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2773 Commits
Author SHA1 Message Date
Wentao Yeandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 88d7bdbd23 [Bug] Fix AttributeError: 'FusedMoE' object has no attribute 'w13_weight_scale'. Did you mean: 'w13_weight_scale_inv' (#25519) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-09-24 00:07:51 +00:00
Chenxi YangandChenxi Yang 0d235b874a Add CUTLASS FP8 MOE benchmark scripts and kernel config (#25302) 
Signed-off-by: Chenxi Yang <cxyang@fb.com>
Co-authored-by: Chenxi Yang <cxyang@fb.com>
 2025-09-23 18:07:42 -06:00
Juan Villamizarandjpvillam bde2a1a8a4 [ROCm] Small functional changes for gptoss (#25201) 
Signed-off-by: jpvillam <jpvillam@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
 2025-09-23 23:39:50 +00:00
Thomas ParnellandChih-Chieh-Yang 5e25b12236 [Kernel] [Mamba] Remove BLOCK_H=1 from list of tuneable configurations for _chunk_cumsum_fwd_kernel (#25197) 
Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
Co-authored-by: Chih-Chieh-Yang <chih.chieh.yang@ibm.com>
 2025-09-23 23:23:30 +00:00
Michael Goin 7361ab379f Remove redundant mutates_args and dispatch_key for direct_register_custom_op (#25512) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-23 22:48:40 +00:00
Isotr0py ae002924e9 [CI/Build] Fix and re-enable v1 PP test on CI (#25496) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-23 21:58:25 +00:00
Gregory Shtrasberg 690f948e4a [Bugfix] Fix for the import error from #24588 (#25481) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-09-23 21:31:08 +00:00
Michael Goin a8ffc4f0f2 [Bugfix] Lower gpt-oss max cudagraph size to 992 to be compatible with FA3 (#25508) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-23 12:49:55 -07:00
jiahanc d5944d5146 [Speculators][Speculative Decoding] Fix gpt-oss eagle3 accuracy issue (#25406) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-09-23 15:44:35 -04:00
ElizaWszolaLuka GovedičMichael GoinLuka Govedič
 		63400259d0 [Performance] Move apply_w8a8_block_fp8_linear to an op class (#24666) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-09-23 12:03:10 -07:00
Hashem Hashemi a3a7828010 [ROCm] Add skinny gemm bias support for dtypes fp16,bf16,fp8 (#24988) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
Signed-off-by: Hashem Hashemi <159079214+amd-hhashemi@users.noreply.github.com>
 2025-09-23 14:31:45 -04:00
bnellnmandMichael Goin f11e3c516b [Kernels] Support blocked fp8 quantization for compressed tensors MoE (#25219) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-23 16:11:34 +00:00
Lucas WilkinsonSage Mooreyewentao256Tyler Michael Smith
 		cc1dc7ed6d [Core/DBO][2/N] Dual-Batch Overlap add DeepEP High Throughput support and Prefill support (#24845) 
Signed-off-by: Sage Moore <sage@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Sage Moore <sage@neuralmagic.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-09-23 16:02:10 +00:00
Thomas Parnell a903669e10 [V1] Remove V0 code paths for Hybrid models (#25400) 
Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com>
 2025-09-23 08:26:13 -07:00
Joelandyoukaichao 61d1b35561 [BugFix] Register expert_map as named buffer for wake_up and sleep (#25458) 
Signed-off-by: wuxibin <wuxibin@bytedance.com>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2025-09-23 21:49:13 +08:00
Isotr0py 231c2c63e4 [Bugfix] Fix idefics3 tie_word_embeddings (#25454) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-23 10:06:48 +00:00
Cyrus Leung babad6e5dd [Misc] Move DP for ViT code inside model executor dir (#25459) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-23 09:20:52 +00:00
Ming Yang ba8d2165b6 Handle triton kernel import exception (#25319) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-09-23 00:56:00 -07:00
Cyrus Leung c98be0a232 [Model] Enable DP for ViT in Qwen2-VL (#25445) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-23 05:17:10 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath e8db44f883 [DP/EP][GPTOSS] Use triton matmul-ogs kernels for GPTOSS DP/EP (#24588) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-09-22 21:01:09 -07:00
JJJYmmmandliuye.hj fc97733da8 [feat] Support MRoPE + YaRN (#25384) 
Signed-off-by: liuye.hj <liuye.hj@alibaba-inc.com>
Co-authored-by: liuye.hj <liuye.hj@alibaba-inc.com>
 2025-09-23 03:04:47 +00:00
Bowen Wanggemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Tyler Michael Smith
 		06a41334c7 [EPLB] Reduce EPLB Inference Overhead (#24573) 
Signed-off-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-09-22 16:31:05 +00:00
Sara-KS ac243886b0 [Kernel] MI-300X triton moe configs (#23445) 
Signed-off-by: Sara Kokkila Schumacher <saraks@ibm.com>
 2025-09-22 14:29:54 +00:00
Nicolò LucchesiandYe Qi 4cf71cc88a [TPU] Deprecate xm.mark_step in favor of `torch_xla.sync (#25254) 
Signed-off-by: NickLucche <nlucches@redhat.com>
Co-authored-by: Ye (Charlotte) Qi <yeq@meta.com>
 2025-09-22 10:12:57 +00:00
Eldar Kurtić 21467f9a1c Enable Eagle3 speculative decoding for GPT-OSS model (#25246) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
 2025-09-22 08:50:39 +00:00
Roger Wangandyinz-aizip 7b57a433da [Model] Support Dots OCR (#24645) 
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: yinz-aizip <yinz@aizip.ai>
 2025-09-22 02:24:40 +00:00
Woosuk Kwon bc6e542d9f Remove V0 attention backends (#25351) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-21 16:03:28 -07:00
Isotr0py af7dfb0d1a [Perf] Further optimization for Qwen3-VL fast_pos_embed_interpolate (#25347) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-21 20:12:45 +00:00
Woosuk Kwon 1c3ffdbecc [V0 Deprecation] Remove V0 sampling metadata (#25345) 
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
 2025-09-21 10:37:11 -07:00
Woosuk Kwon 26e673fe93 [V0 Deprecation] Remove V0 Sequence class & Sampler (#25332) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
 2025-09-21 08:52:15 -07:00
Roger Wang 30d08911f7 [MM][Perf] Minor Optimization on Qwen3-VL fast_pos_embed_interpolate (#25337) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-09-21 11:05:20 +00:00
Wenlong WangandRoger Wang 035fd2bd2c [Multi Modal][Performance] Fused Q,K's apply_rope in more models (#25005) 
Signed-off-by: wwl2755 <wangwenlong2755@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-09-21 03:55:10 +00:00
Woosuk Kwon 572ddf83ce [Chore] Remove unused sampler in models (#25324) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-20 19:53:20 -07:00
Woosuk Kwon 52c2a8d4ad [V0 Deprecation] Remove LLMEngine (#25033) 
Signed-off-by: Woosuk Kwon <woosuk@thinkingmachines.ai>
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-20 17:56:30 -07:00
Isotr0py 3c713a9711 [Model] Cleanup InternViT's data parallel implementation (#25306) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-09-20 05:46:24 -07:00
Manoel MarquesHarry MellorLuka Govedič
 		bf8b26cad1 Generate _ModelInfo properties file when loading to improve loading speed (#23558) 
Signed-off-by: Manoel Marques <manoel.marques@ibm.com>
Signed-off-by: Manoel Marques <manoelmrqs@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-20 11:51:13 +00:00
Michael Goin e08a3a3fdb [CI Failure] Disable FlashInfer RoPE to unblock CI (#25299) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-09-20 08:16:56 +00:00
Roger Wang be874c0201 [Bugfix] Fix Qwen3-VL-MoE weight loading for EP (#25300) 
Signed-off-by: Roger Wang <hey@rogerw.io>
 2025-09-20 00:04:05 -07:00
Cyrus Leung c60e6137f0 [Optimization] Avoid repeated model architecture conversion for pooling models (#25261) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-20 13:30:22 +08:00
JartX 3642909617 [BUGFIX] GPTQ quantization compatibility for Qwen3 Next MOE models (AutoGPTQ and AutoRound-GPTQ) (#25268) 
Signed-off-by: JartX <sagformas@epdcenter.es>
 2025-09-20 11:18:13 +08:00
Harry Mellor c308501cb6 Improve weight loading for encoder models in Transformers backend (#25289) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-20 03:11:03 +00:00
ZhiyuandMichael Goin 431535b522 Enable modelopt gemma3 nvfp4/fp8, make workflow more robust (#22771) 
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-19 22:40:33 +00:00
David-WenWentao YeMichael Goingemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 		ddc9048394 Fix: Correct FusedMoE layer reference in auto_round quantization (#24818) 
Signed-off-by: David-Wen <18927700430@163.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-09-19 20:44:24 +00:00
Michael GoinandLuka Govedič 48ecb4438b [Perf] Use FlashInfer RoPE for RotaryEmbedding.forward_cuda when available (#21126) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-19 14:06:49 -06:00
bnellnm 4bdf400218 [Bugfix] Fix chunked a2_scales in modular kernels (#25264) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-19 19:42:01 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath 7852b82b93 [Bugfix] GPT OSS Attritbute error on H100 (#25228) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-09-19 13:14:09 -06:00
samzong 138f0d1e75 [Docs] add __init__.py to vllm/model_executor/layers/quantization/compressed_tensors/transform (#24974) 
Signed-off-by: samzong <samzong.lu@gmail.com>
 2025-09-19 18:32:27 +00:00
Harry Mellor 12aed7e453 Encoder model support for the Transformers backend (#25174) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-19 19:15:22 +01:00
LJH-LBJJunhongRoger Wang
 		d90e212a3a Remove Redundant Assignment in Qwen3_VisionPatchMerger (#25224) 
Signed-off-by: Junhong <liujunhong11@huawei.com>
Co-authored-by: Junhong <liujunhong11@huawei.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2025-09-19 12:15:13 -06:00
Harry Mellor aed16879a9 Move ModelConfig from config/__init__.py to config/model.py (#25252) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-09-19 16:22:33 +00:00