Commit Graph
3772 Commits
Author SHA1 Message Date
XiongfeiWei 73f635a75f [Bug] Add TPU backend option (#32438)
Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>
2026-01-16 05:17:12 +00:00
KebeandLucas Wilkinson 5de6dd0662 [Bugfix] [DeepSeek-V3.2] fix sparse_attn_indexer padding (#32175)
Signed-off-by: Kebe <mail@kebe7jun.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-01-16 03:21:55 +00:00
709502558c [Model] Add Step3vl 10b (#32329)
Signed-off-by: luotingdan <luotingdan@stepfun.com>
Signed-off-by: ltd0924 <32387785+ltd0924@users.noreply.github.com>
Co-authored-by: luotingdan <luotingdan@stepfun.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-01-15 19:04:16 -08:00
Matthew Bonanni bcf2333cd6 [CI] Fix LM Eval Large Models (H100) (#32423)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-16 00:52:49 +00:00
Michael Goin 83239ff19a Add thread_n=64 support to Marlin MoE (#32360)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-15 16:45:44 -08:00
c277fbdf31 [Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257)
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
2026-01-15 16:15:05 -08:00
Yongye ZhuandRobert Shaw 31c29257c8 [MoE Refactor][17/N] Apply Refactor to Bf16 (#31827)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-01-15 12:53:40 -08:00
Aleksandr MalyshevandAleksandr Malyshev 8c11001ba2 [ROCM] DSfp4 mla projection gemms weight dynamic quantization (#32238)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-01-15 14:13:08 -06:00
Lucas Wilkinsonandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> c36ba69bda [BugFix] Fix assert x_s.shape[-1] == x_q.shape[-1] // group_shape[1] in Blackwell Quantized MoE Test (#32362)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-15 10:19:12 -08:00
Dipika SikkaandMichael Goin 361dfdc9d8 [Quant] Support MXFP4 W4A16 for compressed-tensors MoE models (#32285)
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-15 07:25:55 -08:00
Matthew BonanniandWentao Ye 8ebfacaa75 [Attention][MLA] Make FLASHINFER_MLA the default MLA backend on Blackwell, and TRTLLM the default prefill (#32339)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-15 09:49:57 -05:00
brian033andTJian b89275d018 [ROCm] Improve error handling while loading quantized model on gfx120… (#31715)
Signed-off-by: brian033 <85883730+brian033@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-01-15 04:16:00 -08:00
Cyrus Leung cdba4c74b3 [Model] Avoid token selection in SigLIP pooling head (#32389)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-15 17:01:59 +08:00
Lucas WilkinsonandEldar Kurtić 2c9b4cf5bf [BugFix] Fix DeepSeek-V3.1 + DeepGEMM incompatible scale shapes (#32361)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Eldar Kurtić <8884008+eldarkurtic@users.noreply.github.com>
2026-01-15 06:32:22 +00:00
rasmith 3c2685645e [CI][AMD][Quantization][BugFix] Fix fp8 max in quant_utils.py and update test_fp8_quant.::test_static_fp8_quant_group_2d to use correct fp8 dtype and adjust atol/rtol (#32201)
Signed-off-by: Randall Smith <ransmith@amd.com>
2026-01-15 05:04:34 +00:00
Cyrus Leung 9ea07b41da [1/N] Reorganize multimodal processing code (#32327)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-14 15:25:31 +00:00
Roger Wang b8199f6049 [Model] Re-implement Qwen3Omni Audio Encoder (#32167)
Signed-off-by: Roger Wang <hey@rogerw.io>
2026-01-14 15:40:30 +08:00
sangho.leeandIsotr0py 7e6f123810 Add Molmo2 multimodal model support (#30997)
Signed-off-by: sanghol <sanghol@allenai.org>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-01-14 15:33:09 +08:00
Michael Goin 6388b50058 [Docs] Add docs about OOT Quantization Plugins (#32035)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-14 15:25:45 +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
Roberto L. Castro 8ef50d9a6b [Kernel][Performance] Enable smaller Scaling Factor tiling for NVFP4 small-batch decoding (#30885)
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
2026-01-13 15:22:53 -08:00
Matthew BonanniandLuka Govedič 2263d44b68 [4/N][Attention] Move MLA common to model_executor (#32060)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-01-13 09:08:45 -08:00
Matthew Bonanni 98f60e5acb [6/N][Attention] Move utils to more appropriate locations (#32215)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-13 05:38:52 -08:00
a5bbbd2f24 [Quantization] fix: overflow with static per-tensor scaling (#29867)
Signed-off-by: Mickael Seznec <mickael@mistral.ai>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-01-13 12:56:01 +00:00
Cyrus Leung 232214b2ae [Bugfix] Replace PoolingParams.normalize with use_activation (#32243)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-13 10:45:42 +00:00
Cyrus Leung eb28e8068d [Refactor] Remove get_encoder_dummy_data (#32241)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-13 09:21:23 +00:00
YunzhuLuandIsotr0py 542a4059b2 [Model] Use mm_position to compute mrope positions for Qwen2-VL/2.5-VL (#32126)
Signed-off-by: YunzhuLu <lucia.yunzhu@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-01-13 09:04:29 +00:00
Andreas Karatzas 11b6af5280 [ROCm][Bugfix] Fix Mamba batched decode producing incorrect output (#32099)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-13 05:46:53 +00:00
Cyrus Leung 78d13ea9de [Model] Handle trust_remote_code for transformers backend (#32194)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-13 09:30:12 +08:00
xuebwang-amd 629584bfc9 [Kernel][MoE] fix computation order of MoE weight multiplication and improve flow (#31962)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-01-12 17:17:30 -05:00
Vadim Gimpelson 9f430c94bd [BUGFIX] Add missed remaping of the names of fp8 kv-scale (#32199)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
2026-01-12 20:42:06 +00:00
Lucas Kabela ad8818bb5e [Misc][BE] Type coverage for vllm/compilation [3/3] (#31748)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
2026-01-12 19:24:38 +00:00
Roger Wang 16abe6b85a [Misc] Set default torch num threads for input processing (#31879)
Signed-off-by: Roger Wang <hey@rogerw.io>
2026-01-12 10:28:16 -08:00
Kyungmin Lee 3d962d72ab [BugFix] fix FusedMoE.make_expert_params_mapping in EXAONE-MoE (#32196)
Signed-off-by: lkm2835 <lkm2835@gmail.com>
2026-01-12 10:00:45 -08:00
Matthew Bonanni 20228cb851 [3/N][Attention] Move AttentionMetadata-related code from utils.py to backend.py (#32054)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-12 09:13:56 -08:00
Cyrus Leung 8863c2b25c [Model] Standardize pooling heads (#32148)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-12 17:01:49 +00:00
3f72639d36 [FIX] Add NO_MUL activation support for modular kernel path (#31528)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Signed-off-by: <>
Co-authored-by: root <root@gpu-267.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: root <root@gpu-537.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: root <root@pool0-01777.cm.cluster>
2026-01-12 11:55:49 -05:00
Jaehyun An 6bc9c8473e [MODEL] New model support for kakaocorp/kanana-1.5-v-3b-instruct (#29384)
Signed-off-by: Jaehyun An <steve.ai@kakaocorp.com>
2026-01-12 16:39:02 +00:00
63ed2409e8 Add K-EXAONE-236B-A23B (#31621)
Signed-off-by: lkm2835 <lkm2835@gmail.com>
Signed-off-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: lgai-exaone <exaonemodels@lgresearch.ai>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
2026-01-12 16:30:50 +00:00
49e6b86c91 [Feature] Support recording expert indices for rollout router replay (#28284)
Signed-off-by: xhx1022 <1737006628@qq.com>
Signed-off-by: Hongxin Xu <70438206+xhx1022@users.noreply.github.com>
Signed-off-by: arlenxu <arlenxu@tencent.com>
Co-authored-by: 22quinn <33176974+22quinn@users.noreply.github.com>
Co-authored-by: arlenxu <arlenxu@tencent.com>
2026-01-12 06:23:04 -08:00
Cyrus Leung 600aaab8d6 [Model] Remove incorrect SupportsPP from MTP models (#32150)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-12 01:19:30 -08:00
Cyrus Leung 9101dc756c [Model] Avoid hardcoding pooling type (#32119)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-11 21:28:12 -08:00
maangandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> a34abc49b7 [FixBug] Improve exception string in tensorizer.py (#31680)
Signed-off-by: maang <maang_h@163.com>
Signed-off-by: maang-h <55082429+maang-h@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-01-11 05:01:53 -08:00
Matt bde57ab2ed [Hardware][AMD][CI][Bugfix] Fix AMD Quantization test group (#31713)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-01-10 23:19:46 -08:00
Andy Liu 0dd63639be [MTP][GLM][Bugfix] Fixed .weight_scale loading logic that dropped MTP prediction accuracy with fp8+mtp (#32101)
Signed-off-by: Andy Liu <andyliu@roblox.com>
2026-01-10 23:14:54 -08:00
RickyChen / 陳昭儒andIsotr0py 8020a60402 [Bugfix] Fix Qwen3-VL-Reranker model loading for sequence classification (#32089)
Signed-off-by: rickychen-infinirc <ricky.chen@infinirc.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-01-10 12:40:09 -08:00
Vensen 6ea001cfb7 [Bugfix][Quantization] Ensure input contiguity in per_token_quant_int8 (#31637)
Signed-off-by: vensen <vensenmu@gmail.com>
2026-01-10 12:40:02 -08:00
gnovack d1fd802fa3 fused_moe_kernel - cast accumulator after applying router weights (#32002)
Signed-off-by: gnovack <gnovack@amazon.com>
2026-01-11 04:36:45 +08:00
Michael Goin e6c6f2c79d [Quant] Support MXFP4 W4A16 for compressed-tensors dense models (#31926)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-01-10 06:44:35 -08:00
Jeremy Teboul 07286ec5a6 [Bugfix] Fix integer overflow in Gemma3n audio processing (#31657)
Signed-off-by: Jeremy Teboul <jeremyte@meta.com>
2026-01-10 17:52:53 +08:00