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62 Commits

Author SHA1 Message Date
Yihan Wang
6b5ebaae3e
[None][chore] Update internal_cutlass_kernels artifacts (#9992) 
Signed-off-by: Yihan Wang <yihwang@nvidia.com>
 2025-12-15 21:15:25 -08:00
Yihan Wang
9df4dad3b6
[None][fix] Introduce inline namespace to avoid symbol collision (#9541) 
Signed-off-by: Yihan Wang <yihwang@nvidia.com>
 2025-12-12 23:32:15 +08:00
Neta Zmora
34dc6869f3
[#8732][feat] Update TRTLLM Cutlass MoE kernels with ReLU2 (#9011) 
Update TRTLLM Cutlass MoE kernels with ReLU2 activation.

Nemotron-6 requires ReLU2 (i.e. squared ReLU) MoE activation function.
The PR adds this and adds an API to set the activation function, in general.
The ReLU2 changes are based on this FlashInfer PR: https://github.com/flashinfer-ai/flashinfer/pull/1954.

The PR also updates the Auto Deploy MoE backend for 16-bit and FP8 from
Triton (`torch.ops.auto_deploy.triton_moe_fused`, `torch.ops.auto_deploy.triton_quant_fp8_moe`) to TRTLLM/Cutlass (`torch.ops.auto_deploy.trtllm_moe_fused`, `torch.ops.auto_deploy.trtllm_quant_fp8_moe_fused`).

Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-11-13 16:54:45 -08:00
Jinyang Yuan
0a0f93d4a8
[None][fix] Fix the performance issue of FP8 blockwise grouped GEMM when using attention DP (#8501) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-10-27 10:18:19 +08:00
xiweny
c076a02b38
[TRTLLM-4629] [feat] Add support of CUDA13 and sm103 devices (#7568) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Signed-off-by: Daniel Stokes <dastokes@nvidia.com>
Signed-off-by: Zhanrui Sun <zhanruis@nvidia.com>
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: xiweny <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Daniel Stokes <dastokes@nvidia.com>
Co-authored-by: Zhanrui Sun <zhanruis@nvidia.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-09-16 09:56:18 +08:00
Daniel Stokes
109f27265c
[None][perf] Add MOE support for dynamic cluster shapes and custom epilogue schedules (#6126) 
Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
 2025-09-02 21:54:43 -04:00
Daniel Stokes
e0253ee805
[None][perf] Disable Swap AB when num tokens exceeds N dimension (#7104) 
Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
 2025-08-28 21:29:55 -04:00
Bo Li
bf1b958f1a
[TRTLLM-7319][perf] Fuse slicing into MoE. (#6728) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
Co-authored-by: Sergey Klevtsov <sklevtsov@nvidia.com>
 2025-08-25 16:52:30 -04:00
Daniel Stokes
f7c597ec40
[None][perf] Make finalize fusion part of the tactic selection logic (#6915) 
Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
 2025-08-21 14:08:03 -07:00
Sergey Klevtsov
27fc35175e
[None][feat] CUTLASS MoE FC2+Finalize fusion (#3294) 
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
 2025-08-12 15:56:48 +08:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss (#6645) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-08-07 03:04:18 -04:00
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
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
Tracin
a2e8ae1120
Update internal cutlass commit. (#5228) 
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-06-17 10:47:45 +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
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
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
djns99
a030a898d1
perf: Fuse gemm setup function for SM90/SM100 MOE plugin path (#4146) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-05-21 10:00:36 +08:00
Faraz
7656af1b57
[TRTLLM-4618][feat] Fix cutlass MoE GEMM fallback failure on FP8 + add e2e test for Mixtral 8x7B FP8 on RTX6000 Pro (SM120) (#4335) 
* add mixtral7x8b fp8 test with fixed cutlass fp8 moe gemm

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

* update cutlass versions

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

* added internal cutlass with fix and docker update

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

* added mixtral to pro 6000

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>

---------

Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-05-19 08:56:21 -07:00
Zhanrui Sun
5dc3b539ba
infra: Down the gcc toolset version from 13 to 11 (#4114) 
* Down the gcc toolset version from 13 to 11

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

* Update rocky8 images

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

---------

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-05-15 11:08:51 +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
nv-guomingz
dd959de0fd
chore: update internal_cutlass_kernels. (#3973) 
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
 2025-04-30 22:13:17 +08:00
djns99
cc989ea49f
perf: Optimise MOE prologue to use fused setup function (#3790) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-04-30 11:44:48 +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
Zongfei Jing
1e5af736ea
Add smart router for moe (#3641) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-04-23 12:21:59 +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
nv-guomingz
a6a4920b1d
chore: update internal cutlass library base #2981 and #3165. (#3308) 
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
 2025-04-07 13:53:02 +08:00
tburt-nv
d96c4e3379
update internal_cutlass version.txt to d03df7b27 (#3279) 
Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
 2025-04-04 15:50:03 +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
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
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
nv-guomingz
dc0463b0e2
doc:add version.txt for internal cutlass library and nvrtc_wrapper so files (#3030) 
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
 2025-03-24 23:44:21 +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
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