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release/0.21
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34 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
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
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
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
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
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
Kaiyu Xie
d1fa80dee3
doc: TRTLLM-4797 Update perf-analysis.md (#4100) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-08 17:24:44 +08:00
Kaiyu Xie
dfbcb543ce
doc: fix path after examples migration (#3814) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-04-24 02:36:45 +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
Bo Li
11b0091863
docs: Update perf-benchmarking doc on GPU configuration for consistent benchmarking. (#3458) 
Signed-off-by: Bo Li <bobboli0202@gmail.com>
 2025-04-11 17:21:27 +02:00
Kaiyu Xie
ab5b19e027
Update TensorRT-LLM (#2820) 2025-02-25 21:21:49 +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
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
Kaiyu Xie
c629546ce4
Update TensorRT-LLM (#2436) 2024-11-12 15:27:49 +08:00
Kaiyu Xie
b7868dd1bd
Update TensorRT-LLM (#2413) 2024-11-05 16:27:06 +08:00
Kaiyu Xie
f14d1d433c
Update TensorRT-LLM (#2389) 
* Update TensorRT-LLM

---------

Co-authored-by: Alessio Netti <netti.alessio@gmail.com>
 2024-10-29 22:24:38 +08:00
Kaiyu Xie
75057cd036
Update TensorRT-LLM (#2333) 
* Update TensorRT-LLM

---------

Co-authored-by: Puneesh Khanna <puneesh.khanna@tii.ae>
Co-authored-by: Ethan Zhang <26497102+ethnzhng@users.noreply.github.com>
 2024-10-15 15:28:40 +08:00
Dan Blanaru
48686bca3a
open source 7f370deb0090d885d7518c2b146399ba3933c004 (#2273) 
* Update TensorRT-LLM

---------
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
 2024-09-30 13:51:19 +02:00
Kaiyu Xie
31ac30e928
Update TensorRT-LLM (#2215) 
* Update TensorRT-LLM

---------

Co-authored-by: Sherlock Xu <65327072+Sherlock113@users.noreply.github.com>
 2024-09-10 18:21:22 +08:00
石晓伟
32ed92e449
Update TensorRT-LLM 
Co-authored-by: Rong Zhou <130957722+ReginaZh@users.noreply.github.com>
Co-authored-by: Onur Galoglu <33498883+ogaloglu@users.noreply.github.com>
Co-authored-by: Fabian Joswig <fjosw@users.noreply.github.com>
 2024-08-20 18:55:15 +08:00
Kaiyu Xie
be9cd719f7
Update TensorRT-LLM (#2094) 
* Update TensorRT-LLM

---------

Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: Tayef Shah <tayefshah@gmail.com>
Co-authored-by: lfz941 <linfanzai941@gmail.com>
 2024-08-07 16:44:43 +08:00
Kaiyu Xie
bca9a33b02
Update TensorRT-LLM (#2008) 
* Update TensorRT-LLM

---------

Co-authored-by: Timur Abishev <abishev.timur@gmail.com>
Co-authored-by: MahmoudAshraf97 <hassouna97.ma@gmail.com>
Co-authored-by: Saeyoon Oh <saeyoon.oh@furiosa.ai>
Co-authored-by: hattizai <hattizai@gmail.com>
 2024-07-23 23:05:09 +08:00
Kaiyu Xie
9dbc5b38ba
Update TensorRT-LLM (#1891) 
* Update TensorRT-LLM

---------

Co-authored-by: Marks101 <markus.schnoes@gmx.de>
Co-authored-by: lkm2835 <lkm2835@gmail.com>
 2024-07-04 14:37:19 +08:00
石晓伟
2a115dae84
Update TensorRT-LLM (#1793) 
Co-authored-by: DreamGenX <x@dreamgen.com>
Co-authored-by: Ace-RR <78812427+Ace-RR@users.noreply.github.com>
Co-authored-by: bprus <39293131+bprus@users.noreply.github.com>
Co-authored-by: janpetrov <janpetrov@icloud.com>
 2024-06-18 18:18:23 +08:00
Kaiyu Xie
db4edea1e1
Update TensorRT-LLM (#1763) 
* Update TensorRT-LLM

---------

Co-authored-by: Kota Tsuyuzaki <bloodeagle40234@gmail.com>
Co-authored-by: Pzzzzz <hello-cd.plus@hotmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>
 2024-06-11 16:59:02 +08:00
Kaiyu Xie
b777bd6475
Update TensorRT-LLM (#1725) 
* Update TensorRT-LLM

---------

Co-authored-by: RunningLeon <mnsheng@yeah.net>
Co-authored-by: Tlntin <TlntinDeng01@Gmail.com>
Co-authored-by: ZHENG, Zhen <zhengzhen.z@qq.com>
Co-authored-by: Pham Van Ngoan <ngoanpham1196@gmail.com>
Co-authored-by: Nathan Price <nathan@abridge.com>
Co-authored-by: Tushar Goel <tushar.goel.ml@gmail.com>
Co-authored-by: Mati <132419219+matichon-vultureprime@users.noreply.github.com>
 2024-06-04 20:26:32 +08:00
Kaiyu Xie
f430a4b447
Update TensorRT-LLM (#1688) 
* Update TensorRT-LLM

---------

Co-authored-by: IbrahimAmin <ibrahimamin532@gmail.com>
Co-authored-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: Pzzzzz <hello-cd.plus@hotmail.com>
Co-authored-by: CoderHam <hemant@cohere.com>
Co-authored-by: Konstantin Lopuhin <kostia.lopuhin@gmail.com>
 2024-05-28 20:07:49 +08:00
Kaiyu Xie
5d8ca2faf7
Update TensorRT-LLM (#1639) 
* Update TensorRT-LLM

---------

Co-authored-by: vonjackustc <fga@mail.ustc.edu.cn>
 2024-05-21 17:51:02 +08:00
Samriddha Sinha
309ab33db0
Update dead links in perf-best-practices.md (#1545) 2024-05-20 18:05:14 +08:00
Kaiyu Xie
bf0a5afc92
Update TensorRT-LLM (#1598) 
* Update TensorRT-LLM
 2024-05-14 16:43:41 +08:00
Kaiyu Xie
66ef1df492
Update TensorRT-LLM (#1492) 
* Update TensorRT-LLM

---------

Co-authored-by: Loki <lokravi@amazon.com>
 2024-04-24 14:44:22 +08:00