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1030 Commits

Author SHA1 Message Date
qianbiao
5c2f0fd03d
[None] [feat] Add Tencent HunYuanMoEV1 model support (#5521) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
* 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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
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) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-08-11 09:50:41 +08:00
Yechan Kim
60073a7ad9
[None][feat] Support SharedTensor on MultimodalParams (#6254) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-10 17:48:24 -07:00
shaharmor98
b6baa9ed9b
[TRTLLM-6823][doc] Add checkpoint refactor docs (#6592) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 19:47:39 -04:00
shaharmor98
14b36e07d7
[TRTLLM-6174][feat] Enable FP32 mamba ssm cache (#6574) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-10 16:27:51 -04:00
Gal Hubara-Agam
3c5aec19c2
[#5048][enhance] AutoDeploy: Optimize prepare_inputs (#6634) 
Optimize prepare_inputs routine in AutoDeploy, as part of the effort to reduce the performance gap compared to the default backend.
This PR includes two major fixes, and some other minor tweaks:
1. Avoid back and forth data copies
2. Optimize position ids update by separating the implementation for generation mode and context mode.

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-10 13:55:04 +03:00
Ziyi Xiong
de472828b9
[TRTLLM-6637][feat] Resolve KV cache divergence issue (#6628) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-08-09 23:15:04 +08:00
Yilin Fan
d643aef73c
[Perf] Improve Llama4 performance for small max_seqlen cases (#6306) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-08-09 02:58:31 -04:00
Ye Zhang
bcf5ec0c9a
[None][feat] Core Metrics Implementation (#5785) 
Signed-off-by: Ye Zhang <zhysishu@gmail.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-09 02:48:53 -04:00
Yibin Li
97787883c3
[TRTLLM-6420][feat] add support for Eclairv2 model - cherry-pick changes and minor fix (#6493) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-08-08 21:40:48 -04:00
dongfengy
d06675071e
[None][fix] WAR GPT OSS on H20 with Triton MOE (#6721) 
Signed-off-by: Dongfeng Yu <dongfengy@nvidia.com>
 2025-08-08 19:47:09 -04:00
Mike Iovine
90145cf557
[None][feat] Optimize CUDA graph memory usage for spec decode cases (#6718) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-08 13:56:53 -04:00
Wanli Jiang
d45236b253
[TRTLLM-6308][feat] Support Aggregate mode for phi4-mm (#6184) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-08 20:09:26 +08:00
Stefan Niebler
b8f036f264
[TRTLLM-6650][fix] Enhance CUDA graph + Beam search to correctly handle padding (#6665) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-08-08 14:00:33 +02:00
Liao Lanyu
32ad7f3c12
[None][fix] Remove lock related typo in py_executor (#6653) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-08-08 17:48:57 +08:00