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362 Commits

Author SHA1 Message Date
Yan Chunwei
612c26be22 [None][doc] add legacy section for tensorrt engine (#6724) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-01 11:02:31 +08:00
Robin Kobus
e09c025ffb
[None] [fix] store blog 10 media via lfs (#7375) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-30 10:17:53 +08:00
yunruis
f617b03bfc
[None][fix] fix doc formula (#7367) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-08-29 04:48:10 -04:00
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
yunruis
c4f823319b
[None][doc] add adp balance blog (#7213) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
Co-authored-by: Kefeng-Duan <176893526+Kefeng-Duan@users.noreply.github.com>
 2025-08-28 11:19:34 -04:00
Maurits de Groot
2d0c9b383f
[None][fix] Updated blog9_Deploying_GPT_OSS_on_TRTLLM (#7260) 
Signed-off-by: Maurits de Groot <63357890+Maurits-de-Groot@users.noreply.github.com>
 2025-08-26 11:26:19 -04:00
Guoming Zhang
bf377d0b8e
[None][doc] Display tech blog for nvidia.github.io domain. (#7241) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-26 15:36:28 +08:00
Zheng Duan
4f84a45899
[https://nvbugs/5452463][doc] update disagg doc about UCX_MAX_RNDV_RAILS (#7205) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-08-25 22:42:42 -04:00
Leslie Fang
9df15b2104
[None][doc] update feature_combination_matrix doc (#6691) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-26 08:25:31 +08:00
dongfengy
48155f52bf
[TRTLLM-7321][doc] Refine GPT-OSS doc (#7180) 
Signed-off-by: Dongfeng Yu
 2025-08-24 08:53:53 -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
dongfengy
d94cc3fa3c
[TRTLLM-7321][doc] Add GPT-OSS Deployment Guide into official doc site (#7143) 
Signed-off-by: Dongfeng Yu
 2025-08-22 16:17:01 +08:00
Farshad Ghodsian
2d40e8750b
[None][doc] Update gpt-oss deployment guide to latest release image (#7101) 
Signed-off-by: Farshad Ghodsian <47931571+farshadghodsian@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-08-21 02:33:07 -04:00
Leslie Fang
3f6a9267f1
[None][infra] update feature_combination_matrix of disaggregated and chunked prefill (#6661) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-20 13:14:34 +08:00
Kaiyu Xie
9a74ee9dae
[None] [doc] Add more documents for large scale EP (#7029) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-08-19 19:04:39 +08:00
Fridah-nv
97ba0eb879
[None][autodeploy] Doc: fix link path in trtllm bench doc (#7007) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-19 08:43:28 +08:00
Leslie Fang
e76e5c640f
[None][infra] Enable accuracy test for mtp and chunked prefill (#6314) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-19 07:42:52 +08:00
Bo Li
8b05b5d801
[None][doc] Update gpt oss doc (#6954) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-08-18 01:27:30 -04:00
Leslie Fang
ce0b13ea02
[None][infra] update feature_combination_matrix of disaggregated and Eagle3 (#6945) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-18 09:18:17 +08:00
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
jmydurant
8e252256f5
[None][doc] Modify the description for mla chunked context (#6929) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-08-15 12:52:26 +08:00
JunyiXu-nv
70e352a6f7
[https://nvbugs/5437106][fix] Add L4 Scout benchmarking WAR option in deploy guide (#6829) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-15 08:53:13 +08:00
Tao Li @ NVIDIA
345d3d3524
[None][doc] update moe support matrix for DS R1 (#6883) 
Signed-off-by: taoli <litaotju@users.noreply.github.com>
Co-authored-by: taoli <litaotju@users.noreply.github.com>
 2025-08-14 13:55:11 +08:00
Zhenhua Wang
868c5d166e
[None][chore] fix markdown format for the deployment guide (#6879) 
Signed-off-by: Zhenhua Wang <zhenhuaw@nvidia.com>
 2025-08-13 22:19:11 -04:00
Zhenhua Wang
8416d7fea8
[https://nvbugs/5412885][doc] Add the workaround doc for H200 OOM (#6853) 
Signed-off-by: Zhenhua Wang <4936589+zhenhuaw-me@users.noreply.github.com>
 2025-08-13 19:51:38 +08:00
Shi Xiaowei
fe7dda834d
[TRTLLM-7030][fix] Refactor the example doc of dist-serving (#6766) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-08-13 17:39:27 +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
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
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
Fridah-nv
cc0f4c87d4
[None][doc] Move AutoDeploy README.md to torch docs (#6528) 
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: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-08 19:11:45 -04:00
Chang Liu
9687bb42b5
[None][doc] Add doc for multimodal feature support matrix (#6619) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-08-08 02:20:29 -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
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
Andrew Chen
4ecda91ecc
[https://nvbugs/5423962][fix] Address broken links (#6531) 2025-08-07 16:00:05 -04:00
Guoming Zhang
0223de0727
[None][doc] Add deployment guide section for VDR task (#6669) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-07 10:30:47 -04:00
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
shaharmor98
c23e8e7b05
[TRTLLM-6092][doc] Add LoRA feature usage doc (#6603) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-07 05:24:12 -04:00
Guoming Zhang
f7f46a5017
doc: remove the outdated features which marked as Experimental (#5995) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-06 22:01:42 -04:00
Yanchao Lu
b7347ce7d1
[https://nvbugs/5433581][fix] Revert deep_gemm installation workaround for SBSA (#6666) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-08-06 18:50:53 +08:00
Guoming Zhang
3036d49071
[None][doc] Unify the tech blogs naming. (#6649) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-06 01:45:40 -04:00
Farshad Ghodsian
6af1514dc3
[None][doc] Adding GPT-OSS Deployment Guide documentation (#6637) 
Signed-off-by: Farshad Ghodsian <47931571+farshadghodsian@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
 2025-08-05 19:19:48 +02:00
Guoming Zhang
db51ab11a9
[TRTLLM-5990][doc] trtllm-serve doc improvement. (#5220) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-05 13:04:01 +08:00
Yanchao Lu
d53cc2374b
[https://nvbugs/5433581][infra] Update install docs and CI script for SBSA deep_gemm workaround (#6607) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-08-04 23:36:38 -04:00
Enwei Zhu
899b74c357
[None][doc] Fix blog4 typo (#6612) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-05 10:20:37 +08:00
Leslie Fang
b9fe0fa7ec
[None][infra] Enable test of chunked prefill with logit post processor (#6483) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-04 01:46:07 -04:00
Leslie Fang
a60190836c
[None][infra] Enable accuracy test for eagle3 and chunked prefill (#6386) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-04 01:45:24 -04:00
Zhenhua Wang
59d91b8b94
[None][chore] add online help to build_wheel.py and fix a doc link (#6391) 
Signed-off-by: Zhenhua Wang <zhenhuaw@nvidia.com>
 2025-08-04 13:14:55 +08:00
Zac Patel
18d1941083 [doc] Update perf_overview.md for release 0.21 (#6270) 
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
 2025-08-04 11:19:58 +08:00
QI JUN
5913282e17 doc: update release notes (#6438) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-08-04 11:19:58 +08:00
QI JUN
e1eca33dfc doc: update release notes (#6324) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-08-04 11:19:58 +08:00
QI JUN
3f47117870 doc: update known issues (#6247) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-08-04 11:19:58 +08:00
Yiqing Yan
3f7abf87bc
[TRTLLM-6224][infra] Upgrade dependencies to DLFW 25.06 and CUDA 12.9.1 (#5678) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-03 11:18:59 +08:00
Kaiyu Xie
147ad69368
[None][doc] blog: Scaling Expert Parallelism in TensorRT-LLM (Part 2: Performance Status and Optimization) (#6547) 
Signed-off-by: Kaiyu XIe <26294424+kaiyux@users.noreply.github.com>
 2025-08-01 16:46:15 +08:00
Wanli Jiang
fcd5706615
doc: add bielik model to support-matrix (#6480) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-07-31 00:48:53 -04:00
Yechan Kim
83621e4b80
doc: update multimodal models on support-matrix.md (#6431) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-31 08:50:18 +08:00
nv-guomingz
03e38c9087
chore: update trtllm-serve usage doc by removing backend parameter when it use torch as backend. (#6419) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-30 11:11:06 -04:00
Leslie Fang
d980928c96
[doc] update the doc of feature combination matrix (#6441) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-07-30 18:48:49 +08:00
nv-guomingz
7231134996
doc: remove backend parameter for trtllm-bench when backend is set to… (#6428) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-29 11:01:21 -04:00
Kaiyu Xie
e58afa510e
doc: Add README for wide EP (#6356) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-29 00:36:12 -04:00
nv-guomingz
49044733e1
chore: delete useless gitkeep files. (#6400) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-28 11:38:30 -04:00
Yan Chunwei
45d441e60c
[TRTLLM-5061] chore: add status tags to LLM API reference (#5707) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-28 15:57:07 +08:00
Simeng Liu
7bff341553
[doc] Add NGram tech blog (#6311) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-07-25 10:26:33 -07:00
Lizhi Zhou
a63a1ac7f9
[TRTLLM-6444] Add some UCX trouble shooting docs and print UCX related logs (#6085) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-07-24 16:21:01 +08:00
nv-guomingz
31d3eff24b
doc: fix invalid links related with llm api example (#6317) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-24 00:46:51 -04:00
Kaiyu Xie
f08286c679
doc: Refactor documents and examples of disaggregated serving and wide ep (#6054) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-23 09:20:57 +08:00
Raayan Dhar
5234502717
[nvbug/5361223] doc: Update Llama4 deployment guide: update config & note concurrency (#6222) 
Signed-off-by: raayandhar <rdhar@nvidia.com>
 2025-07-22 11:28:23 -07:00
Yechan Kim
b85ab139f9
doc: add supported data modality and types on multimodal serve (#5988) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-22 14:32:41 +08:00
bhsueh_NV
24ce6b9517 [Doc][Qwen3] update qwen3 into support-matrix (#6161) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-07-22 12:48:00 +08:00
QI JUN
a03c680581 add release notes for 0.21 release (#6049) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-07-22 12:48:00 +08:00
nv-guomingz
34dd071bd6 [TRTLLM-6495] doc: add disclaimer for 3rd party software installation. (#6039) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-22 12:48:00 +08:00
amirkl94
f4f2176cd5 chore: Port leftover 0.20 (#5907) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Yingge He <yinggeh@nvidia.com>
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Yingge He <157551214+yinggeh@users.noreply.github.com>
Co-authored-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: zpatel <22306219+zbpatel@users.noreply.github.com>
 2025-07-22 12:48:00 +08:00
nv-guomingz
b4c7e8c9a5
doc: remove cuda_graph_config: {} from doc since cuda_graph enabled b… (#6150) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-21 10:49:29 +08:00
wili
82d3587bb8
[refactor] Unify name of NGram speculative decoding (#5937) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-07-19 12:59:57 +08:00
Venky
22d4a8c48a
enh: Add script to map tests <-> jenkins stages & vice-versa (#5177) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-07-19 00:50:40 +08:00
Leslie Fang
44040edbf0
update broken link of PyTorchModelEngine in arch_overview (#6171) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-07-18 19:53:38 +08:00
Enwei Zhu
21efb50068
[TRTLLM-6406] feat: Enable guided decoding with overlap scheduler (#6000) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-07-17 17:46:10 +08:00
Chuang Zhu
44c70c88f9
chore:[BREAKING CHANGE] use cacheTransceiverConfig as knobs for disagg service (#5234) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-07-17 17:42:07 +08:00
Frank
28385f6571
[TRTLLM-6070] docs: Add initial documentation for trtllm-bench CLI. (#5734) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-17 09:15:06 +08:00
Iman Tabrizian
301b78bb77
Add documentation for eagle3+disagg+dynamo (#6072) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-07-16 08:39:29 -07:00
nv-guomingz
4e4d18826f
chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie… (#6003) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-15 15:50:03 +09:00
Yi Zhang
966e41a900 doc: Update gb200 doc (#5840) 
Signed-off-by: yizhan <187001205+yizhang-nv@users.noreply.github.com>
 2025-07-14 17:17:30 +08:00
Shi Xiaowei
f4e0425a7b
doc: update the link of the diagram (#5953) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-07-11 18:02:22 +09:00
Shi Xiaowei
49359574c1
[TRTLLM-5673] Doc: ensure the disagg doc is up to date (#5938) 2025-07-11 17:39:05 +09:00
Shi Xiaowei
37293e4dfd
blog: add qwen3 disagg perf metrics (#5822) 2025-07-11 16:41:45 +09:00
wili
2e3cf42e03
[refactor] Simplification of Speculative decoding configs (#5639) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-07-10 11:37:30 -04:00
Yan Chunwei
07f6da763d
[TRTLLM-5530] chore: rename LLM.autotuner_enabled to enable_autotuner (#5876) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-10 11:31:35 +08:00
Erin
e277766f0d
chores: merge examples for v1.0 doc (#5736) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-07-08 21:00:42 -07:00
jiahanc
607bf4c395
Doc: Add llama4 Maverick eagle3 and max-throughput and low_latency benchmark guide (#5810) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-07-09 10:10:02 +09:00
nv-guomingz
c8fa08da5c
doc: update cuda_graph_config usage part in DS R1 docs (#5796) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-08 16:54:46 +09:00
nv-guomingz
0be41b6524
Revert "chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie…" (#5818) 2025-07-08 13:15:30 +09:00
nv-guomingz
5a8173c121
chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie… (#5795) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-08 08:52:36 +08:00
nv-guomingz
c434147366
chore: update doc by replacing use_cuda_graph with cuda_graph_config (#5680) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-04 15:39:15 +09:00
Kaiyu Xie
ab488a5a5d doc: Fix outdated config in DeepSeek best perf practice doc (#5638) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-04 13:14:13 +08:00
ixlmar
04fa6c0cfc
[TRTLLM-6143] feat: Improve dev container tagging (#5551) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-07-02 14:56:34 +02:00
Martin Marciniszyn Mehringer
be5ddb0533 Fix permission for local user issues in NGC docker container. (#5373) 
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
 2025-07-01 20:12:55 +08:00
Martin Marciniszyn Mehringer
872610a048 doc: cherry pick #5334 (#5368) 
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
 2025-07-01 20:12:55 +08:00
Yan Chunwei
a5eff139f1
[TRTLLM-5277] chore: refine llmapi examples for 1.0 (part1) (#5431) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-07-01 19:06:41 +08:00
QI JUN
82547f733d
add feature support matrix for PyTorch backend (#5037) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-07-01 10:09:54 +08:00
Erin
8caaf6871d
chores: [TRTLLM-6072] 1.0 LLMAPI doc updates (#5629) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-06-30 21:58:45 -04:00
nv-guomingz
6e48ac25a6
chore: remove cuda_graph_ prefix from cuda_graph_config filed members. (#5585) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-30 12:23:14 -04:00
ixlmar
38a39772ce
[TRTLLM-5989, TRTLLM-5991, TRTLLM-5993] doc: Update container instructions (#5490) (#5605) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-06-30 13:27:49 +02:00
Kaiyu Xie
2ce200fbbb
doc: Minor update to DeepSeek R1 best practice (#5600) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-06-30 15:49:06 +08:00
Kaiyu Xie
749393ec9f
doc: Fix benchmark cmd in disagg scripts (#5515) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-06-26 17:04:55 +08:00
Fanrong Li
ebadc13086
[doc] update mtp documents (#5387) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-21 16:05:52 +08:00
Adamz-nvidia
b1878eabeb
Add Wechat_Group_QR_Code.png to docs/source/media and main page of TR… (#5142) 
Signed-off-by: AdamZ
 2025-06-20 03:28:00 +08:00
Yan Chunwei
9bd42ecf9b
[TRTLLM-5208][BREAKING CHANGE] chore: make pytorch LLM the default (#5312) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-20 03:01:10 +08:00
Shi Xiaowei
1e35be5840
doc: subsequent modifications of blog 5 (#5366) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-06-19 18:23:13 +08:00
Shi Xiaowei
9a53e58a58
blog: Disaggregated Serving in TensorRT-LLM (#5353) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-06-19 18:02:15 +08:00
Xianjie Qiao
857108aeca
Add disagg slurm scripts (#5243) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-06-18 23:17:55 +08:00
Yan Chunwei
724e495254
chore: partition LLM class into TorchLLM and TrtLLM (#4900) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-18 14:01:25 +08:00
Emma Qiao
ff32caf4d7
[Infra] - Update dependencies with NGC PyTorch 25.05 and TRT 10.11 (#4885) 
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-06-17 23:48:34 +08:00
Yanchao Lu
f4cdbfcdf0
None - Some clean-ups for the automation pipeline (#5245) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-06-17 21:08:24 +08:00
Tao Li @ NVIDIA
03f1a6a3d8
Update DeepSeek R1 perf numbers to latest release/0.20 results (#5235) 2025-06-16 17:42:13 +08:00
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
yunruis
e96d6863d8
add doc for open-sourced cutlass kernels (#5194) 
Signed-off-by: yunruis
 2025-06-13 18:51:27 +08:00
Daniel Cámpora
22281cfc55
doc: Added documentation for enable_trtllm_sampler. (#4990) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Abigail McCarthy <20771501+a-mccarthy@users.noreply.github.com>
 2025-06-12 18:34:15 +08:00
Venky
59c9588e9a
enh(doc): Add ci-overview in docs/source/reference/ (#5137) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-06-12 17:48:13 +08:00
nv-guomingz
b563696dee
doc:fix invalid links for trtllm-serve doc (#5145) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-12 16:17:32 +08:00
HuiGao-NV
43192379af
Use backend to replace macro to control enablement of MNNVL all reduce (#4635) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-06-12 11:22:49 +08:00
Linda
50f576172b
doc: add info about stop words appearing in output (#4956) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-06-10 22:38:33 +02:00
Julien Demouth
bb79ba7c35
Edits for tech blog 4 (#5006) 
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
Co-authored-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-06-09 09:38:41 +08:00
Omer Ullman Argov
8731f5f14f
chore: Mass integration of release/0.20 (#4898) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Co-authored-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-08 23:26:26 +08:00
Bo Li
f414a079ad
chore: Change the type annotations of input_ids and position_ids to int32. (#4632) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-06-07 16:10:47 +08:00
juney-nvidia
a761cc2f8d
doc: refinement based on Julien's feedbacks (#4967) 
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-06-06 08:56:14 +08:00
Kaiyu Xie
5a5427f86e
blog: Scaling Expert Parallelism in TensorRT-LLM (Part 1: Design and Implementation of Large-scale EP) (#4958) 
Signed-off-by: juney-nvidia <143764042+juney-nvidia@users.noreply.github.com>
Co-authored-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
Co-authored-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-06-05 22:24:04 +08:00
juney-nvidia
49f2f1f8eb
Expose new tech blog about DSR1 throughput optimization to the main R… (#4803) 
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-05-30 20:44:12 +08:00
Tao Li @ NVIDIA
3b7120d60e
DeepSeek R1 throughut optimization tech blog for Blackwell GPUs (#4791) 
Signed-off-by: Tao Li
 2025-05-30 18:54:19 +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
amirkl94
fbec0c3552
Release 0.20 to main (#4577) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Venky <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: stnie <82932102+stnie@users.noreply.github.com>
Co-authored-by: Simeng Liu <109828133+SimengLiu-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-28 16:25:33 +08:00
Fanrong Li
862bde99b6
draft[doc]: add mtp tech blog (#4580) 
* add mtp tech blog.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* update figure size.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* update the figure caption style and add some code/pr links.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix figure captions.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix figure size and perf data.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

* fix based on comments

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* fix figure links.

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>

---------

Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
Co-authored-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-05-23 13:54:21 +08:00
Shi Xiaowei
a98e7ea26b
fix: replace the image links in the blog (#4489) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-05-20 22:39:25 +08:00
Yanchao Lu
bc6a69e4cb
[Docs] - Add date and commit info (#4448) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-20 18:53:44 +08:00
kanghui0204
6f3922f318
feat: Low Precision Allreduce for PCIe based GPU (#4344) 
This PR adds a customized allreduce to TensorRT-LLM. The new allreduce is used for communication on PCIe-based GPUs via low-precision quantization, which can accelerate the PCIe allreduce process.

Signed-off-by: Hui Kang <hkang@nvidia.com>
Co-authored-by: Hui Kang <hkang@nvidia.com>
 2025-05-20 06:53:46 +08:00
Yanchao Lu
942ac5c638
[Docs] - Reapply #4220 (#4434) 
* [Docs] - Reapply #4220

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>

* Update docs/source/_static/switcher.json

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>

---------

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-19 22:52:37 +08:00
Kaiyu Xie
a43914619f
fix: wrong argument name enable_overlap_scheduler (#4433) 
Fix wrong argument

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-19 15:02:22 +08:00
juney-nvidia
ddf01f6266
refine doc (#4422) 2025-05-19 06:06:22 +08:00
juney-nvidia
58e2d6ffa7
Refine doc (#4421) 2025-05-19 06:03:05 +08:00
juney-nvidia
ac610b394a
Refine doc (#4420) 2025-05-19 05:05:24 +08:00
Yanchao Lu
0d7269e2a7
[Infra][Docs] - Some clean-up for the CI pipeline and docs (#4419) 
* [Docs] - Some clean-up for the docs

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>

* [Infra] - Some clean-up for the CI pipeline

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>

---------

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-19 00:07:45 +08:00
Kefeng-Duan
f5b6d453aa
doc： DS r1 min latency blog (#4386) 
* add best perf practice on DSR1

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* add ds-r1 min latency tech blog

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* rm redundant doc

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine table content

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine table content

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* relative path for images

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* refine precommit

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

* pr4280 is merged

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>

---------

Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-05-16 20:20:28 +08:00
Daniel Cámpora
df19430629
chore: Mass Integration 0.19 (#4255) 
* fix: Fix/fused moe 0.19 (#3799)

* fix bug of stream init

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix bug

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix: Add pre-download of checkpoint before benchmark. (#3772)

* Add pre-download of checkpoint before benchmark.

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

* Add missing remote code flag.

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

* Move from_pretrained to throughput benchmark.

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

* Move download and use snapshot_download.

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

* Removed trusted flag.

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

* Fix benchmark command in iteration log test.

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

---------

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

* [https://nvbugspro.nvidia.com/bug/5241495][fix] CUDA Graph padding with overlap scheduler (#3839)

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fuse

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* TRTLLM-4875 feat: Add version switcher to doc (#3871)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* waive a test (#3897)

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

* docs:fix https://nvbugs/5244616 by removing new invalid links. (#3939)

Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>

* fix: remote mpi session abort (#3884)

* fix remote mpi session

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>

* skip fp8 gemm for pre-hopper (#3931)

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* [https://nvbugspro.nvidia.com/bug/5247148][fix] Attention DP with overlap scheduler (#3975)

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* update multigpu list

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix namings

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* Doc: Fix H200 DeepSeek R1 perf doc (#4006)

* fix doc

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* update perf number

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

---------

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* Fix the perf regression caused by insufficient cache warmup. (#4042)

Force tuning up to 8192 sequence length for NVFP4 linear op. Also, make this runtime-selectable with UB enabled.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* doc: Update 0.19.0 release notes (#3976)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* Optimize the AutoTuner cache access code to reduce host code overhead. (#4060)

The NVFP4 Linear op is very sensitive to the host overhead.
This PR introduces customizable `find_nearest_profile` and `get_cache_key_specifc`, which allow users to override the default method for generating the cache key.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Update switcher (#4098)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* doc: update release notes (#4108)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* docs:update 0.19 doc. (#4120)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* docs:add torch flow supported model list. (#4129)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* doc: Release V0.19 Perf Overview Update (#4166)

Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>

* Fix readme of autodeploy.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Update tensorrt_llm/_torch/pyexecutor/llm_request.py

Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>

* Revert mgmn worker node.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Change to disable_overlap_scheduler.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Zac Patel <22306219+zbpatel@users.noreply.github.com>
 2025-05-16 10:53:25 +02:00
Yechan Kim
c6e2111f4e
feat: enhance trtllm serve multimodal (#3757) 
* feat: enhance trtllm serve multimodal

1. made the load_image and load_video asynchronous
2. add image_encoded input support to be compatible with genai-perf
3. support text-only on multimodal mdoels(currently, Qwen2-VL & Qwen2.5-VL)

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* add test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* fix bandit

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming uils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming for test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* genai perf command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* refactor chat_utils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* stress test genai-perf command

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-05-15 16:16:31 -07:00
Kaiyu Xie
b4e5df0ee0
Breaking change: perf: Enable scheduling overlap by default (#4174) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-15 14:27:36 +08:00
QI JUN
498ce8a056
Revert "feat: Low Precision Allreduce for PCIe based GPU" (#4340) 
Revert "feat: Low Precision Allreduce for PCIe based GPU (#3851)"

This reverts commit 5e634dd1bd.
 2025-05-15 09:52:39 +08:00
Robin Kobus
d31fefde2c
[TRTLLM-5171] chore: Remove GptSession/V1 from TRT workflow (#4092) 
* chore: Remove GptSession/V1 from TRT workflow

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove stateful decoders

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession buffers

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession utils

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession kernels

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove V1 GPT models from tests

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove gptSessionBenchmark from scripts and docs

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove gptSession IO classes

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession from test lists

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove GptSession from docs

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove useless encoder test

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove mActualBatchSize from DecoderState

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

* chore: Remove static batching from ExecutorTest

- Updated `validateContextLogits` and `validateGenerationLogits` functions to remove the `batchingType` parameter.
- Adjusted related test functions to reflect the changes in parameter lists.
- Cleaned up the instantiation of test cases to eliminate unnecessary batchingType references.

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-05-14 23:10:04 +02:00
Yanchao Lu
504f4bf779
[Infra] - Update the upstream PyTorch dependency to 2.7.0 (#4235) 
[Infra][TRTLLM-4941] - Update the upstream PyTorch dependency to 2.7.0

Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-14 22:28:13 +08:00
Kaiyu Xie
6c45586c51
chore: Remove deprecated Python runtime benchmark (#4171) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-14 18:41:05 +08:00
kanghui0204
5e634dd1bd
feat: Low Precision Allreduce for PCIe based GPU (#3851) 
This PR adds a customized allreduce to TensorRT-LLM. The new allreduce is used for communication on PCIe-based GPUs via low-precision quantization, which can accelerate the PCIe allreduce process.

Signed-off-by: Hui Kang <hkang@nvidia.com>
Co-authored-by: Hui Kang <hkang@nvidia.com>
 2025-05-14 16:45:43 +08:00
Yiqing Yan
fda8b0277a
[Infra][TRTLLM-4374] Upgrade TRT 10.10.0 GA, CUDA 12.9 GA and DLFW 25.04 (#4049) 
* [TRTLLM-4374] Upgrade TRT 10.10.0 GA, CUDA 12.9 GA and DLFW 25.04

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* fix review

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* update images

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* Update jenkins/L0_Test.groovy

Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

* update image name

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>

---------

Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
 2025-05-13 14:59:12 +08:00
wili
eba3623a54
Feat: Variable-Beam-Width-Search (VBWS) part4 (#3979) 
* feat/vbws-part4-v1.8: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* feat/vbws-part4-v1.9: fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.1: remove useless variables

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.2:fix incorrect output when using short output length

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.3: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.4: rebase

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.9.5: remove API change

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

---------

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-05-12 22:32:29 +02:00