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76 Commits

Author SHA1 Message Date
Xiwen Yu
f8864b9061 update trtllm gemm 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-09-05 23:56:24 +08:00
Xiwen Yu
2c3f4cbeee Merge remote-tracking branch 'origin/main' into feat/b300_cu13 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-09-05 15:53:43 +08:00
sychen52
98a1bffb7c
[OMNIML-2336][feat] Add NVFP4 x FP8 (#6809) 
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
 2025-09-04 09:03:38 -07:00
Xiwen Yu
5bd50d477e update mha cubins and support 103a 
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
 2025-09-02 19:26:24 -07:00
Xiwen Yu
38ef850552 Merge remote-tracking branch 'gitlab/main' into user/xiweny/merge_0901 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-09-01 11:46:44 +08:00
Tian Zheng
e257cb3533
[None][feat] Support NVFP4 KV Cache (#6244) 
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-09-01 09:24:52 +08:00
Xiwen Yu
80ea0628d7 fix cubins 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-25 11:41:25 +08:00
Xiwen Yu
90a9bc463d fix build error 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-23 23:03:32 +08:00
Xiwen Yu
808059da34 Merge remote-tracking branch 'gitlab/main' into user/xiweny/merge_main_0819 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-23 16:13:30 +08:00
Xiwen Yu
fa8b52ed33 fix more sm version check 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-23 15:17:59 +08:00
Xiwen Yu
f4de8840ec Merge remote-tracking branch 'gitlab/main' into user/xiweny/merge_main_0819 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-23 15:17:48 +08:00
Xiwen Yu
5391191d7f update tg cubins (temp ver) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-23 15:14:38 +08:00
ChristinaZ
c7269ea93a
[https://nvbugs/5392414] [fix] Add customized default routing method (#6818) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-08-21 16:58:41 +08:00
zhhuang-nv
7e135d2ea7
[None][feat] Use Separate QKV Input Layout for Context MLA (#6538) 
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-08-19 22:04:48 +08:00
Xiwen Yu
4a95d88ce2 revert tlg kernels for ease of merge 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-19 11:44:36 +08:00
ChristinaZ
55f4f2d80c
[None] [fix] Fix the macro name (#6983) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-08-18 03:08:32 -04:00
ChristinaZ
1e72721e8c
[None][feat] Add single block version renormalized routing kernel (#6756) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-08-17 13:47:13 +08:00
Perkz Zheng
6037fe3716
[https://nvbugs/5394685][fix] proper fix for the accuracy issue in 2CTA MLA kernels (#6941) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-08-15 23:29:36 +08:00
Xiwen Yu
0bf6a18627 Fix and waive to clean L0 
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
 2025-08-15 04:37:43 -07:00
Perkz Zheng
11d89a3732
[https://nvbugs/5394685][fix] using static scheduler 2CTA MLA as WAR for an accuracy issue (#6896) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-08-15 08:51:04 +08:00
Perkz Zheng
58f7783ea4
[https://nvbugs/5394685][fix] the bug with spec-decoding + SWA && an accuracy issue related to 2CTA MLA (#6834) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-08-13 13:55:56 -07:00
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
Xiwen Yu
345c2bceaa update trtllm-gen sm100f cubins of gemm kernels 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-06 14:25:12 +08:00
Tian Zheng
3a94d80839 Update SM100f cubins 
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-08-06 14:25:00 +08:00
Xiwen Yu
5c09dc8304 CUDA13 breaking changes: c++ compile successful 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-08-06 14:24:40 +08:00
Perkz Zheng
706f421cb0
[Fix] the bug in the trtllm-gen heurisitcf for MLA kernels. (#6284) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-07-24 23:40:27 +08:00
ChristinaZ
7e033c392e
Feat: Add vectorized loading for finalize kernel in MoE Trtllm backend (#5919) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-07-17 12:38:29 +08:00
Yuan Tong
a36ac45c4d
fix: fast redux detection in trtllm gen routing kernel (#5941) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-07-13 16:35:07 +08:00
ChristinaZ
c5fb692a7d
Refactor the rest routing part for the routing kernels in the MoE TRT-LLM backend (#5771) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-07-11 16:37:56 +08:00
Anthony Chang
7d21b55b5a
[feat] Add TRTLLM MoE nvfp4 cubins for mid-high concurrency; attention_dp for TRTLLM MoE (#5723) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-07-10 14:06:50 +08:00
davidclark-nv
a1235ee978
[feat] Adds optional module cache for TRT-LLM Gen Gemm interfaces (#5743) 
Signed-off-by: David Clark <215764518+davidclark-nv@users.noreply.github.com>
Co-authored-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
 2025-07-07 13:34:55 -07:00
ChristinaZ
12d8c7d129
Refactor the topk parallelization part for the routing kernels (#5567) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-07-07 15:53:25 +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
Yan Chunwei
a5eff139f1
[TRTLLM-5277] chore: refine llmapi examples for 1.0 (part1) (#5431) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-07-01 19:06:41 +08:00
ChristinaZ
a608b00d38
Fix mPtrExpertCounts allocation in MoE TRT-LLM backend (nvfp4) (#5519) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-06-27 20:17:40 +08:00
Anthony Chang
de7cd0de05
fix: MoE autotune fallback failed to query default heuristic (#5520) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-06-26 17:28:48 +01:00
ChristinaZ
d135f5993d
Add unit test for routing kernels (#5405) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-06-26 09:49:11 +08:00
Perkz Zheng
1f292ff2a0
[https://jirasw.nvidia.com/browse/TRTLLM-4645] support mutliCtasKvMode for high-throughput MLA kernels (#5426) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-06-25 16:31:10 +08:00
Dom Brown
44fb3c1673
[TRTLLM-5770] feat: Integrate TRT-LLM Gen FP8 block scale MoE with Pytorch workflow kernel autotuner (#5207) 
- Adds a new Python custom op (fp8_block_scale_moe_runner) and a FP8BlockScaleMoERunner class for autotuning.
- Updates C++ MoE and batched GEMM kernels to accept a configIndex for workspace sizing and execution.
- Extends the unit test to run both autotuned and non-autotuned code paths.

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-06-17 21:01:56 +08:00
Anthony Chang
4f9fa9f21d
feat: MoE trtllm backend kernel update (#5183) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-06-16 14:46:13 +08:00
Perkz Zheng
3d87770e15
[https://nvbugspro.nvidia.com/bug/5295470] support headDim 256 for blackwell fmha kernels (#5164) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-06-13 23:01:01 +08:00
Matthias Jouanneaux
514baf1287
[fix] Fix comment to pass guardwords check (#5191) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
 2025-06-13 15:49:59 +08:00
Matthias Jouanneaux
a0b6c635b1
[feat] trtllmGen MoE routing: added support for top groups and top K bounds (#4063) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
Co-authored-by: Nikita Korobov <14355239+nekorobov@users.noreply.github.com>
 2025-06-13 06:00:02 +08:00
Zongfei Jing
6d1f2d0fd7
[TRTLLM-3927] [feat] Finalize + Allreduce + add + rmsnorm fusion (#4756) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-06-10 19:55:16 +08:00
Dom Brown
9c012d5bf8
[TRTLLM-5589] feat: Integrate TRT-LLM Gen FP8 Batched GEMM with Pytorch workflow kernel autotuner (#4872) 
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-06-09 11:02:48 +01:00
ChristinaZ
f45aff2b7d
Add customized renormalized moe routing kernel for moe cutlass backend (#4955) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-06-09 17:38:50 +08:00
Anthony Chang
eeb555e37b
chore: memoize weight shuffle index to speed up weight preproc in moe_backend=TRTLLM (#4826) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-06-06 16:13:54 +08:00
ChristinaZ
d64af85e8c
Replace memset with data initialization within kernels (#4851) 
Signed-off-by: Christina Zhang <christinaz@nvidia.com>
 2025-06-04 08:56:46 +08:00
Perkz Zheng
a089aa3225
[https://nvbugspro.nvidia.com/bug/5300080] Fix the bug of setting attention_chunk_size and enable chunked-attention in the generation-phase by default (#4693) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-06-03 19:02:57 -04:00
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