sychen52
98a1bffb7c
[OMNIML-2336][feat] Add NVFP4 x FP8 ( #6809 )
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Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2025-09-04 09:03:38 -07:00
Enwei Zhu
1745102e72
[TRTLLM-7027][feat] Fuse d2t to logitsBitmaskKernel and fix a race condition in one-model spec ( #7481 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-09-04 23:30:14 +08:00
Yilin Fan
261ffacfa4
[ https://nvbugs/5412562 ][feat] Allocate MoE workspace only when necessary (release/1.0 retargeted) ( #6955 )
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Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
2025-09-01 11:02:31 +08:00
Tian Zheng
e257cb3533
[None][feat] Support NVFP4 KV Cache ( #6244 )
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Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
2025-09-01 09:24:52 +08:00
Zongfei Jing
53163bf1df
[TRTLLM-6876][feat] Add low precision all2all for mnnvl ( #7155 )
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Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
2025-08-28 18:26:16 +08:00
Jin Li
028235404b
[TRTLLM-6633][feat] Padding for piecewise cudagraph ( #6750 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-08-26 18:31:33 -04:00
Void
040f4c70d3
[None][perf] Accelerate global scale calculations for deepEP fp4 combine ( #7126 )
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Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-08-27 00:13:13 +08:00
Bo Li
bf1b958f1a
[TRTLLM-7319][perf] Fuse slicing into MoE. ( #6728 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
Co-authored-by: Sergey Klevtsov <sklevtsov@nvidia.com>
2025-08-25 16:52:30 -04:00
dongxuy04
19a0ea363b
[TRTLLM-6743][feat] Optimize and refactor alltoall in WideEP ( #6973 )
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Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
Signed-off-by: Dongxu Yang <dongxuy@nvidia.com>
Co-authored-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
2025-08-24 08:15:29 -04:00
Daniel Stokes
f7c597ec40
[None][perf] Make finalize fusion part of the tactic selection logic ( #6915 )
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Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
2025-08-21 14:08:03 -07:00
Yuan Tong
90bfc8cc29
[ https://nvbugs/5453827 ][fix] Fix RPATH of th_common shared library to find pip-installed NCCL ( #6984 )
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Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
2025-08-21 17:58:30 +08:00
ChristinaZ
c7269ea93a
[ https://nvbugs/5392414 ] [fix] Add customized default routing method ( #6818 )
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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 )
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Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
2025-08-19 22:04:48 +08:00
amitz-nv
a54c53652b
[TRTLLM-7263][fix] Prevent recreation of cublas handles in lora_grouped_gemm every call ( #6968 )
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Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
2025-08-19 15:39:56 +03:00
bhsueh_NV
85cbd0263b
[None][feat] Support Yarn on Qwen3 ( #6785 )
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Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-08-17 07:21:29 +08:00
Yuening Li
1f8ae2b2db
[TRTLLM-5863][feat] Support MoE INT8 Weight-Only-Quantization in PyTorch Workflow ( #6629 )
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Signed-off-by: Yuening Li <62227368+yueningl@users.noreply.github.com>
2025-08-15 17:15:49 -04:00
Liao Lanyu
f7c13a4aa7
[TRTLLM-6906][chore] Using pybind to bind functions in thop/attentionOp ( #6745 )
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Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
2025-08-12 16:45:16 +08:00
Sergey Klevtsov
27fc35175e
[None][feat] CUTLASS MoE FC2+Finalize fusion ( #3294 )
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Signed-off-by: Sergey Klevtsov <sklevtsov@nvidia.com>
2025-08-12 15:56:48 +08:00
NVJiangShao
2f2f5cc72c
[TRTLLM-6744][feat] Remove input_sf swizzle for module WideEPMoE ( #6231 )
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Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
2025-08-08 11:13:42 +08:00
Iman Tabrizian
82276167e6
[None][feat] Add NCCL Symmetric Integration for All Reduce ( #4500 )
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Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
2025-08-07 17:28:14 -07:00
peaceh-nv
8ec3b1de10
[None][feat] : Add FP8 context MLA support for SM120 ( #6059 )
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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 )
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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
Yuan Tong
a2f271c8e0
[TRTLLM-4406][feat] LLM sleep & wakeup Part 1: virtual device memory ( #5034 )
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Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
2025-08-04 13:51:01 +08:00
Jhao-Ting Chen
6edaa23c1c
[None][feat] Multi-block mode for Hopper spec dec XQA kernel ( #4416 )
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Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2025-08-03 14:31:33 -07:00
Yang Li
ac23f4a80d
[TRTLLM-4279] fix: Add a protection test for checking trtllm custom ops ( #6515 )
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Signed-off-by: Yang Li <56944310+yali-arch@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
2025-08-01 15:59:09 +08:00
liji-nv
e07fff4f78
[ https://nvbugs/5340941 ] - fix: Correct custom ops used by Qwen3 Moe … ( #6285 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-07-25 14:49:45 +08:00
Zhenhua Wang
62298bc473
perf: customize cublastLt algo for Llamba 3.3 70B TP4 ( #6315 )
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Signed-off-by: Zhenhua Wang <zhenhuaw@nvidia.com>
2025-07-24 23:01:15 +08:00
Perkz Zheng
2193ad3aac
[ https://nvbugs/5387771 ] fix deadlocks due to insufficient numSemaphores ( #6262 )
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Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
2025-07-23 11:20:55 +08:00
Yuening Li
e8c068b4b1
[TRTLLM-5863][feat] Support Weight-Only-Quantization in PyTorch Workflow ( #5850 )
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Signed-off-by: Yuening Li <62227368+yueningl@users.noreply.github.com>
Co-authored-by: Yuening Li <62227368+yueningl@users.noreply.github.com>
2025-07-21 15:17:35 +08:00
danielafrimi
5300a99bd8
W4A8 GEMM ( #6005 )
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Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
2025-07-20 17:34:57 +03:00
bhsueh_NV
2e14c8f443
[Fix][Chore][Qwen3] fix bug of using fp4 on sm120 ( #6065 )
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Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-07-20 10:25:25 +08:00
Enwei Zhu
21efb50068
[TRTLLM-6406] feat: Enable guided decoding with overlap scheduler ( #6000 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-07-17 17:46:10 +08:00
Jinyang Yuan
e761231c0b
[fix] Move NCCL group in all-gather and reduce-scatter OPs outside the outer loop ( #6053 )
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Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-07-16 00:25:32 +09:00
Yi Zhang
9cc4e5d50e
[nvbugs/5336321][fix] Enable attention dp = False test case, Fix TRTLLM Gen Moe workspace allocation ( #5463 )
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Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
Signed-off-by: yizhan <187001205+yizhang-nv@users.noreply.github.com>
2025-07-14 17:17:30 +08:00
Dom Brown
afaa388bee
[TRTLLM-6100] fix: Nvbug 5356427: autotuned TRTLLM Gen fp8 block scale MoE illegal memory access ( #5676 )
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Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-07-14 17:17:30 +08:00
Enwei Zhu
bc1d4fb5da
[NvBug 5378370] fix: Fix alltoall for llama4 (apply_router_weight_on_input=True) ( #5902 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-07-12 15:50:31 +09:00
Jinyang Yuan
8b9a030a5c
[fix] Fix MoE workspace info by storing Torch tensor itself instead of data_ptr ( #5900 )
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Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-07-10 20:07:32 +09:00
Anthony Chang
7d21b55b5a
[feat] Add TRTLLM MoE nvfp4 cubins for mid-high concurrency; attention_dp for TRTLLM MoE ( #5723 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-07-10 14:06:50 +08:00
QI JUN
e289a98d5a
avoid nesting NCCL group in allgather and reduce scatter OPs ( #5866 )
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Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-07-10 12:32:59 +09:00
DylanChen-NV
74dca0aa7b
[NVBUG-5304516/5319741]Qwen2.5VL FP8 support ( #5029 )
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Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
2025-07-09 23:16:42 +08:00
Dom Brown
3e3b1769ad
[TRTLLM-5881] feat: Integrate TRT-LLM Gen FP4 block scale MoE with Pytorch workflow kernel autotuner ( #5764 )
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Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
2025-07-09 08:21:58 +01:00
JieXin Liang
664bf95892
[fix] improve fp4_block_scale_moe_runner type check ( #5681 )
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Signed-off-by: JieXin Liang <Alcanderian@users.noreply.github.com>
Co-authored-by: ChristinaZ <83400082+ChristinaZ@users.noreply.github.com>
2025-07-08 14:32:14 +09:00
DylanChen-NV
5ca2b9bb15
[TRTLLM-5812][feat] support FP8 row-wise dense GEMM in torch flow ( #5615 )
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Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
2025-07-07 18:04:57 +08:00
Daniel Stokes
ec6c7dff1a
feat: Add support for MXFP8xMXFP4 in pytorch ( #5535 )
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Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
2025-07-06 15:32:06 -07:00
Jhao-Ting Chen
77082cde38
[ https://nvbugspro.nvidia.com/bug/5329655 ] [feat] Pytorch path add spec dec param to attention op ( #5146 )
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Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2025-07-02 04:54:43 -04:00
Void
7992869798
perf: better heuristic for allreduce ( #5432 )
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Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-07-01 22:56:06 -04:00
liji-nv
c345f5876c
[feat] Support torch compile for attention dp ( #5086 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-07-01 13:48:52 -04:00
danielafrimi
7a617ad1fe
feat: W4A16 GEMM ( #4232 )
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Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
2025-07-01 10:36:05 +03:00
Li Min
16fc99391f
refactor: [TRTLLM-6150] Refactor moe permute and finalize op by removing duplicated code ( #5557 )
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Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
2025-06-30 08:48:04 -07:00