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4236 Commits
Author SHA1 Message Date
Iris bd92089d33 feature: support eagle3 for HunyuanVL & Hunyuan (#33035) 
Signed-off-by: irisliu10 <601012173@qq.com>
Signed-off-by: Iris <38269816+irisliu10@users.noreply.github.com>
 2026-01-27 17:55:48 +00:00
IriKa 66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076) 
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
 2026-01-27 11:04:05 -05:00
danielafrimi 83fb2d09e8 Support heterogeneous NemotronHPuzzle model (#32549) 
Signed-off-by: <dafrimi@nvidia.com>
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Signed-off-by: root <dafrimi@nvidia.com>
 2026-01-27 10:55:54 -05:00
daniserebandJee Jee Li f3a5ee705f [LoRA][Spec Decode] Support LoRA for Nemotron-H MTP models (#32265) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-27 07:53:26 -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
Harry Mellor 14385c80fc Fix weight mapping test for Transfomers v5 (#33162) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-27 12:30:14 +00:00
Lifan Shen da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042) 
Signed-off-by: Lifan Shen <lifans@meta.com>
 2026-01-27 09:34:13 +00:00
Roger Wangwanglinianwangln19Zaida ZhouIsotr0pyNick Hillyoukaichaogemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 		b539f988e1 [Models] Kimi-K2.5 (#33131) 
Signed-off-by: wanglinian <wanglinian@stu.pku.edu.cn>
Signed-off-by: wangln19 <96399074+wangln19@users.noreply.github.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: wanglinian <wanglinian@stu.pku.edu.cn>
Co-authored-by: wangln19 <96399074+wangln19@users.noreply.github.com>
Co-authored-by: Zaida Zhou <58739961+zhouzaida@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-27 14:50:31 +08:00
Robert ShawRobert Shawamirkl94
 		5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
 2026-01-27 01:28:02 +00:00
XiongfeiWeiRobert ShawRobert Shaw
 		510ed1e8d3 [Bugfix][TPU] Return a Default fp8 MoE Backend (#32908) 
Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-01-26 18:46:11 -05:00
Pengchao Wang 8caffd92df [Bugfix][MXFP4] Call trtllm_fp4_block_scale_moe with kwargs (#33104) 
Signed-off-by: Pengchao Wang <wpc@fb.com>
 2026-01-26 15:13:18 -08:00
Wentao Ye 8f987883cb [Refactor] Remove unused _moe_permute function (#33108) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-26 16:06:45 -05:00
Robert ShawandRobert Shaw 43a013c3a2 [Bugfix] Fix Dtypes for Pynccl Wrapper (#33030) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-26 20:09:32 +00:00
Cyrus Leung c25dbee40d [Model] Bump transformers version for test registry (#33100) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-26 18:53:22 +00:00
Nicolò Lucchesi 19ab0f7ce5 [Bugfix] Fix Voxtral streaming slot_mapping (#33073) 
Signed-off-by: NickLucche <nlucches@redhat.com>
 2026-01-26 10:40:40 -08:00
danielafrimiandroot 67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
 2026-01-26 11:04:20 -07:00
Andy Lo d56afd45fd Remove unused logic in models/mistral.py (#33095) 
Signed-off-by: Andy Lo <andy@mistral.ai>
 2026-01-26 09:01:52 -08:00
Pleaplusone be6931ee27 [ROCm][Bugfix] Fix ptpc scale load issue for fused shared expert path in deepseek mtp (#33018) 
Signed-off-by: ganyi <ygan@amd.com>
 2026-01-26 23:19:04 +08:00
Yuxuan ZhangandIsotr0py bb17e8f11c [GLM-OCR] GLM-OCR with MTP Support (#33005) 
Signed-off-by: zRzRzRzRzRzRzR <2448370773@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-26 06:24:43 -08:00
Cyrus Leung dcd80206b7 [Chore] Update type annotation of input_ids in model forward (#33063) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-26 06:02:10 -08:00
daniserebandRobert Shaw f4a0921c9c [Performance] Tune Mamba selective scan kernel for B200 (#32873) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-01-26 05:56:54 -08:00
VihaanThat 208c56256f [Feature] Add LoRA support for Gemma3 vision components (#32764) 2026-01-26 13:56:40 +00:00
Itay EtelisandItay Etelis 6ca2c91b96 [Model] Use mm_position to compute mrope positions for Qwen3-Omni (#33010) 
Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
 2026-01-26 13:48:07 +00:00
Cyrus Leung 11b556878b [Refactor] Use data parser for matching data items to multi-modal UUIDs (#32955) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-01-26 15:00:28 +08:00
ltd0924andluotingdan 105d104576 [StepVL] support close img patch (#32923) 
Signed-off-by: luotingdan <luotingdan@stepfun.com>
Signed-off-by: ltd0924 <32387785+ltd0924@users.noreply.github.com>
Co-authored-by: luotingdan <luotingdan@stepfun.com>
 2026-01-25 20:56:39 -08:00
Lucas Wilkinson 566cdb6cfb [CI] Fix MHA attention test failure (AttributeError when model_config is None in ViT attention backend) (#33033) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-25 19:49:53 -08:00
Andreas Karatzas 22aeb43007 [Bugfix][VLM] Fix transformers backend embed_multimodal for Qwen2.5-VL profiling (#32969) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-26 08:34:05 +08:00
Itay EtelisandItay Etelis a698e8e7ad [Model] Use mm_position to compute mrope positions for Qwen2.5-Omni (#32772) 
Signed-off-by: Itay Etelis <itay.etelis@ibm.com>
Co-authored-by: Itay Etelis <itay.etelis@ibm.com>
 2026-01-25 20:15:53 +08:00
JJJYmmmRoger WangIsotr0py
 		7e67df5570 [Bugfix] fix encoder cache hang in Qwen3VL (#32684) 
Signed-off-by: JJJYmmm <92386084+JJJYmmm@users.noreply.github.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-25 05:17:31 +00:00
Roberto L. Castro fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
 2026-01-24 18:45:27 -07:00
Lucas Wilkinson da5e7b12be [MLA] Fuse cat and qaunt for fp8 kv-cache (#32950) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-24 16:03:02 +00:00
david guanandClaude Sonnet 4.5 bc0d291bfe feat: Complete LoRA support for MiniMaxM2 Fixes #32736 (#32763) 
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
 2026-01-24 20:48:46 +08:00
Isotr0py 9ad7f89f55 [Models]: Make Multimodal config implicit in ViT implementation (#31972) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-24 20:34:26 +08:00
Isotr0py 8edaf38570 [Models] Add SharedFusedMoE support to Qwen3MoE (#32082) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-23 23:36:31 -08:00
ElizaWszolamgoinVarun Sundar RabindranathMatthew BonanniLuka GovedičLuka GovedičLucas WilkinsonLuka Govedič
 		a28b94e6ef [Performance] Split FlashAttn attention and cache update (#25954) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Luka Govedič <luka.govedic@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <luka.govedic@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2026-01-23 17:28:06 -08:00
joninco ebd0a17e0e [Bugfix] Fix missing is_layer_skipped check for FusedMoE in AWQConfig (#32935) 
Signed-off-by: jon <joninco@bullpoint.org>
 2026-01-23 17:19:56 -05:00
Wentao Ye 37c9859fab [Refactor] Clean up unused variables & func (#32692) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-23 17:04:25 -05:00
Michael Goin 4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-23 16:48:12 -05:00
Markus / MarkClaude Opus 4.5mgoin
 		586a57ad7e fix: Add glm4_moe_lite to MLA detection (#32614) 
Signed-off-by: marksverdhei <marksverdhei@hotmail.com>
Signed-off-by: Markus / Mark <46672778+marksverdhei@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2026-01-23 12:38:57 -08:00
Harry HuangandChen Zhang 5206e5e28c [V1][Hybrid] Mamba Prefix Caching with align mode (#30877) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2026-01-23 09:56:48 -08:00
Matteo Fari fec9da0af4 [Model] Enable LoRA support for internvl2 (#32397) 
Signed-off-by: Matteo Fari <matteofari06@gmail.com>
 2026-01-24 01:39:01 +08:00
baonudesifeizhai 1fb648bf10 [Bugfix] Fix FP8 MoE EP Weight Loading for ModelOpt Llama4 (#32886) 
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
 2026-01-23 10:31:48 -05:00
Xin Yang 90c2007932 [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-23 14:34:30 +00:00
Raushan Turganbay d95d650762 [Bugfix] Fix getting vision features in Transformer Multimodal backend (#32933) 
Signed-off-by: raushan <raushan@huggingface.co>
 2026-01-23 13:34:48 +00:00
tianshu-Michael-yu 13d8746c54 [Feature]: Remove DtoH Copy for lfm2_vl On Default Stream (#32815) 
Signed-off-by: Tianshu Yu <tianshuyu.formal@gmail.com>
 2026-01-23 13:20:30 +00:00
Patrick von Platenandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 3f3f89529d [Voxtral] Add new streaming arch (#32861) 
Signed-off-by: Patrick von Platen <patrick.v.platen@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-23 12:41:52 +01:00
Li, Jiangandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 5da4c7d789 [CI/Build][CPU] Fix failed pooling tests and macos smoke test (#32907) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-23 10:48:20 +00:00
Andreas Karatzas a8eb1182f1 [CI][Models] Add VLM Support for Sequence Classification Conversion (#32885) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-23 16:22:51 +08:00
Karan Bansal fa6e599a61 [Bugfix] Fix _CPU_MOE_ACT AssertionError when vLLM config not set (#32777) 
Signed-off-by: Karan Bansal <karanb192@gmail.com>
 2026-01-23 08:22:37 +00:00
Luka GovedičandMichael Goin 5e4e0e51f4 [torch.compile] Compile CustomOp.forward_native for SiluAndMul and QuantFP8 to avoid raw torch ops inside opaque custom ops (#32806) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-22 19:52:26 -08:00