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2351 Commits

Author SHA1 Message Date
Raghavan
c8c3935b70 [Bugfix][Model] Fix FP8 k_scale/v_scale not loaded for Qwen3-MoE (#35656) 
Signed-off-by: raghavan <oneraghavan@gmail.com>
 2026-03-04 13:15:38 +00:00
Nathan Price
36bf213181 [Bugfix] Add missing dynamic_arg_dims for Qwen3-ASR torch.compile (#35869) 
Signed-off-by: Nathan Price <nathan@abridge.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-04 08:29:01 +00:00
Andrii Skliar
5d199ac8f2 Support Audio Extraction from MP4 Video for Nemotron Nano VL (#35539) 
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
Signed-off-by: Andrii <askliar@nvidia.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Andrii Skliar <askliar@oci-nrt-cs-001-vscode-01.cm.cluster>
Co-authored-by: Andrii <askliar@nvidia.com>
Co-authored-by: root <root@pool0-03748.cm.cluster>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: root <root@pool0-02416.cm.cluster>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: wangxiyuan <wangxiyuan1007@gmail.com>
Co-authored-by: root <root@pool0-04880.cm.cluster>
 2026-03-03 23:20:33 -08:00
Andreas Karatzas
edba15045a [Bugfix] Guard mm_token_type_ids kwarg in get_mrope_input_positions (#35711) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-03-04 04:12:51 +00:00
Isotr0py
6e9f21e8a2 [Chore] Remove debug code in model implementation (#35883) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-03 19:50:58 -08:00
AllenDou
c1d963403c [model] support FireRedASR2 (#35727) 
Signed-off-by: zixiao <shunli.dsl@alibaba-inc.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: zixiao <shunli.dsl@alibaba-inc.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-03 19:41:30 -08:00
Shanshan Shen
77e6dcbbfa [PluggableLayer][MM] Add PluggableLayer for RelPosAttention (#33753) 
Signed-off-by: shen-shanshan <467638484@qq.com>
 2026-03-03 19:41:27 -08:00
William Zhang
70c73df69e [Bugfix] Fix EVS implementation for Qwen3 VL (#33607) 
Signed-off-by: 2ez4bz <133824995+2ez4bz@users.noreply.github.com>
 2026-03-04 02:18:11 +00:00
Isotr0py
8ea8ba275e [V0 deprecation] Remove Swin model (#35821) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-03-02 20:03:41 -08:00
Jakub Zakrzewski
c8b678e53e [Model] Add support for nvidia/llama-nemotron-rerank-vl-1b-v2 (#35735) 
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
 2026-03-03 08:32:14 +08:00
Robert Shaw
9319044ee9 [MoE][Perf] Wrap DSV3 QKVAProj GEMM in custom op for torch.compile (#35751) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-03-02 23:03:49 +00:00
Ye (Charlotte) Qi
fa6a6be519 [Bugfix] Fix missing sequence_lengths in qwen3_omni_moe_thinker (#35741) 
Signed-off-by: Ye (Charlotte) Qi <yeq@meta.com>
 2026-03-02 21:11:56 +00:00
Fynn Schmitt-Ulms
9433acb8df [Spec Decode] Add hidden states extraction system (#33736) 
Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com>
 2026-03-02 14:29:09 -05:00
CSWYF3634076
2a9e3347e9 [BugFix][Model]Fix the garbled code in Ernie4.5-VL caused by fast_moe_cold_start (#35587) 
Signed-off-by: wangyafeng <wangyafeng@baidu.com>
 2026-03-02 18:56:33 +00:00
lin-shh
a9ec392c86 Fix typo: implictly -> implicitly in isaac.py docstring (#35646) 2026-02-28 23:34:37 -08:00
lailoo
afd089f231 [Bugfix][Model] Fix Qwen3.5/Qwen3Next ignoring --dtype flag on older GPUs (#35617) 2026-03-01 03:27:37 +00:00
Wentao Ye
e113a30113 [Deprecation] Deprecate code in 0.17 as scheduled (#35441) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-02-28 17:32:37 +00:00
cwazai
63d7972f13 Fix Qwen3_5MTP packed_modules_mapping for gate_up_proj (#35581) 2026-02-28 14:50:55 +00:00
Matthew Bonanni
2562e0271e [MTP] Validate that MTP weights are actually loaded (#35548) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-02-28 12:27:40 +08:00
Jakub Zakrzewski
1f3dbd95fd [Bugfix][Model] Fix gpt-oss batch invariance (#35404) 
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
 2026-02-27 20:41:24 +00:00
SteadfastAsArt
2decec9856 [Transformers backend] Ignore MTP weights when num_nextn_predict_layers=0 (#34888) 
Signed-off-by: SteadfastAsArt <695488173@qq.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-27 19:39:23 +00:00
Raushan Turganbay
fd6de37fca [BugFix] Fix 3D rope in transformers backend (#35097) 
Signed-off-by: raushan <raushan@huggingface.co>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-27 18:34:49 +00:00
Netanel Haber
c8aca0c9e1 Support parakeet as audio encoder for nemotron-nano-vl (#35100) 
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-02-27 11:07:38 -07:00
fort726
905d76b51d [Model] Add huggingface skt/A.X-K1 model (#32407) 
Signed-off-by: Sungwan(Alex) Kim <sw0726.kim@sktelecom.com>
Signed-off-by: fort726 <38447663+fort726@users.noreply.github.com>
Co-authored-by: Sungwan(Alex) Kim <sw0726.kim@sktelecom.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
 2026-02-27 09:26:02 -08:00
Yueqian Lin
e8249378e4 [Bugfix] Fix check_interleaved_audio_video false positive for batched non-interleaved requests (#35487) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-02-27 06:48:25 -08:00
Max Hu
9c3fe9936b Flashinfer cuDNN backend for Qwen3 VL ViT attention (#34580) 
Signed-off-by: Max Hu <maxhu@nvidia.com>
Signed-off-by: Max Hu <hyoung2991@gmail.com>
Co-authored-by: Max Hu <maxhu@nvidia.com>
Co-authored-by: Shang Wang <shangw@nvidia.com>
 2026-02-27 20:20:23 +08:00
Wentao Ye
062b789632 [Bug] Fix outdated links in source code (#35314) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-27 03:50:46 +00:00
Jee Jee Li
1e5ad9b74f [Bugfix] Fix Qwen3NextForCausalLM packed_modules_mapping (#35413) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-26 19:46:30 -08:00
roikoren755
38c498b8e3 [Performance] Cublas Bf16 Gate with Fp32 Output (#35121) 
Signed-off-by: Roi Koren <roik@nvidia.com>
 2026-02-26 16:51:28 -08:00
danielafrimi
832a780f3a Nemotron: use per-layer config in NemotronHMLPDecoderLayer for heterogeneous models (#35396) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
 2026-02-26 16:55:19 -05:00
Wentao Ye
05972ea7e5 [Refactor] Remove dead or duplicate func utils or variables (#35318) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-26 10:57:56 -05:00
Jakub Zakrzewski
111d869069 [Model] Add nvidia/llama-nemotron-embed-vl-1b-v2 multimodal embedding model (#35297) 
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
 2026-02-26 14:17:17 +00:00
Cyrus Leung
845ee348ef [Misc] Standardize handling of mm_processor_kwargs.size (#35284) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-26 13:05:46 +00:00
Yueqian Lin
c0615a296d [Bugfix] Fix Qwen2.5-Omni and Qwen3-Omni mixed-modality embed regression (#35368) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
 2026-02-26 11:58:23 +00:00
Jiangyun Zhu
ab87f85231 [Model] Ring 2.5 (#35102) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
 2026-02-26 02:17:11 -08:00
Ming Yang
6831650c40 [offloader] v2: Hide weight onloading latency via prefetching (#29941) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-25 17:20:59 -08:00
Benjamin Chislett
f5972a872f [Model][Spec Decode] Nemotron-H MTP and Mamba Speculative Decoding Support (#33726) 
Signed-off-by: Shahar Mor <smor@nvidia.com>
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Shahar Mor <smor@nvidia.com>
Co-authored-by: Roi Koren <roik@nvidia.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-02-24 09:49:56 -08:00
Harry Mellor
c38b8d5a31 Remove padding_index from models that don't use it for better Transformers v5 compatibility (#35189) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-24 08:04:46 -08:00
Dor Huri
012dee9233 [Feature] Add LoRA tower/connector support for Llama 4 Vision (mllama4) (#35147) 
Signed-off-by: dorhuri123 <dor.huri1@live.biu.ac.il>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-24 04:10:32 -08:00
Tugsbayasgalan Manlaibaatar
f1c664545b Make voxtral compile friendly (#33959) 
Signed-off-by: Tugsbayasgalan Manlaibaatar <tmanlaibaatar@fb.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
 2026-02-24 09:33:35 +01:00
Vadim Gimpelson
33a0d43c71 [BUGFIX][Qwen3.5] Hardcode mlp.gate as not quantizable (#35156) 
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
 2026-02-23 19:42:24 -08:00
Cyrus Leung
392645454b [Refactor] Decouple TimingContext from InputProcessingContext (#35083) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-23 14:15:50 +00:00
Eldar Kurtić
1e8438a89a [Llama4,CI] Bring back Llama-4 bug fixes, and also fix Maverick tests (#35033) 
Signed-off-by: Eldar Kurtic <you@example.com>
Co-authored-by: Eldar Kurtic <you@example.com>
 2026-02-23 09:04:34 -05:00
Robert Shaw
8435b2e049 [ModelBash][DSV3] Add TRTLLM DSV3 Router GEMM kernel (6% B1 Speedup) (#34302) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-02-23 14:02:26 +00:00
Wentao Ye
7f40e9e516 [Refactor] Remove dead private func _fp8_perm and _extract_mask_for_item (#35068) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-23 05:05:20 -08:00
Harry Mellor
103e614b14 Fix pipeline parallel with embed scaling in the Transformers modelling backend (#35094) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-02-23 05:04:47 -08:00
Gabe Goodhart
e631f8e78e fix: Apply embedding_multiplier to inputs_embeds (#34813) 
Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-02-23 00:42:46 -08:00
Cyrus Leung
987506bca6 [Refactor] Simplify dummy data generation (#35025) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2026-02-22 20:55:27 -08:00
qizixi
2bcf71b9c0 [Spec Decode] Reduce TP communication for speculative decoding draft token generation (#34049) 
Signed-off-by: qizixi <qizixi@meta.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
 2026-02-22 14:59:16 -08:00
tacos8me
b7892a3bef [Model] Add NVFP4 quantization support for Step3.5-Flash (#34478) 
Signed-off-by: tacos8me <ian@cloudhabit.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-22 12:30:46 -07:00