Commit Graph
6692 Commits
Author SHA1 Message Date
Wentao Ye 8e25bbca19 [Refactor] Remove dead code multiple places (#61843)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-10-16 15:01:07 +00:00
Ayushman Singh de7eeaa87b [Perf] Share Triton JIT warmup compilation pool across registered kernels (#61422) 2026-10-16 08:59:42 -04:00
zofia 07f3857fb9 [XPU][Linear][MXFP4] enable torch as mxfp4 linear backend on xpu (#51965)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
2026-10-16 17:07:05 +08:00
Andreas KaratzasandClaude b466fbacd2 [ROCm][Perf] Any-shape low-latency MoE router GEMM on MI355 (#61895)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-15 23:22:31 -05:00
Andreas KaratzasandClaude 29345f42a6 [ROCm][Qwen4Exp] Support HC and MoE sequence parallelism on ROCm (#61471)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-15 20:11:17 -05:00
Kevin H. LuuandClaude Opus 5.5 a956a8126e [Bugfix][MoE] Keep the gate's hash_indices_table out of RoutedExperts parameters (#61930)
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-15 18:00:17 -07:00
a8be1500ba [Bugfix][MoE] Restore TP-sharded routed-expert capture for DP=1 (#61388)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Signed-off-by: Ao Shen <aoshen@inferact.ai>
Co-authored-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Ao Shen <aoshen@inferact.ai>
2026-10-16 00:21:24 +00:00
Jack HuandDouglas Lehr ef38e8d006 [Model][Hardware][AMD][Kernel] Part 2/2 -> Enable e2e QK Norm + RoPE + KV Cache runtime fusion for Qwen3-30B-A3B on ROCM_ATTN (#42755)
Signed-off-by: Jack Hu <Jack.Hu@amd.com>
Signed-off-by: Jack Hu <jingxujaster@hotmail.com>
Signed-off-by: Jack Hu <jack.hu@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-10-15 17:10:14 -07:00
Stefano CastagnettaandKevin H. Luu 784d1fff0c [MRV2][Spec Decode] Quantized draft lm_head for drafters that share the target head (#59973)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 22:06:40 +00:00
e711723352 [ROCm] gfx1250 optimizations and model enablement (#58800)
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: Juan Villamizar <jpvillam@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Omar Muhammad <omar.muhammad@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: Omar Muhammad <omar.muhammad@amd.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
2026-10-15 14:51:57 -07:00
f8460ef236 [Kernel][DSv4.1] Bump FlashMLA to the 2026.09.30 release and its interleaved V4.1 KV cache (#61371)
Signed-off-by: juntianl <juntianl@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
2026-10-15 13:58:25 -07:00
Rohan PotdarandClaude Opus 5.5 105605b8e9 [ROCm] Support DeepSeek-V4 hash routing in AITER Triton W4A16 MoE (#60282)
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-15 14:10:12 -05:00
Thien Tran 82b9ccaa79 [Perf][MoE] Skip the TRTLLM fp8-block activation-scale transpose copy (#61773)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-10-15 12:09:07 -07:00
4d58fa254a [MoE] Unify DeepGEMM MegaMoE experts behind one feature-matrix layer; add NVFP4 (#61538)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 19:02:01 +00:00
Mikko TukiainenandCursor 47fd76e4ce [ROCm][Perf] Route softmax MoE top-k, including fused shared-expert sigmoid, through AITER topk_gating (#56226)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-10-15 17:53:18 +00:00
4f49b55c1f [MoE] Shape-based padding for FlashInfer TRT-LLM MXFP8 experts (gated and non-gated) (#61293)
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-10-15 13:44:11 -04:00
Matthias Gehre 011fa68ca9 [ROCm][Perf] Pad fp16/bf16 GEMM weight row stride for L2 cache (#55090)
Signed-off-by: Matthias Gehre <matthias.gehre@amd.com>
2026-10-15 14:26:32 +00:00
littlecircle0730andShanshan Shen 71536bd5f8 [MM][CG] Support ViT full CUDA graph for DeepSeek-VL2 (#46005)
Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com>
Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-10-15 21:38:52 +08:00
0951fc183c [ROCm][DSv4.1] Disambiguate ROCm attention class names (#58689)
Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 21:38:39 +08:00
Xunzhuo 766c837bd5 [Model] Support every Decision 3.0 size (d3-flash, d3-mini, d3-nano, d3-lite, d3-edge) (#61778)
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com>
2026-10-15 13:29:24 +00:00
TimofeyandCodex 716c5225ae [Model] Add AliceAI support (#57963)
Signed-off-by: timka <timka.byzov@yandex.ru>
Co-authored-by: Codex <noreply@openai.com>
2026-10-15 10:15:03 +00:00
Harry MellorClaude Opus 5.5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Kevin H. Luu
b965ee564d [Chore] Use upstream Transformers DeepseekV4Config (#61392)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 01:08:08 -07:00
Vivaan SharmaandKevin H. Luu 96b5b0ee4b [Model] Enable torch.compile and CUDA graphs for EmbeddingGemma2 (#61572)
Signed-off-by: Vivaan Sharma <99265792+Vivaansharma2003@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 12:32:39 +08:00
Haiyu ZuoandKevin H. Luu ff5a91a456 [Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer (#60759)
Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-15 12:23:11 +08:00
Chaitanya Sri Krishna LollaandCursor 833665cded [ROCm][DI] Enable MoRI FP4 dispatch for mxfp4 w4a4 moe (#59596)
Signed-off-by: lcskrishna <lollachaitanya@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-10-14 23:20:14 -05:00
Shanshan Shen f46021a7fa [ROCm][Perf] Enable DPA+ETP prefill compute/comm dual-batch-overlap for DeepSeek-V4 (#57773)
Signed-off-by: Shanshan Shen <87969357+shen-shanshan@users.noreply.github.com>
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-10-15 11:16:48 +08:00
KaiandKunshang Ji de2b869ee9 [Bugfix][Kernel] Register int8 scaled_mm as a custom op (#57331)
Signed-off-by: Kai <limkc.reply@gmail.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-10-15 09:27:49 +08:00
Woosuk KwonandClaude Opus 5.5 8530aed2b7 [Spec Decode] Remove Medusa and MLP speculator support (#61701)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-14 17:29:23 -07:00
984c242ede [Quantization] Support compressed-tensors MXFP4 MoE with FP8 activations via Mxfp4MoEMethod (#59815)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-14 13:33:35 -07:00
fe98d90a9d [Dependency] Update Humming and remove NVFP4 scale workaround (#61556)
Signed-off-by: jinzhen.ljz <jinzhen.ljz@antgroup.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-14 13:32:36 -07:00
Juntian Liu 7c3f7e5500 [Perf][DSv4.1] Length-aware candidate block selection in the decode indexer (#61039)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
2026-10-14 20:15:58 +00:00
simon-veitner-redhatandClaude ae94e9c9e8 [Bugfix] Don't crash DeepGEMM MegaMoE warmup when get_bf16_mega_gate_config is missing (#61657)
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-14 18:58:35 +00:00
d1d8e6c096 [Perf][Nemotron-Parse] Do image rescale/normalize on the device (#60500)
Signed-off-by: DiegoCao <DiegoCao@users.noreply.github.com>
Co-authored-by: DiegoCao <DiegoCao@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-14 18:33:22 +00:00
TaimysandOpenAI Codex 2c74fd1873 [Model Runner V2] Enable batch-sharded sampling for GPT-OSS (#61257)
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-10-14 10:11:11 -07:00
Xunzhuo 89cab55086 [Model] Support Decision 3.0 decision models (vllm-sr/d3) (#61565)
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com>
2026-10-14 17:10:55 +00:00
zexplorerhjandCodex 3895a8babe [Bugfix] Fix TP loading of small block-FP8 MLA gates in BailingMoeV3 (#61642)
Signed-off-by: zexplorerhj <zhjoneson@163.com>
Co-authored-by: Codex <noreply@openai.com>
2026-10-14 10:09:23 -07:00
13dbf96093 [Model Loader] Apply EP weight filtering in InstantTensor (#61167)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
2026-10-14 09:10:10 -07:00
Nan ZhangandRobert Shaw 9e2b579aab [Model] Support EAGLE3/DFlash aux hidden states for GraniteMoe and GraniteMoeShared (#61110)
Signed-off-by: ZN1010 <neilzhang1010@126.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-10-14 12:01:14 -04:00
Ashish RaoandVadim Gimpelson b4b7eca0ef [Bugfix][Quantization] Clamp FP8 scales before UE8M0 rounding (#58032)
Signed-off-by: Ashish Rao <asrao@nvidia.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
2026-10-14 13:56:42 +00:00
Luca MotzandClaude Opus 5.5 2d09fdcdc2 [Quantization] Auto-disable DeepGEMM for Kolibri 1 on SM12x (#61274)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-14 12:59:50 +00:00
3723a1ea96 [Bugfix][Transformers backend] Fix CUDA graph capture for dynamic-rope models (#58064)
Signed-off-by: YongfengX <erkang040804@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
2026-10-14 05:56:54 -07:00
ssingh231219 3a5a6b11a3 [Perf][Model] Batch PaddleOCR-VL vision encoder and projector (#61458)
Signed-off-by: ssingh231219 <simran.singh@artificialy.com>
2026-10-14 19:59:44 +08:00
d39c2fb05a [Bugfix][Gemma4] Quantize audio towers independently (#59935)
Signed-off-by: sudhanshu shukla <sudhanshu112233shukla@users.noreply.github.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: sudhanshu shukla <sudhanshu112233shukla@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-10-14 11:27:44 +00:00
Lazurite 23fbc2ec2f [Model] Support precomputed image embeddings for LightOnOCR (#61585)
Signed-off-by: Rapisurazurite <43494437+Rapisurazurite@users.noreply.github.com>
2026-10-14 10:54:09 +00:00
xuebwang 81503550f3 [ROCm] Disable AITER FP8/FP4 BMM for MLA by default (#53123)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-10-14 10:46:02 +00:00
Ronaldandaoshen02 19aba3e4d5 [Bugfix][RL] Load attention sinks through weight_loader for layerwise reload (#57797)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
2026-10-14 10:17:58 +00:00
Mikko TukiainenCursormergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
f9b65c30c7 [ROCm][Perf] Make AITER FlyDSL GDN prefill default on gfx942/gfx950 (#60645)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-14 10:11:57 +00:00
c9bfa574ce [Online quantization] Extend re-quantization API to MOE (showcase NVFP4 modelopt/CT/quark to any online MOE method) (#60276)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com>
2026-10-14 15:49:37 +08:00
zofia 4dc5add6ea [XPU] [Linear] [MXFP8] enable torch as mxfp8 linear backend (#51933)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
2026-10-14 00:48:38 -07:00
Jiangyun ZhuandClaude Opus 5.5 badfcdbf91 [Perf][GDN] Internal prefill checkpoints for the FlashInfer GDN prefill backend (#60050)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
2026-10-14 14:49:46 +08:00