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1375 Commits

Author SHA1 Message Date
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
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
64e3bfa054
[None][fix] Fix KV cache recompute in draft_target spec decode (#7348) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-09-03 15:04:14 -04:00
Anurag Mukkara
ae5136831f
[https://nvbugs/5472947][fix] wait on isend handles before reusing buffers (#7462) 
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
 2025-09-03 13:20:02 +05:30
YueWeng
9a4f60687f
[https://nvbugs/5480289][fix] release slot manager in mtp MTPHiddenStatesManager (#7340) 
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-09-02 19:37:51 -07:00
Jinyang Yuan
572551b586
[None][perf] Autotune TRT-LLM Gen MoE when using CUDA graphs (#7285) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-09-03 10:08:59 +08:00
Leslie Fang
42697ea32a
[None][chore] rm executor config in kv cache connector (#7372) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-03 08:13:13 +08:00
JunyiXu-nv
eefe5f2093
[TRTLLM-7208][feat] Implement basic functionalities for Responses API (#7341) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-09-02 07:08:22 -04:00
tomeras91
9c8d2161d0
[None][doc] fix example in docstring (#7410) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-09-02 11:59:49 +03:00
Leslie Fang
e81c50dbd2
[None][chore] Use llm args in create_py_executor (#7239) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-01 16:27:55 -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
QI JUN
ed4087a295 [https://nvbugs/5374016][fix] improve error message (#6893) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Aurelien Chartier
93e623b455 [https://nvbugs/5449155][fix] Fix DeepSeek R1 weight loading for TP16 (#6913) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
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
Tian Zheng
e257cb3533
[None][feat] Support NVFP4 KV Cache (#6244) 
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-09-01 09:24:52 +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
Yiqing Yan
ec595a8e29
[None][chore] Bump version to 1.1.0rc2 (#7394) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-31 10:20:38 +08:00
Zhongdongming Dai
9bb0c9500e
[None][docs] Update Dynasor paper info (#7137) 
Signed-off-by: Zhongdongming Dai <zhongdongmin@nvidia.com>
 2025-08-29 18:47:47 -07:00
Fanrong Li
37a1bd810f
[https://nvbugs/5481385][fix] Fix max_seq_len in cuda graph warmup and intermediate_size in fused_moe_deepgemm (#7345) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-08-29 17:00:43 +08:00
Chang Liu
31b0f0fb0c
[https://nvbugs/5445466][fix] Eliminate race when loading HF dynamic modules (#7268) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-29 12:36:30 +08:00
Richard Huo
ce580ce4f5
[None][feat] KV Cache Connector API (#7228) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
Co-authored-by: jthomson04 <jwillthomson19@gmail.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
 2025-08-28 23:09:27 -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
Nikita Korobov
a419b77fb5
[None][fix] mxfp4 padding bug for TRT-LLM and CUTLASS MoE backends (#7214) 
Signed-off-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
 2025-08-28 10:08:05 -07:00
Zongfei Jing
53163bf1df
[TRTLLM-6876][feat] Add low precision all2all for mnnvl (#7155) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-28 18:26:16 +08:00
Pengyun Lin
c1e7fb9042
[TRTLLM-7207][feat] Chat completions API for gpt-oss (#7261) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-28 10:22:06 +08:00
Mike Iovine
8b216135f0
[None][refactor] Move draft token padding out of Drafter (#7134) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-27 11:07:50 +02:00
dongxuy04
abdb2735be
[None][fix] Fix possible hang issue in WideEP and move some tests to pre-merge (#7262) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-08-27 01:39:24 -04:00
Yukun He
bed5bc9f2e
[None][chore] Wrap the swiglu into custom op to avoid redundant device copy. (#7021) 
A redundant D2D copy is observed when enabling torch.compile for the Llama model due to the swiglu triton kernel, which brings perf overhead. Use a custom op to wrap the swiglu op to avoid this overhead.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-27 13:02:10 +08:00
Iman Tabrizian
bc84758626
[None][feat] Add logging for OAI disagg server (#7232) 2025-08-26 21:02:03 -07:00
Shunkangz
ff4047414b
[None][opt] Balance the request based on number of tokens in AttentionDP (#7183) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-27 11:16:12 +08:00
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
Fridah-nv
0f947c64cb
[None][doc] Update autodeploy README.md, deprecate lm_eval in examples folder (#7233) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-26 10:47:57 -07:00
Frank
78ecfbb4a4
[None][fix] Fix data type of KV Cache percentage in bench. (#7230) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-26 12:28:09 -04:00
Void
040f4c70d3
[None][perf] Accelerate global scale calculations for deepEP fp4 combine (#7126) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-08-27 00:13:13 +08:00
Zheng Duan
cf50ba2980
[TRTLLM-6549][feat] add perf metrics endpoint to openai server and openai disagg server (#6985) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-08-26 15:34:44 +08:00
qixiang-99
b165f8bc97
fix/improve kvcache allocation in PyTorch runtime (#5933) 
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
 2025-08-26 12:40:22 +08:00
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
Leslie Fang
20922b7d1f
[None][chore] Create PyExecutor from TorchLlmArgs Part 1 (#7105) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-26 10:42:01 +08:00
Grzegorz Kwasniewski
2101d46d68
[TRTLLM-6342][feat] TP Sharding read from the model config (#6972) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-25 15:41:27 -07:00
Lucas Liebenwein
97d550b4ba
[None] [AutoDeploy] canonicalize_graph before shape prop for consistent state_dict (#7223) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-08-25 16:59:57 -04:00
Bo Li
bf1b958f1a
[TRTLLM-7319][perf] Fuse slicing into MoE. (#6728) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
Co-authored-by: Sergey Klevtsov <sklevtsov@nvidia.com>
 2025-08-25 16:52:30 -04:00
Daniel Cámpora
e8e7e52892
[None][chore] Refactored the handle logits pp communication (#7154) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-25 16:14:08 -04:00
Frank
788fc62d23
[None][fix] Update to pull LLM from a central location. (#6458) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-25 13:07:29 -07:00
QI JUN
bea5e07fb7
[None][refactor] refactor the CUDA graph runner to manage all CUDA graphs (#6846) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-08-25 20:52:05 +08:00
shaharmor98
b32e00e9fd
[None][chore] remove CLI support for mamba cache dtype setting (#7119) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-25 08:08:51 -04:00
amitz-nv
a1e03af0f4
[TRTLLM-7346][fix] Improve performance of PyTorchModelEngine._get_lora_params_from_requests (#7033) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-25 10:37:40 +03:00
Enwei Zhu
be6d92f09f
[None][fix] Fix MoE load balancer config loading (#7150) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-25 01:42:54 -04:00
Yukun He
9c5b464fe0
[None][feat] Apply AutoTuner to fp8_block_scale_deep_gemm to trigger JIT ahead of time. (#7113) 
Because deep_gemm.gp8_gemm_nt will trigger many JIT processes during the inference phase, we need to sweep these shapes ahead of time. Apply the AutoTuner framework to achieve this and retain the potential capability to tune the swap_ab flag.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-25 10:48:31 +08:00
ajrasane
068056677f
[None][chore] Enable auto deploy accuracy test in CI (#7179) 
Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-24 08:42:30 -07:00
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
amitz-nv
35e0ae484a
[https://nvbugs/5467232][fix] Fix load_torch_hf_lora to override lora_config.trtllm_modules_to_hf_modules with default only when it has no value (#7132) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-24 15:00:24 +03:00
Grace Ho
3d54a1a521
[None] [feat] nsys profile output kernel classifier (#7020) 
Signed-off-by: Grace Ho <grho@nvidia.com>
 2025-08-23 00:57:37 -04:00
Frank
81fd468fec
[None][fix] Correct KV cache percentage report out. (#7102) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-22 10:28:57 -07:00
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
tomeras91
c232ba8157
[TRTLLM-4921][feat] Enable chunked prefill for Nemotron-H (#6334) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
Signed-off-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-08-22 12:15:20 -04:00
Suyog Gupta
e3de5758a3
[#7136][feat] trtllm-serve + autodeploy integration (#7141) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-22 08:30:53 -07:00
Yiqing Yan
907bc22fcb
[None][chore] Bump version to 1.1.0rc2 (#7167) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-22 22:02:28 +08:00
Daniel Cámpora
099f081e03
[TRTLLM-7155][feat] Unify sampler handle logits implementation. (#6867) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-22 08:09:30 +02:00
Yukun He
983dd7e57c
[None][fix] Fix mm_placholder_counts extraction issue. (#7118) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-22 12:28:30 +08:00
Wanli Jiang
07c711eb1f
[TRTLLM-6825][fix] Update lora for phi4-mm (#6817) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-21 22:00:04 -04:00
dominicshanshan
6f245ec78b
[None][chore] Mass integration of release/1.0 (#6864) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: raayandhar <rdhar@nvidia.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Guoming Zhang <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: 2ez4bz <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Raayan Dhar <58057652+raayandhar@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-08-22 09:25:15 +08:00
Daniel Stokes
f7c597ec40
[None][perf] Make finalize fusion part of the tactic selection logic (#6915) 
Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
 2025-08-21 14:08:03 -07:00
Fridah-nv
e18dacc931
[#4403][refactor] Move fusion, kvcache, and compile to modular inference optimizer (#7057) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-08-21 10:30:36 -07:00
ChristinaZ
c7269ea93a
[https://nvbugs/5392414] [fix] Add customized default routing method (#6818) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-08-21 16:58:41 +08:00
Fridah-nv
647a52698a
[https://nvbugs/5443039][fix] Fix AutoDeploy pattern matcher for torch 2.8 (#7076) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-21 01:14:51 -04:00
Chang Liu
75b8a90816
[None][fix] Fix llama4 multimodal by skipping request validation (#6957) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-20 21:58:53 -04:00
Yechan Kim
0893afae3d
[TRTLLM-6771][feat] Support MMMU for multimodal models (#6828) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-21 08:54:12 +08:00
Robin Kobus
b95cab2a7c
[None][ci] move unittests to sub-directories (#6635) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-20 05:42:22 -04:00
Chang Liu
ce53832610
[TRTLLM-7326][feat] Add standalone multimodal encoder (#6743) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-19 21:42:50 -07:00
Fridah-nv
c02592d051
[None][autodeploy] Add group attention pattern for solar-pro-preview (#7054) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-19 18:57:09 -04:00
Jinyang Yuan
0e30fe4372
[None][fix] Fix assertion errors of quantization when using online EPLB (#6922) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-08-19 11:28:36 -07:00
Michal Guzek
7334f9390c
[None][fix] Accommodate Phi3/4 to work with ModelOpt's FP8 ckpts in Torch (#6761) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-08-19 09:22:46 -07:00
zhhuang-nv
7e135d2ea7
[None][feat] Use Separate QKV Input Layout for Context MLA (#6538) 
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-08-19 22:04:48 +08:00
Zero Zeng
953f4fd69e
[None][fix] acceptance rate calculation fix in benchmark_serving (#6746) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-08-19 17:29:36 +08:00
Shunkangz
54ec2c1af1
[None][opt] Add batch wait timeout in fetching requests (#6923) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-19 03:50:08 -04:00
Yi Zhang
a15af879ec
[None][refactor] Refactor Torch Compile Backend, MoeLoadBalancer and warmup Logic (#6615) 
Signed-off-by: yizhang-nv <187001205+yizhang-nv@users.noreply.github.com>
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-08-19 09:58:44 +08:00
Daniel Cámpora
d16af87d03
[TRTLLM-7158][feat] Introduce sampler options in trtllm bench (#6855) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-18 18:10:05 -04:00
Kaiyu Xie
e88cb92f24
[None] [feat] Support accurate device iter time (#6906) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-08-18 13:47:14 +08:00
bhsueh_NV
85cbd0263b
[None][feat] Support Yarn on Qwen3 (#6785) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-08-17 07:21:29 +08:00
Izzy Putterman
f6ff0e3311
[None][fix] Skip Topk if 0 (#6934) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-08-16 02:17:36 -04:00
Daniel Cámpora
53312eeebd
[TRTLLM-7157][feat] BREAKING CHANGE Introduce sampler_type, detect sampler according to options (#6831) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-16 00:27:24 -04:00
Yiqing Yan
ec3d9f8052
[None][chore] Bump version to 1.1.0rc1 (#6953) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-16 10:32:47 +08:00
Yuening Li
1f8ae2b2db
[TRTLLM-5863][feat] Support MoE INT8 Weight-Only-Quantization in PyTorch Workflow (#6629) 
Signed-off-by: Yuening Li <62227368+yueningl@users.noreply.github.com>
 2025-08-15 17:15:49 -04:00
dongfengy
0ad0b967bb
[None][fix] Make TP working for Triton MOE (in additional to EP we are using) (#6722) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-08-15 16:58:42 -04:00
ajrasane
4162d2d746
[None][test] Add accuracy evaluation for AutoDeploy (#6764) 
Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-15 13:46:09 -04:00
yifeizhang-c
4127d77678
[https://nvbugs/5394392][fix] Enlarge scheduler capacity under disagg bs == 1 (#6537) 
Signed-off-by: Yifei Zhang <219273404+yifeizhang-c@users.noreply.github.com>
 2025-08-15 09:52:06 -07:00
liji-nv
18ccd053d3
[https://nvbugs/5427801][fix] Torch compile support for Llama4 and Ea… (#6858) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-15 11:14:20 -04:00
tomeras91
f7dbc1435a
[None] [chore] Mamba cache in separate file (#6796) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-08-15 13:42:51 +03:00
Bo Li
15aabc1540
[None][fix] Fix perfect router. (#6797) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-08-14 20:09:08 -07:00
Frank
2cc59aacb3
[None][fix] Correct reporting of torch_dtype for ModelConfig class. (#6800) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-14 22:46:20 -04:00
qianbiao
5c2f0fd03d
[None] [feat] Add Tencent HunYuanMoEV1 model support (#5521) 
Signed-off-by: sorenwu <sorenwu@tencent.com>
Co-authored-by: sorenwu <sorenwu@tencent.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
 2025-08-15 06:56:44 +08:00
Mike Iovine
078e907b16
[https://nvbugs/5455651][fix] Make ngram use XQA attention on Blackwell (#6873) 
Signed-off-by: Michael Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <mike.iovine7@gmail.com>
 2025-08-14 18:36:19 -04:00
Bo Li
26f413ad90
[https://nvbugs/5450262][fix] Fix unsupported alltoall use case (#6882) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-08-14 17:46:54 -04:00
Matthias Jouanneaux
69574ad730
[TRTLLM-5966][feat] Helix: extend mapping to support different CP types (#6816) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
 2025-08-14 09:00:02 -07:00
kris1025
4aed7a7d19
[TRTLLM-6853][feat] refactor deepseekv3 model (#6698) 
Signed-off-by: linquanh <linquanh@nvidia.com>
 2025-08-14 11:03:17 -04:00
Pengbo Wang @ NVIDIA
ffc976ceaf
[https://nvbugs/5445466][fix] fix deepseek r1 hang by not enabling mnnvl by default (#6860) 
Signed-off-by: Pengbo Wang <221450789+pengbowang-nv@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-08-14 22:36:56 +08:00
Shi Xiaowei
1095dfd03c
[None][fix] BREAKING CHANGE: Mismatch between docs and actual commands (#6323) 2025-08-14 03:48:57 -04:00
Yan Chunwei
0132c1db84
[https://nvbugs/5427043][fix] request length exceeds max_num_tokens (#6821) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-08-14 13:31:12 +08:00
Bo Deng
d8acca495b
[TRTLLM-6675][infra] Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6623 (#6735) 
Signed-off-by: Bo Deng <deemod@nvidia.com>
 2025-08-14 04:36:38 +00:00
jmydurant
4200fa46d1
[None][feat] Add support for Hopper MLA chunked prefill (#6655) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-08-14 10:39:26 +08:00
Izzy Putterman
ef53de8eef
[None][feat] Add test for speculative rejection sampler (2-model) (#6542) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-08-13 22:09:35 -04:00
Tin-Yin Lai
6c52bb07ff
[https://nvbugs/5302040][feat] Add whisper support (Bert Attention on SM100 and GPTAttention for cross attention on SM100) (#5527) 
Signed-off-by: tinyinl <tinyinl@nvidia.com>
 2025-08-13 11:19:13 -07:00
danielafrimi
bda42f8c3a
[None][feat] Support running heterogeneous model execution for Nemotron-H (#6866) 
Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
 2025-08-13 19:51:19 +03:00
Anthony Chang
2198587b35
[https://nvbugs/5378031] [feat] Hopper W4A8 MoE supports ModelOpt ckpt for PyT backend (#6200) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-08-13 21:24:40 +08:00
Yukun He
bc5f766e0e
[TRTLLM-4501][feat] AutoTuner tuning config refactor and valid tactic generalization. (#6545) 
* Generalize the definition of tactics so that users can implement more customizable tactic types, making the configurations clearer for each kernel run. 
* Allow the user not to specify the `gen_tuning_buckets` or the `map_to_tuning_buckets` function.
* Other code refactoring.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-13 16:25:22 +08:00
Void
1d80df0955
[None][feat] DeepEP LL combine FP4 (#6822) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-08-13 04:20:21 -04:00
Mike Iovine
f68e03e646
[https://nvbugs/5452167][fix] Fix ngram padding issue (#6837) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-13 11:23:16 +08:00
Yechan Kim
12102e2d48
[TRTLLM-6772][feat] Multimodal benchmark_serving support (#6622) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-12 19:34:02 -07:00
Fanrong Li
1bbc0e323b
[None][fix] Pre-allocate workspaces for DeepGEMM MoE to avoid frequent cudaFree/cudaMalloc (#6811) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-13 10:27:57 +08:00
rakib-hasan
2923eb88a1
[None][fix] Refactoring input prep to allow out-of-tree models (#6497) 
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-08-12 20:29:10 -04:00
dongxuy04
bd9a6dd9ab
[TRTLLM-7008][fix] fix wideEP weights loading and args (#6789) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-08-12 19:14:20 -04:00
Robin Kobus
45c7518032
[None][refactor] Simplify decoder state initialization (#6559) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-12 21:44:41 +02:00
Robin Kobus
dd11e08d26
[#6187][feat] add LayerNorm module (#6625) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-12 21:43:30 +02:00
nvchenghaoz
81f0ded1c4
[None][feat] Add GPT OSS support for AutoDeploy (#6641) 
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
 2025-08-12 14:03:22 -04:00
Jhao-Ting Chen
a060e12041
[https://nvbugs/5438869][fix] Set nvfp4 expert w1 w3 weight scale to the same value if they're not (#6656) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-08-12 20:47:10 +08:00
Shunkangz
ab0d768acf
[None][fix] Fix attention dp log (#6570) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-12 04:53:09 -04:00
Liao Lanyu
f7c13a4aa7
[TRTLLM-6906][chore] Using pybind to bind functions in thop/attentionOp (#6745) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-08-12 16:45:16 +08:00
Sergey Klevtsov
27fc35175e
[None][feat] CUTLASS MoE FC2+Finalize fusion (#3294) 
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
 2025-08-12 15:56:48 +08:00
Fridah-nv
0dc4b4e699
[#4403][autodeploy] Refactor: Move more transformations to new inf optimizer, Add quantization_source to factory interface (#6760) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-08-11 22:02:46 -07:00
Enwei Zhu
7c686ba8de
[TRTLLM-2285][feat] Enable guided decoding with CUDA graph padding and draft model chunked prefill (#6774) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-12 09:30:06 +08:00
Ziyi Xiong
b4fcd5f592
[https://nvbugs/5441438][fix] Set correct draft length for the cuda graph dummy request (#6701) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-08-12 09:28:47 +08:00
Jinyang Yuan
ead89a0e40
[None][perf] Improve the performance of online EPLB on Hopper by better overlapping (#6624) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-08-12 09:25:13 +08:00
Chang Liu
be9dd4713c
[https://nvbugs/5385987][fix] Fix Qwen2 quantization issue by pinning transformers version (#6673) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-11 17:16:49 -07:00
rakib-hasan
7ab8112450
[None][fix] Refactoring to avoid circular import when importing torch models (#6720) 
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-08-11 18:00:42 -04:00
bhsueh_NV
83dbc6c75d
[TRTLLM-5532][feat] store the block of context request into kv cache (#6683) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-08-11 16:14:52 +08:00
Tracin
49bcaa4e95
Add gpt-oss GSM8K test. (#6732) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-08-10 22:45:43 -04:00
Zero Zeng
4b4b91ab51
[None][feat] improve dataloading for benchmark_dataset by using batch… (#6548) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-08-11 09:50:41 +08:00
Yechan Kim
60073a7ad9
[None][feat] Support SharedTensor on MultimodalParams (#6254) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-10 17:48:24 -07:00
shaharmor98
b6baa9ed9b
[TRTLLM-6823][doc] Add checkpoint refactor docs (#6592) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 19:47:39 -04:00
shaharmor98
14b36e07d7
[TRTLLM-6174][feat] Enable FP32 mamba ssm cache (#6574) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 16:27:51 -04:00
Gal Hubara-Agam
3c5aec19c2
[#5048][enhance] AutoDeploy: Optimize prepare_inputs (#6634) 
Optimize prepare_inputs routine in AutoDeploy, as part of the effort to reduce the performance gap compared to the default backend.
This PR includes two major fixes, and some other minor tweaks:
1. Avoid back and forth data copies
2. Optimize position ids update by separating the implementation for generation mode and context mode.

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-10 13:55:04 +03:00
Ziyi Xiong
de472828b9
[TRTLLM-6637][feat] Resolve KV cache divergence issue (#6628) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-08-09 23:15:04 +08:00
Yilin Fan
d643aef73c
[Perf] Improve Llama4 performance for small max_seqlen cases (#6306) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-08-09 02:58:31 -04:00
Ye Zhang
bcf5ec0c9a
[None][feat] Core Metrics Implementation (#5785) 
Signed-off-by: Ye Zhang <zhysishu@gmail.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-09 02:48:53 -04:00
Yibin Li
97787883c3
[TRTLLM-6420][feat] add support for Eclairv2 model - cherry-pick changes and minor fix (#6493) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-08-08 21:40:48 -04:00
dongfengy
d06675071e
[None][fix] WAR GPT OSS on H20 with Triton MOE (#6721) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-08-08 19:47:09 -04:00
Mike Iovine
90145cf557
[None][feat] Optimize CUDA graph memory usage for spec decode cases (#6718) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-08 13:56:53 -04:00
Wanli Jiang
d45236b253
[TRTLLM-6308][feat] Support Aggregate mode for phi4-mm (#6184) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-08 20:09:26 +08:00
Stefan Niebler
b8f036f264
[TRTLLM-6650][fix] Enhance CUDA graph + Beam search to correctly handle padding (#6665) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-08-08 14:00:33 +02:00
Liao Lanyu
32ad7f3c12
[None][fix] Remove lock related typo in py_executor (#6653) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-08-08 17:48:57 +08:00
JunyiXu-nv
5f45227a93
[https://nvbugs/5437106][fix] Fix llama4 scout TRTLLM attn_backend (#6690) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-08 17:48:23 +08:00
Yuxian Qiu
9ff4e75f14
[None][refactor] Combine resmooth_to_fp8_e8m0 and transform_sf_into_required_layout (#6654) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-08 17:11:41 +08:00
Li Min
d913955952
[TRTLLM-6898][feat] make fused_moe_cute_dsl work on blackwell (#6616) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-08-08 15:03:48 +08:00
2ez4bz
064eb7a70f
[TRTLLM-5252][fix] Propagate mapping to intermediate layers (#6611) 
This commit propagates the mapping to intermediate layers to enable
tensor parallelism (amongst other things) in them.

It also fixes issues with a unit test for TP for pixtral, and adds it to a
test list.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-08 01:50:36 -04:00
Enwei Zhu
aee828d98a
[TRTLLM-6854][feat] Enable guided decoding with disagg serving (#6704) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-08 12:10:36 +08:00
zhanghaotong
1cf669496a
[None][fix] Fix unnecessary GPU synchronization in torch sampler caused by incorrect tensor reference (#6626) 
Signed-off-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
Co-authored-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
 2025-08-07 23:44:47 -04:00
NVJiangShao
2f2f5cc72c
[TRTLLM-6744][feat] Remove input_sf swizzle for module WideEPMoE (#6231) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-08-08 11:13:42 +08:00
Daniel Cámpora
efca359b66
[TRTLLM-6785][feat] BREAKING CHANGE Enable TRTLLM sampler by default (#6216) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-07 22:19:37 -04:00
Iman Tabrizian
82276167e6
[None][feat] Add NCCL Symmetric Integration for All Reduce (#4500) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-08-07 17:28:14 -07:00
Haohang Huang
980929e1a9
[https://nvbugs/5410687][fix] Hopper w4a8 groupwise MoE interleave (#6708) 
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-08-07 15:30:16 -07:00
Yuan Tong
db8dc97b7b
[None][fix] Migrate to new cuda binding package name (#6700) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-07 16:29:55 -04:00
Mike Iovine
e968f98b43
[None][feat] Clean up ngram auto mode, add max_concurrency to configs (#6676) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-07 12:51:47 -04:00
Emma Qiao
3c44b44e45
[None][infra] Fix guardwords (#6711) 
Signed-off-by: qqiao <qqiao@nvidia.com>
 2025-08-07 21:06:47 +08:00
pcastonguay
453a06e6ab
[TRTLLM-6881][feat] Include attention dp rank info with KV cache events (#6563) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-07 14:17:07 +02:00
Enwei Zhu
1b9781e8e7
[TRTLLM-6409][feat] Enable guided decoding with speculative decoding (part 1: two-model engine) (#6300) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-07 05:53:48 -04:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss (#6645) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-08-07 03:04:18 -04:00
amitz-nv
85af62184b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6510) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-07 09:05:36 +03:00
Yiqing Yan
5fa1914cab
[None][chore] Bump version to 1.1.0rc0 (#6651) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-07 13:39:49 +08:00
Izzy Putterman
7e0158b583
Qwen3: Fix eagle hidden states (#6199) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-08-06 17:05:18 -04:00
Hanjun Cho
80f918cc22
[None][feat] Add Qwen3 MoE support to TensorRT backend (#6470) 
Signed-off-by: gkswns0531 <gkswns0531@gmail.com>
Signed-off-by: hanjuncho <gkswns0531@gmail.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
 2025-08-06 17:02:35 +08:00
Zongfei Jing
0ff8df95b7
[https://nvbugs/5433581][fix] DeepGEMM installation on SBSA (#6588) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-06 16:44:21 +08:00
Netanel Haber
83ee91e17b
[None][fix] Fix 6522 mpi.pkl5.intracomm.Request has wait not Wait (#6646) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-08-06 14:18:09 +08:00
JunyiXu-nv
13e0214fe0
[TRTLLM-6263][feat] Enable fp8 SwiGLU to minimize host overhead (#6540) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-06 10:42:19 +08:00
brb-nv
9a01934dbf
[None][feat] Switch to internal version of MMProjector in Gemma3 (#6572) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-05 21:48:23 -04:00
yunruis
3ff4f503ad
[None][opt] ADP schedule balance optimization (#6061) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-08-06 09:38:02 +08:00
Yechan Kim
c17f4984e2
[None][feat] Refactor Llava-Next (#6478) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-05 17:53:53 -07:00
Aurelien Chartier
6da95f29a9
[None][feat] Add support for fused gate_up_proj scales for FP8 blockwise (#6496) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-08-05 11:22:32 -07:00
Wanli Jiang
46df8712c8
[https://nvbugs/5355007][fix] Set enable_chunked_context as True by default in trtllm bench (#6582) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-05 11:11:36 -07:00
ixlmar
1ebceb790d
[TRTLLM-5508][feat] check input tokens + improve error handling (#5170) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-08-05 18:27:43 +01:00
liji-nv
dcbfa7e509
[https://nvbugs/5252313][fix] Fix torch compile + MTP (#6554) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-05 10:31:29 -04:00
Venky
61da2daeb4
[TRTLLM-6761][refactor] Replace LogitBiasLogitsProcessor with embedding bias tensor system (#6464) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-08-05 07:14:24 -07:00
Pengbo Wang @ NVIDIA
c289880afb
[None][fix] fix kimi k2 serving and add test for Kimi-K2 (#6589) 
Signed-off-by: Pengbo Wang <221450789+pengbowang-nv@users.noreply.github.com>
 2025-08-05 18:05:33 +08:00
amitz-nv
dc84695520
[TRTLLM-6826][feat] Allow sending more than 2GiB through MPI by using mpi4py.util.pkl5 (#6522) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-05 11:28:26 +03:00
danielafrimi
ed801ff74b
[None][fix] Remove expand configuration from mamba2 mixer (#6521) 
Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
 2025-08-05 04:18:25 -04:00
Haohang Huang
c9eebcb454
[TRTLLM-6674][feat] (Breaking Change) Hopper SWA non-cyclic kernels + KV reuse + Spec Dec (#6379) 
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Signed-off-by: symphonylyh <31998628+symphonylyh@users.noreply.github.com>
 2025-08-05 07:47:41 +00:00
kris1025
6a3a921284
[TRTLLM-6685][feat] Add speculative metrics for trt llm bench (#6476) 
Signed-off-by: linquanh <linquanh@nvidia.com>
 2025-08-04 15:22:57 -07:00
Olya Kozlova
13cc1c4878
[TRTLLM-5271][feat] best_of/n for pytorch workflow (#5997) 
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
 2025-08-04 14:08:06 +02:00
brb-nv
87e4e9f468
[None][chore] Add unit test for Gemma3 lora (#6560) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-04 04:56:57 -04:00
Yiqing Yan
3916dbd98b
[None][chore] Bump version to 1.0.0rc6 (#6597) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-04 04:39:15 -04:00
Pengyun Lin
a15e33351d
[None][fix] Revert commit 48ddc3d & add test for disagg server with different max_num_tokens (#6259) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-04 15:09:51 +08:00
Yuan Tong
a2f271c8e0
[TRTLLM-4406][feat] LLM sleep & wakeup Part 1: virtual device memory (#5034) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-04 13:51:01 +08:00
Yechan Kim
ee6ab5be96
chore: add EXAONE4 accuracy test (#6397) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-04 10:14:16 +08:00
Jinyang Yuan
df90202b51
[fix] Fix DeepSeek w4a8 weight loading (#6498) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-08-04 10:12:06 +08:00
Chuang Zhu
542f552d0b
use cudaSetDevice to create context ,fix nvbug 5394497 (#6403) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-08-03 13:32:55 -04:00
Shunkangz
67a3fd858b
[None][feat] Add support of scheduling attention dp request (#6246) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-01 20:38:01 -04:00
Richard Huo
31802de0b0
[None][fix] Serialize the window_size in the kv event (#6526) 
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
 2025-08-01 15:25:18 -07:00
Lucas Liebenwein
5247df6ae2
[AutoDeploy] merge feat/ad-2025-07-22 (#6520) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Gal Agam <ghubaraagam@cw-dfw-cs-001-login-01.cm.cluster>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: haoguo <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Gal Agam <ghubaraagam@cw-dfw-h100-004-328-012.cm.cluster>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-08-01 08:51:08 -07:00
brb-nv
7447d6ed85
[TRTLLM-6657][feat] Add LoRA support for Gemma3 (#6371) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-08-01 09:19:54 -04:00
liji-nv
1daa8c3232
[https://nvbugs/5340941][https://nvbugs/5375785] - fix: Wrap attentio… (#6355) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-01 07:38:06 -04:00
Yukun He
90856bf97d
[https://nvbugs/5419069][fix] Fix the mismatched layer name components. (#6417) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-01 16:32:39 +08:00
Zero Zeng
48768fd720
fix: Fix missing key (#6471) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-08-01 14:25:58 +08:00
Robin Kobus
d3c14682f0
refactor: Remove unused buffers and bindings from sampler (#6484) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-01 00:43:03 -04:00
Jaedeok Kim
fbee279909
fix: remove duplicate layer multiplication in KV cache size calculation (#6481) 
Signed-off-by: Jaedeok Kim <jaedeokk@nvidia.com>
 2025-07-31 22:34:34 -04:00
Zongfei Jing
7bb0a78631
Deepseek R1 FP8 Support on Blackwell (#6486) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-01 10:26:28 +08:00
Venky
8c165fd27a
[TRTLLM-6611][feat] Add warnings and stricter validation to LoraManager adapter loading (#6453) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-07-31 22:22:51 -04:00