Kaiyu Xie
e88cb92f24
[None] [feat] Support accurate device iter time ( #6906 )
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Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
2025-08-18 13:47:14 +08:00
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
Izzy Putterman
f6ff0e3311
[None][fix] Skip Topk if 0 ( #6934 )
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Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
2025-08-16 02:17:36 -04:00
Daniel Cámpora
53312eeebd
[TRTLLM-7157][feat] BREAKING CHANGE Introduce sampler_type, detect sampler according to options ( #6831 )
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Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
2025-08-16 00:27:24 -04:00
Yiqing Yan
ec3d9f8052
[None][chore] Bump version to 1.1.0rc1 ( #6953 )
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Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-08-16 10:32:47 +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
dongfengy
0ad0b967bb
[None][fix] Make TP working for Triton MOE (in additional to EP we are using) ( #6722 )
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Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
2025-08-15 16:58:42 -04:00
ajrasane
4162d2d746
[None][test] Add accuracy evaluation for AutoDeploy ( #6764 )
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Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
2025-08-15 13:46:09 -04:00
yifeizhang-c
4127d77678
[ https://nvbugs/5394392 ][fix] Enlarge scheduler capacity under disagg bs == 1 ( #6537 )
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Signed-off-by: Yifei Zhang <219273404+yifeizhang-c@users.noreply.github.com>
2025-08-15 09:52:06 -07:00
liji-nv
18ccd053d3
[ https://nvbugs/5427801 ][fix] Torch compile support for Llama4 and Ea… ( #6858 )
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Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
2025-08-15 11:14:20 -04:00
tomeras91
f7dbc1435a
[None] [chore] Mamba cache in separate file ( #6796 )
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Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
2025-08-15 13:42:51 +03:00
Bo Li
15aabc1540
[None][fix] Fix perfect router. ( #6797 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-08-14 20:09:08 -07:00
Frank
2cc59aacb3
[None][fix] Correct reporting of torch_dtype for ModelConfig class. ( #6800 )
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Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
2025-08-14 22:46:20 -04:00
qianbiao
5c2f0fd03d
[None] [feat] Add Tencent HunYuanMoEV1 model support ( #5521 )
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Signed-off-by: sorenwu <sorenwu@tencent.com>
Co-authored-by: sorenwu <sorenwu@tencent.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
2025-08-15 06:56:44 +08:00
Mike Iovine
078e907b16
[ https://nvbugs/5455651 ][fix] Make ngram use XQA attention on Blackwell ( #6873 )
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Signed-off-by: Michael Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <mike.iovine7@gmail.com>
2025-08-14 18:36:19 -04:00
Bo Li
26f413ad90
[ https://nvbugs/5450262 ][fix] Fix unsupported alltoall use case ( #6882 )
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Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-08-14 17:46:54 -04:00
Matthias Jouanneaux
69574ad730
[TRTLLM-5966][feat] Helix: extend mapping to support different CP types ( #6816 )
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Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
2025-08-14 09:00:02 -07:00
kris1025
4aed7a7d19
[TRTLLM-6853][feat] refactor deepseekv3 model ( #6698 )
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Signed-off-by: linquanh <linquanh@nvidia.com>
2025-08-14 11:03:17 -04:00
Pengbo Wang @ NVIDIA
ffc976ceaf
[ https://nvbugs/5445466 ][fix] fix deepseek r1 hang by not enabling mnnvl by default ( #6860 )
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Signed-off-by: Pengbo Wang <221450789+pengbowang-nv@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
2025-08-14 22:36:56 +08:00
Shi Xiaowei
1095dfd03c
[None][fix] BREAKING CHANGE: Mismatch between docs and actual commands ( #6323 )
2025-08-14 03:48:57 -04:00
Yan Chunwei
0132c1db84
[ https://nvbugs/5427043 ][fix] request length exceeds max_num_tokens ( #6821 )
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Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
2025-08-14 13:31:12 +08:00
Bo Deng
d8acca495b
[TRTLLM-6675][infra] Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6623 ( #6735 )
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Signed-off-by: Bo Deng <deemod@nvidia.com>
2025-08-14 04:36:38 +00:00
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
Izzy Putterman
ef53de8eef
[None][feat] Add test for speculative rejection sampler (2-model) ( #6542 )
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Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
2025-08-13 22:09:35 -04:00
Tin-Yin Lai
6c52bb07ff
[ https://nvbugs/5302040 ][feat] Add whisper support (Bert Attention on SM100 and GPTAttention for cross attention on SM100) ( #5527 )
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Signed-off-by: tinyinl <tinyinl@nvidia.com>
2025-08-13 11:19:13 -07:00
danielafrimi
bda42f8c3a
[None][feat] Support running heterogeneous model execution for Nemotron-H ( #6866 )
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Signed-off-by: Daniel Afrimi <danielafrimi8@gmail.com>
2025-08-13 19:51:19 +03:00
Anthony Chang
2198587b35
[ https://nvbugs/5378031 ] [feat] Hopper W4A8 MoE supports ModelOpt ckpt for PyT backend ( #6200 )
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Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
2025-08-13 21:24:40 +08:00
Yukun He
bc5f766e0e
[TRTLLM-4501][feat] AutoTuner tuning config refactor and valid tactic generalization. ( #6545 )
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* Generalize the definition of tactics so that users can implement more customizable tactic types, making the configurations clearer for each kernel run.
* Allow the user not to specify the `gen_tuning_buckets` or the `map_to_tuning_buckets` function.
* Other code refactoring.
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
2025-08-13 16:25:22 +08:00
Void
1d80df0955
[None][feat] DeepEP LL combine FP4 ( #6822 )
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Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
2025-08-13 04:20:21 -04:00
Mike Iovine
f68e03e646
[ https://nvbugs/5452167 ][fix] Fix ngram padding issue ( #6837 )
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Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
2025-08-13 11:23:16 +08:00
Yechan Kim
12102e2d48
[TRTLLM-6772][feat] Multimodal benchmark_serving support ( #6622 )
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Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
2025-08-12 19:34:02 -07:00
Fanrong Li
1bbc0e323b
[None][fix] Pre-allocate workspaces for DeepGEMM MoE to avoid frequent cudaFree/cudaMalloc ( #6811 )
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Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
2025-08-13 10:27:57 +08:00
rakib-hasan
2923eb88a1
[None][fix] Refactoring input prep to allow out-of-tree models ( #6497 )
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Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
2025-08-12 20:29:10 -04:00
dongxuy04
bd9a6dd9ab
[TRTLLM-7008][fix] fix wideEP weights loading and args ( #6789 )
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Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
2025-08-12 19:14:20 -04:00
Robin Kobus
45c7518032
[None][refactor] Simplify decoder state initialization ( #6559 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-08-12 21:44:41 +02:00
Robin Kobus
dd11e08d26
[ #6187 ][feat] add LayerNorm module ( #6625 )
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Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
2025-08-12 21:43:30 +02:00
nvchenghaoz
81f0ded1c4
[None][feat] Add GPT OSS support for AutoDeploy ( #6641 )
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Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
2025-08-12 14:03:22 -04:00
Jhao-Ting Chen
a060e12041
[ https://nvbugs/5438869 ][fix] Set nvfp4 expert w1 w3 weight scale to the same value if they're not ( #6656 )
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Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
2025-08-12 20:47:10 +08:00
Shunkangz
ab0d768acf
[None][fix] Fix attention dp log ( #6570 )
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Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
2025-08-12 04:53:09 -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
Fridah-nv
0dc4b4e699
[ #4403 ][autodeploy] Refactor: Move more transformations to new inf optimizer, Add quantization_source to factory interface ( #6760 )
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Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
2025-08-11 22:02:46 -07:00
Enwei Zhu
7c686ba8de
[TRTLLM-2285][feat] Enable guided decoding with CUDA graph padding and draft model chunked prefill ( #6774 )
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Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-08-12 09:30:06 +08:00
Ziyi Xiong
b4fcd5f592
[ https://nvbugs/5441438 ][fix] Set correct draft length for the cuda graph dummy request ( #6701 )
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Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
2025-08-12 09:28:47 +08:00
Jinyang Yuan
ead89a0e40
[None][perf] Improve the performance of online EPLB on Hopper by better overlapping ( #6624 )
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Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
2025-08-12 09:25:13 +08:00
Chang Liu
be9dd4713c
[ https://nvbugs/5385987 ][fix] Fix Qwen2 quantization issue by pinning transformers version ( #6673 )
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Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
2025-08-11 17:16:49 -07:00
rakib-hasan
7ab8112450
[None][fix] Refactoring to avoid circular import when importing torch models ( #6720 )
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Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
2025-08-11 18:00:42 -04:00
bhsueh_NV
83dbc6c75d
[TRTLLM-5532][feat] store the block of context request into kv cache ( #6683 )
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Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
2025-08-11 16:14:52 +08:00
Tracin
49bcaa4e95
Add gpt-oss GSM8K test. ( #6732 )
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Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
2025-08-10 22:45:43 -04:00
Zero Zeng
4b4b91ab51
[None][feat] improve dataloading for benchmark_dataset by using batch… ( #6548 )
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Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
2025-08-11 09:50:41 +08:00