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41 Commits

Author SHA1 Message Date
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
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
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
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
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
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
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
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
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
Frank
161490f039
[fix] Fixes KV Cache overrides in trtllm-bench (#6103) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-07-18 03:44:44 +08:00
Yan Chunwei
a02606a9e2
[TRTLLM-5530][BREAKING CHANGE] refactor: unify KvCacheConfig in LLM class for pytorch backend (#5752) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-16 16:42:59 +08:00
Frank
aa4eebe973
[enhance] Add the ability to write a request timeline. (#5258) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Frank <3429989+FrankD412@users.noreply.github.com>
 2025-07-10 17:15:30 -07:00
Lucas Liebenwein
24ac9b5f69
[AutoDeploy] merge feat/ad-2025-06-29 (#5737) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-07-04 10:21:18 +09:00
Lucas Liebenwein
619709fc33
[AutoDeploy] merge feat/ad-2025-06-13 (#5556) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-06-29 03:52:14 +08:00
Yan Chunwei
c84e41fd9d
fix: build_config in TorchLlmArgs and avoid arbitrary args (#4972) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-15 17:51:56 -07:00
amitz-nv
109c426077
Enable trtllm-bench to run LoRA and add basic e2e perf testing capability for LoRA in PyT flow (#5130) 2025-06-15 18:54:04 +03:00
Lucas Liebenwein
743fb0a159
[AutoDeploy] _AutoDeployLlmArgs as primary config object (#4891) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-06-05 17:20:55 +08:00
Yilin Fan
31bb650298
Cherry pick feat/llama4 to main (#4739) 
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Co-authored-by: Chenfei Zhang <chenfeiz@nvidia.com>
 2025-05-30 05:28:40 +08:00
Yan Chunwei
5506f60037
chore [BREAKING CHANGE]: Flatten PyTorchConfig knobs into TorchLlmArgs (#4603) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-28 18:43:04 +08:00
Frank
57afbf6b79
Fix incorrect conversion. (#4112) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-05-09 06:34:52 +08:00
Frank
cf15efa15e
[TRTLLM-4883][fix]: Update output speed calculation. (#3923) 
* Update gen tps calculation.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Add back output speed for comparison.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Fix issue with f-string.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Fix some spacing.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Replace output speed with per-request genphase tput.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Add gen TPS breakdown.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Update some tagging.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

---------

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-04-29 11:04:12 +08:00
dongxuy04
16535991b2
feat: Add MNNVL MoE A2A support (#3504) 
* add MNNVL memory mapping support

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add more MPI environment for trtllm-llmapi-launch

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add MoE communication and prepare kernels

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add MNNVL AlltoAll support for DeepSeekV3

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* add output dump for throughput benchmark

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* support dynamic kernel launch grid

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* address review comments

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

* address review comments #2

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>

---------

Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-04-25 17:29:08 +08:00
Zongfei Jing
1e5af736ea
Add smart router for moe (#3641) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-04-23 12:21:59 +08:00
rakib-hasan
ff3b741045
feat: adding multimodal (only image for now) support in trtllm-bench (#3490) 
* feat: adding multimodal (only image for now) support in trtllm-bench

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* fix: add  in load_dataset() calls to maintain the v2.19.2 behavior

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* re-adding prompt_token_ids and using that for prompt_len

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* updating the datasets version in examples as well

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* api changes are not needed

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* moving datasets requirement and removing a missed api change

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* addressing review comments

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* refactoring the quickstart example

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

---------

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-04-18 07:06:16 +08:00
Frank
5a6cb2b985
fix: Correct reporting of text dtype for Llama 4 (#3494) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-04-18 00:07:49 +08:00
Yan Chunwei
b21cfcfed1
chore: refactor the LlmArgs with Pydantic and migrate remaining pybinding configs to python (#3025) 
* make LlmArgs Pydantic

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* amending doc

fix api_stability

fix tests

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* restore yaml groups

refine StackTrace

singleton

clean tests

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix trtllm-bench

fix pytorch

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix serve distagg

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-04-05 13:31:48 +08:00
Frank
f8a4cc0629
perf: Add total token throughput metric. (#3212) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-04-05 13:17:59 +08:00
Fanrong Li
1fe64b90be
fix: fix the acceptance rate of pytorch workflow in trtllm-bench (#3240) 
* fix acceptance rate of pytorch workflow.
* revert the RequestOutput API change.

---------

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-04-03 15:12:24 +08:00
Frank
8bb3eea285
perf: Readd iteration logging for trtllm-bench. (#3039) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-04-01 08:13:09 +08:00
Yan Chunwei
82edd90350
fix gpus_per_node in trtllm-bench when world_size < device_count (#3007) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-03-27 09:31:40 +08:00
Suyog Gupta
047f2b234d
perf: [AutoDeploy] Enable AutoDeploy as a backend in trtllm-bench (#3041) 
* Enable AutoDeploy as a backend in trtllm-bench

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* update how caches are resized

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* fix: files permission from 100755 to 100644

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* some comments

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* lint

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* lint

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* lint

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* lint

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* Fix function name

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* refactor

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* Remove spurious change

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* Add cursor generated doc strings

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* re-enable ad test

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* some perf cleanup

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* debug ci

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* ensure that overlap scheduler is enabled

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

* Reorder the tests

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>

---------

Signed-off-by: Suyog Gupta <suyogg@nvidia.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-03-26 14:33:14 -07:00
Kaiyu Xie
3aa6b11d13
Update TensorRT-LLM (#2936) 
* Update TensorRT-LLM

---------

Co-authored-by: changcui <cuichang147@gmail.com>
 2025-03-18 21:25:19 +08:00
Kaiyu Xie
77d7fe1eb2
Update TensorRT-LLM (#2849) 
* Update TensorRT-LLM

---------

Co-authored-by: aotman <chenhangatm@gmail.com>
 2025-03-04 18:44:00 +08:00
Kaiyu Xie
2ea17cdad2
Update TensorRT-LLM (#2792) 
* Update TensorRT-LLM

---------

Co-authored-by: jlee <jungmoolee@clika.io>
 2025-02-18 21:27:39 +08:00
Kaiyu Xie
e88da961c5
Update TensorRT-LLM (#2783) 2025-02-13 18:40:22 +08:00
Dan Blanaru
16d2467ea8 Update TensorRT-LLM (#2755) 
* Update TensorRT-LLM

---------

Co-authored-by: Denis Kayshev <topenkoff@gmail.com>
Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>

Update
 2025-02-11 03:01:00 +00:00
Kaiyu Xie
be17881062
Update TensorRT-LLM (#2582) 2024-12-16 21:50:47 -08:00
Kaiyu Xie
aaacc9bd68
Update TensorRT-LLM (#2562) 
* Update TensorRT-LLM

---------

Co-authored-by: Starrick Liu <73152103+StarrickLiu@users.noreply.github.com>
 2024-12-11 00:31:05 -08:00
石晓伟
548b5b7310
Update TensorRT-LLM (#2532) 
* blossom-ci.yml: run vulnerability scan on blossom

* open source efb18c1256f8c9c3d47b7d0c740b83e5d5ebe0ec

---------

Co-authored-by: niukuo <6831097+niukuo@users.noreply.github.com>
Co-authored-by: pei0033 <59505847+pei0033@users.noreply.github.com>
Co-authored-by: Kyungmin Lee <30465912+lkm2835@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2024-12-04 21:16:56 +08:00
Kaiyu Xie
385626572d
Update TensorRT-LLM (#2502) 
* Update TensorRT-LLM

---------

Co-authored-by: 岑灿 <yunyi.hyy@alibaba-inc.com>
 2024-11-26 16:51:34 +08:00