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98 Commits

Author SHA1 Message Date
Guoming Zhang
57079cecb3
[None][chroe] Rename TensorRT-LLM to TensorRT LLM for source code. (#7851) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-22 10:05:47 -07:00
Jhao-Ting Chen
6edaa23c1c
[None][feat] Multi-block mode for Hopper spec dec XQA kernel (#4416) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-08-03 14:31:33 -07:00
xavier-nvidia
200ea9ee81
fix TMA error with GEMM+AR on TP=2 (#6075) 
Signed-off-by: Xavier Simmons <xsimmons@nvidia.com>
 2025-07-18 10:26:08 +08:00
Zhihan Jiang
682acd40da
[nvbugs/5321981] Cherrypick fix: Fix the Llama3.1 405B hanging issue. (#5698) (#5925) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-07-11 07:51:43 +08:00
DylanChen-NV
74dca0aa7b
[NVBUG-5304516/5319741]Qwen2.5VL FP8 support (#5029) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-07-09 23:16:42 +08:00
xavier-nvidia
b6013da198
Fix GEMM+AR fusion on blackwell (#5563) 
Signed-off-by: xsimmons <xsimmons@nvidia.com>
 2025-07-09 08:48:47 +08:00
Yuan Tong
32b244af38
feat: reduce unnecessary kernel generation (#5476) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-07-04 14:37:49 +08:00
Daniel Stokes
942841417e
opensource: Opensource MOE MXFP8-MXFP4 implementation (#5222) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-06-26 12:18:19 +08:00
Enwei Zhu
4b82b8b4c7
[TRTLLM-5330] perf: Optimize MoE supplementary kernels for large-scale EP (#5215) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-17 15:23:24 +08:00
Aurelien Chartier
1389f5a4d3
feat: Add support for fp8 rowwise quantization (#4876) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
Co-authored-by: aikitoria <151776613+aikitoria@users.noreply.github.com>
 2025-06-14 06:37:48 -07:00
yunruis
30c5b4183a
refactoring: port customized kernels with public cutlass version (#5027) 
Signed-off-by: yunruis 

Merge this to unblock others since the full CI has been run through
 2025-06-13 16:19:31 +08:00
Yao Yao
12e075eb70
[nvbug 5333996 ][fix] Unload XQA cubins early to avoid static lifetime (#5133) 
Signed-off-by: Yao Yao <lowsfer@users.noreply.github.com>
 2025-06-13 15:53:29 +08:00
Tracin
6c91f1c7ac
Mxfp8xmxfp4 quant mode(#4978) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-10 22:01:37 +08:00
Daniel Stokes
3a4851b7c3
feat: Add Mixture of Experts FP8xMXFP4 support (#4750) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-06-09 13:25:04 +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
Omer Ullman Argov
e71de2a13e
chore: Mass integration of release/0.20. (#4871) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Omer Ullman Argov <118735753+omera-nv@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-06-04 14:12:27 +08:00
Jinyang Yuan
5339d367ce
[perf] Reduce the workspace size of FP4 activation scales for MoE (#4303) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-30 09:03:52 +08:00
NVJiangShao
6cc3f2093a
Fix bias shape in weightOnlyGroupwiseQuantMatmulPlugin for TRT workflow (#4348) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Co-authored-by: AIDC-AI <AIDC-AIB@365fanyi.com>
 2025-05-16 10:02:30 +08:00
Robin Kobus
c67da1fbaa
fix: Eagle decoding in TRT flow (#4229) 
* fix: EagleBuffers lifetime issue

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

* refactor: Clean up Eagle kernel parameters

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

* fix: Eagle draft tokens init

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

* chore: Add check for updated sequence length in TrtGptModelInflightBatching

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

* fix: Skip check for beam search

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 16:10:49 +02:00
forrestl
9477661f4c
Support RingAttention in the BertAttention plugin and the DiT model (#3661) 
support ring attn for bert_attention plugin and dit model

Signed-off-by: ChunhuanLin <lch_xdu@163.com>
 2025-05-09 08:06:54 +08:00
Yuan Tong
4b6c19737b
feat: support add internal cutlass kernels as subproject (#3658) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-05-06 11:35:07 +08:00
Robin Kobus
9f9edd783c
refactor: Introduce MpiTag enumeration and update MPI function signatures (#3893) 
* refactor: Move executor recv functions into classes

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

* refactor: Enhance MPI logging and error handling

- Updated MPI logging to include destination and tag information for better traceability during send and receive operations.
- Added error checking for MPI_Wait and MPI_Cancel calls to ensure proper handling of multi-device requests.
- Improved code structure for clarity and maintainability.

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

* refactor: Introduce MpiTag enumeration and update MPI function signatures

- Added a new header file `mpiTags.h` to define an enumeration for MPI tags, improving code readability and maintainability.
- Updated function signatures in `mpiUtils.h` and `mpiUtils.cpp` to use the new `MpiTag` type instead of raw integers for tags.
- Refactored various MPI calls across the codebase to utilize the new `MpiTag` enumeration, enhancing type safety and clarity.
- Removed redundant MPI tag constants from several classes, streamlining the code.

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

* fixup! refactor: Introduce MpiTag enumeration and update MPI function signatures

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

* refactor: Rename tags for consistency

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

---------

Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-05-04 13:24:29 +02:00
xiweny
68a19a33d4
TRTLLM-4624 feat: Add nvfp4 gemm and moe support for SM120 (#3770) 
* upgrade cutlass to 3.9

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

update latest internal_cutlass_kernels; revert cutlass version update; fix fp4 gemm for sm100

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* update internal cutlass kernels

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* fix file

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* remove unnecessary change

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

* update hash

Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>

---------

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
 2025-04-29 11:19:11 -04:00
Yuan Tong
0b0e6d8a0a
refactor: Clean up CMakeLists.txt (#3479) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-18 14:39:29 +08:00
Jackch-NV
1b2b112d44
fix sage attention headsize check error in bertAttentionPlugin.cpp (#3660) 
Signed-off-by: Jackch-NV <69230184+Jackch-NV@users.noreply.github.com>
 2025-04-18 09:28:04 +08:00
Pamela Peng
6cdfc54883
feat: Add FP8 support for SM 120 (#3248) 
* Allow FP8 on SM120

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* fix sm121

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* fix

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* fix pre-commit

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

* review update

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>

---------

Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
 2025-04-14 16:05:41 -07:00
wili
54ad95eaa8
Feat: Variable-Beam-Width-Search (VBWS) part3 (#3338) 
* feat/Variable-Beam-Width-Search-Part3, v1.0

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

* feat/Variable-Beam-Width-Search-Part3, v1.1

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

* feat/Variable-Beam-Width-Search-Part3, v1.2

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

---------

Signed-off-by: wili-65535 <wili-65535@user.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@user.noreply.github.com>
 2025-04-08 23:51:27 +08:00
tburt-nv
7a659885e3
chore: remove usernames from comments (#3291) 
Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
 2025-04-05 13:44:28 +08:00
Yibin Li
32ae1564bd
update FP4 quantize layout (#3045) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-04-03 13:13:54 -04:00
Zongfei Jing
c7548ad72c
perf: Add optimizations for deepseek in min latency mode (#3093) 
* Add optimizations for deepseek min latency

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* Fix compile error

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* Update internal cutlass kernel libs

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* Format code

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

* Resolve conflicts

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>

---------

Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-04-02 09:05:24 +08:00
Yuan Tong
2994527110
chore: cutlass cleanup (#3165) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-01 13:57:38 +08:00
DylanChen-NV
1ac0566a93
fix: fix for cp > kvHeadNum (#3002) 
* fix for cp > kvHeadNum

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* fix for None kv_head_num

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

---------

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-03-26 12:39:02 +08:00
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
9b931c0f63
Update TensorRT-LLM (#2873) 2025-03-11 21:13:42 +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
ab5b19e027
Update TensorRT-LLM (#2820) 2025-02-25 21:21:49 +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
Kaiyu Xie
535c9cc673
Update TensorRT-LLM (#2460) 2024-11-19 18:30:34 +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
1730a587d8
Update TensorRT-LLM (#2363) 
* Update TensorRT-LLM

---------

Co-authored-by: tonylek <137782967+tonylek@users.noreply.github.com>
 2024-10-22 20:27:35 +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
Kaiyu Xie
8681b3a4c0
open source 4dbf696ae9b74a26829d120b67ab8443d70c8e58 (#2297) 
* Update TensorRT-LLM

---------

Co-authored-by: Bhuvanesh Sridharan <bhuvanesh.sridharan@sprinklr.com>
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
 2024-10-08 12:19:19 +02:00