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25 Commits

Author SHA1 Message Date
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
yunruis
b99c5ce8c1
Feat/ds r1 min latency opt round3, add router gemm, fused a gemm, PDL (#4560) 
Signed-off-by: yunruis <yunruis@nvidia.com>
Signed-off-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
Signed-off-by: Kefeng-Duan <176893526+Kefeng-Duan@users.noreply.github.com>
Co-authored-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
 2025-06-14 17:36:22 +08:00
tomeras91
bf9cd11fd4
[TRTLLM-4783][feat] Mamba2 kernel updates for Nemotron-H (#4494) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-06-01 13:56:44 +03:00
Yilin Fan
31bb650298
Cherry pick feat/llama4 to main (#4739) 
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Co-authored-by: Chenfei Zhang <chenfeiz@nvidia.com>
 2025-05-30 05:28:40 +08:00
qsang-nv
0fd59d64ab
infra: open source fmha v2 kernels (#4185) 
* add fmha repo

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix format

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix code style

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix header

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix header kernel_traits.h

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* add .gitignore file

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* add SLIDING_WINDOW_ATTENTION

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix style

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* fix format

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* update setup.py

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

* update build_wheel.py

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>

---------

Signed-off-by: Qidi Sang <200703406+qsang-nv@users.noreply.github.com>
Signed-off-by: qsang-nv <200703406+qsang-nv@users.noreply.github.com>
 2025-05-15 10:56:34 +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
Simeng Liu
873c7532fd
feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator. (#3438) 
* feat: Add group_rms_norm kernel to normalize multiple inputs in a single operator.

Previously, the RMSNorm implementation only supported a single input tensor. With group_rms_norm, multiple tensors can be normalized together:
```python
input_a, input_b, ... = group_rms_norm([input_a, input_b, ...])
```
All input tensors must share the same batch dimension. The kernel partitions work by dynamically assigning warp groups proportional to the last dimension of each input, improving launch efficiency and reducing overhead.

This MR provides two implementations:
GroupRMSNormKernel: Optimized for small-to-medium batch sizes
GroupRMSNormKernelLargeBatch: Contains additional optimizations for large batch sizes

Both kernels are currently exposed as custom PyTorch ops. A future MR will implement heuristic-based kernel selection and expose a unified interface.

Signed-off-by: Simeng Liu <simengl@nvidia.com>

* Resolve comments and fix typo with IS_FLASHINFER_AVAILABLE

Signed-off-by: Simeng Liu <simengl@nvidia.com>

---------

Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-05-02 13:25:30 +08:00
William Tambellini
af67bf00a8
feat: register ENABLE_MULTI_DEVICE and ENABLE_UCX as CMake options (#3343) 
No change of default value (still ON).
These were hidden cmake vars before that patch.
Fix issue #3289

Signed-off-by: William Tambellini <wtambellini@sdl.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-04-14 10:30:23 +08:00
Void
316e5c3be3
feat: fix and improve allreduce and fusion kernels (#3064) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-04-08 19:33:52 +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
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
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
be9cd719f7
Update TensorRT-LLM (#2094) 
* Update TensorRT-LLM

---------

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
db4edea1e1
Update TensorRT-LLM (#1763) 
* Update TensorRT-LLM

---------

Co-authored-by: Kota Tsuyuzaki <bloodeagle40234@gmail.com>
Co-authored-by: Pzzzzz <hello-cd.plus@hotmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>
 2024-06-11 16:59:02 +08:00
Kaiyu Xie
b777bd6475
Update TensorRT-LLM (#1725) 
* Update TensorRT-LLM

---------

Co-authored-by: RunningLeon <mnsheng@yeah.net>
Co-authored-by: Tlntin <TlntinDeng01@Gmail.com>
Co-authored-by: ZHENG, Zhen <zhengzhen.z@qq.com>
Co-authored-by: Pham Van Ngoan <ngoanpham1196@gmail.com>
Co-authored-by: Nathan Price <nathan@abridge.com>
Co-authored-by: Tushar Goel <tushar.goel.ml@gmail.com>
Co-authored-by: Mati <132419219+matichon-vultureprime@users.noreply.github.com>
 2024-06-04 20:26:32 +08:00
Kaiyu Xie
f430a4b447
Update TensorRT-LLM (#1688) 
* Update TensorRT-LLM

---------

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
06c0e9b1ec
Update TensorRT-LLM (#1530) 2024-04-30 17:19:10 +08:00
Kaiyu Xie
71d8d4d3dc
Update TensorRT-LLM (#1455) 2024-04-16 19:40:08 +08:00
Kaiyu Xie
655524dd82
Update TensorRT-LLM (#1168) 
* Update TensorRT-LLM

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Co-authored-by: Bhuvanesh Sridharan <bhuvan.sridharan@gmail.com>
Co-authored-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2024-02-27 17:37:34 +08:00
Kaiyu Xie
0f041b7b57
Update TensorRT-LLM (#1098) 
* Update TensorRT-LLM

* update submodule

* Remove unused binaries
 2024-02-18 15:48:08 +08:00
Kaiyu Xie
6755a3f077
Update TensorRT-LLM (#422) 
* Update TensorRT-LLM

---------

Co-authored-by: Tltin <TltinDeng01@gmail.com>
Co-authored-by: zhaohb <zhaohbcloud@126.com>
Co-authored-by: Bradley Heilbrun <brad@repl.it>
Co-authored-by: nqbao11 <nqbao11.01@gmail.com>
Co-authored-by: Nikhil Varghese <nikhil@bot-it.ai>
 2023-11-18 00:05:54 +08:00
Kaiyu Xie
23bc5b7c49 Initial commit 2023-09-20 00:29:41 -07:00