Faraz
27a5091fcb
[None][feat] GPT-OSS Sm120/Sm121 Support ( #7937 )
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Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Signed-off-by: list <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: Vincent Huang <vincenth@nvidia.com>
Co-authored-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Vincent Huang <vincenth@nvidia.com>
2025-10-06 16:59:06 -04:00
xiweny
c076a02b38
[TRTLLM-4629] [feat] Add support of CUDA13 and sm103 devices ( #7568 )
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Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
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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>
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Co-authored-by: Zhanrui Sun <zhanruis@nvidia.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
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2025-09-16 09:56:18 +08:00
jmydurant
7deefb3d2b
[TRTLLM-7192][feat] optimize MLA chunked prefill && support fp8 mla chunked prefill ( #7477 )
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Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-09-15 21:43:49 +08:00
Zhou Yuxin
f01101f687
[None][feat] Hopper Fp8 context mla ( #7116 )
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Signed-off-by: Yuxin <yuxinz@nvidia.com>
2025-08-26 17:10:20 +08:00
zhhuang-nv
7e135d2ea7
[None][feat] Use Separate QKV Input Layout for Context MLA ( #6538 )
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Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-08-19 22:04:48 +08:00
jmydurant
4200fa46d1
[None][feat] Add support for Hopper MLA chunked prefill ( #6655 )
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Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
2025-08-14 10:39:26 +08:00
Zhou Yuxin
50e5e725e9
[ https://nvbugs/5412456 ][fix] Fix an illegal instruction was encountered ( #6776 )
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Signed-off-by: Zhou Yuxin <yuxinz@nvidia.com>
2025-08-13 15:45:59 +08:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss ( #6645 )
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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 )
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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
Zhou Yuxin
0ffcf9a863
Update fmhaRunner.cpp to fix guardwords scan error ( #6327 )
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Signed-off-by: Zhou Yuxin <yuxinz@nvidia.com>
2025-07-24 18:32:36 +08:00
Zhou Yuxin
fca13b8c95
hopper-style context MLA ( #5713 )
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Signed-off-by: Yuxin <yuxinz@nvidia.com>
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2025-07-23 14:37:20 +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
Perkz Zheng
1c5b0d6a13
[Feat] add chunked-attention kernels on Hopper (for llama4) ( #4291 )
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* update cubins
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
* add mtp for fmha_v2 MLA kernels and add chunked-attention support for hopper fmha kernels
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
---------
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
2025-05-19 09:57:10 -07:00
zhhuang-nv
97bc680cd8
feat: support kv cache reuse for MLA ( #3571 )
...
* support kv cache reuse for MLA
load compressed_kv and k_pe and do up-projection
use 192/128 head size MLA context kernel
support Blackwell and Hopper now
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* add CI test
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix: set k_pe head_num to 1 for kernel 2 and kernel 2V2
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
* resolve comments
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* use GPTJ style RoPE for MLA
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix rebase error and some docs
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix kv_lens
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* tiny fix
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix torch compile
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix: use normal device memory instead of pinned memory for unit test
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
* fix L0 tests
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* fix torch compile after rebase
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* resolve comments
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
* resolve comments again
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
---------
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
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Signed-off-by: zhhuang-nv <145532724+zhhuang-nv@users.noreply.github.com>
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2025-05-15 15:22:21 +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
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
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
2025-04-07 15:14:13 +08:00
tburt-nv
7a659885e3
chore: remove usernames from comments ( #3291 )
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Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
2025-04-05 13:44:28 +08:00
Kaiyu Xie
2631f21089
Update ( #2978 )
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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
e88da961c5
Update TensorRT-LLM ( #2783 )
2025-02-13 18:40:22 +08:00
Dan Blanaru
16d2467ea8
Update TensorRT-LLM ( #2755 )
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* Update TensorRT-LLM
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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
石晓伟
548b5b7310
Update TensorRT-LLM ( #2532 )
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* blossom-ci.yml: run vulnerability scan on blossom
* open source efb18c1256f8c9c3d47b7d0c740b83e5d5ebe0ec
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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 )
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* Update TensorRT-LLM
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Co-authored-by: 岑灿 <yunyi.hyy@alibaba-inc.com>
2024-11-26 16:51:34 +08:00
Kaiyu Xie
b7868dd1bd
Update TensorRT-LLM ( #2413 )
2024-11-05 16:27:06 +08:00
Kaiyu Xie
8681b3a4c0
open source 4dbf696ae9b74a26829d120b67ab8443d70c8e58 ( #2297 )
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* Update TensorRT-LLM
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Co-authored-by: Bhuvanesh Sridharan <bhuvanesh.sridharan@sprinklr.com>
Co-authored-by: Qingquan Song <ustcsqq@gmail.com>
2024-10-08 12:19:19 +02:00
石晓伟
b8fc6633ba
Update TensorRT-LLM ( #2156 )
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Co-authored-by: Bruno Magalhaes <bruno.magalhaes@synthesia.io>
2024-08-27 18:20:59 +08:00
Kaiyu Xie
74b324f667
Update TensorRT-LLM ( #2110 )
2024-08-13 22:34:33 +08:00
Kaiyu Xie
be9cd719f7
Update TensorRT-LLM ( #2094 )
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* Update TensorRT-LLM
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Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: Tayef Shah <tayefshah@gmail.com>
Co-authored-by: lfz941 <linfanzai941@gmail.com>
2024-08-07 16:44:43 +08:00
Kaiyu Xie
f430a4b447
Update TensorRT-LLM ( #1688 )
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* Update TensorRT-LLM
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Co-authored-by: IbrahimAmin <ibrahimamin532@gmail.com>
Co-authored-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: Pzzzzz <hello-cd.plus@hotmail.com>
Co-authored-by: CoderHam <hemant@cohere.com>
Co-authored-by: Konstantin Lopuhin <kostia.lopuhin@gmail.com>
2024-05-28 20:07:49 +08:00
Kaiyu Xie
bf0a5afc92
Update TensorRT-LLM ( #1598 )
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* Update TensorRT-LLM
2024-05-14 16:43:41 +08:00
Kaiyu Xie
66ef1df492
Update TensorRT-LLM ( #1492 )
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* Update TensorRT-LLM
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Co-authored-by: Loki <lokravi@amazon.com>
2024-04-24 14:44:22 +08:00
Kaiyu Xie
71d8d4d3dc
Update TensorRT-LLM ( #1455 )
2024-04-16 19:40:08 +08:00
Kaiyu Xie
035b99e0d0
Update TensorRT-LLM ( #1427 )
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* Update TensorRT-LLM
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Co-authored-by: meghagarwal <16129366+megha95@users.noreply.github.com>
2024-04-09 17:03:34 +08:00
石晓伟
850b6fa1e7
Update TensorRT-LLM ( #1358 )
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Co-authored-by: Kaiyu <26294424+kaiyux@users.noreply.github.com>
2024-03-26 20:47:14 +08:00
Kaiyu Xie
4bb65f216f
Update TensorRT-LLM ( #1274 )
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* Update TensorRT-LLM
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Co-authored-by: meghagarwal <16129366+megha95@users.noreply.github.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-03-12 18:15:52 +08:00
Kaiyu Xie
0ab9d17a59
Update TensorRT-LLM ( #1055 )
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* Update TensorRT-LLM
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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-02-06 18:38:07 +08:00
Kaiyu Xie
e06f537e08
Update TensorRT-LLM ( #1019 )
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* Update TensorRT-LLM
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Co-authored-by: erenup <ping.nie@pku.edu.cn>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-01-31 21:55:32 +08:00
Kaiyu Xie
b57221b764
Update TensorRT-LLM ( #941 )
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* Update TensorRT-LLM
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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-01-23 23:22:35 +08:00
Kaiyu Xie
deaae40bd7
Update TensorRT-LLM ( #787 )
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* Update TensorRT-LLM
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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2024-01-02 17:54:32 +08:00
Kaiyu Xie
a75618df24
Update TensorRT-LLM ( #667 )
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* Update TensorRT-LLM
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Co-authored-by: 0xymoro <jerrymeng100@gmail.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-12-15 22:14:51 +08:00
Kaiyu Xie
71f60f6df0
Update TensorRT-LLM ( #524 )
2023-12-01 22:27:51 +08:00
Kaiyu Xie
b2fd493c16
Update TensorRT-LLM ( #349 )
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* Update TensorRT-LLM
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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-11-10 22:30:31 +08:00
Kaiyu Xie
d8b408e6dc
Update TensorRT-LLM ( #148 )
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* Update TensorRT-LLM
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Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
2023-10-27 12:10:00 +08:00
Kaiyu Xie
75b6210ff4
Kaiyu/update main ( #5 )
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* Update
* Update
2023-10-18 22:38:53 +08:00
Kevin Xie
027cd518e3
Update
2023-10-10 23:22:17 -07:00
Kevin Xie
6e9e318e91
Update code
2023-09-28 09:00:05 -07:00
Kaiyu Xie
23bc5b7c49
Initial commit
2023-09-20 00:29:41 -07:00
