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1944 Commits

Author SHA1 Message Date
ruodil
07f307d131 [https://nvbugs/5652552][fix] cherry-pick add printing for llm args (#9206) 
Signed-off-by: Ruodi Lu <ruodil@users.noreply.github.com>
Co-authored-by: Ruodi Lu <ruodil@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-16 13:33:20 -05:00
Lizhi Zhou
bd13957e70
[TRTLLM-9181][feat] improve disagg-server prometheus metrics; synchronize workers' clocks when workers are dynamic (#9726) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-12-16 05:16:32 -08:00
Enwei Zhu
609d1d0383
[None][fix] Fix Illegal Memory Access for CuteDSL Grouped GEMM (#10008) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-16 04:06:49 -08:00
Wanli Jiang
8af51211c1
[FMDL-1222][feat] Support weight and weight_scale padding for NVFP4 MoE cutlass (#9358) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-16 12:41:17 +08:00
Yechan Kim
8ba8699f66
[TRTLLM-8310][feat] Add Qwen3-VL-MoE (#9689) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-12-15 20:05:20 -08:00
ChristinaZ
dff77efa2a
[None][feat] Add routing support for the new model for both cutlass and trtllm moe backend (#9792) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-12-15 19:59:08 -08:00
Michal Guzek
e6187d8109
[https://nvbugs/5708810][fix] Fix TRTLLMSampler (#9710) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-12-15 23:26:52 +01:00
Faraz
0c31502fbc
[None][feat] disable fused gemm for sm121 (#9916) 
Signed-off-by: list <58580514+farazkh80@users.noreply.github.com>
 2025-12-15 12:07:06 -05:00
Kaiyu Xie
44b0f8c3ed
[None] [fix] Revert "[None] [feat] add eos_token_id in generation_config to sampling params" (#10002) 2025-12-15 08:52:52 -08:00
arekay-nv
4f75a31a45
[https://nvbugs/5540979][fix] Potential fix for 5540979 (#9716) 
Signed-off-by: Rashid Kaleem <230885705+arekay-nv@users.noreply.github.com>
 2025-12-15 10:49:31 -05:00
Wanli Jiang
3230fbe79a
[None][feat] Update reasoning parser for nano-v3 (#9944) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-15 05:39:37 -08:00
Yukun He
9e7182b603
[TRTLLM-9615][feat] Implement a distributed tuning system (#9621) 
Four distinct strategies are implemented to accommodate different distributed tuning scenarios, including BROADCAST, INDEPENDENT, MERGE, PARALLEL.

* Distributed tuning is disabled by default, with the INDEPENDENT strategy as the fallback. This conservative approach prevents unexpected behavior in standard use cases.
* Only operations with significant tuning time overhead have been assigned the PARALLEL strategy, which allows the same tensor parallelism (TP) rank to tune tactics concurrently across different ranks. This targeted approach balances performance gains with stability.
* Operations with nested tuning structures, such as NVFP4GemmUnifiedRunner, currently support only the INDEPENDENT strategy. This restriction exists because the synchronization mechanism is optimized only for leaf operations and doesn't yet handle nested hierarchies.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-15 21:08:53 +08:00
Grzegorz Kwasniewski
83885c69e7
[TRTLLM-9136][feat] 2D parallel EP TP support (#9459) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-12-15 09:52:29 +01:00
Yuxian Qiu
7588029763
[None][feat] Async pp send for PPCommTorch. (#9976) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-15 14:03:46 +08:00
Ziyi Xiong
f2aee0db03
[TRTLLM-9854][feat] Optimize the host overhead of _sample_async (#9935) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-15 13:28:54 +08:00
Fanrong Li
8f144d9282
[TRTLLM-9416][feat] Skip DS-v3.2 indexer MQA and Top-K for short sequences. (#9524) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-15 12:42:25 +08:00
xxi
f5696df285
[TRTLLM-8961][feat] ConfigurableMoE support DeepGemm (#9858) 2025-12-15 10:47:15 +08:00
Yan Chunwei
355e06d66d
[None][doc] update readme for rpc (#9972) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-12-15 10:16:50 +08:00
Zongfei Jing
bf923a1074
[None] [chore] Comments cleanup (#9978) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-12-15 09:46:37 +08:00
Simeng Liu
f21e2b3329
[TRTLLM-9601][feat] Expose mmKeys for multimodal to integrate with dynamo. (#9604) 
Signed-off-by: SimengLiu-nv <simengl@nvidia.com>
 2025-12-15 08:42:30 +08:00
Yuxian Qiu
fcda1a1442
[None][fix] disable async pp send for ray cases. (#9959) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-13 20:22:36 -08:00
nvxuanyuc
a5a37227d6
[None][feat] Fused kernels (qknormrope + moe routing) and two-model MTP support for glm4moe (#9852) 
Signed-off-by: Xuanyu Chen <xuanyuc@nvidia.com>
 2025-12-14 10:47:24 +08:00
Mike Iovine
383b13e0e5
[None][feat] Implement sampling on 1-model EAGLE3 (#9885) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-13 07:38:22 -08:00
jellysnack
079ef8ae77
[None][feat] Graceful Error Handling for Guided Decoder (#9078) 
Signed-off-by: jellysnack <oleg.jellysnack@gmail.com>
Signed-off-by: jellysnack <158609015+jellysnack@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-13 19:57:59 +08:00
Yan Chunwei
85406f9dda
[https://nvbugs/5720482][fix] Fix test rpc streaming (#9902) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-12-13 01:14:43 -08:00
Balaram Buddharaju
6a6e41f802
[TRTLLM-9468][chore] Update disagg benchmarking scripts to support context parallelism (#9720) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 22:29:41 -08:00
shuyixiong
7fc720a397
[TRTLLM-9784][fix] Resolve port conflicts (#9780) 
Signed-off-by: Shuyi Xiong <219646547+shuyixiong@users.noreply.github.com>
 2025-12-12 22:10:01 -08:00
bhsueh_NV
e49c70f6df
[None][feat] Support Mistral Large3 LLM part (#9820) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-13 11:44:27 +08:00
Faraz
98d72c7648
[None][feat] spark cublas LUT table for llama-8b-bf16 perf (#9811) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2025-12-12 22:37:56 -05:00
Balaram Buddharaju
461446045e
[TRTLLM-9493][feat] Add helixPostProcessNative kernel for cp_dim=2 (#9924) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 16:49:25 -08:00
tburt-nv
6147452158
[https://nvbugs/4141427][chore] Add more details to LICENSE file (#9881) 
Signed-off-by: Tyler Burt <195370667+tburt-nv@users.noreply.github.com>
 2025-12-13 08:35:31 +08:00
Yuxian Qiu
cd4e639536
[None][feat] Async pp send. (#9952) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-12-13 00:52:30 +08:00
JunyiXu-nv
2fec53dfa5
[TRTLLM-9637][feat] Support tool parser for Kimi K2 (#9830) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-12 23:32:39 +08:00
Yihan Wang
9df4dad3b6
[None][fix] Introduce inline namespace to avoid symbol collision (#9541) 
Signed-off-by: Yihan Wang <yihwang@nvidia.com>
 2025-12-12 23:32:15 +08:00
Balaram Buddharaju
af315d8ef1
[TRTLLM-5972][chore] Load balance decode token KV cache with helix parallelism (#9757) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-12 22:29:05 +08:00
Lucas Liebenwein
e767fc649a
[None][feat] AutoDeploy: prepare_metadata revisited (#9764) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-12 20:14:14 +08:00
yufeiwu-nv
fd3d3a553d
[None][chore] Modify python ipc_util to align with C++ path (#9894) 
Signed-off-by: yufeiwu <230315618+yufeiwu-nv@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
 2025-12-12 15:55:22 +08:00
Yifei Wang
9d1f2a9925
[#6425][fix] address CUDA stream sync issue in ModelRunnerCPP (#6426) 
Signed-off-by: yifei.w <yifei.w@bytedance.com>
 2025-12-12 13:33:22 +08:00
JunyiXu-nv
710c592d7c
[https://nvbugs/5727517][fix] Preserve ip:port for disagg (#9859) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-12 09:45:34 +08:00
jthomson04
4f6d4da035
[None][perf] Fix TPOT when min_tokens set (#9862) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
 2025-12-11 13:55:31 -08:00
Venky
fd1270b9ab
[TRTC-43] [feat] Add config db and docs (#9420) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-12-12 04:00:03 +08:00
Erin
89dabf5aa1
[TRTLLM-9736][feat] AsyncLLM and verl integ (#9353) 
Signed-off-by: Liwei Ma <liweim@nvidia.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Liwei Ma <liweim@nvidia.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-12-11 09:33:25 -08:00
JadoTu
02edb19f43
[None] [feat] add eos_token_id in generation_config to sampling params (#9514) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-12-12 00:52:03 +08:00
xxi
488d38f88d
[TRTLLM-8959][feat] ConfigurableMoE support CUTLASS (#9772) 2025-12-12 00:22:13 +08:00
Zongfei Jing
c76b428e2e
[TRTLLM-9685] [feat] Add gather fc1 kernel by cuteDSL (#9618) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-12-11 16:21:32 +08:00
Kanghwan
d147ad053e
[#2730][fix] Fix circular import bug in medusa/weight.py (#9866) 
Signed-off-by: Kanghwan Jang <861393+karljang@users.noreply.github.com>
 2025-12-11 13:51:08 +08:00
Ziyi Xiong
81222c3670
[None] Fix warning when capturing CUDA graph (#9746) 
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
 2025-12-10 19:22:38 -08:00
Yiqing Yan
1c11cae54d
[None][chore] bump version to 1.2.0rc6 (#9874) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-12-10 04:53:26 -08:00
Yukun He
072f236002
[None][fix] Fully resolve the tactic recovery issues in AutoTuner serialized cache (#9835) 
Restrict tactic types to those compatible with AutoTuner cache serialization and deserialization.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-10 20:41:04 +08:00
Yukun He
979f37e443
[None][fix] Fix nvfp4 gemm allowed backends arg passing (#9837) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-09 20:09:53 -08:00
dhansen-nvidia
2d33ae94d5
[https://nvbugs/5508301][feat] Move D->H copies to a worker thread whe… (#8463) 
Signed-off-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
Signed-off-by: dhansen-nvidia <218031328+dhansen-nvidia@users.noreply.github.com>
Co-authored-by: Dan Hansen <1+dhansen-nvidia@users.noreply.github.com>
 2025-12-09 18:51:31 -05:00
Mike Iovine
07c76a5fac
[None][feat] Make 2-model spec dec use the 1-model kernels (Hopper) (#8810) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-12-09 11:06:31 -05:00
Stefan Niebler
d600b9f851
[TRTLLM-6756][feat] Update BeamSearch for TorchSampler (#9660) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-12-09 10:44:01 +01:00
Robin Kobus
76f49c903b
[None][fix] Additional model outputs for pipeline parallelism (#9794) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-09 10:41:22 +01:00
Jiagan Cheng
4a3a66b124
[https://nvbugs/5677746][fix] Use first PP rank's schedule result in other PP ranks to fix PP hang (#9659) 
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
 2025-12-08 18:43:52 -08:00
bhsueh_NV
d6f961d3fe
[None][feat] Add llama4 scaling (#9771) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-09 10:27:39 +08:00
Chenghao Zhang
75f5446d67
[#9753][feat] AutoDeploy: Implement add rms_norm fusion (#9754) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-08 14:24:27 -08:00
Jhao-Ting Chen
da074be037
[None][fix] Fix #8383 introduced TRTLLM backend python error (#9804) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-12-08 13:31:37 -08:00
Eran Geva
23cf72b0f8
[#8921][feat] Added symetric memory AllReduce strategy (#8919) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-08 13:12:56 -08:00
Thor Johnsen
f9380581c5
[https://nvbugs/5508267][fix] Proper handling of inactive canceled requests (#9280) 
Signed-off-by: thorjohnsen <41591019+thorjohnsen@users.noreply.github.com>
 2025-12-08 13:11:44 -08:00
Jhao-Ting Chen
0a09465089
[https://nvbugs/5567586][feat] Ampere xqa swa specdec for GPT-OSS Eagle3-one-model (#8383) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-12-08 11:16:05 -08:00
Frank
f6df9eb2a6
[TRTLLM-9089][chore] Port prepare_dataset into trtllm-bench (#9250) 2025-12-08 10:37:40 -08:00
sunnyqgg
1c7b7cdd47
[TRTLLM-9506][fix] Fix AR for DeepSeek-R1 2 model path (#9661) 
Signed-off-by: qgai <qgai@nvidia.com>
 2025-12-08 10:12:32 -05:00
Eran Geva
98db262a67
[None][fix] Switch AutoDeploy's default allreduce strategy to NCCL (#9666) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-08 03:26:21 -08:00
Guoming Zhang
448bb1a44f
[TRTLLM-9431][perf] Enable multistream for Linear Attention in Qwen3-… (#9696) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-12-08 13:39:12 +08:00
Li Min
a422d70be6
[None][chore] Enable tvm_ffi for cute dsl nvfp4_gemm to reduce host overhead. (#9690) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-12-08 13:28:11 +08:00
Yukun He
8b9ab9a701
[None][fix] Fix two tuning cache miss issues. (#9743) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-08 10:47:21 +08:00
xxi
8e27ce7084
[TRTLLM-9603][feat] Enable ConfigurableMoE test in the CI (#9645) 2025-12-08 10:19:40 +08:00
Ludwig Schneider
41ce14ab04
[None][feat] Enable NCCL_SYMMETRIC as default fallback for AllReduce (#9314) 
Signed-off-by: Ludwig Schneider <lschneider@nvidia.com>
 2025-12-07 09:43:26 -08:00
JunyiXu-nv
b210f22c7e
[https://nvbugs/5703953][fix] Preserving ip:port for trtllm-serve before initializing llm (#9646) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-06 20:13:48 -08:00
Yan Chunwei
e4c707845f
[None][fix] enable hmac in RPC (#9745) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-12-07 08:24:46 +08:00
Jonas Li
2645a78f34
[TRTLLM-9660][feat] Convert cuteDSL GEMM to opt-in feature (#9682) 
Signed-off-by: Jonas Li <6110159+longlee0622@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-12-06 02:24:51 -08:00
mpikulski
8d2178d321
[TRTLLM-9522][chore] implement default attach_multimodal_embeddings (#9664) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-12-05 22:12:16 -08:00
Enwei Zhu
7cd5a67e25
[TRTLLM-9372][feat] Enable CuteDSL MoE with Large EP (#9592) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-05 22:08:52 -08:00
xxi
c2f2add6df
[None][fix] fix a bug: deepseek_fp8_block_scales in TRTLLMGEN-MoE use 2D x_sf instead of 1D (#9658) 
Signed-off-by: xxi <xxi@nvidia.com>
 2025-12-05 21:01:39 -08:00
shuyixiong
df5b32966d
[None][fix] Fix triton moe load_weight (#9649) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-12-06 11:17:04 +08:00
QI JUN
0915c4e3a1 [TRTLLM-9086][doc] Clean up TODOs in documentation (#9292) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
 2025-12-05 17:50:12 -05:00
Chenghao Zhang
d6f95a4363
[None][feat] AutoDeploy: Perf optimization for Attention and rmsnorm (#9719) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-05 12:59:04 -08:00
Robin Kobus
eb0b426e5d
[None][refactor] Improve request processing function in sampler (#9671) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-05 16:41:49 +01:00
Robin Kobus
faf682b8bc
[TRTLLM-7136][feat] Update load_weights method to include mapping parameter in checkpoint loaders (#9583) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-05 16:07:20 +01:00
gramnarayan
74df9b180b
[#9602][feat] AutoDeploy: Support TRTLLM Sampler (#9641) 
Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
 2025-12-04 19:24:11 -08:00
Lizhi Zhou
0d0a16fff4
[TRTLLM-8920][feat] decouple disagg service from fastapi (#8714) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-12-05 10:44:16 +08:00
Aurelien Chartier
041bb32151
[None][fix] Fix TLLM_SPEC_DECODE_FORCE_NUM_ACCEPTED_TOKENS for MTP/EAGLE (#9608) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-12-04 08:23:57 -08:00
Anthony Chang
60cdca3740
[None][fix] Recover TRTLLM MoE Perf for DEP (#9562) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-12-04 22:10:25 +08:00
Jin Li
e5d4305c04
[https://nvbugs/5467531][fix] Unwaive fused_moe all to all test with … (#9617) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-04 18:17:24 +08:00
tcherckez-nvidia
f9aa86dbdd
[#8733][feat] Add Llama4 MoE handling to AutoDeploy (#9556) 
Signed-off-by: Tal Cherckez <127761168+tcherckez-nvidia@users.noreply.github.com>
Signed-off-by: tcherckez-nvidia <127761168+tcherckez-nvidia@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
 2025-12-04 08:03:33 +02:00
JunyiXu-nv
6d2daec5d0
[TRTLLM-8274][feat] Check if executor is shutdown in /health entrypoint (#9057) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-04 13:49:40 +08:00
Tailing Yuan
4eed648e22
[None][feat] Add weights initialization and context phase parser to layer-wise benchmarks (#9667) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-12-04 13:41:15 +08:00
Jin Li
87e0c8a749
[TRTLLM-7073][feat] Support torch compile for PP for Llama and DeepSeekV3 (#7838) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-04 13:32:11 +08:00
Necofish
323a82f4d5
[None][fix] fix error when processing batches containing both text and mm data (#8381) 
Signed-off-by: Nekofish-L <liuxiangyang@mail.ustc.edu.cn>
 2025-12-04 14:28:24 +09:00
mpikulski
744f0eff1b
[TRTLLM-9522][fix] restore trtllm-serve mm_embedding_serve (#9669) 2025-12-03 19:27:11 -08:00
Wanli Jiang
4485e516a2
[None][feat] Update Qwen3CodeToolParser to align tool-calling parameters (#9540) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-04 06:47:32 +08:00
gramnarayan
098b9ff226
[#9147][feat] AutoDeploy: Draft Target Speculative Decoding (#9275) 
Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
 2025-12-04 05:13:49 +08:00
Lucas Liebenwein
a1964bcbbc
[#9643][fix] AutoDeploy: fix nano sharding config (#9668) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-04 03:10:25 +08:00
Wei-Ming Chen
d9fba85396
[OMNIML-2932] [feat] nvfp4 awq support (#8698) 
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
 2025-12-03 19:47:13 +02:00
Gal Hubara-Agam
d7bd62b1a0
[https://nvbugs/5693853][fix] Fix error handling when querying machin… (#9483) 
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2025-12-03 19:44:51 +02:00
Guoming Zhang
b5e2b9b51f
[https://nvbugs/5702795][fix] Remove the warning message for aten.log. (#9665) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-12-04 00:02:15 +08:00
Iman Tabrizian
09beaa5933
[None][fix] Fix wide ep MoE error (#9642) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-12-03 23:11:06 +08:00
Michal Guzek
4e5b10da48
[https://nvbugs/5552132][fix] Enable LoRa for GPT OSS Torch (#8253) 
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
 2025-12-03 15:42:15 +01:00
Perkz Zheng
992781dc7b
[None][feat] update trtllm-gen nvfp4 kernels with better performance (#9510) 
Signed-off-by: Perkz Zheng <67892460+PerkzZheng@users.noreply.github.com>
 2025-12-03 21:35:49 +08:00
JunyiXu-nv
743486b2ea
[TRTLLM-6842][feat] Support Response API for general purpose (#9392) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-03 16:49:26 +08:00
Pengyun Lin
1d4fb89235
[TRTLLM-8241][feat] Aliasing to comply to LlmArgs (#9586) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-12-03 15:28:45 +08:00
Bo Li
8b5ededc83
[TRTLLM-9391][chore] Automatically estimate required workspace. (#9535) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-12-03 12:49:38 +08:00
Suyog Gupta
93871d52b2
[None][chore] AutoDeploy update cuda stream manager for multi-device (#9575) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-12-02 20:43:14 -08:00
heyuhhh
a08eb81cce
[None][feat] Add RocketKV usage doc and e2e accuracy test on LongBenchV2 (#9572) 
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-12-03 11:33:46 +08:00
Anurag Mukkara
642dfae73a
[https://nvbugs/5698434][fix] Use separate weight mapper for draft (#9607) 
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
 2025-12-02 16:00:22 -08:00
Enwei Zhu
a3455f55c7
[None][chore] Fix trtllm-eval and move GroupedGemmInputsHelper (#9612) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-03 07:55:03 +08:00
Chang Liu
3916d032ec
[None][chore] Remove traceback dump for multimodal input processor (#9634) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-12-03 07:41:03 +08:00
Grzegorz Kwasniewski
0a7a88e74e
[TRTLLM-8946][feat] Improved heuristics to detect shardable regions (#9200) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-02 22:08:19 +01:00
Neta Zmora
a560ba5546
[#9550][feat] AutoDeploy: Add NVFP4 Cutlass MoE kernels (#9551) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-12-03 01:39:38 +08:00
Shi Xiaowei
227d42e492
[https://nvbugs/5651854][fix] Fix dist-serving perf by clearing CPU affinity (#9549) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-12-03 01:17:03 +08:00
Lucas Liebenwein
e72ce98c0f
[#9150][feat] AutoDeploy: reviewer comments for #9150 (#9527) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-12-02 12:09:10 -05:00
William Zhang
2dd3ebf037
[#9150][feat] Add code for nano v3 to custom implementation in AD (#9465) 
* Why?

We would like to show an alternative to monkey-patching in AutoDeploy.

* What?

This commit builds on the existing custom model implementation for
NemotronH and adds the bits relevant for MoE layers.

Part of #9150.

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-12-02 08:56:44 -08:00
Thor Johnsen
95049eea86
[https://nvbugs/5627710][fix] Fix synchronization bugs in KvCacheTransferManager that can cause corrupted blocks (#9056) 
Signed-off-by: thorjohnsen <41591019+thorjohnsen@users.noreply.github.com>
Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-12-02 09:10:21 -06:00
Yan Chunwei
b86256eb54
[TRTLLM-9144][fix] enhance RPC robustness (#8711) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-12-02 21:37:59 +08:00
Jin Li
21e3dc11d8
[https://nvbugs/5667774][fix] Refine Piecewise Cuda Graph Condition for DP (#9393) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-12-02 21:09:15 +08:00
brb-nv
be48cdf1d1
[TRTLLM-9466][test] Evaluate helix parallelism with DSV3 Lite (#9597) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-02 20:10:07 +08:00
mpikulski
84a1531594
[TRTLLM-9488][feat] use FlashInfer.sampling by default (#9545) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-12-02 16:29:55 +08:00
shuyixiong
1a2118b8fe
[https://nvbugs/5702793][fix] Fix uncontiguous tensor view (#9576) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-12-02 15:41:32 +08:00
Wanli Jiang
5657a00ec0
[FMDL-1328][feat] Add support for nano-v3 and super-v3 with pytorch backend (#9261) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-12-02 13:40:20 +08:00
Guoming Zhang
6fbe87c8b5
[None][chroe] Polish qwen3-next modeling code. (#8902) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-12-02 11:28:35 +08:00
Iman Tabrizian
356a52edf5
[None][feat] Add support for KVCache reuse for DSv32 (#9383) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-12-02 11:14:30 +08:00
Shijie
dcf5c86720
[None][feat] Unify nvfp4 gemm backend (#8963) 
Signed-off-by: Shijie Wang <jaywan@nvidia.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Shijie <jaywan@nvidia.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-02 11:03:51 +08:00
Yuening Li
09c840184c
[None][fix] Prevent YAML partial kv_cache_config from incorrectly overriding the complete kv_cache_config (#9262) 
Signed-off-by: Yuening Li <62227368+Yuening-wa@users.noreply.github.com>
 2025-12-02 10:10:08 +08:00
Eran Geva
c9771ebb99
[#9198][feat] Refactor dist ops in AutoDeploy (#9301) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-02 02:36:32 +08:00
Chenghao Zhang
0a2104dce9
[None][feat] AutoDeploy: Use the router gemm op for nemotron MOE (#9500) 
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
 2025-12-01 10:24:31 -08:00
Venky
639c939a4f
[TRTC-1943][feat] Env vars override support in LLM API (#9104) 
Signed-off-by: Venky Ganesh <23023424+venkywonka@users.noreply.github.com>
 2025-12-01 10:04:49 -08:00
brb-nv
f61067cbb5
[None][chore] Defer exposing context parallel configs (#9552) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-12-01 09:50:02 -08:00
Stefan Niebler
f155812eb0
[TRTLLM-6756][feat] Add Beam Search to TorchSampler (#8509) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-12-01 18:48:04 +01:00
Enwei Zhu
90345ad3f3
[None][fix] Skip Allreduce init for Attention DP (#9542) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-01 21:24:40 +08:00
alel
4107254c82
[TRTLLM-6222][feat] Several perf opt for cuteDSL nvf4 gemm (#9428) 
Signed-off-by: Yuhan Li <51736452+liyuhannnnn@users.noreply.github.com>
 2025-12-01 18:10:45 +08:00
Yukun He
730eb3d859
[None][fix] Replace hash method with unique_id for cutedsl MoE runners. (#9569) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-12-01 17:02:33 +08:00
Neta Zmora
bc25fff039
[#9496][fix] AutoDeploy: remove auto-tuner from nvfp4_gemm forward (#9497) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
 2025-12-01 10:04:39 +02:00
Fanrong Li
d69bf9f92a
[None][feat] add chat template kwargs support to longbench-v2 (#9544) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-12-01 15:59:13 +08:00
Gaoji Liu
9d2df04a72
[None][doc] fix mtp.py typo (#9307) 
Signed-off-by: liugaoji <757394026@qq.com>
 2025-11-30 21:55:13 -08:00
Li Min
1797e91dfd
[TRTLLM-6222][feat] Extend cute_dsl_nvfp4_gemm to sm103. (#9543) 
Signed-off-by: Mindy Li <11663212+limin2021@users.noreply.github.com>
 2025-12-01 10:19:36 +08:00
Enwei Zhu
34e2fa5c96
[https://nvbugs/5690172][fix] Fix Qwen3-235B ATP accuracy issue with PDL (#9530) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-12-01 09:10:21 +08:00
heyuhhh
6e470aab72
[None] [feat] Optimize the algorithm part of RocketKV (#9333) 
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-12-01 09:04:09 +08:00
xxi
c12e67bb66
[TRTLLM-8958][feat] and [TRTLLM-8960]: create ConfigurableMoE and support TRTLLMGenFusedMoE as backend (#9486) 2025-12-01 08:37:07 +08:00
brb-nv
b77f4ffe54
[TRTLLM-5971][feat] Integrate helix parallelism (#9342) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-11-29 15:17:30 -08:00
dominicshanshan
6345074686
[None][chore] Weekly mass integration of release/1.1 -- rebase (#9522) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: qgai <qgai@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Vincent Zhang <vinczhang@nvidia.com>
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
Signed-off-by: Michal Guzek <mguzek@nvidia.com>
Signed-off-by: Michal Guzek <moraxu@users.noreply.github.com>
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
Co-authored-by: yunruis <205571022+yunruis@users.noreply.github.com>
Co-authored-by: sunnyqgg <159101675+sunnyqgg@users.noreply.github.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: JunyiXu-nv <219237550+JunyiXu-nv@users.noreply.github.com>
Co-authored-by: Simeng Liu <109828133+SimengLiu-nv@users.noreply.github.com>
Co-authored-by: Guoming Zhang <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Vincent Zhang <vcheungyi@163.com>
Co-authored-by: peaceh-nv <103117813+peaceh-nv@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: Leslie Fang <leslief@nvidia.com>
Co-authored-by: Shunkangz <182541032+Shunkangz@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-11-29 21:48:48 +08:00
Grzegorz Kwasniewski
cff54fcae3
[#8948][feat] Support custom sharding config (#9143) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-11-29 05:28:05 +08:00
binghanc
db5b876124
[None][feat] support for more accurate AR calculation (#9323) 
Signed-off-by: binghanc <176802681+binghanc@users.noreply.github.com>
 2025-11-29 00:34:21 +08:00
Matthias Jouanneaux
f8dd494536
[None][perf] Helix: improve all-to-all perf for large CP size (#9494) 
Signed-off-by: Matthias Jouanneaux <mjoux@nvidia.com>
Signed-off-by: Zheyu Fu <zheyuf@NVIDIA.com>
Co-authored-by: Zheyu Fu <zheyuf@nvidia.com>
 2025-11-28 07:24:55 -08:00
mpikulski
e5f39ec7cf
[TRTLLM-9488][feat] add 'disable_flashinfer_sampling' config option (#9454) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-28 13:00:39 +01:00
Robin Kobus
5eae3650c3
[None][fix] Pass checkpoint_format to create_input_processor (#9521) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-11-28 10:32:29 +01:00
Zhenhuan Chen
7c3bb8534d
[None][chore] Revert "[None][fix] change allreduce workspace dtype to torch.int64 t… (#9538) 
Signed-off-by: Zhenhuan Chen <zhenhuanc@nvidia.com>
 2025-11-28 16:45:23 +08:00
Yukun He
60c43a200a
[None][fix] Fix on-disk cache and revise logger/statistics for AutoTuner. (#9211) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-11-28 13:32:21 +08:00
Lucas Liebenwein
2f8bd6fb36
[#9150][feat] AutoDeploy Nemotron-Flash support (#9504) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-27 18:03:57 +01:00
Enwei Zhu
c2562fc800
[https://nvbugs/5687820][fix] Remove self.abort() in DetokenizedGenerationResult (#9449) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-11-27 22:54:40 +08:00