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1097 Commits

Author SHA1 Message Date
Pengyun Lin
c1e7fb9042
[TRTLLM-7207][feat] Chat completions API for gpt-oss (#7261) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-28 10:22:06 +08:00
Mike Iovine
8b216135f0
[None][refactor] Move draft token padding out of Drafter (#7134) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-08-27 11:07:50 +02:00
dongxuy04
abdb2735be
[None][fix] Fix possible hang issue in WideEP and move some tests to pre-merge (#7262) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-08-27 01:39:24 -04:00
Yukun He
bed5bc9f2e
[None][chore] Wrap the swiglu into custom op to avoid redundant device copy. (#7021) 
A redundant D2D copy is observed when enabling torch.compile for the Llama model due to the swiglu triton kernel, which brings perf overhead. Use a custom op to wrap the swiglu op to avoid this overhead.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-27 13:02:10 +08:00
Iman Tabrizian
bc84758626
[None][feat] Add logging for OAI disagg server (#7232) 2025-08-26 21:02:03 -07:00
Shunkangz
ff4047414b
[None][opt] Balance the request based on number of tokens in AttentionDP (#7183) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-27 11:16:12 +08:00
Fanrong Li
e12868bc00
[None][fix] Remove and fuse some element-wise ops in the ds-r1-fp8 model (#7238) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-08-27 10:35:38 +08:00
Jin Li
028235404b
[TRTLLM-6633][feat] Padding for piecewise cudagraph (#6750) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-08-26 18:31:33 -04:00
Fridah-nv
0f947c64cb
[None][doc] Update autodeploy README.md, deprecate lm_eval in examples folder (#7233) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-26 10:47:57 -07:00
Frank
78ecfbb4a4
[None][fix] Fix data type of KV Cache percentage in bench. (#7230) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-26 12:28:09 -04:00
Void
040f4c70d3
[None][perf] Accelerate global scale calculations for deepEP fp4 combine (#7126) 
Signed-off-by: Yilin Zhang <18275976+yilin-void@users.noreply.github.com>
 2025-08-27 00:13:13 +08:00
Zheng Duan
cf50ba2980
[TRTLLM-6549][feat] add perf metrics endpoint to openai server and openai disagg server (#6985) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-08-26 15:34:44 +08:00
qixiang-99
b165f8bc97
fix/improve kvcache allocation in PyTorch runtime (#5933) 
Signed-off-by: qixiang-99 <203170375+qixiang-99@users.noreply.github.com>
 2025-08-26 12:40:22 +08:00
William Zhang
92576488d3
[None][feat] Skip prefetching consolidated safetensors when appropriate (#7013) 
* Why?

Some models (e.g. anything produced by Mistral) can have both sharded
safetensors and a consolidated safetensor in the same checkpoint
directory. In such cases, prefetching both to memory is a waste of time,
and memory.

* What?

This commit skips over consolidated safetensors when they are not the
only safetensor file present in the checkpoint directory

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-08-25 23:56:21 -04:00
Leslie Fang
20922b7d1f
[None][chore] Create PyExecutor from TorchLlmArgs Part 1 (#7105) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-26 10:42:01 +08:00
Grzegorz Kwasniewski
2101d46d68
[TRTLLM-6342][feat] TP Sharding read from the model config (#6972) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-25 15:41:27 -07:00
Lucas Liebenwein
97d550b4ba
[None] [AutoDeploy] canonicalize_graph before shape prop for consistent state_dict (#7223) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-08-25 16:59:57 -04:00
Bo Li
bf1b958f1a
[TRTLLM-7319][perf] Fuse slicing into MoE. (#6728) 
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
Daniel Cámpora
e8e7e52892
[None][chore] Refactored the handle logits pp communication (#7154) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-25 16:14:08 -04:00
Frank
788fc62d23
[None][fix] Update to pull LLM from a central location. (#6458) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-25 13:07:29 -07:00
QI JUN
bea5e07fb7
[None][refactor] refactor the CUDA graph runner to manage all CUDA graphs (#6846) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-08-25 20:52:05 +08:00
shaharmor98
b32e00e9fd
[None][chore] remove CLI support for mamba cache dtype setting (#7119) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-08-25 08:08:51 -04:00
amitz-nv
a1e03af0f4
[TRTLLM-7346][fix] Improve performance of PyTorchModelEngine._get_lora_params_from_requests (#7033) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-25 10:37:40 +03:00
Enwei Zhu
be6d92f09f
[None][fix] Fix MoE load balancer config loading (#7150) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-08-25 01:42:54 -04:00
Yukun He
9c5b464fe0
[None][feat] Apply AutoTuner to fp8_block_scale_deep_gemm to trigger JIT ahead of time. (#7113) 
Because deep_gemm.gp8_gemm_nt will trigger many JIT processes during the inference phase, we need to sweep these shapes ahead of time. Apply the AutoTuner framework to achieve this and retain the potential capability to tune the swap_ab flag.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-25 10:48:31 +08:00
ajrasane
068056677f
[None][chore] Enable auto deploy accuracy test in CI (#7179) 
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>
 2025-08-24 08:42:30 -07:00
dongxuy04
19a0ea363b
[TRTLLM-6743][feat] Optimize and refactor alltoall in WideEP (#6973) 
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
amitz-nv
35e0ae484a
[https://nvbugs/5467232][fix] Fix load_torch_hf_lora to override lora_config.trtllm_modules_to_hf_modules with default only when it has no value (#7132) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-24 15:00:24 +03:00
Grace Ho
3d54a1a521
[None] [feat] nsys profile output kernel classifier (#7020) 
Signed-off-by: Grace Ho <grho@nvidia.com>
 2025-08-23 00:57:37 -04:00
Frank
81fd468fec
[None][fix] Correct KV cache percentage report out. (#7102) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-08-22 10:28:57 -07:00
Izzy Putterman
b36460d7b5
[None][feat] Deepseek: Start Eagle work (#6210) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
 2025-08-22 12:57:17 -04:00
tomeras91
c232ba8157
[TRTLLM-4921][feat] Enable chunked prefill for Nemotron-H (#6334) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
Signed-off-by: tomeras91 <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-08-22 12:15:20 -04:00
Suyog Gupta
e3de5758a3
[#7136][feat] trtllm-serve + autodeploy integration (#7141) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-22 08:30:53 -07:00
Yiqing Yan
907bc22fcb
[None][chore] Bump version to 1.1.0rc2 (#7167) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-22 22:02:28 +08:00
Daniel Cámpora
099f081e03
[TRTLLM-7155][feat] Unify sampler handle logits implementation. (#6867) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-22 08:09:30 +02:00
Yukun He
983dd7e57c
[None][fix] Fix mm_placholder_counts extraction issue. (#7118) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-22 12:28:30 +08:00
Wanli Jiang
07c711eb1f
[TRTLLM-6825][fix] Update lora for phi4-mm (#6817) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-08-21 22:00:04 -04:00
dominicshanshan
6f245ec78b
[None][chore] Mass integration of release/1.0 (#6864) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: raayandhar <rdhar@nvidia.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Guoming Zhang <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: 2ez4bz <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Raayan Dhar <58057652+raayandhar@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-08-22 09:25:15 +08:00
Daniel Stokes
f7c597ec40
[None][perf] Make finalize fusion part of the tactic selection logic (#6915) 
Signed-off-by: djns99 <40156487+djns99@users.noreply.github.com>
 2025-08-21 14:08:03 -07:00
Fridah-nv
e18dacc931
[#4403][refactor] Move fusion, kvcache, and compile to modular inference optimizer (#7057) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-08-21 10:30:36 -07:00
ChristinaZ
c7269ea93a
[https://nvbugs/5392414] [fix] Add customized default routing method (#6818) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-08-21 16:58:41 +08:00
Fridah-nv
647a52698a
[https://nvbugs/5443039][fix] Fix AutoDeploy pattern matcher for torch 2.8 (#7076) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-21 01:14:51 -04:00
Chang Liu
75b8a90816
[None][fix] Fix llama4 multimodal by skipping request validation (#6957) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-20 21:58:53 -04:00
Yechan Kim
0893afae3d
[TRTLLM-6771][feat] Support MMMU for multimodal models (#6828) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-21 08:54:12 +08:00
Robin Kobus
b95cab2a7c
[None][ci] move unittests to sub-directories (#6635) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-08-20 05:42:22 -04:00
Chang Liu
ce53832610
[TRTLLM-7326][feat] Add standalone multimodal encoder (#6743) 
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>
 2025-08-19 21:42:50 -07:00
Fridah-nv
c02592d051
[None][autodeploy] Add group attention pattern for solar-pro-preview (#7054) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-19 18:57:09 -04:00
Jinyang Yuan
0e30fe4372
[None][fix] Fix assertion errors of quantization when using online EPLB (#6922) 
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-08-19 11:28:36 -07:00
Michal Guzek
7334f9390c
[None][fix] Accommodate Phi3/4 to work with ModelOpt's FP8 ckpts in Torch (#6761) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-08-19 09:22:46 -07:00
zhhuang-nv
7e135d2ea7
[None][feat] Use Separate QKV Input Layout for Context MLA (#6538) 
Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-08-19 22:04:48 +08:00