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79 Commits

Author SHA1 Message Date
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
Daniel Stokes
ae28b3a664
feat: Add support for benchmarking individual gemms in MOE benchmark (#6080) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-07-18 09:00:12 +12:00
Daniel Stokes
f277afdd93
perf: Enable 128x256 tile shapes for FP4 MOE CUTLASS backend (#5986) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-07-14 14:04:15 -07:00
CarstyYou
dc32f9ae73
[fix] fix tileN cannot % 16==0 & support sm89 deepgemm bmm (#5531) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2025-07-10 15:16:18 +08:00
peaceh-nv
76c3a12bcb
[fix] WAR to fix the illegal memory access issue in moe gemm on SM120 (#5636) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-07-10 09:20:30 +08:00
peaceh-nv
52684d79f7
Fix : fix moe regression for sm120 (#5823) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-07-09 21:25:11 +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
Pamela Peng
da8c7372d4
[TRTLLM-5366][feat]Add support for sm121 (#5524) 
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>

 Initial CI run failed a single step A30-CPP-3  due to timeout. Rerunning that step succeeded.
 2025-07-08 14:27:00 -07:00
Daniel Stokes
ec6c7dff1a
feat: Add support for MXFP8xMXFP4 in pytorch (#5535) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-07-06 15:32:06 -07:00
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
Xiaowei Wang
32dfdfba30
feat: fuse w4a8 moe pre-quant scale on Hopper (#5613) 
Signed-off-by: Xiaowei Wang <100599594+xiaoweiw-nv@users.noreply.github.com>
 2025-07-01 23:02:41 -04:00
danielafrimi
7a617ad1fe
feat: W4A16 GEMM (#4232) 
Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
 2025-07-01 10:36:05 +03:00
Li Min
16fc99391f
refactor: [TRTLLM-6150] Refactor moe permute and finalize op by removing duplicated code (#5557) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-06-30 08:48:04 -07:00
Enwei Zhu
b4dab23e7b
[TRTLLM-5965] perf: Optimize MoE sort kernels for large-scale EP (#5435) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-30 01:02:07 +08:00
Daniel Stokes
5773cfdcf2
feat: Add support for per expert activation scaling factors (#5013) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-06-28 09:10:35 +12:00
peaceh-nv
cb58073ab7
Fix : fix build for sm120 (#5265) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-06-27 20:42:47 +08:00
Tailing Yuan
ef43b95aa1
Fix execute_process: check results using EQUAL (#5481) 2025-06-27 11:57:04 +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
yunruis
b3e886074e
Fix CI build time increase (#5337) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-06-19 13:49:42 +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
Tracin
ef3fdc8051
feat: Add w4a8_mxfp4_fp8 quantization recipe. (#4867) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-06-16 11:30:57 +08:00
yunruis
e5be3a95b3
fix: fix license bug (#5200) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-06-13 18:58:15 +08:00
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
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
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
CarstyYou
ef280e687e
[feat] support fp8 blockscale gemm on sm89 (#4481) 
* [feat] integrate ada blockwise gemm

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [fix] align scale M

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [feat] swizzle mma output

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [test] add ut for sm89

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [delete] remove useless comments

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [chore] codestyle

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [fix] fix review comments

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [chore] fix license

Signed-off-by: CarstyYou <xiy@nvidia.com>

* [chore] fix license

Signed-off-by: CarstyYou <xiy@nvidia.com>

---------

Signed-off-by: CarstyYou <xiy@nvidia.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
 2025-05-23 10:39:10 +08:00
nv-guomingz
e3a534d0ee
chore: guardword clean for header file. (#4540) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-05-23 10:08:14 +08:00
nv-guomingz
3549b68c1c
chroe:clean useless flag (#4567) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-05-23 07:05:15 +08:00
Ruoqian Guo
db7446fda7
Feat: add deep_gemm swapab Kernel (#4430) 
* feat: add deepgemm_swapab

feat: add fp8_gemm_kernel_swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

feat: set threshold for deepgemm and deepgemmswapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* docs: update README.md

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* fix: std::runtime_error needs #include <stdexcept>

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove the redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* feat: support for dense deep_gemm swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

---------

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-05-21 10:48:43 +08:00
Barry Kang
20b42912ce
[TRTLLM-3330][feat] Support DeepSeek-R1 W4A8 on Hopper (#4123) 
Support DeepSeek-R1 W4A8 on Hopper

Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-05-14 15:48:07 +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
Pamela Peng
f98a80f9d9
sync internal cutlass kernel changes (#3968) 
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
 2025-04-30 08:57:28 +08:00
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
jiahanc
1d3b98b920
perf: Optimize quantization kernels used in DeepSeek on Hopper (#3466) 
Signed-off-by: jiahanc <jiahanc@nvidia.com>
 2025-04-15 17:49:57 +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
William Tambellini
af67bf00a8
feat: register ENABLE_MULTI_DEVICE and ENABLE_UCX as CMake options (#3343) 
No change of default value (still ON).
These were hidden cmake vars before that patch.
Fix issue #3289

Signed-off-by: William Tambellini <wtambellini@sdl.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-14 10:30:23 +08:00
Yukun He
ff82aef99b
Fix the issues related to fused moe path. (#3435) 
* One of the tactic is not supported during dispatch.
* final_hidden_states should be unpacked if it is not min_latency_mode.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-04-11 21:41:15 +08:00
Gabriel Wu
f1655afb0d
feat: enable DeepGEMM by default (#3341) 
Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com>
 2025-04-08 13:58:57 +08:00
Gabriel Wu
376731013d
feat: use NVRTC for DeepGEMM JIT compilation (#3239) 
* feat: use NVRTC for DeepGEMM JIT compilation

Signed-off-by: Zihua Wu 

* fix: add license

Signed-off-by: Zihua Wu

* feat: store NVRTC JIT results in memory by default

Signed-off-by: Zihua Wu


* feat: refinement

Signed-off-by: Zihua Wu

* feat: refinement

Signed-off-by: Zihua Wu

* test: set timeout to 7200

Signed-off-by: Zihua Wu

---------

Signed-off-by: Zihua Wu
 2025-04-07 20:29:23 +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
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
Kaiyu Xie
2631f21089
Update (#2978) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-03-23 16:39:35 +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
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