Commit Graph
3373 Commits
Author SHA1 Message Date
Wentao Ye 2f18d13cf0 [GLM5.3 Perf] Enable fp8 kv cache for GLM5.3 Flash by default, 9.8% E2E Throughput Improvement (#61228)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-13 15:29:17 -04:00
c068db0e1d [Bugfix][Compile] Replace Transformers AOT caching with graph caching (#58918)
Signed-off-by: fangyao fan <2281693949@qq.com>
Signed-off-by: Taimys <ffy2281693949@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Taimys <ffy2281693949@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-10-13 19:17:29 +00:00
6849ca696a [Quantization] Add ModelOpt IQ2_XS, IQ2_XXS, and Q8_0 support via b12x (#59604)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Luke Alonso <lalonso@gmail.com>
2026-10-13 09:06:33 -07:00
Rishabh Agarwal f395a6b1ad [ROCM][Bugfix] Deferring to TRITON_ATTN backend for Prefix lm models instead of ROCM_ATTN and fixed minor bug in Gemma3 Multimodal code (#46754)
Signed-off-by: GodRishUniverse <rishabh.agarwal@amd.com>
Signed-off-by: Rishabh Agarwal <risagarw@amd.com>
Signed-off-by: GodRishUniverse <risagarw@amd.com>
2026-10-13 10:03:48 -05:00
Nathan SalaandShaun Kotek - Nvidia 0838cd6593 [Bugfix] Load and apply Nemotron Super final vision LayerNorm (#61401)
Signed-off-by: Shaun Kotek <skotek@nvidia.com>
Co-authored-by: Shaun Kotek - Nvidia <skotek@nvidia.com>
2026-10-13 12:42:29 +00:00
noone-zhhhandIsotr0py 426f3bd36b [Bugfix][Model][Rust Frontend] Qwen3_ASR: Handle ragged Qwen audio batches from Rust frontend (#60979)
Signed-off-by: zh98 <workallday.zhh@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-13 10:49:39 +00:00
Harry MellorandClaude Opus 5 6f11c220b5 [Transformers backend] Fuse MoE routers that score after the top-k (#57410)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-10-13 08:41:23 +00:00
Jiangyun ZhuClaude Opus 5.5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2cc2e68d1c [Core][Mamba] Remove leftovers of mamba_cache_mode="all" (#60043)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <zhujiangyun@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-13 00:58:59 -07:00
380638afbb [Model] Add Clef-Flash support (#61308)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-13 05:46:37 +00:00
Mookandcjackal 5555a2d8f7 [Bugfix][Model] Fix EXAONE-4.5 image inputs: ViT received un-normalised pixels (#61104)
Signed-off-by: godmook <cmoh4135@naver.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-10-13 13:02:12 +08:00
189bbfb9f4 Add MoNe experts pruning support (#50415)
Signed-off-by: Ilya Boytsov <ieboytsov@nebius.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Ilya Boytsov <ieboytsov@nebius.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 23:18:43 +00:00
SeongJun LeeandNing Xie 56e3b081ae [Bugfix][weight loader] Stop warning when a parameter only widens the weight (#60020)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: Ning Xie <andy.xning@gmail.com>
2026-10-12 14:33:31 -04:00
Woosuk KwonandClaude Opus 5.5 e1a5086256 [Attention] Remove cascade attention (#61126)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 10:41:07 -07:00
Hoai VoandClaude Opus 5.5 f3cb10b690 [Model][LoRA] Enable LoRA support for BERT and RoBERTa embedding models (#61033)
Signed-off-by: hoaivoke <vokehoai@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 14:09:53 +00:00
092c35dd15 [Model] Support Cloudflare/clef-omni on /v1/systemone (#61064)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-12 21:27:34 +08:00
Harry Huangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> c75cb63cd2 [Qwen4Exp] support Sequence Parallelism for Qwen3.8-Flash-Next (#56322)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-12 20:56:44 +08:00
MatthewCYM f7a3a7265f [Bugfix][Multimodal] Fix Qwen3-ASR audio preprocessing parity (#57146)
Signed-off-by: MatthewCYM <chenyiming0v0@gmail.com>
2026-10-12 10:42:51 +00:00
Michał GanczarenkoandClaude Opus 5.5 03091e28b8 [Bugfix] Read Ling quantization_config from top-level config for Bailing V3 VL (#59026)
Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-12 09:25:29 +08:00
tc-mbandCyrus Leung c85616efc6 [Model] Support MiniCPM-V 4.7 (#58674)
Signed-off-by: tc-mb <tianchi_cai@icloud.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-10-11 10:21:10 +00:00
Bruno VolpatoandCodex 61f084b5f3 [Bugfix][Multimodal] Fix per-video cache option reuse (#55203)
Signed-off-by: bvolpato <brunocvcunha@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-11 06:21:55 +00:00
Wentao Ye 3709632ff2 [Refactor] Remove dead code multiple places (#60120)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-10 15:41:10 +00:00
Mook bf16c9c139 [Bugfix][Model] K-EXAONE: restore loading of pre-2.0 configs and apply RoPE to the MTP layer (#60187)
Signed-off-by: godmook <cmoh4135@naver.com>
Signed-off-by: Mook <68294499+Godmook@users.noreply.github.com>
2026-10-10 15:05:55 +00:00
SeongJun Leeandlesj0610 a98247ab4d [Model] Drop the 4x M-RoPE cache headroom for Qwen3-VL, Qwen3.5 and Qwen3.8 (#59853)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
2026-10-10 06:51:52 +00:00
Andreas KaratzasandClaude a205fb3177 [Bugfix][Model] Restore AXK1 config defaults dropped with the vendored config (#60954)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-10 05:54:52 +00:00
devpramodandClaude Opus 5.5 46fb84c2d4 [Model] Support EAGLE3/DFlash aux hidden states for Granite (#60855)
Signed-off-by: Pai, Pramod <pramod.pai@intel.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
2026-10-10 13:34:10 +08:00
Juan Pérez de Algabaandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 3d52578e13 [Security] Do not retain Phi-4 MM audio attention matrices (#60614)
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-09 22:23:35 +08:00
Damien LaineandCyrus Leung 2186b89a9a [Bugfix][Model] Voxtral realtime: fix boot OOM and engine crash at max_model_len (#45022)
Signed-off-by: Damien Laine <damien.laine@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-10-09 17:40:29 +08:00
Harry MellorandClaude Opus 5.5 2c99ee9333 [Chore] Remove vendored code made redundant by Transformers 5.16.1 (#60623)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-09 09:29:03 +00:00
19c0bed584 [Fusion] Support 3D activation quantization fusion and enable it for Pixtral (#59612)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-09 15:12:03 +08:00
Nishant RevurandClaude 581692cc0f [Bugfix][Spec Decode] Fix multimodal embedding merge in Llama 4 and Mistral Large 3 EAGLE drafters (#57633)
Signed-off-by: Nishant Revur <kumrfni@amazon.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-09 01:44:50 +00:00
9f3d70e081 [Quantization] Enable shared expert fusion compatibility with online shared_expert quantization (showcase: along Quark MXFP4 routed experts) (#55686)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-08 12:04:46 -04:00
Harry MellorandClaude Opus 5.5 21d9758459 Remove Python 3.10 support now that it is EOL (#60402)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-08 02:30:52 -07:00
liuzhenweiandKunshang Ji 0004536dd0 [XPU][Graph] Replace boolean-mask assignment with torch.where (#60529)
Signed-off-by: zhenwei-intel <zhenwei.liu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-10-08 17:13:48 +08:00
775792f2d5 [Bugfix] Reland #53020: tie lm_head.weight for Nemotron Parse when checkpoint omits it (#60272)
Signed-off-by: Anish Kumar <aniskumar@nvidia.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
2026-10-08 04:40:55 +00:00
Isotr0pyandShanshan Shen 8352b2427f [Multimodal] Optimize encoder cudagraph padding logic (#58925)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-10-08 03:38:09 +00:00
b803edbc9f [Model] Streamline EmbeddingGemma 2 config resolution and harmonize Triton prefill attention (#60289)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-10-07 14:56:40 -07:00
Misha GoinandClaude Opus 5.5 a982c81e3e [Bugfix] Limit GlmMoeDsaForCausalLM fp8 KV cache default to SM100 (#60281)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-07 13:37:13 -07:00
e572e02d21 [UX] Skip checkpoint shards an MTP head does not load (#60152)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-07 15:16:19 -04:00
Roger WangandKimi Code bb87d227d4 [Bugfix][Model] Fix mypy safe-super error in EmbeddingGemma2Model (#60280)
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Kimi Code <noreply@moonshot.cn>
2026-10-06 15:10:00 -04:00
Luciano MartinsandLuciano Martins 02b83919aa [Model] Support EmbeddingGemma2 multimodal pooling architecture (#60254)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
2026-10-06 13:43:38 -04:00
Wentao Ye fba31f31a9 [GLM5.3 Perf] Switch to fp8 kv cache by default for GLM, 2.3%~5.5% E2E Throughput Improvement (#60140)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-06 12:54:20 -04:00
Mia Ojeda 3313825983 [Bugfix][DiffusionGemma] Read the causal mask as int32 and compile the sample step (#59992)
Signed-off-by: ojeda-e <eojeda@league.com>
2026-10-06 19:25:51 +08:00
aoshen02andClaude Opus 5.5 31e2443c90 [Model] LongCat-Flash: scale MLA norms while loading and drop the post-load sweep (#60080)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-06 08:47:02 +00:00
edfccc9469 [ROCM][Perf] Add ROCM_SEGMENTED_ATTN attention-backend works across RDNA3/3.5/4 (#59132)
Signed-off-by: root <jeffaw99@hotmail.com>
Signed-off-by: big-yellow-duck <jeffaw99@hotmail.com>
Co-authored-by: Tan Pin Siang <1716735+tanpinsiang@users.noreply.github.com>
Co-authored-by: vllmellm <190700713+vllmellm@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-06 07:53:47 +00:00
21d93d0d8c [Attention][Model] FP8 KV cache for Triton DiffKV and MiMo-V2.6-Flash (#58128)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
2026-10-05 21:18:29 -07:00
Tianyu GuoandOpenAI Codex 8c417a2dae [Bugfix][Model] Fix Qwen3-Omni interleaved M-RoPE boundary positions (#59842)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-10-06 03:35:53 +00:00
Sohaib Ahmed 64cb683842 [Model] Add Nemotron 3.5 ASR transcription support (#59827)
Signed-off-by: Sohaib-Ahmed21 <sohaibahmed1919@gmail.com>
2026-10-05 16:28:09 +00:00
cjackal 0e468adb43 [Model] Extend device-side mm normalization to Kimi K2.5 / K3 (#59278)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-10-05 21:28:13 +08:00
Vadim GimpelsonandClaude d0d6e5f3a2 [Bugfix] Fix Mamba page size AssertionError with spec decoding on GraniteMoeHybrid, FalconH1 and Zamba2 (#59975)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-05 12:49:47 +00:00
roikoren755andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 51eeb0c58f [Bugfix] Load stacked expert weights for non-gated MoE (#59031)
Signed-off-by: Roi Koren <roik@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 15:26:55 +03:00