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586 Commits

Author SHA1 Message Date
fredricz-20070104
341cb1a12c
[None][chore] Add GB300 support since it does not support segment (#9731) 
Signed-off-by: FredricZ-2007 <226039983+fredricz-20070104@users.noreply.github.com>
 2025-12-10 18:36:55 -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
Eran Geva
4da3121363
[#8921][chore] AutoDeploy NanoV3 to use SYMM_MEM allreduce strategy (#9797) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-12-09 13:05:38 -08:00
Frank
f6df9eb2a6
[TRTLLM-9089][chore] Port prepare_dataset into trtllm-bench (#9250) 2025-12-08 10:37:40 -08:00
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
Kaiyu Xie
069b05cf3d
[TRTLLM-9706] [doc] Update wide EP documents (#9724) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-12-08 11:21:11 +08:00
Chenjie Luo
d252101a76
[OMNIML-3036][doc] Re-branding TensorRT-Model-Optimizer as Nvidia Model-Optimizer (#9679) 
Signed-off-by: Chenjie Luo <chenjiel@nvidia.com>
 2025-12-07 07:14:05 -08:00
Yan Chunwei
b7a255d67e [TRTLLM-9075][doc] refine the slurm examples (#9548) 
Signed-off-by: Yan Chunwei <328693+Superjomn@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
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
Pengyun Lin
c6dc68a28e [None][doc] VDR 1.0 trtllm-serve doc enhancement (#9443) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@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
Yan Chunwei
3e442922a3 [TRTLLM-9160][doc] add doc to llm_runtime.py (#9482) 
Signed-off-by: Yan Chunwei <328693+Superjomn@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
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
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
JunyiXu-nv
beffbd6002
[TRTLLM-9242][doc] Add examples showcasing openai compatible APIs (#9520) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-03 11:47:02 +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
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
Zhenhuan Chen
24004535fe
[None][chore] refactor disaggregated scripts to use named arguments (#9581) 
Signed-off-by: Zhenhuan Chen <zhenhuanc@nvidia.com>
 2025-12-01 17:33:47 +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
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
Kaiyu Xie
0d3c0c2156
[None] [chore] Enhancements and clean up to slurm scripts (#9493) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-11-28 16:41:41 +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
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
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
Wanli Jiang
d100599ea7
[TRTLLM-9264][fix] Add accuracy/unit tests/doc for phi4mm (#9246) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-11-26 11:12:35 +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
Tailing Yuan
51ef0379d2
[None][feat] Add a parser to layer-wise benchmarks (#9440) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-11-25 05:45:16 -08:00
Suyog Gupta
efd503751f
[#9271][perf] Enable multi-stream MOE optimization in AutoDeploy (#9322) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-11-24 19:50:10 -08:00
mpikulski
cddc7549d1
[TRTLLM-9191][feat] support out-of-tree models in trtllm-serve (#9269) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-11-21 04:23:47 -08:00
Yiqing Yan
8cd3b496e9
[None][chore] Bump version to 1.2.0rc4 (#9363) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-11-21 18:28:12 +08:00
cheshirekow
1379cfac3a
[TRTLLM-9197][infra] Move thirdparty stuff to it's own listfile (#8986) 
Signed-off-by: Josh Bialkowski <1309820+cheshirekow@users.noreply.github.com>
Co-authored-by: Josh Bialkowski <1309820+cheshirekow@users.noreply.github.com>
 2025-11-20 16:44:23 -08:00
jiahanc
255e4ea9f0
[None][doc] Update DS-R1 example doc (#9231) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-11-18 21:10:02 -08:00
Patrice Castonguay
9b0f45298f
[None][feat] Have ability to cancel disagg request if KV cache resource are exhausted (#9155) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-11-18 20:59:17 -05:00
Ajinkya Rasane
8d7cda2318
[None][chore] Update the Flux autodeploy example (#8434) 
Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-11-18 14:16:04 -08:00
Zero Zeng
43896af1b1
[None][chore] benchmark refactor (#9207) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-11-17 23:29:28 -08:00
Stanley Sun
96cfdd8a72
[None][chore] Change trt-server to trtlllm-server in opentelemetry readme (#9173) 
Signed-off-by: Stanley Sun <stsun@nvidia.com>
Co-authored-by: Larry Xu <197874197+LarryXFly@users.noreply.github.com>
 2025-11-17 22:02:24 -08:00
Zero Zeng
c6cce398f5
[TRTLLM-9053][feat] Support accuracy test and install from wheel (#9038) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-11-13 23:34:47 -08:00
dongxuy04
84483a238a
[None][doc] update docs for EPLB (#9166) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-11-13 22:24:29 -08:00
Fanrong Li
25bd2e6917
[None][doc] Add DeepSeek-V3.2-Exp document (#9141) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-13 22:01:58 -08:00
heyuhhh
f07e9977c6
[None] [feat] Use triton kernels for RocketKV prediction module (#8682) 
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-11-13 18:51:09 -08:00
Tailing Yuan
cc4c980e03
[None][feat] Add Qwen3-Next to layer-wise benchmarks (#9065) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-11-14 10:03:00 +08:00
Timothy Gao
96132b4274
[None] [doc] Add Mixed Precision Context and Generation section to Disagg (#8769) 
Signed-off-by: Timothy Gao <35588167+timothygao8710@users.noreply.github.com>
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
 2025-11-11 23:46:12 -08:00
Wanli Jiang
ebdd1cc8e0
[TRTLLM-8119][feat] Update doc/tests/chat_template for nano-v2-vlm (#8840) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-11-11 07:48:23 -08:00
Lucas Liebenwein
6bf4e59267
[#8763][feature] AutoDeploy: configurable dtype for caching (#8812) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-11-10 22:17:14 -08:00
jiahanc
de6088e363
[None][doc] update llama and llama4 example doc (#9048) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-11-10 22:04:26 -08:00
shuyixiong
1ccb799c9a
[None][chore] Relocate rlhf_utils.py (#8938) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-11-10 19:03:23 -08:00
Fanrong Li
a7033a9193
[TRTLLM-9001][feat] add TP support for DeepSeek-V3.2 (#8943) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-11-10 12:16:01 +08:00
Yiqing Yan
c836ae5aaa
[None][chore] Bump version to 1.2.0rc3 (#9004) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-11-07 01:24:32 -08:00
QI JUN
1c6e490894
[TRTLLM-9065][chore] remove PyTorchConfig completely (#8856) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-11-06 22:37:03 -08:00
shuyixiong
c73efe12e7
[None][chore] Use cached model in all ray tests (#8962) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
 2025-11-06 15:14:15 +01:00
Yi Sun
cc12d33393
[None][feat] Deep Research Implemented with Scaffolding (#8452) 
Signed-off-by: Yi Sun <yisun0618@gmail.com>
 2025-11-06 10:33:28 +08:00
JadoTu
6bbb43f2b9
[None][feat] Add qwen3-next nvfp4 support (#8526) 
Signed-off-by: jiant <107457950+JadoTu@users.noreply.github.com>
 2025-11-06 09:45:44 +08:00
fredricz-20070104
fdd9e4fe00
[TRTLLM-7251][test] Get submit eplb slots empty key work (#8945) 
Signed-off-by: FredricZ-2007 <226039983+fredricz-20070104@users.noreply.github.com>
 2025-11-05 05:21:02 -08:00
shuyixiong
70e4d72ffa
[TRTLLM-8511][feat] Add update_weights and sleep_wakeup support for rl integration (#8302) 
Signed-off-by: shuyix <219646547+shuyixiong@users.noreply.github.com>
Co-authored-by: Liwei Ma <liweim@nvidia.com>
Co-authored-by: Jonas Yang CN <joyang@nvidia.com>
 2025-11-04 10:19:24 -08:00
Anish Shanbhag
6a6317727b
[TRTLLM-8680][doc] Add table with one-line deployment commands to docs (#8173) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2025-11-03 17:42:41 -08:00
Kaiyu Xie
db2a42f641
[None][chore] Add sample yaml for wide-ep example and minor fixes (#8825) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-11-03 07:48:34 -08:00
Cao Dong
2ff772ef71
[None][feat] Add benchmark to DeepConf (#8776) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-11-03 16:05:50 +08:00
Robin Kobus
1b3ad7259d
[None][feat] Use ruff for formatting and linting new files by default (#8629) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-11-01 16:11:40 +01:00
Tailing Yuan
ec31363a86
[None][fix] Layer wise benchmarks: use local models, lint (#8799) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-30 09:47:46 -07:00
Tailing Yuan
f9c7786dc8
[None][feat] Add layer wise benchmarks (#8777) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-10-30 20:29:34 +08:00
WeiHaocheng
cc286687c4
[None][feat] Refactor scaffolding streaming feature and fix openai wo… (#8622) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-10-30 16:02:40 +08:00
Lizhi Zhou
24167d00eb
[TRTLLM-8431][doc] update public doc and example, add etcd auto-scaling tests (#8602) 
Signed-off-by: Lizhi Zhou <1432185+reasonsolo@users.noreply.github.com>
 2025-10-28 17:04:53 -07:00
Anish Shanbhag
a09b38a862
[TRTLLM-8684][chore] Migrate BuildConfig to Pydantic, add a Python wrapper for KVCacheType enum (#8330) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2025-10-28 09:17:26 -07:00
Aurelien Chartier
0a02f5f25d
[None][chore] Use a cached model path for Ray integration test (#8660) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-10-27 19:16:06 -07:00
gramnarayan
88b0fbc8ff
[#8245][feat] Autodeploy: Guided Decoding Support (#8551) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Govind Ramnarayan <105831528+govind-ramnarayan@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-28 09:29:57 +08:00
nvxuanyuc
d1398c05e6
[None][feat] Support ignored prompt length for penalties via new sampling config parameter (#8127) 
Signed-off-by: Xuanyu Chen <xuanyuc@nvidia.com>
 2025-10-27 13:12:31 -04:00
zhanghaotong
1026069a2b
[None][feat] Add opentelemetry tracing (#5897) 
Signed-off-by: Zhang Haotong <zhanghaotong.zht@antgroup.com>
Signed-off-by: zhanghaotong <zhanghaotong.zht@antgroup.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Zhang Haotong <zhanghaotong.zht@alibaba-inc.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-10-27 18:51:07 +08:00
Robin Kobus
990b0c0c47
[TRTLLM-7159][docs] Add documentation for additional outputs (#8325) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-10-27 09:52:04 +01:00
Chang Liu
e47c787dd7
[TRTLLM-8535][feat] Support DeepSeek V3.2 with FP8 + BF16 KV cache/NVFP4 + BF16 KV cache (#8405) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-10-24 13:40:41 -04:00
Yechan Kim
2d86d6be40
[TRTLLM-8737][feat] Support media_io_kwargs on trtllm-serve (#8528) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-24 12:53:40 -04:00
QI JUN
6ee1c87595
[TRTLLM-8817][chore] Set default value of KvCacheConfig.free_gpu_memory_fraction explicitly (#8561) 
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-10-24 08:55:49 +08:00
Anish Shanbhag
15de45d782
[TRTLLM-8682][chore] Remove auto_parallel module (#8329) 
Signed-off-by: Anish Shanbhag <ashanbhag@nvidia.com>
 2025-10-22 20:53:08 -04:00
Patrice Castonguay
879039f6d5
[https://nvbugs/5429636][feat] Kv transfer timeout (#8459) 
Signed-off-by: raayandhar <raayan.dhar@gmail.com>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: raayandhar <raayan.dhar@gmail.com>
 2025-10-22 09:29:02 -04:00
Yiqing Yan
b04e51291a
[None][chore] Bump version to 1.2.0rc2 (#8562) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-10-22 14:35:05 +08:00
Shi Xiaowei
50149ac2bd
[None][doc] Fix the incorrect doc figure (#8536) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-10-22 10:08:55 +08:00
Zero Zeng
4545700fcf
[None][chore] Move submit.sh to python and use yaml configuration (#8003) 
Signed-off-by: Zero Zeng <38289304+zerollzeng@users.noreply.github.com>
 2025-10-20 22:36:50 -04:00
Bo Deng
dd25595ae8
[TRTLLM-7964][infra] Set nixl to default cache transceiver backend (#7926) 
Signed-off-by: Bo Deng <deemod@nvidia.com>
 2025-10-19 19:24:43 +08:00
h-guo18
55fed1873c
[None][chore] AutoDeploy: cleanup old inference optimizer configs (#8039) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Co-authored-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-17 15:55:57 -04:00
Cao Dong
e75b4f9f65
[None][feat] Dev DeepConf (#8362) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-10-16 11:01:31 +08:00
mpikulski
93a4b7f1b6
[None][chore] update torch_dtype -> dtype in 'transformers' (#8263) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-15 17:09:30 +09:00
Erin
f4e7738f65
[None][doc] Ray orchestrator initial doc (#8373) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-10-14 21:17:57 -07:00
Lucas Liebenwein
43c46a09db
[None][chore] AutoDeplopy: Update expert section on yaml configuration in README (#8370) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-14 12:39:28 -04:00
Fanrong Li
0d20a8fd61
[TRTLLM-8536][feat] Add the sparse attention framework and one use case--RocketKV support (#8086) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
Co-authored-by: yuhangh <58161490+heyuhhh@users.noreply.github.com>
 2025-10-14 08:23:16 -07:00
Cao Dong
62cea877b1
[None][feat] Move StreamGeneration to scaffolding main directory (#8347) 
Signed-off-by: Dong Cao <docao@nvidia.com>
 2025-10-14 17:16:04 +08:00
Robin Kobus
db8c63b9b1
[TRTLLM-4517] [feat] Additional model outputs (#7206) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-10-13 15:33:18 +02:00
Xianjie Qiao
d145e87f6f
[None][chore] Update disagg benchmark configs (#8289) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
Signed-off-by: Xianjie Qiao <5410381+qiaoxj07@users.noreply.github.com>
 2025-10-13 18:15:46 +08:00
Jonas Yang CN
88ea2c4ee9
[TRTLLM-7349][feat] Adding new orchestrator type -- ray (#7520) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-10-04 08:12:24 +08:00
Lucas Liebenwein
aaf2c3c2e5
[None][feat] AutoDeploy: compiler backends based on nn.Module (#8126) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 12:14:21 -04:00
Lucas Liebenwein
5faa5e9dd8
[None][feat] AutoDeploy: dive deeper into token generation bugs + enable_block_reuse (#8108) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 04:57:26 -07:00
Yechan Kim
e9e4632e44
[None][doc] Add more description on EXAONE usage (#8089) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-09-30 21:32:43 -04:00
Yiqing Yan
1560cca227
[None][chore] Bump version to 1.2.0rc1 (#8097) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-30 06:00:25 -04:00
bhsueh_NV
38d6e4e60b
[None][feat] Support Qwen3 next (#7892) 
Signed-off-by: mengw <12670782+wm2012011492@users.noreply.github.com>
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-09-29 21:16:07 +08:00
Yiqing Yan
560ded5450
[None][chore] Bump version to 1.2.0rc0 (#7941) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-09-29 17:39:07 +08:00
Kaiyu Xie
030254f88a
[None] [doc] Document hang issue caused by UnpicklingError (#8049) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-09-28 23:40:35 -04:00
Zongfei Jing
e9f26feeb6
[None][chore] Cherry-pick from (#7598) Make low_precision_combine as a llm arg (#7898) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-09-28 22:32:33 -04:00
YueWeng
a4243f0da5
[TRTLLM-6393][feat] add static tree sampling and verification (#7161) 
Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
 2025-09-26 13:16:16 -04:00
Guoming Zhang
202bed4574 [None][chroe] Rename TensorRT-LLM to TensorRT LLM for source code. (#7851) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Guoming Zhang
9f0f52249e [None][doc] Rename TensorRT-LLM to TensorRT LLM for homepage and the … (#7850) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-09-25 21:02:35 +08:00
Yueh-Ting (eop) Chen
cf100933cc
[TRTLLM-6341][feature] Support SWA KV cache reuse (#6768) 
This merge request attempts to support more SWA KV cache functionality
inside the KV cache manager. Before this merge request, the KV cache for
sliding window attention (SWA) only holds "window size" number of blocks
and reuse them in a cyclic manner. We will not be able to utilize more
GPU memory with this design, leading to a limited max batch size
throughput. Additionally, we will not be able to support KV cache reuse
with this design.

In this MR, we change such behavior to let the manager write blocks in
a linear manner. With a linear block writing behavior, as the attention
window moves on, the out-of-window (OOW) blocks will be detached. Right
now for the sake of a correct feature first, we directly offload the
OOW block from the primary block pool (GPU memory) to the secondary
block pool (host memory). We will improve this in the future by
delegating the block movement to the eviction policy.

KV cache reuse for SWA is not developed in this merge request and will
be amended in a follow-up merge request.

Writing the blocks linearly, the maximum number of blocks allocated for
a sequence(`GenerationRequest`) is the "max sequence length" specified.
The `GenerationRequest` that stores the cache block bookkeeping
structure will now keep "max sequence length" tokens of blocks.

Given the above, main changes are (more context in the MR):
- Remove "cyclic" concept under the kv cache manager, such concept
  originally guards the block reuse under kv cache manager.
- Add detach mechanism and have it under `KVCacheManager::addToken`.
  Please note that detach is still guarded off for SWA when reuse
  is enabled. A follow-up merge request will proceed to improve this.
- Enforce "max sequence length" to be a non-optional parameter to
  the `KVCacheManager`/`BlockManager`
- Let all window size resource pool get identical proportion of memory
- Fix free memory calculation under `resource_manager.py`

Signed-off-by: eopXD <yuehtingc@nvidia.com>
Co-authored-by: Tomer Asida <tasida@nvidia.com>
 2025-09-24 14:28:24 +08:00