Commit Graph
4655 Commits
Author SHA1 Message Date
Shanshan ShenandRoger Wang 80118853f4 [MM][Perf][CG] Support ViT full CUDA graph for Qwen3-VL video inference (#38061)
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-04-14 16:49:32 +08:00
lalit10andCyrus Leung 0008729abf [Model] Use mm_features for Ernie-4.5 VL M-RoPE (#39753)
Signed-off-by: Lalit Laxminarayan Bangad <lalitbangad@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
2026-04-14 01:11:52 -07:00
Netanel Haber 6adacfcb65 ParakeetExtractor performance and UX enhancements (#39423)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
2026-04-13 21:37:35 +00:00
Monishvermergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Nicolò Lucchesi
8213e8f880 Bug/test eagle dp v0 (#38938)
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
2026-04-13 20:50:08 +00:00
Pedram Razavi 3693f922ff [Bugfix][Pooling] Fix silent weight corruption with buffer-reusing iterators (#39650)
Signed-off-by: Pedram Razavi <pedram.razavi@gmail.com>
2026-04-13 19:37:27 +00:00
Tyler Michael SmithandClaude Opus 4.6 f72b20976c [Bugfix] Reject non-nvfp4 dtypes when using the flashinfer_nvlink_one_sided all2all backend (#39717)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-13 19:13:51 +00:00
JartX f414f90601 [Bugfix][Kernel][ROCm] Fix triton_w4a16 scales mismatch when BLOCK_K > group_size (#39705)
Signed-off-by: JartX <sagformas@epdcenter.es>
2026-04-13 14:29:45 -04:00
Yongye Zhu 739e5945dc [Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-13 12:53:58 -04:00
Santino Ramos 4d042ed85f [Bugfix] Fix tensor shape mismatch in sparse attention with speculative decoding (#39542)
Signed-off-by: Santino Ramos <santinor@inferact.ai>
2026-04-13 08:57:38 -07:00
Yi Liu d8ddb31644 [Bugfix][CT] Fix KV cache scale handling (#39418)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
2026-04-13 10:50:16 -04:00
Tihomir Elek 8d825b87d6 [Bug] Fix TypeError when hf_config.architectures is None during model loading (#38849)
Signed-off-by: Tihomir Elek <tiho.elek@gmail.com>
2026-04-13 12:13:21 +01:00
zofia 1b19bd7589 [MXFP8] [XPU] add a new compressed tensor schema and add a xpu mxfp8 gemm kernel (#38707)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-04-13 16:59:20 +08:00
fa6ae31177 feat: rename logit_bias/logit_scale to logit_mean/logit_sigma for affine score calibration (#39530)
Signed-off-by: Jesus Federico <jefp@amazon.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-13 04:43:44 +00:00
Le Yang 21fab0a3db fix(moe): fix RoutedExpertsCapturer assertion failure with DP>1 and MK path (#37879) 2026-04-12 10:28:17 -04:00
r266-techandRoger Wang 17e787a779 fix(kimi_k25): resolve media_placeholder_token_id from tokenizer (#39344)
Signed-off-by: r266-tech <r266.tech@gmail.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-04-11 21:10:24 -07:00
Yan Ma 394ff86965 [XPU][CT] support per-channel quantization in xpu fp8 linear method (#38316)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-04-12 02:46:28 +00:00
EdalatiAli df1e30e74b [Quant] add CompressedTensorsW8A8Mxfp8 for linear and MoE layers (#38815)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
2026-04-11 17:21:36 -06:00
ShubyM 92feb9991d [Gemma4][Bugfix]: Enable Gemma4ForCasualLM to load lora adapters correctly (#38844)
Signed-off-by: ShubyM <shubymishra20@gmail.com>
2026-04-11 09:06:49 +00:00
d4cb783c10 [Bugfix] Fix GDN FLA kernel crashes with NULL_BLOCK_ID=0 CUDA graph padding (#39064)
Signed-off-by: Vibhav Agarwal <vibhavagarwal5@gmail.com>
Co-authored-by: vibhav-agarwal <vibhav.agarwal@glance.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-11 08:35:19 +00:00
Lee Yongjun da72daced2 [Bugfix] add SupportsMultiModal to Exaone4_5_MTP (#39526)
Signed-off-by: leeyongjun <jqueen.astro@gmail.com>
2026-04-10 22:57:26 -07:00
Michael Goin 11e2375fe2 [Refactor] Move MXFP8 GEMM management into MxFp8LinearKernel (#39205)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-10 14:02:03 -07:00
e7cfd7c5b9 Add Gemma4 Eagle3 support (#39450)
Signed-off-by: Rahul-Tuli <rtuli@redhat.com>
Signed-off-by: Fynn Schmitt-Ulms <fschmitt@redhat.com>
Co-authored-by: Rahul-Tuli <rtuli@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-10 12:35:35 -07:00
Manu 51cfc0e76c perf(moe): add tuned fused_moe config for RTX PRO 6000 Blackwell Server Edition (#39183)
Signed-off-by: manu <fortin.emmanuel@gmail.com>
2026-04-10 11:32:42 -06:00
Jesus FedericoandClaude Opus 4.6 b87575d24b feat: add logit_scale to PoolerConfig for affine score calibration (#39435)
Signed-off-by: Jesus Federico <jefp@amazon.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-10 17:21:14 +00:00
Jee Jee Li ecd1ea1363 [Kernel] Porting the TRTLLM minimax_allreduce_rms kernels (#37045)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-11 00:20:20 +08:00
wang.yuqi cb5f7501cb [New Model]: jinaai/jina-reranker-v3 (#38800)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-10 15:20:40 +00:00
Peter Nguyen 8d0f908b98 [Model] Implement LoRA support for Qwen3ASRForConditionalGeneration (#37247)
Signed-off-by: Peter Nguyen <petern0408@gmail.com>
2026-04-10 18:34:31 +04:00
d468322dc1 [Kernel][Hardware][AMD] Add TritonW4A16LinearKernel for ROCm (#37352)
Signed-off-by: jatseng-ai <jatseng@amd.com>
Signed-off-by: jatseng-ai <janet.tseng@amd.com>
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Matthias Gehre <matthias.gehre@amd.com>
2026-04-10 10:25:27 +00:00
PatchyTISandPatchouliTaisa 967146e7bd [model] support FireRedLID (#39290)
Signed-off-by: PatchouliTaisa <patchychen@tencent.com>
Co-authored-by: PatchouliTaisa <patchychen@tencent.com>
2026-04-10 08:43:58 +00:00
Hexiang Wangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 1dfd64c1cc [PluggableLayer][3/N] Apply PluggableLayer to llm_head and vocab embedding layer (#33465)
Signed-off-by: whx-sjtu <2952154980@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-10 16:12:59 +08:00
milesial 270e8a4102 Nemotron Nano VL: Streamline pixel shuffle (#37580)
Signed-off-by: milesial <milesial@users.noreply.github.com>
2026-04-10 07:31:19 +00:00
Richard Zou f44afef6d6 [compile] Allow strings in custom ops without regressing compilation times (#38123)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-10 07:26:37 +00:00
Kyungmin Leeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> e7a1387e73 Add EXAONE-4.5 (#39388)
Signed-off-by: lkm2835 <lkm2835@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-09 20:53:26 -07:00
Kunshang Ji 55d037e2e5 [CT][FP8][Marlin] refactor CompressedTensorsW8A16Fp8 to use kernel abstraction (#38244)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
2026-04-10 09:58:35 +08:00
Ibrahim Arshad 9853a3c159 fix(gdn): Align prefill warmup with real prefill path (#39169)
Signed-off-by: Ibrahim Arshad <38925737+ibrahim1023@users.noreply.github.com>
2026-04-10 00:49:50 +00:00
Artem Perevedentsev bb6047db13 [Model][Perf] Enable checkpoints prefetching for Lustre FS by default (#39422)
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
2026-04-10 00:47:59 +00:00
Ekagra Ranjan f7cad67412 [ASR] Fix spacing bw chunks in multi chunk audio transcription (#39116)
Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
2026-04-09 12:46:33 -07:00
Michael Goin 2800706f06 [Refactor] Move NVFP4 GEMM management into NvFp4LinearKernel (#39129)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-09 15:05:36 -04:00
PikaPikachu 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
Richard Zou 6c749399b7 [BugFix] fix tests/kernels/moe/test_moe_layer.py (#39404)
Signed-off-by: Richard Zou <zou3519@gmail.com>
2026-04-09 08:48:59 -04:00
Andrii SkliarandAndrii Skliar df2503e125 nemotron-nano-vl: Allow use_audio_in_video to be passed at vllm serve time (#38538)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
2026-04-09 11:44:39 +00:00
Yongye Zhu 2e98406048 [Refactor] Improve indexer decode path metadata preparation (#38865) 2026-04-08 20:49:15 -07:00
Ilya Boytsov d37b378762 [Model] Update ColModernVBERT to support latest HF checkpoint (#39307)
Signed-off-by: Ilya Boytsov <ilyaboytsov1805@gmail.com>
2026-04-09 10:48:51 +08:00
Wei ZhaoandJee Jee Li 92fbec391b [Bug] Fix routing bias dtype for trtllm per-block fp8 moe (#38989)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-04-08 19:42:43 -07:00
Dipika Sikka 3aecdf08b4 [Gemma4] Support quantized MoE (#39045)
Signed-off-by: Dipika Sikka <dipikasikka1@gmail.com>
2026-04-08 21:57:53 -04:00
Maral 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
2026-04-09 08:50:39 +08:00
Benjamin Chislettandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 8332078cfd [Bugfix] FlashInfer MXINT4 MoE crashes, missing do_finalize (#39315)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-08 20:36:33 -04:00
Kai Song f3c7941ec8 [Bugfix]Fix EP precision for Qwen3.5, Qwen3-Next (#39181)
Signed-off-by: Song Kai <songkai05@baidu.com>
2026-04-09 01:47:48 +04:00
Wentao Ye 2018137242 [Feature] Batch invariant nvfp4 linear support (#39322)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-08 16:29:13 -04:00
a776a48b1c [MoE] Move DEEP_GEMM into experts/ subdirectory (#39005)
Signed-off-by: Jackmin801 <ongjackm@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>
2026-04-08 19:23:08 +00:00