Commit Graph

30 Commits

Author SHA1 Message Date
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
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
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
Matthias Jouanneaux
022d77807d
[TRTLLM-5966][feat] Helix: make softmax stats pointer available to attention gen (#6865)
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
2025-09-18 05:01:24 +08:00
jmydurant
7deefb3d2b
[TRTLLM-7192][feat] optimize MLA chunked prefill && support fp8 mla chunked prefill (#7477)
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-09-15 21:43:49 +08:00
Perkz Zheng
1b29c2e731
[None][feat] support gpt-oss with fp8 kv cache (#7612)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-09-15 02:17:37 +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
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
peaceh-nv
8ec3b1de10
[None][feat] : Add FP8 context MLA support for SM120 (#6059)
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
2025-08-07 16:16:34 +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
Haohang Huang
c9eebcb454
[TRTLLM-6674][feat] (Breaking Change) Hopper SWA non-cyclic kernels + KV reuse + Spec Dec (#6379)
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Signed-off-by: symphonylyh <31998628+symphonylyh@users.noreply.github.com>
2025-08-05 07:47:41 +00:00
Perkz Zheng
2193ad3aac
[https://nvbugs/5387771] fix deadlocks due to insufficient numSemaphores (#6262)
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-07-23 11:20:55 +08:00
jmydurant
578dbc8d9a
feat: chunked prefill for MLA (Blackwell) (#4651)
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-06-26 09:01:00 +08:00
Tian Zheng
9832787050
[feat] Enable NVFP4 output for TRTLLM attention kernels (#4737)
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
2025-06-03 10:00:17 +08:00
Mike Iovine
9c0de251db
[feat] Integrate Hopper chunked attention kernels (#4330)
* Integrate chunked attention kernels

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>

* Fix cache key

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>

* Fix lint

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>

---------

Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-05-22 17:10:57 -04:00
Bo Li
a80d2373a3
fix: [https://nvbugspro.nvidia.com/bug/5243482] If FlashMLA is used, the existence of FMHA based MLA kernels should not be checked. (#3862)
* Add mIsGenerationMLA to differentiate ctx and gen MLA in AttentionOp.
For Generation MLA, if FlashMLA is used, do not check the existence of FMHA based MLA kernel.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Run pre-commit.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Fix compile error.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

---------

Signed-off-by: Bo Li <bobboli0202@gmail.com>
2025-04-30 14:27:38 +08:00
Jinyang Yuan
dafc28fb85
fix: Fix FMHA-based MLA in the generation phase and add MLA unit test (#3863) 2025-04-29 09:09:43 +08:00
Jinyang Yuan
bc2b01d1dd
chore: update FMHA cubin files (#3680)
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-04-21 15:04:04 +08:00
yuxianq
9d64b6b890
Cache sin cos in model instead of global LRU cache. (#3378)
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-04-14 11:19:09 +08:00
Bo Li
515dd0d78f
feat: Add support for FP8 MLA on Hopper and Blackwell. (#3190)
* fp8 kv + bf16 ctx MLA + fp8 gen MLA

Use BF16 for context MLA.
mFP8GenerationMLA and mFP8ContextFMHA shouldn't be enabled together.

Allow mSM==90 for mFP8GenerationMLA==true.
For FMHA, dataTypeKv should be FP8.

For FP8 MLA generation, the output is still in BF16.

Refine debug info for FMHA kernel metadata.

Use inputType, outputType, SM together to hash kernel list.

Add FP8 MLA generation FMHA kernel.

Special WAR of NUM_COMPUTE_GROUPS for MLA generation kernel.

Separate the implementation of fused_multihead_attention_v2.h to CPP and print some debug info if checkIfKernelExist fails.

Refine debug info in fused_multihead_attention_v2.cpp

Correct FP8 MLA metadata.

New kernel provided by Yuxin, which outputs BF16.

smem size is not set correctly, which will lead to illegal mem access.

Yuxin fixed the error in FMHA MLA kernel: previously the BF16 isn't correctly written: some parts are repeatedly written, while some others are untouched.

There are two bmm1 scales that should be set correctly.

New kernel generated by Yuxin.

Modificatiosn to common/attentionOp for FP8 MLA on Hopper using FMHA.

Not necessary. If mFP8GenerationMLA, is_fp8_out is false, so mFP8ContextFMHA is false.

Skip a check in fmhaDispatcher.

Modifications in fmhaRunner:
- Debug dump.
- if (!isFP8GenerationMLA) skips a lot of flag setting.
- TMA descriptor modification for qo (by Yuxin).

Cleanup debug output.

Clean up o tma descriptor modifications.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Resolve conflicts.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Apply the patch of FP8 FlashMLA and resolve conflicts.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Fix compilation error.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Fix compile error.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* pick blackwell support

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* Add copyright notice to fused_multihead_attention_v2.cpp.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Add license.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Add missing license.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Exclude building flashMLA kernels under sm90.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Revert "Exclude building flashMLA kernels under sm90."

    This reverts commit f0c859d459.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

* Use macro to skip compiling FlashMLA for non sm90 targets.

Signed-off-by: Bo Li <bobboli0202@gmail.com>

---------

Signed-off-by: Bo Li <bobboli0202@gmail.com>
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
Co-authored-by: Dylan Chen <ziqingc@nvidia.com>
Co-authored-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
2025-04-07 15:14:13 +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
DylanChen-NV
1ac0566a93
fix: fix for cp > kvHeadNum (#3002)
* fix for cp > kvHeadNum

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

* fix for None kv_head_num

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>

---------

Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
2025-03-26 12:39:02 +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
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