Commit Graph

1926 Commits

Author SHA1 Message Date
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
Bo Li
62b771877c
[TRTLLM-9389][chore] Refactor AlltoallMethodType. (#9388)
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
2025-11-27 21:09:29 +08:00
Fanrong Li
2d5eadf65f
[None][fix] fix TP support for DeepSeek-V3.2 on hopper (#9484)
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
2025-11-27 21:02:25 +08:00
Zhenhuan Chen
e47927e847
[None][fix] change allreduce workspace dtype to torch.int64 to avoid overflow (#9479)
Signed-off-by: Zhenhuan Chen <zhenhuanc@nvidia.com>
2025-11-27 17:08:41 +08:00
xxi
f1ed057b4c
[cherry-pick][https://nvbugs/5670793][fix] Solve trtllm-serve launch_disaggregated issue (#9346)
Signed-off-by: xxi <xxi@nvidia.com>
2025-11-27 16:13:58 +08:00
Ziyi Xiong
1dd55d8507
[https://nvbugs/5698581][fix] Init draft tokens for CUDA graph dummy request (#9505)
Signed-off-by: ziyixiong-nv <219238287+ziyixiong-nv@users.noreply.github.com>
2025-11-27 13:05:37 +08:00
Jiagan Cheng
14762e0287
[None][fix] Replace PYTORCH_CUDA_ALLOC_CONF with PYTORCH_ALLOC_CONF to fix deprecation warning (#9294)
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
2025-11-27 12:22:01 +08:00
QI JUN
a67d94963e
[None][chore] update comments in llm_args.py (#9472)
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
2025-11-27 11:06:34 +08:00
Aurelien Chartier
f2f197360d
[#9463][feat] Add revision option to trtllm commands (#9498)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-11-27 09:30:01 +08:00
Chenghao Zhang
18fbda5cdb
[None][feat] AutoDeploy: Add A_log fusion for Mamba layers (#9422)
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
2025-11-26 14:39:20 -08:00
Chenghao Zhang
bc7b60e016
[None][feat] AutoDeploy: Remove redundant copies in mamba layers (#9461)
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
2025-11-26 14:38:33 -08:00
Aurelien Chartier
ef7ee6a940
[None][feat] Add environment variable to force spec-dec number of accepted tokens (#9371)
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
2025-11-26 07:22:16 -08:00
Chang Liu
b10137fdd5
[None][feat] Support MLA chunked prefill for DeepSeek V3.2 model (#9376)
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
2025-11-26 16:38:25 +08:00
Enwei Zhu
1bf2d750a2
[None][chore] Upgrade CuteDSL to 4.3.0 (#9444)
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
2025-11-26 14:53:09 +08:00
JunyiXu-nv
b7308a4000
[https://nvbugs/5580099][fix] Cherry pick IMA issue fix from release/1.1 (#9032)
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
2025-11-26 13:09:06 +08:00
shuyixiong
d8acea1db3
[TRTLLM-9293][feat] Enable partial weight loading to support streaming update weights (#9224)
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
2025-11-26 10:59:06 +08:00
Yiqing Yan
1b9edf62c9
[None][chore] Bump version to 1.2.0rc5 (#9455)
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
2025-11-26 08:37:53 +08:00
Chuang Zhu
0e9c7f8c07
[https://nvbugs/5685143][fix] avoid cudaFree overlap with cuda graph (#9438)
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
2025-11-25 16:20:29 -08:00
Suyog Gupta
e484bec82f
[None][chore] AutoDeploy add multi stream moe pass to default.yaml (#9430)
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
2025-11-25 14:16:13 -08:00