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353 Commits

Author SHA1 Message Date
Richard Zou
a521ef06e5
Use standalone_compile by default in torch >= 2.8.0 (#18846) 
Signed-off-by: rzou <zou3519@gmail.com>
 2025-05-30 06:41:58 +08:00
Gregory Shtrasberg
da4b69d0b4
[Attention][V1] Toggle for v1 attention backend (#18275) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-05-29 10:48:24 -04:00
Cyrus Leung
1cb194a018
[Doc] Reorganize user guide (#18661) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-05-24 07:25:33 -07:00
Pavani Majety
f2036734fb
[ModelOpt] Introduce VLLM_MAX_TOKENS_PER_EXPERT_FP4_MOE env var to control blockscale tensor allocation (#18160) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-05-23 15:52:20 -07:00
youkaichao
6a7988c55b
Refactor pplx init logic to make it modular (prepare for deepep) (#18200) 
Signed-off-by: youkaichao <youkaichao@gmail.com>
 2025-05-23 23:43:43 +08:00
Harry Mellor
a1fe24d961
Migrate docs from Sphinx to MkDocs (#18145) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-05-23 02:09:53 -07:00
Will Eaton
6b31c84aff
Throw better error for when running into k8s service discovery issue (#18209) 
Signed-off-by: Will Eaton <weaton@redhat.com>
 2025-05-15 21:07:28 -07:00
Chenheli Hua
4f07a64075
Support custom implementations of VideoLoader backends. (#18091) 2025-05-15 13:26:49 +08:00
youkaichao
6266c57bae
[core][distributed] add ep group and all2all interface (#18077) 
Signed-off-by: youkaichao <youkaichao@gmail.com>
 2025-05-14 10:46:49 +08:00
Jonathan Berkhahn
98ea35601c
[Lora][Frontend]Add default local directory LoRA resolver plugin. (#16855) 
Signed-off-by: jberkhahn <jaberkha@us.ibm.com>
 2025-05-12 10:39:10 -07:00
Robert Shaw
d19110204c
[P/D] NIXL Integration (#17751) 
Signed-off-by: ApostaC <yihua98@uchicago.edu>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Signed-off-by: Brent Salisbury <bsalisbu@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: ApostaC <yihua98@uchicago.edu>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Brent Salisbury <bsalisbu@redhat.com>
 2025-05-12 09:46:16 -07:00
Richard Zou
ea2236bf95
Add option to use torch._inductor.standalone_compile (#17057) 
Signed-off-by: rzou <zou3519@gmail.com>
 2025-05-09 12:59:04 -07:00
Russell Bryant
6930a41116
[V1] Add VLLM_ALLOW_INSECURE_SERIALIZATION env var (#17490) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-05-08 13:34:02 +08:00
Bowen Bao
db593aa67f
[Quantization] Quark MXFP4 format loading (#16943) 2025-05-07 15:05:05 -04:00
Areeb Syed
ed2e464653
Addendum Fix to support FIPS enabled machines with MD5 hashing (#17043) 
Signed-off-by: sydarb <areebsyed237@gmail.com>
 2025-04-23 19:55:00 -07:00
Chendi.Xue
56a735261c
[INTEL-HPU][v0] Port delayed sampling to upstream (#16949) 
Signed-off-by: Michal Adamczyk <michal.adamczyk@intel.com>
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Michal Adamczyk <madamczyk@habana.ai>
 2025-04-22 20:14:11 -07:00
vllmellm
30bc3e0f66
[FEAT][ROCm]: Support AITER MLA (#15893) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: qli88 <qiang.li2@amd.com>
 2025-04-22 09:31:13 -07:00
vllmellm
0e237f0035
[FEAT][ROCm] Integrate Paged Attention Kernel from AITER (#15001) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-04-22 02:46:28 -07:00
Charlie Fu
188b7f9b8c
[Performance][ROCm] Add skinny gemms for unquantized linear on ROCm (#15830) 
Signed-off-by: charlifu <charlifu@amd.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
 2025-04-21 20:46:22 -07:00
kliuae
5b794cae8d
[ROCm] Add aiter tkw1 kernel for Llama4 fp8 (#16727) 
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
 2025-04-21 20:42:34 -07:00
Yang Fan
2c1bd848a6
[Model][VLM] Add Qwen2.5-Omni model support (thinker only) (#15130) 
Signed-off-by: fyabc <suyang.fy@alibaba-inc.com>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <136131678+ywang96@users.noreply.github.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Xiong Wang <wangxiongts@163.com>
 2025-04-18 23:14:36 -07:00
Nicolò Lucchesi
eb5819b2d9
[V1][TPU] Enable Top K (#15489) 
Signed-off-by: NickLucche <nlucches@redhat.com>
Signed-off-by: Hyesoo Yang <hyeygit@gmail.com>
Co-authored-by: Hyesoo Yang <hyeygit@gmail.com>
 2025-04-17 18:18:11 +00:00
Staszek Paśko
3092375e27
[V1][Performance] Implement custom serializaton for MultiModalKwargs [Rebased] (#16432) 
Signed-off-by: Staszek Pasko <staszek@gmail.com>
Signed-off-by: Nick Hill <nhill@redhat.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Nick Hill <nhill@redhat.com>
 2025-04-16 19:28:32 -07:00
Russell Bryant
cb84e45ac7
[Core] Upgrade to xgrammar 0.1.18, add cache size limit (#16283) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-04-08 19:13:22 -07:00
Isotr0py
c2a9671510
[Misc] Improve model redirect to accept json dictionary (#16119) 
Signed-off-by: Isotr0py <2037008807@qq.com>
 2025-04-06 05:51:45 -07:00
bnellnm
e59ca942f5
Add option to use DeepGemm contiguous grouped gemm kernel for fused MoE operations. (#13932) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-04-01 12:07:43 -04:00
Rui Qiao
8dd41d6bcc
[Misc] Use envs.VLLM_USE_RAY_COMPILED_DAG_CHANNEL_TYPE (#15831) 
Signed-off-by: Rui Qiao <ruisearch42@gmail.com>
Co-authored-by: Cody Yu <hao.yu.cody@gmail.com>
Co-authored-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-04-01 06:07:53 -07:00
TJian
4965ec42d2
[FEAT] [ROCm] Add AITER int8 scaled gemm kernel (#15433) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-03-29 03:33:56 -07:00
Nick Hill
15dac210f0
[V1] AsyncLLM data parallel (#13923) 
Signed-off-by: Nick Hill <nhill@redhat.com>
 2025-03-27 16:14:41 -07:00
Yuan Tang
66aa4c0bf4
[Feature] Add middleware to log API Server responses (#15593) 
Signed-off-by: Yuan Tang <terrytangyuan@gmail.com>
 2025-03-27 17:49:38 +00:00
wang.yuqi
3f532cb6a6
[Misc] Use model_redirect to redirect the model name to a local folder. (#14116) 2025-03-27 02:21:23 -07:00
Gregory Shtrasberg
ecff8309a3
[ROCm] Env variable to trigger custom PA (#15557) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-03-26 22:46:12 -07:00
Alexander Matveev
b2e85e26f4
[V1] TPU - Revert to exponential padding by default (#15565) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-03-26 21:35:05 +00:00
vllmellm
5ebf66748b
[FEAT][ROCm] Integrate Fused MoE Kernels from AITER (#14967) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-03-26 16:30:30 +08:00
Chenyaaang
ac3cd6e83c
[core] add bucket padding to tpu_model_runner (#14995) 
Signed-off-by: Chenyaaang <llccyy1212@gmail.com>
Signed-off-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
Co-authored-by: rshaw@neuralmagic.com <robertgshaw2@gmail.com>
 2025-03-25 17:27:22 -04:00
Gregory Shtrasberg
f533b5837f
[ROCm][Kernel] MoE weights padding (#14454) 
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
Cyrus Leung
6dd55af6c9
[Doc] Update docs on handling OOM (#15357) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
Signed-off-by: Roger Wang <ywang@roblox.com>
Co-authored-by: Roger Wang <ywang@roblox.com>
 2025-03-24 14:29:34 -07:00
Russell Bryant
8abe69b499
[Core] Don't force uppercase for VLLM_LOGGING_LEVEL (#15306) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-03-24 08:27:30 -07:00
DefTruth
6ebaf9ac71
[Bugfix] consider related env vars for torch.compiled cache hash (#14953) 
Signed-off-by: DefTruth <31974251+DefTruth@users.noreply.github.com>
 2025-03-23 15:53:09 +00:00
Russell Bryant
b877031d80
Remove openvino support in favor of external plugin (#15339) 
Signed-off-by: Russell Bryant <rbryant@redhat.com>
 2025-03-22 14:06:39 -07:00
TJian
ec870fba9a
[FEAT] [ROCm]: Add AITER RMS Norm (Layer Norm) Feature (#14959) 
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
 2025-03-21 22:36:14 -07:00
Siyuan Liu
b15fd2be2a
[Hardware][TPU] Add check for no additional graph compilation during runtime (#14710) 
Signed-off-by: Siyuan Liu <lsiyuan@google.com>
 2025-03-21 03:05:28 +00:00
Hyesoo Yang
47195057e9
[V1][TPU] Speed up top-k on TPU by using torch.topk (#15242) 
Signed-off-by: Hyesoo Yang <hyeygit@gmail.com>
 2025-03-20 19:19:40 -07:00
Mickaël Seznec
a597a57595
[Attention] Flash Attention 3 - fp8 (#14570) 
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
 2025-03-20 01:14:20 -04:00
Woosuk Kwon
99abb8b650
[V1][Spec Decode] Optimize Rejection Sampler with Triton Kernels (#14930) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-03-18 14:31:54 -07:00
Cyrus Leung
3556a41434
[VLM] Limit multimodal input cache by memory (#14805) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-03-15 02:52:05 -07:00
Lucas Wilkinson
5952d8ab61
[Attention] Get rid of mla cache alignment (#14842) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-03-15 05:08:25 +00:00
Robert Shaw
d4d93db2c5
[V1] V1 Enablement Oracle (#13726) 
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
Russell Bryant
776dcec8fe
Disable outlines cache by default (#14837) 2025-03-15 03:57:55 +00:00
Lucas Wilkinson
9532c49836
[Attention] MLA get rid of materialization (#14770) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-03-13 23:39:02 -07:00