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34 Commits

Author SHA1 Message Date
Tian Zheng
cfebfbb505
[https://nvbugs/5783509][fix] Fix a hang issue when enabling skip softmax on Blackwell (#10490) 
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2026-01-16 18:59:54 +08:00
Perkz Zheng
71ccc07d2b
[None][feat] update trtllm-gen to support groupsTokensHeadsQ (#10261) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2026-01-15 02:24:25 -05:00
Perkz Zheng
c87f1a6b39
[https://nvbugs/5503479][fix] update trtllm-gen kernels to address few bugs (#10089) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-12-22 04:45:33 -05:00
Bo Li
a66eeab537
[TRTLLM-9805][feat] Skip Softmax Attention. (#9821) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-12-21 02:52:42 -05:00
Perkz Zheng
064b67e40c
[https://nvbugs/5727952][fix] a pdl bug in trtllm-gen fmha kernels (#9913) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-12-16 00:34:37 -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
sunnyqgg
7862b15a65
[TRTLLM-8778][feat] Add tree attention support for blackwell arch (#8975) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-11-17 09:01:53 +08:00
Iman Tabrizian
cdde15b275
[TRTLLM-8540][feat] Add support for disagg in DSv3.2 (#8735) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-11-12 08:21:11 -08:00
Perkz Zheng
222bc911cd
[None][feat] add swapsMmaAb sparseMla kernels (#8913) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-11-05 09:32:34 -08:00
Perkz Zheng
497a07021d
[None][update] optimized sparse mla kernels && fix unspecified cuda launch (#8866) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-11-02 22:26:59 -08:00
Fanrong Li
f0dc746738
[TRTLLM-8541][feat] Add trtllm-gen sparse MLA kernels to support per-Tensor FP8 KV Cache (#8692) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-31 14:38:31 -07:00
Fanrong Li
0d20a8fd61
[TRTLLM-8536][feat] Add the sparse attention framework and one use case--RocketKV support (#8086) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
Co-authored-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-10-14 08:23:16 -07:00
Fanrong Li
1e0fbb776d
[TRTLLM-8536][feat] Update trtllm gen fmha kernels to support block sparse attention (#8301) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-10-13 05:54:48 -07:00
Yuxian Qiu
d6ebcf7c4a
[TRTLLM-6994][feat] FP8 Context MLA integration (Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6059 from release/1.1.0rc2) (#7610) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-09-19 09:40:49 +08:00
Perkz Zheng
da6cb541a2
[None][feat] Optimize MLA kernels with separate reduction kernels (#7597) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-09-09 16:58:44 +08:00
xiweny
0fdc6c7278
[TRTLLM-4629] [feat] trtllm-gen kernels support sm103 (#7570) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
 2025-09-07 10:04:10 +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
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
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
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
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
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
yunruis
29ac4c20e0
fix: fix dsr1 min lat cga ar rate drop(0.2) (#4561) 
Signed-off-by: yunruis <yunruis@nvidia.com>
 2025-05-27 21:59:57 +08:00
Perkz Zheng
4d711be8f4
Feat: add sliding-window-attention generation-phase kernels on Blackwell (#4564) 
* move cubins to LFS

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* update cubins

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* add sliding-window-attention generation-phase kernels on Blackwell

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* address comments

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

---------

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-05-26 09:06:33 +08:00
Perkz Zheng
426f6fd2bc
Feat: add chunked-attention kernels on Blackwell (#4394) 
* update cubins

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* add chunked-attention kernels on blackwell

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

fix

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

---------

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-05-21 10:16:46 +08:00
Perkz Zheng
3f29d2f006
Feat: support exporting softmax statistics and update the kernel-selection heuristic (#4155) 
* update cubins

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* support exporting softmax statistics and update the kernel-selection heuristic

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

---------

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-05-12 15:31:46 +08:00
Perkz Zheng
35c5e4f1c5
feat: add CGA reduction fmha kernels on Blackwell. (#3763) 
* update cubins

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* add trtllm-gen kernels for eagle3 and also kernels with cga-reduction

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

* address the comments

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>

---------

Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-04-29 10:43:54 +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
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