kanshan/TensorRT-LLMs
1
0
Fork 0
mirror of https://github.com/NVIDIA/TensorRT-LLM.git synced 2026-01-24 12:42:54 +08:00
Code Issues Actions 1 Packages Projects Releases Wiki Activity
2,884 Commits 28 Branches 62 Tags 2.3 GiB
2a30f11d63
Commit Graph

281 Commits

Author SHA1 Message Date
Yechan Kim
f77aca9f2c
[TRTLLM-7385][feat] Optimize Qwen2/2.5-VL performance (#7250) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-09-22 03:40:02 -07:00
Yukun He
ab26d21620 [https://nvbugs/5517023][fix] Pass allreduce strategy and force NCCL on pre-Blackwell arch (#7768) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
Yi Zhang
f9c9c3f50a [https://nvbugs/5355219][fix] Fix trtllm moe backend test config and Qwen3 MoE multi node (#7724) 
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
Gabriel Wu
0e72e8f7e6
[None][feat] Support EPLB in Qwen3 MoE (#7443) 
Signed-off-by: Gabriel Wu <13583761+lucifer1004@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-09-19 16:45:35 +08:00
sunnyqgg
80dd8fe197
[TRTLLM-6746][feat] Enable two-model spec dec for MTP Eagle (#7001) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-09-18 12:05:36 -04:00
bhsueh_NV
c65457db8a
[None][fix] Revert "Revert "[None][feat] support attention dp for qwen3 dense model"" (#7780) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-09-18 20:11:05 +08:00
Wanli Jiang
fe104dc20d
[TRTLLM-7918][feat] Support kvcache reuse and chunk prefill for phi4mm (#7723) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-18 17:37:16 +08:00
Wanli Jiang
a7ca0fff54
[TRTLLM-6577][feat] Support nano_v2_vlm in pytorch backend (#7207) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-18 16:26:20 +08:00
Guoming Zhang
e0423bfaab
[https://nvbugs/5519544][fix] fix invalid expression for disabling pa… (#7806) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-18 12:54:52 +08:00
William Zhang
2614d71994
[TRTLLM-7410][feat] Enable KV cache reuse and chunked prefill for mistral3.1 (#7628) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-09-17 08:11:16 -07:00
Kaiyu Xie
62042a9733
[TRTLLM-6741] [feat] enable LM tp for MTP, under attention dp case (cherry-pick #7128) (#7571) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
Co-authored-by: Cheng Hang <chang@nvidia.com>
 2025-09-17 09:41:32 +08:00
Shiyu Li
8bdbb48264
[https://nvbugs/5489015][fix] Support communicator split in MNNVL allreduce and fix the binding issues. (#7387) 
Signed-off-by: Shiyu Li <shili@nvidia.com>
 2025-09-17 07:43:20 +08:00
bhsueh_NV
8226ef23dc
Revert "[None][feat] support attention dp for qwen3 dense model" (#7765) 2025-09-16 19:09:04 +08:00
xiweny
c076a02b38
[TRTLLM-4629] [feat] Add support of CUDA13 and sm103 devices (#7568) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Signed-off-by: Daniel Stokes <dastokes@nvidia.com>
Signed-off-by: Zhanrui Sun <zhanruis@nvidia.com>
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: xiweny <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Daniel Stokes <dastokes@nvidia.com>
Co-authored-by: Zhanrui Sun <zhanruis@nvidia.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-09-16 09:56:18 +08:00
Necofish
96f11b10ae
[None][feat] support attention dp for qwen3 dense model (#7618) 
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
 2025-09-16 09:33:22 +08:00
Izzy Putterman
8097be7e9c
[None][feat] Eagle, use last hidden post norm (#7546) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-09-15 12:23:57 -04:00
Wanli Jiang
e080294725
[TRTLLM-7918][feat] Revert "Support kvcache reuse for phi4mm (#7563)" (#7722) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-15 17:19:44 +08:00
Wanli Jiang
fc9f4c9295
[TRTLLM-7918][feat] Support kvcache reuse for phi4mm (#7563) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-15 15:47:00 +08:00
Chang Liu
47e37755a3
[TRTLLM-6903][feat] Support chunked prefill for multimodal models (#6843) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-14 20:10:10 -07:00
Dom Brown
fc9d426589
[https://nvbugs/5505402] [fix] Disable deep_gemm for Qwen3 QKNormRoPEAttention and Linear layers due to accuracy issues (#7616) 
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-09-10 18:30:48 +01:00
Chang Liu
faa2f46554
[TRTLLM-5059][feat] Enable KV-cache reuse and add E2E tests for llava-next (#7349) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-09 14:51:36 -04:00
Jin Li
d49374bc45
[TRTLLM-7408][feat] Wrap MOE with custom op. (#7277) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-09 12:18:56 -04:00
tomeras91
6e712dd1cc
[None][fix] enable NvFP4/FP8 quantization for Nemotron-H architecture (#7589) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-09-09 11:42:22 +03:00
dominicshanshan
c9dca69e1b
[None][chore] Mass integration of release/1.0 - 3rd (#7519) 
Signed-off-by: Nave Assaf <nassaf@nvidia.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Signed-off-by: Yifei Zhang <219273404+yifeizhang-c@users.noreply.github.com>
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Pamela <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Alexandre Milesi <30204471+milesial@users.noreply.github.com>
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Co-authored-by: Nave Assaf <55059536+Naveassaf@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: yifeizhang-c <219273404+yifeizhang-c@users.noreply.github.com>
Co-authored-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
Co-authored-by: Erin <14718778+hchings@users.noreply.github.com>
Co-authored-by: chenfeiz0326 <chenfeiz@nvidia.com>
Co-authored-by: ChristinaZ <83400082+ChristinaZ@users.noreply.github.com>
Co-authored-by: Venky <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: milesial <milesial@users.noreply.github.com>
Co-authored-by: Shi Xiaowei <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: peaceh-nv <103117813+peaceh-nv@users.noreply.github.com>
Co-authored-by: Guoming Zhang <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Co-authored-by: pcastonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Linda <57756729+Linda-Stadter@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
Co-authored-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-09-08 14:03:04 +08:00
Chang Liu
99b98f1374
[TRTLLM-7440][fix] Split fused_input_embed to separate out host sync (#7280) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-06 23:11:39 -04:00
Anthony Chang
12c66f7610
[None][fix] DeepSeek-R1 W4A8 weight loading issue; fixes regression from #6200 (#7123) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-09-07 00:04:56 +08:00
Robin Kobus
a95d9616ba
[#6186][feat] Introduce QKNormRoPEAttention module (#6830) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-09-05 14:04:41 +02:00
Chang Liu
08a0e06621
[TRTLLM-7410][feat] Support hashing and KV cache reuse for videos (#7360) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-04 14:39:23 -04:00
Enwei Zhu
1745102e72
[TRTLLM-7027][feat] Fuse d2t to logitsBitmaskKernel and fix a race condition in one-model spec (#7481) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-04 23:30:14 +08:00
Izzy Putterman
26b133f3a7
[None][feat] MultiLayer Eagle (#7234) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-09-04 10:49:13 -04:00
Wanli Jiang
4e3dded64d
[TRTLLM-6308][feat] Support Aggregate mode for phi4-mm (#7521) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-04 20:16:10 +08:00
jianweiwu
7090b286b2
[None][fix] fix hunyuan_moe init bug (#7502) 
Signed-off-by: sorenwu <sorenwu@tencent.com>
 2025-09-04 03:06:00 -04:00
William Zhang
a117e7a57e
[TRTLLM-7442][model] Remove unnecessary D2H copies (#7273) 
* Why?

Initial profiling showed there were multiple D2H / H2D copies being
scheduled in the mistral 3.1 small model.

* What?

This commit removes those unnecessary copies by returning `image_sizes`
as a simple list instead of a tensor.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-09-03 23:14:20 -04:00
Enwei Zhu
5ff3a65b23
[TRTLLM-7028][feat] Enable guided decoding with speculative decoding (part 2: one-model engine) (#6948) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-03 15:16:11 -07:00
Mike Iovine
b3c57a7042
[TRTLLM-7353][feat] Implement capturable drafting loops for speculation (#7100) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-01 14:37:44 -04:00
Liao Lanyu
704fca4178 [TRTLLM-6835][fix] Fix potential hang caused by python multiprocessing when prefetching weights (#6927) 
Signed-off-by: Lance Liao <108499334+lancelly@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Mike Iovine
de55763f13 [https://nvbugs/5455836][fix] Fix llama 4 FP4 (#6911) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
brb-nv
0253036a4e [None][chore] Add docs for Gemma3 VLMs (#6880) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Yukun He
e106045fda [None][fix] Complete the last missing allreduce op in Llama3/4. (#6850) 
The allreduce op of the last decoder layer is missing in some circumstances for the models Llama3 and Llama4.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Anurag Mukkara
b821883b25 [None][fix] Revert phi4-mm aggregate mode (#6907) 
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
2ez4bz
cf0c47ca2d [None][fix] Fix batching bug in Mistral3 model (#6841) 
Prior to this commit, if multiple requests with images were in the same
batch, the batching logic for the images would fail.

This commit fixes it, and adds unit tests for it that were verified to
fail prior to the fix.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
2ez4bz
2480aedb73 [TRTLLM-5252][feat] Add fp8 support for Mistral Small 3.1 (#6731) 
This commit adds some level of FP8 support to Mistral Small 3.1 by:

* disabling quantization for the vision sub-model since `modelopt` does
  support quantizing it (yet).
* extending existing accuracy tests to use a modelopt produced FP8
  checkpoint.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Zongfei Jing
a7ed26dd8b
[TRTLLM-6747][feat] Merge add sparse exp and shared exp into local reduction (#7369) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-31 21:20:00 -04:00
Shiyu Li
b093d94d34
[https://nvbugs/5445466][fix] Bypass MLP TP split for MNNVL in DeepSeek V3 to avoid hanging. (#6886) 
Signed-off-by: Shiyu Li <shili@nvidia.com>
 2025-08-28 15:17:48 -07:00
dongfengy
367ff88a5e
[None][feat] Refactor llama4 for multimodal encoder IFB (#6844) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-08-28 13:22:19 -07:00
Fanrong Li
e12868bc00
[None][fix] Remove and fuse some element-wise ops in the ds-r1-fp8 model (#7238) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-08-27 10:35:38 +08:00
Jin Li
028235404b
[TRTLLM-6633][feat] Padding for piecewise cudagraph (#6750) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-26 18:31:33 -04:00
William Zhang
92576488d3
[None][feat] Skip prefetching consolidated safetensors when appropriate (#7013) 
* Why?

Some models (e.g. anything produced by Mistral) can have both sharded
safetensors and a consolidated safetensor in the same checkpoint
directory. In such cases, prefetching both to memory is a waste of time,
and memory.

* What?

This commit skips over consolidated safetensors when they are not the
only safetensor file present in the checkpoint directory

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-25 23:56:21 -04:00
dongxuy04
19a0ea363b
[TRTLLM-6743][feat] Optimize and refactor alltoall in WideEP (#6973) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
Signed-off-by: Dongxu Yang <dongxuy@nvidia.com>
Co-authored-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-08-24 08:15:29 -04:00
Izzy Putterman
b36460d7b5
[None][feat] Deepseek: Start Eagle work (#6210) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
 2025-08-22 12:57:17 -04:00