8a091c6
[Misc] Optimize Qwen2-VL LoRA test ( #11663 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-01-01 14:42:23 +08:00
365801fedd
[VLM] Add max-count checking in data parser for single image models ( #11661 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2024-12-31 22:15:21 -08:00
4db72e57f6
[Bugfix][Refactor] Unify model management in frontend ( #11660 )
...
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2025-01-01 02:21:51 +00:00
e7c7c5e822
[V1][VLM] V1 support for selected single-image models. ( #11632 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Isotr0py <2037008807@qq.com>
2024-12-31 21:17:22 +00:00
8c3230d8c1
[V1] Simpify vision block hash for prefix caching by removing offset from hash ( #11646 )
2024-12-31 08:56:01 +00:00
2c5718809b
[Bugfix] Move the _touch(computed_blocks) call in the allocate_slots method to after the check for allocating new blocks. ( #11565 )
2024-12-31 06:29:04 +00:00
82c49d3260
[Misc][LoRA] Support Rank Stabilized LoRA (RSLoRA) ( #6909 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-30 22:15:58 -08:00
74fa1d123c
[Bugfix] Fix OpenAI parallel sampling when using xgrammar ( #11637 )
...
Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-31 03:43:54 +00:00
b12e87f942
[platforms] enable platform plugins ( #11602 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-30 20:24:45 +08:00
3682e33f9f
[v1] fix compilation cache ( #11598 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-30 04:24:12 +00:00
4fb8e329fd
[V1] [5/N] API Server: unify `Detokenizer` and `EngineCore` input ( #11545 )
...
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2024-12-28 20:51:57 +00:00
328841d002
[bugfix] interleaving sliding window for cohere2 model ( #11583 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-28 16:55:42 +00:00
d34be24bb1
[Model] Support InternLM2 Reward models ( #11571 )
...
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2024-12-28 06:14:10 +00:00
df04dffade
[V1] [4/N] API Server: ZMQ/MP Utilities ( #11541 )
2024-12-28 01:45:08 +00:00
55509c2114
[MODEL] LoRA support for Jamba model ( #11209 )
...
Signed-off-by: Erez Schwartz <erezs@ai21.com>
2024-12-27 17:58:21 +00:00
101418096f
[VLM] Support caching in merged multi-modal processor ( #11396 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-27 17:22:48 +00:00
7af553ea30
[Misc] Abstract the logic for reading and writing media content ( #11527 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-27 19:21:23 +08:00
46d4359450
[CI] Fix broken CI ( #11543 )
2024-12-26 18:49:16 -08:00
371d04d39b
[V1] Use FlashInfer Sampling Kernel for Top-P & Top-K Sampling ( #11394 )
...
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-12-27 09:32:38 +09:00
2072924d14
[Model] [Quantization] Support deepseek_v3 w8a8 fp8 block-wise quantization ( #11523 )
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Signed-off-by: mgoin <michael@neuralmagic.com>
Signed-off-by: simon-mo <simon.mo@hey.com>
Signed-off-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: simon-mo <simon.mo@hey.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: HandH1998 <1335248067@qq.com>
2024-12-26 15:33:30 -08:00
eec906d811
[Misc] Add placeholder module ( #11501 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-26 13:12:51 +00:00
dcb1a944d4
[V1] Adding min tokens/repetition/presence/frequence penalties to V1 sampler ( #10681 )
...
Signed-off-by: Sourashis Roy <sroy@roblox.com>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-12-26 19:02:58 +09:00
aa25985bd1
[Misc][LoRA] Fix LoRA weight mapper ( #11495 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-26 15:52:48 +08:00
51a624bf02
[Misc] Move some multimodal utils to modality-specific modules ( #11494 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-26 04:23:20 +00:00
fc601665eb
[Misc] Update disaggregation benchmark scripts and test logs ( #11456 )
...
Signed-off-by: Jiaxin Shan <seedjeffwan@gmail.com>
2024-12-25 06:58:48 +00:00
9832e5572a
[V1] Unify VLLM_ENABLE_V1_MULTIPROCESSING handling in RayExecutor ( #11472 )
2024-12-24 19:49:46 -08:00
3f3e92e1f2
[Model] Automatic conversion of classification and reward models ( #11469 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-24 18:22:22 +00:00
196c34b0ac
[Misc] Move weights mapper ( #11443 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-24 13:05:25 +00:00
b1b1038fbd
[Bugfix] Fix Qwen2-VL LoRA weight loading ( #11430 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-24 09:56:10 +00:00
9edca6bf8f
[Frontend] Online Pooling API ( #11457 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-24 17:54:30 +08:00
a491d6f535
[V1] TP Ray executor ( #11107 )
...
Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
2024-12-23 23:00:12 +00:00
63afbe9215
[CI] Expand OpenAI test_chat.py guided decoding tests ( #11048 )
...
Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-23 18:35:38 +00:00
8cef6e02dc
[Misc] add w8a8 asym models ( #11075 )
2024-12-23 13:33:20 -05:00
5bfb30a529
[Bugfix] Fix CFGGuide and use outlines for grammars that can't convert to GBNF ( #11389 )
...
Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-23 23:06:20 +08:00
f1d1bf6288
[Bugfix] Fix fully sharded LoRAs with Mixtral ( #11390 )
...
Signed-off-by: Jason Greene <jason.greene@redhat.com>
2024-12-22 23:25:10 +08:00
29c748930e
[CI] Fix flaky entrypoint tests ( #11403 )
...
Signed-off-by: Roger Wang <ywang@roblox.com>
2024-12-21 21:08:44 -08:00
995f56236b
[Core] Loading model from S3 using RunAI Model Streamer as optional loader ( #10192 )
...
Signed-off-by: OmerD <omer@run.ai>
2024-12-20 16:46:24 +00:00
86c2d8fd1c
[Bugfix] Fix spec decoding when seed is none in a batch ( #10863 )
...
Signed-off-by: Wallas Santos <wallashss@ibm.com>
2024-12-20 05:15:31 +00:00
e24113a8fe
[Model] Refactor Qwen2-VL to use merged multimodal processor ( #11258 )
...
Signed-off-by: Isotr0py <2037008807@qq.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-19 16:28:00 +00:00
6c7f881541
[Model] Add JambaForSequenceClassification model ( #10860 )
...
Signed-off-by: Yehoshua Cohen <yehoshuaco@ai21.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Yehoshua Cohen <yehoshuaco@ai21.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-19 22:48:06 +08:00
5aef49806d
[Feature] Add load generation config from model ( #11164 )
...
Signed-off-by: liuyanyi <wolfsonliu@163.com>
Signed-off-by: Yanyi Liu <wolfsonliu@163.com>
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2024-12-19 10:50:38 +00:00
6142ef0ada
[VLM] Merged multimodal processor for Qwen2-Audio ( #11303 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-19 06:14:17 +00:00
a30482f054
[CI] Expand test_guided_generate to test all backends ( #11313 )
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Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-19 04:00:38 +00:00
17ca964273
[Model] IBM Granite 3.1 ( #11307 )
...
Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2024-12-19 11:27:24 +08:00
5a9da2e6e9
[Bugfix][Build/CI] Fix sparse CUTLASS compilation on CUDA [12.0, 12.2) ( #11311 )
...
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-19 02:43:30 +00:00
ca5f54a9b9
[Bugfix] fix minicpmv test ( #11304 )
...
Signed-off-by: Joe Runde <Joseph.Runde@ibm.com>
2024-12-18 10:34:26 -08:00
996aa70f00
[Bugfix] Fix broken phi3-v mm_processor_kwargs tests ( #11263 )
...
Signed-off-by: Isotr0py <2037008807@qq.com>
2024-12-18 10:16:40 -08:00
60508ffda9
[Kernel]: Cutlass 2:4 Sparsity + FP8/Int8 Quant Support ( #10995 )
...
Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
2024-12-18 09:57:16 -05:00
8b79f9e107
[Bugfix] Fix guided decoding with tokenizer mode mistral ( #11046 )
2024-12-17 22:34:08 -08:00
bf8717ebae
[V1] Prefix caching for vision language models ( #11187 )
...
Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
2024-12-17 16:37:59 -08:00
c77eb8a33c
[Bugfix] Set temperature=0.7 in test_guided_choice_chat ( #11264 )
2024-12-17 16:34:06 -08:00
2d1b9baa8f
[Bugfix] Fix request cancellation without polling ( #11190 )
2024-12-17 12:26:32 -08:00
66d4b16724
[Frontend] Add OpenAI API support for input_audio ( #11027 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-16 22:09:58 -08:00
0064f697d3
[CI] Add test case with JSON schema using references + use xgrammar by default with OpenAI parse ( #10935 )
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Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-17 11:39:58 +08:00
551603feff
[core] overhaul memory profiling and fix backward compatibility ( #10511 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-16 13:32:25 -08:00
d927dbcd88
[Model] Refactor Ultravox to use merged input processor ( #11198 )
...
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2024-12-16 10:09:53 +00:00
bddbbcb132
[Model] Support Cohere2ForCausalLM (Cohere R7B) ( #11203 )
2024-12-16 09:56:19 +00:00
b10609e6a1
[Misc] Clean up multi-modal processor ( #11207 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-15 06:30:28 +00:00
93abf23a64
[VLM] Fully dynamic prompt replacement in merged input processor ( #11199 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-14 17:52:18 +00:00
9c3dadd1c9
[Frontend] Add `logits_processors` as an extra completion argument ( #11150 )
...
Signed-off-by: Brad Hilton <brad.hilton.nw@gmail.com>
2024-12-14 16:46:42 +00:00
0920ab9131
[Doc] Reorganize online pooling APIs ( #11172 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-14 00:22:22 +08:00
c31d4a57a6
[Core] support LoRA and prompt adapter in content-based hashing for Block Manager v2 prefix caching ( #8240 )
2024-12-13 07:51:25 -08:00
eeec9e3390
[Frontend] Separate pooling APIs in offline inference ( #11129 )
...
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-13 10:40:07 +00:00
be39e3cd18
[core] clean up cudagraph batchsize padding logic ( #10996 )
...
Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-13 06:57:50 +00:00
1efce68605
[Bugfix] Use runner_type instead of task in GritLM ( #11144 )
...
Signed-off-by: Pooya Davoodi <pooya.davoodi@parasail.io>
2024-12-13 04:09:53 +00:00
30870b4f66
[torch.compile] Dynamic fp8 + rms_norm fusion ( #10906 )
...
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
2024-12-13 03:19:23 +00:00
78ed8f57d8
[Misc][V1] Fix type in v1 prefix caching ( #11151 )
2024-12-13 00:57:40 +00:00
85362f028c
[Misc][LoRA] Ensure Lora Adapter requests return adapter name ( #11094 )
...
Signed-off-by: Jiaxin Shan <seedjeffwan@gmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-12 09:25:16 +00:00
62de37a38e
[core][distributed] initialization from StatelessProcessGroup ( #10986 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-12 09:04:19 +00:00
1da8f0e1dd
[Model] Add support for embedding model GritLM ( #10816 )
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Signed-off-by: Pooya Davoodi <pooya.davoodi@parasail.io>
2024-12-12 06:39:16 +00:00
4e11683368
[V1] VLM preprocessor hashing ( #11020 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Signed-off-by: Alexander Matveev <alexm@neuralmagic.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2024-12-12 00:55:30 +00:00
d1e21a979b
[CI/Build] Split up VLM tests ( #11083 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-12 06:18:16 +08:00
8f10d5e393
[Misc] Split up pooling tasks ( #10820 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-11 01:28:00 -08:00
2e33fe4191
[CI/Build] Check transformers v4.47 ( #10991 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-11 05:02:02 +00:00
ffa48c9146
[Model] PP support for Mamba-like models ( #10992 )
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Signed-off-by: mzusman <mor.zusmann@gmail.com>
2024-12-10 21:53:37 -05:00
d5c5154fcf
[Misc] LoRA + Chunked Prefill ( #9057 )
2024-12-11 10:09:20 +08:00
d05f88679b
[Misc][LoRA] Add PEFTHelper for LoRA ( #11003 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-10 11:12:01 +00:00
ebf778061d
monitor metrics of tokens per step using cudagraph batchsizes ( #11031 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-09 22:35:36 -08:00
28b3a1c7e5
[V1] Multiprocessing Tensor Parallel Support for v1 ( #9856 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-10 06:28:14 +00:00
a811dd6608
[Model] merged input processor for Phi-3-Vision models ( #10977 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2024-12-09 12:55:10 -08:00
ca871491ed
[Misc][LoRA] Abstract PunicaWrapper ( #10955 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-09 12:54:44 -08:00
fd57d2b534
[torch.compile] allow candidate compile sizes ( #10984 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-08 11:05:21 +00:00
78029b34ed
[BugFix][Kernel]: fix illegal memory access in causal_conv1d when conv_states is None ( #10928 )
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Signed-off-by: xffxff <1247714429@qq.com>
2024-12-08 01:21:18 +08:00
c889d5888b
[Doc] Explicitly state that PP isn't compatible with speculative decoding yet ( #10975 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-07 17:20:49 +00:00
39e227c7ae
[Model] Update multi-modal processor to support Mantis(LLaVA) model ( #10711 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-07 17:10:05 +00:00
955fa9533a
[3/N] Support and implement merged input processor for LLaVA model ( #10676 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: Roger Wang <ywang@roblox.com>
2024-12-07 00:50:58 -08:00
222f5b082a
[CI/Build] Fix broken multimodal test ( #10950 )
2024-12-06 10:41:23 +00:00
9743d64e4e
[ci][build] add tests for python only compilation ( #10915 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-05 08:54:47 -08:00
998eeafe58
[CI/Build] Bump test transformers version ( #10106 )
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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>
2024-12-05 16:05:52 +00:00
571da8fc43
[Misc][LoRA] Clean up the function interface of Punica ( #10917 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-05 13:22:28 +00:00
8d370e91cb
[Bugfix] Fallback to outlines for complex json schemas ( #10899 )
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Signed-off-by: mgoin <michael@neuralmagic.com>
2024-12-05 11:14:06 +08:00
01d079fd8e
[LoRA] Change lora_tokenizers capacity ( #10796 )
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Signed-off-by: Xin Yang <xyang19@gmail.com>
2024-12-04 17:40:16 +00:00
d2bd88b122
[CI/Build] Replace mean with torch.all in test_pynccl.py ( #10876 )
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Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-12-04 03:23:21 +00:00
3bc94cab69
[V1] VLM - Run the mm_mapper preprocessor in the frontend process ( #10640 )
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Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
2024-12-03 10:33:10 +00:00
9323a3153b
[Core][Performance] Add XGrammar support for guided decoding and set it as default ( #10785 )
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Signed-off-by: Aaron Pham <contact@aarnphm.xyz>
Signed-off-by: mgoin <michael@neuralmagic.com>
Co-authored-by: mgoin <michael@neuralmagic.com>
2024-12-03 15:17:00 +08:00
dc5ce861bf
[torch.compile] remove compilation_context and simplify code ( #10838 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-03 06:19:02 +00:00
21fe7b481a
[core][distributed] add pynccl broadcast ( #10843 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-12-03 04:53:23 +00:00
b45f0d7946
[Misc][LoRA] Move the implementation of lora bias to punica.py ( #10829 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-12-02 17:53:36 +00:00
ef31eabc68
[Model]: add some tests for aria model ( #10770 )
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Signed-off-by: xffxff <1247714429@qq.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2024-12-02 05:36:36 +00:00
073a4bd1c0
[Kernel] Use `out` arg in flash_attn_varlen_func ( #10811 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-12-01 17:55:39 -08:00
0590ec3fd9
[Core] Implement disagg prefill by StatelessProcessGroup ( #10502 )
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This PR provides initial support for single-node disaggregated prefill in 1P1D scenario.
Signed-off-by: KuntaiDu <kuntai@uchicago.edu>
Co-authored-by: ApostaC <yihua98@uchicago.edu>
Co-authored-by: YaoJiayi <120040070@link.cuhk.edu.cn>
2024-12-01 19:01:00 -06:00
d2f058e76c
[Misc] Rename embedding classes to pooling ( #10801 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-01 14:36:51 +08:00
133707123e
[Model] Replace embedding models with pooling adapter ( #10769 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-12-01 08:02:54 +08:00
fa6ecb9aa7
[Model] Clean up MiniCPMV ( #10751 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-29 04:47:06 +00:00
5fc5ce0fe4
[Model] Added GLM-4 series hf format model support vllm==0.6.4 ( #10561 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2024-11-28 14:53:31 +00:00
a79b122400
[V1] Do not allocate beyond the max_model_len ( #10730 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-11-28 00:13:15 -08:00
d9b4b3f069
[Bug][CLI] Allow users to disable prefix caching explicitly ( #10724 )
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Signed-off-by: rickyx <rickyx@anyscale.com>
2024-11-27 23:59:28 -08:00
395b1c7454
[Frontend] don't block event loop in tokenization (preprocess) in OpenAI compatible server ( #10635 )
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Signed-off-by: Tomer Asida <tomera@ai21.com>
2024-11-27 13:21:10 -08:00
197b4484a3
[Bugfix][Mamba] Fix Multistep on Mamba-like models ( #10705 )
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Signed-off-by: mzusman <mor.zusmann@gmail.com>
2024-11-27 19:02:27 +00:00
308cc5e21e
[ci] fix slow tests ( #10698 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-27 09:26:14 -08:00
1209261e93
[Model] Support telechat2 ( #10311 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: xiangw2 <xiangw2@chinatelecom.cn>
Co-authored-by: Isotr0py <2037008807@qq.com>
2024-11-27 11:32:35 +00:00
1bf905ddaa
[Bugfix][SpecDecode] apply sampling parameters to target probabilities for consistency in rejection sampling. ( #10198 )
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Signed-off-by: jeongin601 <0200angela@gmail.com>
Signed-off-by: jeong_in.bae <jeong_in.bae@navercorp.com>
2024-11-27 05:07:30 +00:00
0a71900bc9
Remove hard-dependencies of Speculative decode to CUDA workers ( #10587 )
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Signed-off-by: Chendi Xue <chendi.xue@intel.com>
2024-11-26 17:57:11 -08:00
db66e018ea
[Bugfix] Fix for Spec model TP + Chunked Prefill ( #10232 )
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Signed-off-by: andoorve <37849411+andoorve@users.noreply.github.com>
Signed-off-by: Sourashis Roy <sroy@roblox.com>
Co-authored-by: Sourashis Roy <sroy@roblox.com>
2024-11-26 09:11:16 -08:00
334d64d1e8
[ci] add vllm_test_utils ( #10659 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-26 00:20:04 -08:00
9a88f89799
custom allreduce + torch.compile ( #10121 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2024-11-25 22:00:16 -08:00
519e8e4182
[v1] EngineArgs for better config handling for v1 ( #10382 )
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Signed-off-by: rickyx <rickyx@anyscale.com>
2024-11-25 21:09:43 -08:00
9db713a1dc
[Model] Add OLMo November 2024 model ( #10503 )
2024-11-25 17:26:40 -05:00
b1d920531f
[Model]: Add support for Aria model ( #10514 )
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Signed-off-by: xffxff <1247714429@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
2024-11-25 18:10:55 +00:00
c27df94e1f
[Bugfix] Fix chunked prefill with model dtype float32 on Turing Devices ( #9850 )
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Signed-off-by: Wallas Santos <wallashss@ibm.com>
Co-authored-by: Michael Goin <michael@neuralmagic.com>
2024-11-25 12:23:32 -05:00
d04b13a380
[Bug]: Authorization ignored when root_path is set ( #10606 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2024-11-25 16:21:41 +00:00
ed46f14321
[Model] Support `is_causal` HF config field for Qwen2 model ( #10621 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-25 09:51:20 +00:00
05d1f8c9c6
[misc] move functions to config.py ( #10624 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-25 09:27:30 +00:00
25d806e953
[misc] add torch.compile compatibility check ( #10618 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-24 23:40:08 -08:00
571841b7fc
[torch.compile] support encoder based models ( #10613 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-25 05:24:33 +00:00
214efc2c3c
Support Cross encoder models ( #10400 )
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Signed-off-by: Max de Bayser <maxdebayser@gmail.com>
Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Signed-off-by: Flavia Beo <flavia.beo@ibm.com>
Co-authored-by: Flavia Beo <flavia.beo@ibm.com>
2024-11-24 18:56:20 -08:00
1700c543a5
[Bugfix] Fix LoRA weight sharding ( #10450 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2024-11-23 17:23:17 -08:00
c8acd80548
[2/N] handling placeholders in merged multi-modal processor ( #10485 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-22 21:25:09 -08:00
4634a89d18
Prefix Cache Aware Scheduling [1/n] ( #10128 )
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Signed-off-by: rickyx <rickyx@anyscale.com>
2024-11-22 21:15:55 -08:00
7d8ffb344f
[Bugfix] Internal Server Error when tool_choice is incorrect. ( #10567 )
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Signed-off-by: Varun Shenoy <varun.vinayak.shenoy@oracle.com>
2024-11-22 21:13:29 -08:00
4aba6e3d1a
[core] gemma2 full context length support ( #10584 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-22 20:13:54 -08:00
978b39744b
[Misc] Add pynccl wrappers for all_gather and reduce_scatter ( #9432 )
2024-11-22 22:14:03 -05:00
9195dbdbca
[Bugfix][Frontend] Update Llama Chat Templates to also support Non-Tool use ( #10164 )
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Signed-off-by: Travis Johnson <tsjohnso@us.ibm.com>
2024-11-23 10:17:38 +08:00
97814fbf0f
[v1] Refactor KVCacheManager for more hash input than token ids ( #10507 )
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Signed-off-by: rickyx <rickyx@anyscale.com>
Signed-off-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
2024-11-22 23:27:25 +00:00
eebad39f26
[torch.compile] support all attention backends ( #10558 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-22 14:04:42 -08:00
db100c5cde
[bugfix] fix full graph tests ( #10581 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-22 10:02:14 -08:00
33e0a2540a
[9/N] torch.compile LLM usage ( #10552 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-21 19:13:31 -08:00
7560ae5caf
[8/N] enable cli flag without a space ( #10529 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-21 12:30:42 -08:00
2385b60d83
[Kernel] Register punica ops directly ( #10522 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-11-21 09:18:11 -08:00
da7e702c6f
[Bug]: When apply continue_final_message for OpenAI server, the "echo":false is ignored ( #10180 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2024-11-21 16:24:32 +00:00
d5ec121f95
[Model] Expose `dynamic_image_size` as mm_processor_kwargs for InternVL2 models ( #10518 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2024-11-21 14:20:08 +00:00
8b0fe06c89
[torch.compile] Inductor code caching fix ( #10273 )
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Signed-off-by: luka <luka@neuralmagic.com>
Signed-off-by: Luka Govedic <luka.govedic@gmail.com>
2024-11-20 21:44:57 -08:00
6c1208d083
[Core] Add Sliding Window Support with Flashinfer ( #10462 )
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Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2024-11-20 19:56:47 -08:00
388ee3de66
[torch.compile] limit inductor threads and lazy import quant ( #10482 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-20 18:36:33 -08:00
c68f7ede6a
[Bugfix]: allow extra fields in requests to openai compatible server ( #10463 )
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Signed-off-by: Guillaume Calmettes <gcalmettes@scaleway.com>
2024-11-20 16:42:21 -05:00
0cd3d9717e
[7/N] torch.compile, reduce compilation time ( #10460 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-20 11:20:38 -08:00
63f1fde277
[Hardware][CPU] Support chunked-prefill and prefix-caching on CPU ( #10355 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com>
2024-11-20 10:57:39 +00:00
d200972e7f
[Bugfix] Marlin 2:4 temp fix for large M dim (>256) ( #10464 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2024-11-19 19:40:33 -08:00
b00b33d77e
[Model][Quantization] HQQ support through Marlin kernel expansion ( #9766 )
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Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
2024-11-19 13:31:12 -08:00
803f37eaaa
[6/N] torch.compile rollout to users ( #10437 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-19 10:09:03 -08:00
8c1fb50705
[Platform][Refactor] Extract func `get_default_attn_backend` to `Platform` ( #10358 )
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Signed-off-by: Mengqing Cao <cmq0113@163.com>
2024-11-19 11:22:26 +08:00
96d999fbe8
[Kernel] Initial Machete W4A8 support + Refactors ( #9855 )
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Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2024-11-18 12:59:29 -07:00
6b2d25efc7
[Hardware][XPU] AWQ/GPTQ support for xpu backend ( #10107 )
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Signed-off-by: yan ma <yan.ma@intel.com>
2024-11-18 11:18:05 -07:00
c7dec926f6
[VLM] Report multi_modal_placeholders in output ( #10407 )
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Signed-off-by: Linkun Chen <lkchen+anyscale@github.com>
2024-11-18 16:06:16 +08:00
4fd9375028
[2/N][torch.compile] make compilation cfg part of vllm cfg ( #10383 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-16 18:02:14 -08:00
361c29e174
[Bugfix] Fix M-RoPE position calculation when chunked prefill is enabled ( #10388 )
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Signed-off-by: imkero <kerorek@outlook.com>
2024-11-17 02:10:00 +08:00
32e46e000f
[Frontend] Automatic detection of chat content format from AST ( #9919 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-16 13:35:40 +08:00
79ee45b428
[Misc] Bump up test_fused_moe tolerance ( #10364 )
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Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
2024-11-15 16:31:18 +00:00
b311efd0bd
[Misc] Fix import error in tensorizer tests and cleanup some code ( #10349 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-15 09:34:17 +00:00
2ac6d0e75b
[Misc] Consolidate pooler config overrides ( #10351 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-15 06:59:00 +00:00
b40cf6402e
[Model] Support Qwen2 embeddings and use tags to select model tests ( #10184 )
2024-11-14 20:23:09 -08:00
bf2ddc6610
[bugfix] Fix static asymmetric quantization case ( #10334 )
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Signed-off-by: Daniël de Kok <me@danieldk.eu>
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Daniël de Kok <me@danieldk.eu>
2024-11-15 09:35:11 +08:00
972112d82f
[Bugfix] Fix unable to load some models ( #10312 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-14 16:55:54 -08:00
11cd1ae6ad
[Tool parsing] Improve / correct mistral tool parsing ( #10333 )
2024-11-15 00:42:49 +00:00
4a18fd14ba
Support Roberta embedding models ( #9387 )
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Signed-off-by: Max de Bayser <mbayser@br.ibm.com>
Signed-off-by: Flavia Beo <flavia.beo@ibm.com>
Co-authored-by: Flavia Beo <flavia.beo@ibm.com>
2024-11-14 21:23:29 +00:00
29f3ef26a3
[ci][distributed] disable hanging tests ( #10317 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-14 00:23:39 -08:00
f67ce05d0b
[Frontend] Pythonic tool parser ( #9859 )
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Signed-off-by: Mike Depinet <mike@fixie.ai>
2024-11-14 04:14:34 +00:00
15bb8330aa
[Bugfix] Fix tensor parallel for qwen2 classification model ( #10297 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2024-11-14 10:54:59 +08:00
ac49b59d8b
[Bugfix] bitsandbytes models fail to run pipeline parallel ( #10200 )
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Signed-off-by: Hoang Cong Duc <hoangcongducltt@gmail.com>
2024-11-13 09:56:39 -07:00
0b8bb86bf1
[1/N] Initial prototype for multi-modal processor ( #10044 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-13 12:39:03 +00:00
1b886aa104
[Model] Adding Support for Qwen2VL as an Embedding Model. Using MrLight/dse-qwen2-2b-mrl-v1 ( #9944 )
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Signed-off-by: FurtherAI <austin.veselka@lighton.ai>
Co-authored-by: FurtherAI <austin.veselka@lighton.ai>
2024-11-13 08:28:13 +00:00
3945c82346
[Model] Add support for Qwen2-VL video embeddings input & multiple image embeddings input with varied resolutions ( #10221 )
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Signed-off-by: imkero <kerorek@outlook.com>
2024-11-13 07:07:22 +00:00
0d4ea3fb5c
[core][distributed] use tcp store directly ( #10275 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-12 17:36:08 -08:00
112fa0bbe5
[V1] Fix CI tests on V1 engine ( #10272 )
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Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-11-12 16:17:20 -08:00
8a06428c70
[LoRA] Adds support for bias in LoRA ( #5733 )
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Signed-off-by: Umesh Deshpande <udeshpa@us.ibm.com>
Co-authored-by: Umesh Deshpande <udeshpa@us.ibm.com>
2024-11-12 11:08:40 -08:00
b41fb9d3b1
[Encoder Decoder] Update Mllama to run with both FlashAttention and XFormers ( #9982 )
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Signed-off-by: Sourashis Roy <sroy@roblox.com>
2024-11-12 10:53:57 -08:00
47db6ec831
[Frontend] Add per-request number of cached token stats ( #10174 )
2024-11-12 16:42:28 +00:00
7f5edb5900
[Misc][LoRA] Replace hardcoded cuda device with configurable argument ( #10223 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-11-12 11:10:15 +08:00
eea55cca5b
[1/N] torch.compile user interface design ( #10237 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-11 18:01:06 -08:00
6ace6fba2c
[V1] `AsyncLLM` Implementation ( #9826 )
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Signed-off-by: Nick Hill <nickhill@us.ibm.com>
Signed-off-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nickhill@us.ibm.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2024-11-11 23:05:38 +00:00
8a7fe47d32
[misc][distributed] auto port selection and disable tests ( #10226 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-11 11:54:59 -08:00
330e82d34a
[v1][torch.compile] support managing cudagraph buffer ( #10203 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
2024-11-11 11:10:27 -08:00
e6de9784d2
[core][distributed] add stateless process group ( #10216 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-11 09:02:14 -08:00
36e4acd02a
[LoRA][Kernel] Remove the unused libentry module ( #10214 )
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Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2024-11-11 09:43:23 +00:00
58170d6503
[Hardware][CPU] Add embedding models support for CPU backend ( #10193 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2024-11-11 08:54:28 +00:00
73b9083e99
[misc] improve cloudpickle registration and tests ( #10202 )
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Signed-off-by: youkaichao <youkaichao@gmail.com>
2024-11-11 00:10:53 +00:00
51c2e1fcef
[CI/Build] Split up models tests ( #10069 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-09 11:39:14 -08:00
b09895a618
[Frontend][Core] Override HF `config.json` via CLI ( #5836 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-09 16:19:27 +00:00
f192aeba74
[Bugfix] Enable some fp8 and quantized fullgraph tests ( #10171 )
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Signed-off-by: Bill Nell <bill@neuralmagic.com>
2024-11-09 08:01:27 +00:00
47672f38b5
[CI/Build] Fix VLM broadcast tests `tensor_parallel_size` passing ( #10161 )
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Signed-off-by: Isotr0py <2037008807@qq.com>
2024-11-09 04:02:59 +00:00
e0191a95d8
[0/N] Rename `MultiModalInputs` to `MultiModalKwargs` ( #10040 )
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Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2024-11-09 11:31:02 +08:00
127c07480e
[Kernel][Triton] Add Triton implementation for scaled_mm_triton to support fp8 and int8 SmoothQuant, symmetric case ( #9857 )
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Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2024-11-08 19:59:22 -05:00
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