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81f0ded1c4
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1007 Commits

Author SHA1 Message Date
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
JunyiXu-nv
5f45227a93
[https://nvbugs/5437106][fix] Fix llama4 scout TRTLLM attn_backend (#6690) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-08 17:48:23 +08:00
Yuxian Qiu
9ff4e75f14
[None][refactor] Combine resmooth_to_fp8_e8m0 and transform_sf_into_required_layout (#6654) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-08 17:11:41 +08:00
Li Min
d913955952
[TRTLLM-6898][feat] make fused_moe_cute_dsl work on blackwell (#6616) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-08-08 15:03:48 +08:00
2ez4bz
064eb7a70f
[TRTLLM-5252][fix] Propagate mapping to intermediate layers (#6611) 
This commit propagates the mapping to intermediate layers to enable
tensor parallelism (amongst other things) in them.

It also fixes issues with a unit test for TP for pixtral, and adds it to a
test list.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-08 01:50:36 -04:00
Enwei Zhu
aee828d98a
[TRTLLM-6854][feat] Enable guided decoding with disagg serving (#6704) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-08 12:10:36 +08:00
zhanghaotong
1cf669496a
[None][fix] Fix unnecessary GPU synchronization in torch sampler caused by incorrect tensor reference (#6626) 
Signed-off-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
Co-authored-by: 皓聪 <zhanghaotong.zht@alibaba-inc.com>
 2025-08-07 23:44:47 -04:00
NVJiangShao
2f2f5cc72c
[TRTLLM-6744][feat] Remove input_sf swizzle for module WideEPMoE (#6231) 
Signed-off-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
 2025-08-08 11:13:42 +08:00
Daniel Cámpora
efca359b66
[TRTLLM-6785][feat] BREAKING CHANGE Enable TRTLLM sampler by default (#6216) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-07 22:19:37 -04:00
Iman Tabrizian
82276167e6
[None][feat] Add NCCL Symmetric Integration for All Reduce (#4500) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-08-07 17:28:14 -07:00
Haohang Huang
980929e1a9
[https://nvbugs/5410687][fix] Hopper w4a8 groupwise MoE interleave (#6708) 
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-08-07 15:30:16 -07:00
Yuan Tong
db8dc97b7b
[None][fix] Migrate to new cuda binding package name (#6700) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
 2025-08-07 16:29:55 -04:00
Mike Iovine
e968f98b43
[None][feat] Clean up ngram auto mode, add max_concurrency to configs (#6676) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-07 12:51:47 -04:00
Emma Qiao
3c44b44e45
[None][infra] Fix guardwords (#6711) 
Signed-off-by: qqiao <qqiao@nvidia.com>
 2025-08-07 21:06:47 +08:00
pcastonguay
453a06e6ab
[TRTLLM-6881][feat] Include attention dp rank info with KV cache events (#6563) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-07 14:17:07 +02:00
Enwei Zhu
1b9781e8e7
[TRTLLM-6409][feat] Enable guided decoding with speculative decoding (part 1: two-model engine) (#6300) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-07 05:53:48 -04:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss (#6645) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-08-07 03:04:18 -04:00
amitz-nv
85af62184b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6510) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-07 09:05:36 +03:00
Yiqing Yan
5fa1914cab
[None][chore] Bump version to 1.1.0rc0 (#6651) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-07 13:39:49 +08:00
Izzy Putterman
7e0158b583
Qwen3: Fix eagle hidden states (#6199) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-08-06 17:05:18 -04:00
Hanjun Cho
80f918cc22
[None][feat] Add Qwen3 MoE support to TensorRT backend (#6470) 
Signed-off-by: gkswns0531 <gkswns0531@gmail.com>
Signed-off-by: hanjuncho <gkswns0531@gmail.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
 2025-08-06 17:02:35 +08:00
Zongfei Jing
0ff8df95b7
[https://nvbugs/5433581][fix] DeepGEMM installation on SBSA (#6588) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-08-06 16:44:21 +08:00
Netanel Haber
83ee91e17b
[None][fix] Fix 6522 mpi.pkl5.intracomm.Request has wait not Wait (#6646) 
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
 2025-08-06 14:18:09 +08:00
JunyiXu-nv
13e0214fe0
[TRTLLM-6263][feat] Enable fp8 SwiGLU to minimize host overhead (#6540) 
Signed-off-by: Junyi Xu <junyix@nvidia.com>
 2025-08-06 10:42:19 +08:00