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66 Commits

Author SHA1 Message Date
Enwei Zhu
7c4777a571
[TRTLLM-9286][feat] Integration of CuteDSL NVFP4 grouped GEMM (#8880) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-11-18 17:40:12 -08:00
Chang Liu
e47c787dd7
[TRTLLM-8535][feat] Support DeepSeek V3.2 with FP8 + BF16 KV cache/NVFP4 + BF16 KV cache (#8405) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-24 13:40:41 -04:00
Aurelien Chartier
32e1ad68e1
[None][chore] Cleanup GDS code (#8475) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-10-23 12:36:31 -07:00
Yuan Tong
fae83c387b
[#6102][fix] support non-system python installation (#7763) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-09-26 10:16:15 +08:00
Yuan Tong
90bfc8cc29
[https://nvbugs/5453827][fix] Fix RPATH of th_common shared library to find pip-installed NCCL (#6984) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-21 17:58:30 +08:00
Zongfei Jing
0ff8df95b7
[https://nvbugs/5433581][fix] DeepGEMM installation on SBSA (#6588) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-06 16:44:21 +08:00
Linda
4d071eb2d1
feat: binding type build argument (pybind, nanobind) (#5802) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-07-11 00:48:50 +09:00
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
Tailing Yuan
85b4a6808d
Refactor: move DeepEP from Docker images to wheel building (#5534) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-07-07 22:57:03 +09:00
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
Aurelien Chartier
dcf72c6ad3
chore: cleanup GDS Cmake interface (#4928) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-06-10 17:25:43 +08:00
Nikita Korobov
8043d7a03c
feat: update DeepSeek FP8 TRT-LLM Gen cubins (#4643) 
Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
 2025-06-03 14:07:54 -07:00
Arthur Rasmusson
812b1abf86
feature: KV Cache GPUDirect Storage (#3209) 
Signed-off-by: Arthur Rasmusson <47877520+arthurrasmusson@users.noreply.github.com.>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-05-28 23:27:43 +00:00
Shi Xiaowei
df2798e0c3
feat: NIXL interface integration (#3934) 
NIXL interfaces

Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-05-19 18:18:22 +08:00
Nikita Korobov
fa3879629e
feat: TRT-LLM Gen integration for BMM and MoE refactoring (#4280) 
- Adds BatchedGemm cubins and the respective call interface from TensorRT-LLM Generator. 
- Refactors TRT-LLM Gen MoE runner to call to BMM interface
- The accuracy is verified for DeepSeek R1 FP4 

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
 2025-05-16 13:31:53 +02:00
chenfeiz0326
7f5716ef83
Cherry-pick trtllm-gen from feat/llama4 to main (#4086) 
* feat: TRT-LLM Gen FP8 MoE Llama4

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* feat: TRT-LLM Gen llama4 MoE Top1 routing

Signed-off-by: Jiqun Tu <jtu@nvidia.com>

* feat: add per tensor FP8 TRT-LLM Gen GEMMs

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Update

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add license for cpp/tensorrt_llm/kernels/trtllmGenKernels/blockScaleMoe/gemmCubins

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Add guard for routingIndicesClusterKernel

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

* Guard sm90+ for routingkernels

Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>

---------

Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
Signed-off-by: Jiqun Tu <jtu@nvidia.com>
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Co-authored-by: Nikita Korobov <nkorobov@nvidia.com>
Co-authored-by: Jiqun Tu <jtu@nvidia.com>
 2025-05-08 14:13:01 -07:00
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
403370af62
refactor: Move ModelSpec to core library (#3980) 
* refactor: Move ModelSpec from tests to core library

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

* refactor: Move ModelSpec from runtime to separatedir

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

* refactor: Use new bindings path and clean up

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

* chore: Updated licenses

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

* chore: Remove script_dir from path

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 01:39:09 +08:00
Ming Wei
ed887940d4
infra: open source XQA kernels (#3762) 
Replace libtensorrt_llm_nvrtc_wrapper.so with its source code, which
consists of two parts:

1. NVRTC glue code
2. XQA kernel code

During TensorRT-LLM build, XQA kernel code is embedded as C++ arries via
gen_cpp_header.py and passed to NVRTC for JIT compilation.

Signed-off-by: Ming Wei <2345434+ming-wei@users.noreply.github.com>
 2025-04-30 18:05:15 +08:00
William Tambellini
44bff85e08
Fix double link to fp8_blockscale_gemm_src (#3707) 
Fix https://github.com/NVIDIA/TensorRT-LLM/issues/3690

Signed-off-by: William Tambellini <wtambellini@sdl.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-23 10:16:07 +08:00
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
Olya Kozlova
b3e6723dbc
feat: Adding FP8 BMM from Codegen (#3541) 
* Adding FP8 BMM from Codegen

Signed-off-by: Olya Kozlova <okozlova@s4124-0110.nvidia.com>

* Fixed licenses

Signed-off-by: Olya Kozlova <okozlova@s4124-0062.nvidia.com>

---------

Signed-off-by: Olya Kozlova <okozlova@s4124-0110.nvidia.com>
Signed-off-by: Olya Kozlova <okozlova@s4124-0062.nvidia.com>
Co-authored-by: Olya Kozlova <okozlova@6u1g-0018.nvidia.com>
Co-authored-by: Olya Kozlova <okozlova@s4124-0062.nvidia.com>
 2025-04-16 10:37:15 +02:00
Kaiyu Xie
258ae9c58c
Revert "infra: move nvrtc_wrapper to conan (#3282)" (#3573) 
This reverts commit c0dd6cbce0.

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-04-15 22:45:13 +08:00
tburt-nv
c0dd6cbce0
infra: move nvrtc_wrapper to conan (#3282) 
* add pip scripts dir to path
* move nvrtc_wrapper to conan
* support building nvrtc wrapper from source

---------

Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
 2025-04-15 05:31:01 +08:00
Yuan Tong
a139eae425
chore: Stabilize ABI boundary for internal kernel library (#3117) 
chore: Stabilize ABI boundary for internal kernel library

Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-11 15:07:50 +08:00
Dom Brown
a8310b01dc
feat: trtllm-gen fp4 GEMM for pytorch workflow (#3423) 
* feat: trtllm-gen fp4 GEMM

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Clean up

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Remove incorrect header

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

* Reviewer comment

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>

---------

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-04-11 02:28:07 +08:00
Gabriel Wu
05b50b297f
[feat] open source fp8_blockscale_gemm (#3071) 
Signed-off-by: Zihua Wu <zihuaw@nvidia.com>
 2025-04-02 12:12:52 +08:00
Chuang Zhu
bc5811da65
chore: Ucx ip port remove mpi depend (#3101) 
* initial ucx support

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* fixes to support dynloading and ucx connection establishment - not stable yet

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* update

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* more connection bringup fixes - faillig on connection vector build

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* executor test pass

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* update

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* passed full benchmark

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* changing to TLLM_THROW and removing cout

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* stoping progress thread at ucxComm destructor

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* fixing build with ENABLE_UCX=0 to not build ucx traget at all and removing includes for ucxConnection for cache transceiver, also delete commented cold code

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* fix copyrights

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* adding ucx flavor to cache transceiver test and insertto the CI pipeline

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* allowing sending non ib interfaces IPs

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* setting UCX port reuse for the tests in pipeline

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* code review fixes

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* querying ep after GID message is sent to avoid UCX Errors

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* fixing more CR issues

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* querying ep to not fail is ep_not_connected yet

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>

* remove mpi dependency and debug

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* debug to info

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* mpirun n 2

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* remove mpi comm split when disaggOrchestrator mode

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* waive disagg_mtp test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* use future instead of thread

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* use future_promise instead of cv wait

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* connectionId type

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* improve test

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* imporve test 2

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

* gtest_skip

Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>

---------

Signed-off-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
Co-authored-by: roeya <165803633+RoeyAzran1992@users.noreply.github.com>
 2025-04-02 09:42:29 +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
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
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
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
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
Kaiyu Xie
78f5c2936b
Update TensorRT-LLM (#2184) 2024-09-03 12:14:23 +02:00
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
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
89ba1b1a67
Update TensorRT-LLM (#1554) 2024-05-07 23:34:28 +08:00
Kaiyu Xie
06c0e9b1ec
Update TensorRT-LLM (#1530) 2024-04-30 17:19:10 +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
Kaiyu Xie
71d8d4d3dc
Update TensorRT-LLM (#1455) 2024-04-16 19:40:08 +08:00
Kaiyu Xie
4bb65f216f
Update TensorRT-LLM (#1274) 
* Update TensorRT-LLM

---------

Co-authored-by: meghagarwal <16129366+megha95@users.noreply.github.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2024-03-12 18:15:52 +08:00
Kaiyu Xie
728cc0044b
Update TensorRT-LLM (#1233) 
* Update TensorRT-LLM

---------

Co-authored-by: Morgan Funtowicz <funtowiczmo@gmail.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2024-03-05 18:32:53 +08:00