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366 Commits
Author SHA1 Message Date
Artem Perevedentsev bb6047db13 [Model][Perf] Enable checkpoints prefetching for Lustre FS by default (#39422) 
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
 2026-04-10 00:47:59 +00:00
Vasiliy Kuznetsov 7b1a7423be [Frontend] new online quantization frontend (#38138) 
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
 2026-04-03 11:58:39 -04:00
Aaron Hao 4729b90838 [Bug] Add e_score_correction_bias to SKIP_TENSORS (#38746) 
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
 2026-04-02 21:15:05 -07:00
Asaf Gardin 3dc01ef352 [Quantization] Consolidate dummy format logic into DummyModelLoader (#38637) 
Signed-off-by: Josephasafg <ajgard7@gmail.com>
 2026-03-31 22:20:45 +00:00
Kyle Sayers 5869f69c5f [Online Quant] [QeRL] Minor code cleanup (#38574) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-03-31 14:56:43 +00:00
Asaf Gardin 1fc69f59bb [Bug fix][Quantization] Fix dummy weight loading (#38478) 
Signed-off-by: Josephasafg <ajgard7@gmail.com>
 2026-03-30 16:38:02 -04:00
PikaPikachu 63babd17f1 [Model][Quantization] Add GGUF support for MiniMax-M2.1 (#36965) 
Signed-off-by: kangletian <Letian.Kang@amd.com>
 2026-03-30 14:24:06 +08:00
Kyle Sayers d28d86e8a3 [QeRL] Fix online quantized reloading (#38442) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-03-29 14:56:41 -06:00
Kunshang Jiandwang.yuqi aa4eb0db78 [CI]revert initialize_model context manager (#38426) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-03-28 16:56:50 +00:00
Kyle Sayers 648edcf729 [QeRL] Compose online quantization with quantized reloading (#38032) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-03-27 13:22:33 -07:00
Andreas Karatzas f2d16207c7 [ROCm][CI] Fix flaky GPTQ compile correctness test (#38161) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-26 19:57:00 +08:00
Artem Perevedentsev a93a53f8a1 [Performance] Auto-enable prefetch on NFS with RAM guard (#37673) 
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
 2026-03-24 17:31:14 -07:00
Harry Mellor b3601da6e7 [Mypy] Fix mypy for vllm/model_executor (except vllm/model_executor/layers) (#37904) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-24 17:14:01 +00:00
Aaron Hao 5f82706a21 [BUG] Exclude SKIP_TENSORS from get_layer_size() + new weight sync example for dpep (#37334) 
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
 2026-03-19 00:45:10 +00:00
Elvir CrnčevićClaude Opus 4.6Kevin H. Luu
 		17c47fb869 [Bugfix] Fix EP weight filter breaking EPLB and NVFP4 accuracy (#37322) 
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
 2026-03-18 18:30:29 +08:00
Roy WangandClaude Opus 4.6 761e0aa7a0 [Performance] Add --enable-ep-weight-filter CLI option (#37351) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
 2026-03-18 09:36:55 +08:00
Artem Perevedentsev f5e59ee7a6 [Performance] Add prefetch for checkpoints to OS page cache (#36012) 
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
 2026-03-16 11:32:02 +00:00
Kunshang Ji 747b068136 [Hardware] Replace memory related torch.cuda APIs (#37031) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
 2026-03-16 10:24:48 +00:00
Roy Wang 821eb80c0d [Performance][Model Loader] Skip non-local expert weights during EP model loading (#37136) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
 2026-03-16 01:33:36 -07:00
Hari a3e2e250f0 [Feature] Add Azure Blob Storage support for RunAI Model Streamer (#34614) 
Signed-off-by: hasethuraman <hsethuraman@microsoft.com>
 2026-03-15 19:38:21 +08:00
arlo 8c29042bb9 [Feature] Add InstantTensor weight loader (#36139) 2026-03-14 18:05:23 +01:00
Isotr0py a8e8d62dd8 [Misc] Clean up Kimi-audio whisper encoder loading (#36903) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-14 23:37:52 +08:00
Kunshang Ji 53ec16a705 [Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145) 
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
 2026-03-12 07:57:47 -07:00
Shaun Kotek 90512b2e8b fix: Use iterator as not to store all the file loads in memory at once (#36149) 
Signed-off-by: Shaun Kotek - Nvidia <skotek@nvidia.com>
 2026-03-08 20:25:21 -07:00
Kunshang JiandHarry Mellor 16d2ad1d38 [Hardware] Replace torch.cuda.empty_cache with torch.accelerator.empty_cache (#30681) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-04 09:49:47 +00:00
sychen52 d0105b84f0 add mixed precision support for modelopt (#35047) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
 2026-02-26 21:56:24 +00:00
Lucas Wilkinson 15d76f74e2 Revert "[Misc] Enable weights loading tracking for quantized models" (#35309) 2026-02-25 09:20:15 -08:00
Isotr0py 4572a06afe [Misc] Enable weights loading tracking for quantized models (#35074) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-02-24 22:11:03 -08:00
Harry Mellor c4f38696f7 Use Xet high performance mode for Transformers v5 (#35098) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-23 08:19:30 -08:00
Asaf Joseph Gardin 1faa8cb73c [Quantization] - Added uses_meta_device_weights to quant config (#34645) 
Signed-off-by: Josephasafg <ajgard7@gmail.com>
 2026-02-17 23:43:44 -08:00
Wei ZhaoandMichael Goin 59d53066d8 [Feature] Support CPU Offloading without Pytorch Pinned Memory that leads to doubled allocation (#32993) 
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-13 08:11:26 -08:00
Isotr0py becbe24808 [Bugfix] Remove broken raw url GGUF model loading support (#34433) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-02-12 09:40:01 -08:00
Kyle SayersandMichael Goin e9cd691132 [Bugfix] Fix Sparse24 Compressed Tensors models (#33446) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-11 23:15:16 -08:00
Zhengkai Zhangandzzhengkai 6f2f59f2b3 [Misc][Spec Decode] support different load config for draft model (#34022) 
Signed-off-by: zzhengkai <zzhengkai@devgpu049.ldc1.facebook.com>
Co-authored-by: zzhengkai <zzhengkai@devgpu049.ldc1.facebook.com>
 2026-02-10 14:52:43 -08:00
Balaxxe 8d48d0a9d9 [Bugfix] Sort hf_weights_files in fastsafetensors_weights_iterator to match #33491 (#34190) 
Signed-off-by: Balaxxe <136368465+jaim12005@users.noreply.github.com>
 2026-02-09 23:06:30 -08:00
Nick HillandCyrus Leung d9bede0314 [BugFix] Fix fastsafetensors TP all procs using all GPUs (#34070) 
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-02-09 15:15:46 +08:00
emricksini-h 325ab6b0a8 [Feature] OTEL tracing during loading (#31162) 2026-02-05 16:59:28 -08:00
Lumosisandmgoin 42d5d705f9 [Minor] Sort safetensors files to ensure deterministic loading order (#33491) 
Signed-off-by: Lihao Ran <imlihao.ran@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2026-02-05 17:05:09 -05:00
Aaron HaoandSumanthRH c1858b7ec8 [Feat][RL][1/2] Native Weight Syncing API: NCCL (#31943) 
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: SumanthRH <sumanthrh99@gmail.com>
 2026-02-05 12:13:23 -05:00
Vasiliy Kuznetsov 0130223bd9 fix memory for online fp8 quantization with streaming weight load (#31914) 
Signed-off-by: vasiliy <vasiliy@fb.com>
 2026-02-02 14:17:42 -05:00
Vasiliy KuznetsovandMichael Goin 3f96fcf646 fix QERL attention import path (#33432) 
Signed-off-by: vasiliy <vasiliy@fb.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-30 09:29:09 -08:00
Kyle Sayers f857a03f6b [QeRL] Layerwise Reloading (#32133) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2026-01-30 08:50:05 -07:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 01:56:59 -08:00
Matthew Bonanni a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-27 10:02:51 -05:00
Eldar Kurtić 44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
 2026-01-22 13:29:57 -07:00
Cyrus Leung 2b8a38b6d6 [Model] Extend collect_children and no_init_weights contexts (#32757) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-22 08:20:27 +00:00
Cyrus Leung 4753f3bf69 [Model] Use context managers for encoder- and LM-only mode (#32605) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-20 11:43:38 +08:00
Tomas Ruiz 4a5299c93f feat: spec decode with draft models (#24322) 
Signed-off-by: Tomas Ruiz <tomas.ruiz.te@gmail.com>
 2026-01-19 16:05:46 -05:00
tjp_zjuandWentao Ye 2f03035a61 "refactor: refactor_repeated_interfaces" (#32486) 
Signed-off-by: tom-zju <tanjianpingzju1990@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-18 22:07:01 +08:00
Yi Liu 50632adc58 Consolidate Intel Quantization Toolkit Integration in vLLM (#31716) 
Signed-off-by: yiliu30 <yi4.liu@intel.com>
 2026-01-14 07:11:30 +00:00