Commit Graph
4218 Commits
Author SHA1 Message Date
dea268336f [1/N] Elastic EP Milestone 2 (#34861)
Signed-off-by: Yongji Wu <wuyongji317@gmail.com>
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Ron Tourgeman <rtourgeman@nvidia.com>
Co-authored-by: Yongji Wu <wuyongji317@gmail.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Ron Tourgeman <rtourgeman@nvidia.com>
2026-02-28 04:46:42 +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
d5b6f3ba36 [ROCm][Quantization] Add Composable Kernel (CK) backend support for M… (#34301)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
2026-02-28 03:37:01 +00:00
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
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 TurganbayandHarry Mellor 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 HaberandRoger Wang 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
fort726Sungwan Kimgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>TJian
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 LinandRoger Wang 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
TibandtibG 6467b635b6 [Bugfix] Add missing activation attr to RMSNormGated (#35423)
Signed-off-by: tibG <naps@qubes.milou>
Co-authored-by: tibG <naps@qubes.milou>
2026-02-27 12:53:35 +00:00
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
Chengyi NieandChengyi Nie a572baff5e [Model Performance] Add Qwen3MoE tuned MoE configs for H200 (#35457)
Signed-off-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Chengyi Nie <cnie@roblox.com>
2026-02-27 13:51:14 +08:00
zofiaandKunshang Ji 516cf26698 [Bug] correct out dtype of rms_norm_gated native path (#35369)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-27 05:19:51 +00:00
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
Pavani Majety 6283021142 [Bugfix] Fix KV Scale loading for MLA Models (#35430)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
2026-02-26 23:38:19 +00:00
Aleksandr MalyshevandAleksandr Malyshev 01923eec70 [ROCm][Quantization] GPT OSS Upstream MoE wmxfp4_afp8 with static scales (#30357)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-02-26 16:50:16 -06:00
Tyler Michael SmithandClaude Opus 4.6 eb19955c37 [WideEP] Remove pplx all2all backend (#33724)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-26 14:30:10 -08:00
sychen52 d0105b84f0 add mixed precision support for modelopt (#35047)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-02-26 21:56:24 +00:00
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
ec8ab9d254 [ROCm] Add dynamic mxfp4 quantization for DeepSeek V2 projection layers (#34157)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2026-02-26 10:00:49 -06:00
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
Li-Yongwen c6ca51598a [Bugfix] fix device_name for routing replay (#34336)
Signed-off-by: liyongwen <1310439159@qq.com>
2026-02-26 12:18:38 +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
HZYandIsotr0py 32693db8ce [Bugfix] [Qwen3.5]Fix Qwen3.5 FP8 quantization: tuple shard_id weight loading (#35289)
Signed-off-by: daowu.hzy <daowu.hzy@alibaba-inc.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-02-26 18:26:15 +08:00
Jiangyun Zhu ab87f85231 [Model] Ring 2.5 (#35102)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
2026-02-26 02:17:11 -08:00
Fadi ArafehandTyler Michael Smith 4171ff6dd9 [CPU][Feat] Enable KleidiAI INT8_W4A8 for all input dtypes (#34890)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2026-02-26 05:00:10 +00:00
Michael GoinandRobert Shaw de527e1cec [UX] Add --moe-backend arg for explicit kernel selection (#33807)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-25 17:44:44 -08:00
Yongye Zhu 1976356ee6 [MoE Refactor] MXFP4 Cutlass Experts to MK (#34542)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-02-25 17:32:39 -08:00
Ming YangandMichael Goin 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
c97234c08b fix(mxfp4): Disable monolithic path for TRITON backend with EP (#34270)
Signed-off-by: Elizabeth Thomas <email2eliza@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-02-25 13:33:42 -08:00
Lucas Wilkinson 15d76f74e2 Revert "[Misc] Enable weights loading tracking for quantized models" (#35309) 2026-02-25 09:20:15 -08:00
Laura WangandLu Fang 2465071510 [Perf] Add opt-in SM100 Oink RMSNorm custom-op path (#31828)
Signed-off-by: Laura Wang <3700467+Laurawly@users.noreply.github.com>
Co-authored-by: Lu Fang <30275821+houseroad@users.noreply.github.com>
2026-02-24 23:01:53 -08:00
Kunshang Ji 8ad54a991b [Platform] Add current_platform.num_compute_units interface (#35042)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-02-24 22:22:49 -08:00
Isotr0py a6c137521c [Misc] Add shard_id validation for MergedColumnLinear (#35055)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-02-24 22:12:28 -08:00
Isotr0py 4572a06afe [Misc] Enable weights loading tracking for quantized models (#35074)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
2026-02-24 22:11:03 -08:00
Rohan Potdar f38f8c9742 [ROCm]: Enable customop and rope+kvcache fusion for AITER RoPE (#35180)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
2026-02-25 04:36:40 +00:00
yugong333andMichael Goin 576fe50333 Adding Nemotron fp8 Triton MoE Config (#34674)
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2026-02-24 15:56:38 -08:00
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
danisereb 9609b1f18d Integrate flashinfer mm_mxfp8 in ModelOpt MXFP8 (#35053)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-24 08:45:13 -07:00
danisereb a0c7081695 Fix fallback to default tactic (flashinfer autotuner) with trtllm_fp4_block_scale_moe (#35088)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
2026-02-24 07:25:44 -08:00
a87cc50859 [Attn,KV-cache] Use per-head scales in the attention selector (#34281)
Signed-off-by: Your Name <you@example.com>
Signed-off-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Eldar Kurtic <research@neuralmagic.com>
Co-authored-by: Your Name <you@example.com>
2026-02-24 09:02:43 -05:00
Dor HuriandJee Jee Li 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 ManlaibaatarandNicolò Lucchesi 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
6af03f2394 [Refactor] [1/N] Reorganize kernel abstraction directory (#34055)
Signed-off-by: BadrBasowid <badr.basowid@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-02-24 06:47:22 +00:00
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