Commit Graph
3747 Commits
Author SHA1 Message Date
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
Cyrus Leung 583a90e005 [Refactor] Separate sequence and token pooling types (#32026)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-10 04:53:24 +00:00
maang 52d428295d [Core] Refactor ColumnParallelLinear: remove unused parameter and optimize forward (#31939)
Signed-off-by: maang <maang_h@163.com>
2026-01-10 04:19:49 +00:00
Akshat ShrivastavaandRoger Wang e45946bd91 feature/issac 0.2 (#31550)
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-01-10 03:18:05 +00:00
Lucas Kabela ea6d067a2a [Misc][LLaMa4] Compile LLaMa Vision Encoder (#30709)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
2026-01-09 22:01:38 -05:00
Russell Bryant 1963245ed1 [Core] Use weights_only=True with torch.load (#32045)
Signed-off-by: Russell Bryant <rbryant@redhat.com>
2026-01-10 00:28:57 +00:00
Matthew Bonanni 2612ba9285 [1/N][Attention] Restructure attention: move files (#31916)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-09 13:10:24 -08:00
Lucas Wilkinson 0a0aa07747 [Quant] Make static quant support all group shapes (#30833)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-01-09 12:49:27 -08:00
jiahanc f9e2a75a1e [fix] add cutedsl to global sf (#32001)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
2026-01-09 12:03:02 -08:00
Runkai TaoandJee Jee Li a4d5d663e2 Add unpermute-aware fused MoE path and small-batch fallback (#29354)
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-01-09 12:58:39 -07:00
Jeremy Teboul 657e9c0e18 [Fix] Introduce audio channels spec (#31595)
Signed-off-by: Jeremy Teboul <jeremyte@meta.com>
2026-01-09 19:34:51 +00:00
Wentao YeandLuka Govedič 308feab33f [Perf] Optimize cutlass moe problem size calculation, 5.3% E2E Throughput improvement, 2.2% TTFT improvement (#31830)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-01-09 11:13:43 -08:00
Michael Goin d5ec6c056f [UX] Add vLLM model inspection view (#29450)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-09 10:12:35 -07:00
Shanshan Shen 08d954f036 [Doc] Add developer guide for CustomOp (#30886)
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-01-09 16:21:11 +00:00
Michael Goin 34cd32fe30 [Perf][Kernel] Fused SiLU+Mul+Quant kernel for NVFP4 cutlass_moe (#31832)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-01-09 07:40:33 -07:00
maang 7cdf7e2fe0 [Model] Remove redundant None check in DeepSeekOCR image input processing (#32016)
Signed-off-by: maang <maang_h@163.com>
2026-01-09 06:12:44 -08:00
Xin Yang e7b68f4d6c [Bugfix] Fix Triton FusedMoE LoRA (#30585)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-09 11:46:59 +00:00
Cyrus Leung c8ed39b9dd [Model] Reorganize pooling layers (#31973)
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
2026-01-09 11:02:14 +00:00
Alex Brooks dc77cb7129 [Bugfix] Fix Var Length Batched Padding in Granite Speech (#31906)
Signed-off-by: Alex-Brooks <Alex.Brooks@ibm.com>
2026-01-09 10:28:43 +00:00
Robert ShawandRobert Shaw 0fa8dd24d2 [Bugfix] Fix Typo from NVFP4 Refactor (#31977)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 16:18:50 -08:00
5825bbc1f7 [Quantization] Deprecate Long Tail of Schemes (#31688)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-08 19:07:45 -05:00
Yongye ZhuandRobert Shaw d62cfe546d [MoE Refactoring][Bugfix]Wrap WNA16 Triton kernel into mk and change compressed tensor kernel selection (#31752)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-08 19:01:30 -05:00
Lucas WilkinsonandLuka Govedič 6cdf015c3c [Misc] Fix Current vLLM config is not set. warnings, assert to avoid issues in the future (#31747)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
2026-01-08 15:20:49 -08:00
Dipika Sikka 5d3b6097ad [Compressed-Tensors] Simplify NVFP4 Conditions, enable marlin support for NVFP4A16 MoEs (#30881) 2026-01-08 17:45:17 -05:00
bnellnm e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-08 20:52:55 +00:00
Michael Goin 87e07a6b46 Revert "feat(moe): Add is_act_and_mul=False support for Triton MoE kernels" (#31978) 2026-01-08 11:31:53 -08:00