Commit Graph

167 Commits

Author SHA1 Message Date
Zac Patel
3bf405f6c3
[doc] Update perf_overview.md for release 0.21 (#6270)
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
2025-07-31 12:13:38 +08:00
QI JUN
418892e270
doc: update release notes (#6438)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-07-29 04:22:28 -04:00
QI JUN
44f6db8c1c
doc: update release notes (#6324)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-07-28 16:05:50 +08:00
QI JUN
1209001bac
doc: update known issues (#6247)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-07-22 17:27:31 +08:00
bhsueh_NV
9323de6e37
[Doc][Qwen3] update qwen3 into support-matrix (#6161)
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-07-18 11:23:30 +08:00
QI JUN
f6db521e95
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>
2025-07-16 16:54:14 +08:00
nv-guomingz
63f4a7ad32
[TRTLLM-6495] doc: add disclaimer for 3rd party software installation. (#6039)
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
2025-07-15 13:33:03 +08:00
amirkl94
8429c8b139
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>
2025-07-10 13:48:12 +02:00
Yi Zhang
39ad6023b7
doc: Update gb200 doc (#5840)
Signed-off-by: yizhan <187001205+yizhang-nv@users.noreply.github.com>
2025-07-08 20:22:06 +09:00
Kaiyu Xie
682b164b9b
doc: Fix outdated config in DeepSeek best perf practice doc (#5638)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-07-01 04:58:50 -04:00
ixlmar
abb7357f25
[TRTLLM-5989, TRTLLM-5991, TRTLLM-5993] doc: Update container instructions (#5490)
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
2025-06-27 07:09:41 -07:00
Kaiyu Xie
30a2a8b81c
doc: Fix benchmark cmd in disagg scripts (#5516)
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-06-26 17:23:24 +08:00
Martin Marciniszyn Mehringer
fc64f139e4
Fix permission for local user issues in NGC docker container. (#5373)
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
2025-06-25 14:10:20 +02:00
Martin Marciniszyn Mehringer
ebc6dbcb0b
doc: cherry pick #5334 (#5368)
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
2025-06-19 20:03:59 +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