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1477 Commits

Author SHA1 Message Date
Yiqing Yan
1560cca227
[None][chore] Bump version to 1.2.0rc1 (#8097) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-30 06:00:25 -04:00
Yechan Kim
948b8b9569
[None][fix] Fix CUDA graph for Qwen2.5-VL (#8047) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-09-30 14:40:03 +08:00
Kaiyu Xie
b0cb9ca50e
[None] [test] Add MNNVL AlltoAll tests to pre-merge (#7466) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-09-29 23:12:24 -04:00
Lucas Liebenwein
dcfd3ef81c
[#4593][feat] AutoDeploy: Linear Attention Support (SSM + causal_conv + Bamba + Nemotron-H) (#8068) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-09-29 22:41:06 -04:00
Cao Dong
62010c0ab7
[None][feat] Return topk logprobs in torch backend (#7976) 
Signed-off-by: Cao Dong <87467313+dcaox@users.noreply.github.com>
 2025-09-30 09:32:37 +08:00
Cheng Hang
cdce68c3e0
[TRTLLM-6741][fix] Add heuristics for lm head tp size when enable_lm_head_tp_in_adp=True (#7891) 
Signed-off-by: Cheng Hang <chang@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-30 09:24:35 +08:00
mpikulski
31a1a5ff80
[TRTLLM-8269][test] do not explicitly pass temperature=0 to select greedy sampling (#7909) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-29 14:52:18 +01:00
bhsueh_NV
38d6e4e60b
[None][feat] Support Qwen3 next (#7892) 
Signed-off-by: mengw <12670782+wm2012011492@users.noreply.github.com>
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-29 21:16:07 +08:00
mpikulski
a0d489a8d5
[TRTLLM-7728][perf] improve batched sampling perf for contiguous batches (#7908) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-29 13:32:50 +01:00
Yiqing Yan
560ded5450
[None][chore] Bump version to 1.2.0rc0 (#7941) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-29 17:39:07 +08:00
Gal Hubara-Agam
b2095aa074
[#4674][bugfix] AutoDeploy Fix memory leak in fuse_moe (#7844) 
Delete the unstacked weights immediately to save GPU memory, cleanup occurs automatically after the transformation, but for large models we'll run out of memory during the transformation itself.

Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2025-09-29 11:01:07 +03:00
Void
7f1e2dba92
[None][fix] only support deepep post quant all2all on nvfp4 (#8041) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-09-29 14:37:50 +08:00
Tailing Yuan
985b79ca82
[TRTLLM-8348][feat] Speed up concat k and copy k_nope in context phase using torch.compile (#8044) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-09-29 13:28:12 +08:00
Eran Geva
9cea6bfb30
[#7288][feat] Added AutoDeploy backend support to test_perf.py (#7588) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-28 21:21:27 -07:00
Zongfei Jing
e9f26feeb6
[None][chore] Cherry-pick from (#7598) Make low_precision_combine as a llm arg (#7898) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-09-28 22:32:33 -04:00
Yukun He
28b9a81c58
[TRTLLM-4500][feat] Add serialization/deserialization options for AutoTuner profiling cache (#7738) 
To achieve determinism for the AutoTuner profiling cache, serialization and deserialization are introduced to store the cache on disk in JSON format. Use TLLM_AUTOTUNER_CACHE_PATH to indicate the path where the cache file should be stored:

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-29 07:40:51 +08:00
Guoming Zhang
3ba4bf6e70
[None][chore] Disable concurrent weights loading for _load_weights_im… (#8034) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-28 07:11:16 -04:00
ChristinaZ
95eac2cda7
[https://nvbugs/5537738][fix] Add fp8 post-quant allgather support (#8008) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-09-28 15:32:45 +08:00
Aurelien Chartier
77b68d9d7d
[https://nvbugs/5461712] [fix] Use DG for Qwen3 Linear layers (#8030) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-09-28 10:33:36 +08:00
Xianjie Qiao
c8f98b3065
[None] [feat] Update disagg gen-only benchmark. (#7917) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-09-28 09:56:56 +08:00
Iman Tabrizian
33282351a2
[TRTLLM-6106][feat] Add support for KVCache transfer from KVCache reuse path (#6348) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-09-27 19:29:30 -04:00
Frida Hou
a36b48bcab
[#5860][autodeploy] GPT-OSS MXFP4 support (#7451) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-26 15:36:06 -07:00
Jhao-Ting Chen
c33f43e13a
[https://nvbugs/5518713][fix] Trtllm-gen moe backend for blockwise fp8 ckpt (Qwen3-235B-A22B-FP8) (#7856) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-09-26 14:29:32 -07:00
Mike Iovine
d7087015f1
[TRTLLM-8271][fix] Fix CDL overlap scheduling performance (#7971) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-26 16:05:10 -04:00
YueWeng
a4243f0da5
[TRTLLM-6393][feat] add static tree sampling and verification (#7161) 
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-09-26 13:16:16 -04:00
HuiGao-NV
f4d3be4bbc
[None][feat] Add a standalone buffer cache class and reuse buffers between cduagraph and no-graph flow (#7669) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-26 07:28:06 -07:00
Tailing Yuan
b11ee868c5
[https://nvbugs/5495789][feat] Optionally disable server GC and worker GC (#7995) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-09-26 21:39:24 +08:00
HuiGao-NV
a9965d84e0
[None][chore] Report NCCL error message but not OOM when NCCL error happens (#8009) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-25 23:07:32 -07:00
peaceh-nv
55ce70060e
[https://nvbugs/5451740][fix] Add DP padding back on SM120 (#7965) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-09-26 13:59:54 +08:00
Lucas Liebenwein
3a96d75a3c
[https://nvbugs/5527956][fix] AutoDeploy: fix IMA due to outdated metadata (#8002) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-25 22:05:55 -07:00
sunnyqgg
2e5850c28a
[TRTLLM-7330][feat] Eagle3 cuda graph support for the first draft model inference (#7363) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-09-26 11:28:05 +08:00
Yuan Tong
fae83c387b
[#6102][fix] support non-system python installation (#7763) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-09-26 10:16:15 +08:00
Yanchao Lu
7e2521a7f0
[None][chore] Some clean-ups for CUDA 13.0 dependencies (#7979) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-26 08:46:11 +08:00
dongfengy
1eb653146a
[https://nvbugs/5525951][fix] Clarify that PP is not supported for GPTOSS (#7911) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-09-25 12:54:18 -07:00
QI JUN
1529a6f22d
[None][chore] extract weights loading related logic to model loader (#7579) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-09-25 10:19:22 -07:00
xxi
57ff5f4c0d
[None][fix] fix a bug in wideEp use DeepEP with num_chunks > 1 (#7954) 
Signed-off-by: xxi <xxi@nvidia.com>
 2025-09-25 07:53:42 -07:00
Matthias Jouanneaux
eda1467061
[TRTLLM-5966][feat] Helix: add alltoall op (#6815) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
 2025-09-25 07:18:29 -07:00
Yueh-Ting (eop) Chen
c5012423f5
[None][chore] Remove developer name in comment (#7981) 
Signed-off-by: eopXD <yuehtingc@nvidia.com>
 2025-09-25 06:43:38 -07:00
Guoming Zhang
202bed4574 [None][chroe] Rename TensorRT-LLM to TensorRT LLM for source code. (#7851) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
QI JUN
961418908c [https://nvbugs/5531963][fix] cherry pick #7725 (#7907) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Yan Chunwei
cb466a846d [None][fix] api stability bug in status label (#7861) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Yan Chunwei
9d48898def [None][doc] add stable label to all the un-labelled arguments in LLM class (#7863) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Guoming Zhang
9f0f52249e [None][doc] Rename TensorRT-LLM to TensorRT LLM for homepage and the … (#7850) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Yan Chunwei
5342c607cd [https://nvbugs/5516710][fix] fix Llama 3.3 TP PP case (#7717) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Tao Li @ NVIDIA
44d7c3b245 [https://nvbugs/1234567][fix] Revert https://github.com/NVIDIA/TensorRT-LLM/pull/7768/files (#7813) 
Signed-off-by: Tao Li
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Wanli Jiang
22b45ff9c7
[TRTLLM-7758][feat] Phi4-mm image modality inference optimization (#7918) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-09-25 15:58:29 +08:00
Void
336c2ef540
[None][feat] DeepEP LL fp8 dispatch/combine (#7927) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-09-25 09:20:24 +08:00
Leslie Fang
342014069e
[None][chore] Validate features combination (#7630) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-25 08:01:13 +08:00
Iman Tabrizian
da30d496b0
[None][fix] Revert "[None][feat] Return topk logprobs in torch backend (#7756)" (#7969) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-09-24 15:36:38 -07:00
sychen52
5a65af24cd
[OMNIML-2336][feat] Add NVFP4 x FP8 moe kernels (#7821) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
 2025-09-24 12:14:35 -07:00
Mike Iovine
42c2ec3239
[https://nvbugs/5473781][fix] Fix llama 4 FP8 for PP>1 (#7220) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-24 12:16:27 -04:00
Yuxian Qiu
48fda86c56
[None][fix] Fix dummy load format for DeepSeek. (#7874) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-09-24 23:03:16 +08:00
Macrocell
6e5e8b8a3b
[None][fix] fix get_iteration_stats IndexError (#7216) 
Signed-off-by: yuhongwei <yumiao.yhw@antgroup.com>
Co-authored-by: yuhongwei <yumiao.yhw@antgroup.com>
 2025-09-24 22:43:03 +08:00
Eran Geva
603517f72a
[#7675][feat] CapturedGraph to support max_batch_size > max(cuda_graph_batch_sizes) (#7888) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-24 10:11:44 -04:00
Necofish
cfbcf9b9e8
[None][feat] Support Seed-OSS model in pytorch backend (#7496) 
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
 2025-09-24 03:57:12 -07:00
Enwei Zhu
a1a57e83b8
[TRTLLM-5235][feat] Enable regex and EBNF grammar in trtllm-serve (#7925) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-24 18:30:23 +08:00
JunyiXu-nv
6654b78c94
[https://nvbugs/5521799][fix] Trim incorrectly generated harmony messages (#7849) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-09-24 16:38:43 +08:00
Cao Dong
2f8dc6feb0
[None][feat] Return topk logprobs in torch backend (#7756) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-09-24 15:30:39 +08:00
Yueh-Ting (eop) Chen
cf100933cc
[TRTLLM-6341][feature] Support SWA KV cache reuse (#6768) 
This merge request attempts to support more SWA KV cache functionality
inside the KV cache manager. Before this merge request, the KV cache for
sliding window attention (SWA) only holds "window size" number of blocks
and reuse them in a cyclic manner. We will not be able to utilize more
GPU memory with this design, leading to a limited max batch size
throughput. Additionally, we will not be able to support KV cache reuse
with this design.

In this MR, we change such behavior to let the manager write blocks in
a linear manner. With a linear block writing behavior, as the attention
window moves on, the out-of-window (OOW) blocks will be detached. Right
now for the sake of a correct feature first, we directly offload the
OOW block from the primary block pool (GPU memory) to the secondary
block pool (host memory). We will improve this in the future by
delegating the block movement to the eviction policy.

KV cache reuse for SWA is not developed in this merge request and will
be amended in a follow-up merge request.

Writing the blocks linearly, the maximum number of blocks allocated for
a sequence(`GenerationRequest`) is the "max sequence length" specified.
The `GenerationRequest` that stores the cache block bookkeeping
structure will now keep "max sequence length" tokens of blocks.

Given the above, main changes are (more context in the MR):
- Remove "cyclic" concept under the kv cache manager, such concept
  originally guards the block reuse under kv cache manager.
- Add detach mechanism and have it under `KVCacheManager::addToken`.
  Please note that detach is still guarded off for SWA when reuse
  is enabled. A follow-up merge request will proceed to improve this.
- Enforce "max sequence length" to be a non-optional parameter to
  the `KVCacheManager`/`BlockManager`
- Let all window size resource pool get identical proportion of memory
- Fix free memory calculation under `resource_manager.py`

Signed-off-by: eopXD <yuehtingc@nvidia.com>
Co-authored-by: Tomer Asida <tasida@nvidia.com>
 2025-09-24 14:28:24 +08:00
Daniel Cámpora
5ccb2dea33
[None][chore] Make sampler type beta. (#7934) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-09-23 20:51:39 -07:00
Yuan Tong
70c3b100eb
[#7692][fix] recognize RequestError as per-request error in background handler (#7726) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-09-24 11:11:17 +08:00
Yuan Tong
f050b8d871
[None][fix] refine backend option handling for commands (#7829) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-09-24 10:54:33 +08:00
Ziyi Xiong
31ef03fd82
[https://nvbugs/5528405][fix] Set up draft_tokens before scheduling (#7903) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-24 09:56:17 +08:00
Venky
6ff0fad75e
[TRTLLM-7015] [feat] Enable prompt_logprobs in pytorch backend (#7580) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-09-23 18:48:10 -07:00
Lizhi Zhou
7550251988
[TRTLLM-7182][test] add multi-nodes test for disagg-serving (#7470) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-09-24 08:31:56 +08:00
mpikulski
9970345919
[TRTLLM-7728][feat] batched sampling by strategy (supersedes enable_mixed_sampler, cf. TRTLLM-7156) (#7294) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-23 16:05:05 -07:00
Yilin Fan
7d4d6cc9e0
[TRTLLM-7292][feat] Support multi-threaded tokenizers for trtllm-serve (cherry-pick) (#7776) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-09-23 09:39:47 -07:00
Daniel Cámpora
9f1d9b7b18
[None][feat] Use list instead of torch tensor for new tokens in update requests (#7730) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-09-23 10:40:08 -04:00
Zheyu Fu
34963ec39c
[None][fix] Assign [] to req.py_draft_tokens instead of None when spec decode is off (#7511) 
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
 2025-09-23 06:54:18 -07:00
ChristinaZ
dd5fb2857a
[None][fix] Re-add the import for allgather that was mistakenly removed. (#7920) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-09-23 03:09:48 -07:00
Yan Chunwei
3ba19b6ff1
[https://nvbugs/5532023][fix] executor with-statement bug (#7895) 
Signed-off-by: chunweiy <chunweiy@nvidia.com>
 2025-09-23 02:05:39 -07:00
Enwei Zhu
f882fb86db
[https://nvbugs/5367180][fix] Fix xgrammar import before loading tensorrt_llm binary (#7906) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-23 00:29:57 -07:00
Yan Chunwei
40820e6711
[None][fix] CHERRY-PICK trtllm-serve yaml loading (#7551) (#7897) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-09-23 14:56:52 +08:00
Pengbo Wang
5792464d37
[None][fix] Read eos_token_id from generation_config for kimi_k2 (#7120) 
Signed-off-by: Pengbo Wang <221450789+pengbowang-nv@users.noreply.github.com>
 2025-09-23 10:47:03 +08:00
yunruis
126cd707e3
[None][opt] Add batch waiting when scheduling (#7416) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-09-23 10:27:37 +08:00
Chang Liu
998857bcde
[TRTLLM-7328][feat] E-PD Disagg Support via llmapi (3/N) (#7577) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-22 19:07:18 -07:00
jianweiwu
9da4203e2e
[None][feat] Add Tencent HunYuanDenseV1 model support (#7081) 
Signed-off-by: sorenwu <sorenwu@tencent.com>
Signed-off-by: jianweiwu <sorenwu@tencent.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-23 09:27:29 +08:00
Tailing Yuan
740340dd17
[https://nvbugs/5522847][fix] Disable GC on disagg server and client (#7858) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-09-23 09:16:55 +08:00
Enwei Zhu
8330d5363a
[TRTLLM-8209][feat] Support new structural tag API (upgrade XGrammar to 0.1.25) (#7893) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-23 09:10:09 +08:00
xxi
d471655242
[TRTLLM-7831][feat] Cherry-pick from #7423 Support fp8 block wide ep cherry pick (#7712) 2025-09-23 08:41:38 +08:00
Enwei Zhu
59f57598a7
[https://nvbugs/5504086][fix] Fix MTP vanilla (#7904) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-23 08:38:28 +08:00
ChristinaZ
be576a3152
[None] [feat] Enable run_post_quant_allgather for MoE TRTLLM backend (#6794) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-09-23 08:24:21 +08:00
Jin Li
b5391b4ac6
[https://nvbugs/5516665][fix] Fix CUTLASS moe fake impl errors (#7714) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-22 11:08:39 -07:00
Wanli Jiang
2a30f11d63
[None][chore] Upgrade transformers to 4.56.0 (#7523) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-22 22:20:16 +08:00
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
HuiGao-NV
0dac1ddb74
[https://nvbugs/5525849][fix] Cherry-pick to fix mismatch of max seq len between kv cache manager and dummy requests (#7855) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-22 18:07:47 +08:00
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
Yan Chunwei
ba2864a2c6 [None][doc] Enhance api reference doc by labeling stable APIs (#7751) 
Signed-off-by: Yan Chunwei <328693+Superjomn@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
HuiGao-NV
af34c9713a [https://nvbugs/5474169][fix] seq_len mismatch between kv cache manager and graph attn metadata (#7606) 
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
Yukun He
3cc16c2438 [https://nvbugs/5496960][fix] Fix Gemma model forward. (#7509) 
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
Yuxian Qiu
2d46dda6a7 [https://nvbugs/5448754][fix] Download HF model for all nodes. (#6824) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
HuiGao-NV
123f5cbbf0 [https://nvbugs/5474169][fix]Adjust max seq len for kvcache for memory estimation (#7391) 
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
Bo Li
a15f08db3d [https://nvbugs/5467548][fix] DeepSeek illegal memory access. (#7298) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-22 14:28:38 +08:00
Stefan Niebler
8aead224fb
[https://nvbugs/5513423][fix] Correctly respect min_tokens in PyTorch Workflow (#7808) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Co-authored-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
 2025-09-21 22:15:18 -07:00
dongxuy04
b057fc9593
[None][fix] cherrypick to main: Fix possible mpi broadcast and gather issue on large object (#7854) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-09-22 10:17:23 +08:00
Enwei Zhu
639d4109a7
[None][fix] Disable torch.compile for CapturableGuidedDecoder (#7871) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-22 10:04:30 +08:00
dongxuy04
9eb8084ca9
[TRTLLM-7008][fix] cherrypick to main Add automatic shared memory delete if already exist (#7727) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-09-21 11:01:51 -07:00
Ziyi Xiong
897c4dd23b
[https://nvbugs/5517404][fix] Use the correct cuda graph for dynamic spec dec (#7728) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-21 08:20:48 +08:00
Yan Chunwei
4509d97780
[TRTLLM-8188][chore] refactor GenerationExecutorWorker with WorkerBase for better code reusing (#7840) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-09-20 06:24:22 -07:00
Grzegorz Kwasniewski
8adaf0bb78
[TRTLLM-6342][feat] Support for partial sharding from factory (#7393) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Signed-off-by: Grzegorz Kwasniewski <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-09-19 09:07:42 -07:00
Matthias Jouanneaux
1be7faef37
[TRTLLM-5966][feat] Helix: add custom position ids to MLA kernels (#6904) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
 2025-09-19 20:55:32 +08:00
Liao Lanyu
18095a7cb8
[https://nvbugs/5503440][fix] Fix potential hang due to wrong type of ZMQ socket and protocol for worker_init_status_queue (#7646) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-09-19 18:13:33 +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
QI JUN
f1b362faac
[None][chore] polish error message in cute_dsl_utils.py (#7852) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-09-19 12:05:11 +08:00
HuiGao-NV
a6370fd143
[https://nvbugs/5481434][feat] cherry-pick fix to reuse pytorch memory segments occupied by cudagraph (#7747) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-19 10:25:21 +08:00
Yuxian Qiu
d6ebcf7c4a
[TRTLLM-6994][feat] FP8 Context MLA integration (Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6059 from release/1.1.0rc2) (#7610) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-09-19 09:40:49 +08:00
Ziyi Xiong
420f0fbcf5
[https://nvbugs/5522851][fix] Correct the logic to update kv_lens_cuda (#7790) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-19 08:11:29 +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
Li Min
d921fc3352
[TRTLLM-6898][feat] Add swapab, tileN64, cga sync support for cute dsl nvfp4 gemm (#7764) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-09-18 21:20:04 +08:00
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
Stefan Niebler
a55251bf75
[None][fix] Add TP information in weight scale loading in WeightOnlyQuantLinearMethod (#7732) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-09-18 10:30:50 +02:00
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
Leslie Fang
870cfcf9a0
[None][chore] Remove executor config in create_py_executor (#7599) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-18 14:24:58 +08:00
mpikulski
1c7f601265
[https://nvbugs/5508890][fix] gen. result cleanup when using PostprocWorker (#7771) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-18 14:01:18 +08:00
Li Min
14e455da3e
[None][fix] Fix CI issue for dsl pkg install (#7784) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-09-18 13:58:20 +08:00
Barry Kang
4f0e6b5f96
[None][feat] Cherry-pick DeepGEMM related commits from release/1.1.0rc2 (#7716) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-09-18 13:51:48 +08:00
Ziyi Xiong
28469dbf27
[https://nvbugs/5523080][fix] Correct the batch index in device tensors (#7803) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-18 13:45:37 +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
Yanchao Lu
f8e811d134
[None][chore] Version bump for 1.1.0rc6 (#7824) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-18 11:13:56 +08:00
Yukun He
cd80e0a7f1
[None][fix] Make tile_tokens_dim calculation just in time before kernel launching. (#7529) 
tile_tokens_dim directly depends on the num_token, which is a dynamic shape during tuning and inference. When AutoTuner prepares dummy tensors with different num_tokens, it does not update the value of tile_tokens_dim automatically. Therefore, the value stored in the AutoTuner cache is misaligned, which will introduce a lot of cache misses during inference, which hurts perf a lot.

To avoid this issue, we move the calculation of tile_tokens_dim right before kernel launching, so that the value of tile_tokens_dim is always up to date with the num_tokens of the current input tensor used for the kernel runner.

Also, the tile_tokens_dim is calculated based on the number of tokens of a tuned bucket, instead of the original token number. Because we only tune the value for the buckets, not for the raw input token number, to avoid unexpected misalignment between tile_tokens_dim and the token number.

This PR also removes the warmup requests with the extra input shapes, which are triggered in the CUDA graph warmup phase.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-18 10:58:52 +08:00
Lucas Liebenwein
39eb120b96
[#7308] [feat] AutoDeploy: graph-less transformers mode for HF (#7635) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-09-18 10:44:24 +08:00
Netanel Haber
a5cfc8368f
[https://nvbugs/5508536][fix] Revert #7041: Move stop_criteria to sample_async (#7041) (#7796) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
 2025-09-17 21:27:01 -04:00
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
Zhenhuan Chen
6983e8a00d
[https://nvbugs/5517260][fix] move scaffolding contrib module's import to subdirectory (#7758) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-09-17 11:36:33 +08:00
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
Yukun He
6313c9799c
[https://nvbugs/5488582][fix] Cherry-pick 7495: Avoid unexpected Triton recompilation in DG fused_moe (#7708) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-09-17 09:00:28 +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
HuiGao-NV
a49cfb3e68
[https://nvbugs/5516666][fix] cherrypick fix to the CUDA graph warmup issue when using speculative decoding (#7737) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
Co-authored-by: Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-09-17 06:24:20 +08:00
Aurelien Chartier
471723bce1
[None][chore] Remove unused get_quant_scales methods (#7687) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-09-16 12:56:11 -07:00
Lucas Liebenwein
9befd1a72f
[None][chore] AutoDeploy: neat disablement of transforms in pipeline (#7736) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-16 23:31:48 +08:00
bhsueh_NV
8226ef23dc
Revert "[None][feat] support attention dp for qwen3 dense model" (#7765) 2025-09-16 19:09:04 +08:00
Kaiyu Xie
6eef19297f
[None] [chore] cherry pick changes on slurm scripts from release/1.1.0rc2 (#7750) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-09-16 16:07:13 +08:00
Li Min
b278d06481
[TRTLLM-6898][feat] Add Cute DSL nvfp4 linear op (#7632) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-09-16 14:25:26 +08:00
Bo Li
3f4e160cba
[None][chore] Fix error when running trtllm-bench without cuda graph. (#7725) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-09-15 20:30:23 -07:00
Void
103b554734
[None][fix] Ensure that the W4A8 custom input scale remains aligned across all ranks (#7614) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-09-16 11:04:26 +08:00
Yanchao Lu
e5cead1eb9
[TRTLLM-6295][test] Exit as early as possible and propagate exit status correctly for multi-node testing (#7739) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-09-16 09:59:18 +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
Ziyi Xiong
536e8776cd
[TRTLLM-6668][feat] Enable overlap scheduler for two-model spec decoding (#7651) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-09-16 07:33:44 +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
jmydurant
7deefb3d2b
[TRTLLM-7192][feat] optimize MLA chunked prefill && support fp8 mla chunked prefill (#7477) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-09-15 21:43:49 +08:00
Zheng Duan
24fc1f9acf
[None][fix] using arrival time in llmapi when creating LlmRequest in pytorch workflow (#7553) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-09-15 07:26:01 -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
DylanChen-NV
d5df0af017
[https://nvbugs/5467981][fix] Fix Qwen2.5-VL fails with cuda graph padding (#7122) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-09-15 15:02:34 +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
Pengyun Lin
c2bc39af63
[TRTLLM-1302][feat] Topk logprobs for TRT backend and top1 logprob for PyT backend (#6097) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-09-12 15:32:34 +08:00
Chang Liu
3a9847eb84
[https://nvbugs/5498165][fix] fix permission error for config file lock (#7656) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-11 10:36:51 +08:00
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
Leslie Fang
d219a4f225
[None][chore] remove executor config in kv cache creator (#7526) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-10 21:14:44 +08:00
Yiqing Yan
76c5e1a12f
[None][infra] Bump version to 1.1.0rc5 (#7668) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-10 16:06:54 +08:00
Kanghwan
758c22f832
[#7208][fix] Fix config type of MedusaConfig (#7320) 
Signed-off-by: Kanghwan Jang <861393+karljang@users.noreply.github.com>
 2025-09-09 23:25:17 -07:00
Frida Hou
bbb5ae3349
[#5861][autodeploy] Refactor: Quantization Transforms with Inheritance (#7227) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-10 13:00:06 +08:00
Zheyu Fu
c353ff342e
[None][feat] Make the should_use_spec_decode logic a bit smarter (#7112) 
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
 2025-09-10 12:53:59 +08:00
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
Richard Huo
dcd110cfac
[None][chore] add TorchLlmArgs to the connector api (#7493) 
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
 2025-09-09 09:05:59 -04:00
NVJiangShao
cc7593987b
[https://nvbugs/5434424][fix] A quick fix for the wrong output issue of SM89 blocked scaling batched GEMM when the input tensor is non-contiguous. (#7615) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-09-09 08:58:15 -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
Linda
9cb5410067
[https://nvbugs/5454559][fix] handle bias term in fuse_gate_mlp (#7449) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-09-09 10:26:17 +02:00
William Zhang
c53d1814a7
[None][feat] Extend VLM factory and add Mistral3 factory (#7583) 
This commit:

* extends existing factory interfaces to enable Mistral3 in AutoDeploy.
* adds a Mistral3 VLM factory.
* adds various model patches for pixtral (the vision model) and mistral3
  to make the VLM export compliant.
* adjusts checkpoint loading code to take possible parameter name
  conversions into account.
* fixes a sampling bug (the `end_id` needs to be take into account when
  sampling, but it is not included in the stop words' token IDs).

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-09-09 02:47:18 -04:00
Guoming Zhang
f53fb4c803 [TRTLLM-5930][doc] 1.0 Documentation. (#6696) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-09 12:16:03 +08:00
zhanghaotong
96af324ff1
[None][fix] Add try-catch in stream generator (#7467) 
Signed-off-by: Zhang Haotong <zhanghaotong.zht@antgroup.com>
Co-authored-by: Zhang Haotong <zhanghaotong.zht@antgroup.com>
 2025-09-08 16:09:26 -04:00
Chuang Zhu
77657a1c12
[TRTLLM-7361][feat] KV cache transfer for uneven pp (#7117) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-09-08 13:37:46 -04:00
Leslie Fang
3e0073e86b
[None][chore] remove executor config in instantiate sampler (#7516) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-08 09:02:40 -07:00
Eran Geva
5f2a42b3df
[TRTLLM-6142][feat] AutoDeploy: set torch recompile_limit based on cuda_graph_batch_sizes and refactored (#7219) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-08 08:45:58 -04:00
Chang Liu
4a1e13897f
[None][feat] Update multimodal utility get_num_tokens_per_image for better generalization (#7544) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-08 07:42:46 -04:00
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
JunyiXu-nv
504bb7ffa9
[TRTLLM-7779][feat] Support multiple postprocess workers for chat completions API (#7508) 
Signed-off-by: Junyi Xu 
Co-authored-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-09-08 11:11:35 +08:00
Yan Chunwei
205c3a144c
[None][chore] expose tokens_per_block into KvCacheConfig (#5911) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-09-07 21:14:10 -04:00
Netanel Haber
0fee8cd028
[TRTLLM-7153] [feat] Move stop_criteria to sample_async (#7041) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-09-07 17:36:49 +03:00
Raayan Dhar
bae9560e62
[https://nvbugs/5448767][fix] sync termination of requests across PP ranks (#7455) 
Signed-off-by: raayandhar <rdhar@nvidia.com>
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
Co-authored-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-09-07 08:45:49 -04:00
Mike Iovine
45390402fc
[https://nvbugs/5502352][fix] Fix 2-model CDL path (#7543) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-06 23:53:27 -04:00
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
Chang Liu
23500b55c3
[TRTLLM-7398][feat] Support KV cache salting for secure KV cache reuse (#7106) 
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>
 2025-09-06 17:58:32 -04:00
QI JUN
12ecb864c2
[None][chore] share input_ids buffers among different cuda graphs (#7236) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-09-06 17:49:42 -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
Lucas Liebenwein
74105a45d9
[#6120][feat] AutoDeploy: flexible args for sequence interface + AD multi-modal input processor + llama4 VLM example (#7221) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-05 22:10:48 -04:00
Leslie Fang
9eb3911470
[None][chore] Remove executor_config in create_py_executor_instance (#7463) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-05 20:56:03 +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
Jin Li
2189a2f3ff
[https://nvbugs/5483615][fix] Remove unnecessary assertion to let mai… (#7441) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-05 10:56:21 +08:00
Naveenraj Kamalakannan
58d1036bb1
[#3325][feat] Add MCTS and TOT tree-based inference controllers to Scaffolding (#7490) 
Signed-off-by: Naveenraj Kamalakannan <therealnaveenkamal@gmail.com>
 2025-09-04 19:46:49 -07:00
Shunkangz
bddf183e15
[None][feat] Add Request specific exception (#6931) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-09-04 18:43:42 -04:00
Rashid Kaleem
89889fb526
[https://nvbugs/5369366] [fix] Report failing requests (#7060) 
Signed-off-by: Rashid Kaleem <4079439+arekay@users.noreply.github.com>
 2025-09-04 12:56:23 -07:00
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
sychen52
98a1bffb7c
[OMNIML-2336][feat] Add NVFP4 x FP8 (#6809) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
 2025-09-04 09:03:38 -07:00
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
WeiHaocheng
5bcda7520b
[https://nvbugs/5477730][fix] Fix the alltoall case when tp_size larger than ep_size (#7331) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-09-04 08:10:03 -04:00
kris1025
cce9556858
[https://nvbugs/5485886][fix] Fix resource free of Eagle3ResourceManager (#7437) 
Signed-off-by: linquanh <linquanh@nvidia.com>
 2025-09-04 17:38:13 +08:00
Yiqing Yan
ced5512ae4
[None][chore] Bump version to 1.1.0rc4 (#7525) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-04 16:30:47 +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
Grzegorz Kwasniewski
3755f8ab7d
[TRTLLM-6342][fix] Fixed triggering BMM sharding (#7389) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-09-04 02:01:27 -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
Jin Li
2a2dfe273b
[https://nvbugs/5485102][fix] Correctly set stride for piecewise outp… (#7442) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-09-04 10:48:15 +08:00
Frida Hou
51a2b8729e
[#7222][autodeploy] Separate run_shape_prop as another graph utility (#7313) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-03 19:32:50 -04:00
Leslie Fang
bd9ba97d89
[None][chore] Remove two unused parameters in create_py_executor (#7458) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-04 07:31:31 +08:00