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9c012d5bf8
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568 Commits

Author SHA1 Message Date
Dom Brown
9c012d5bf8
[TRTLLM-5589] feat: Integrate TRT-LLM Gen FP8 Batched GEMM with Pytorch workflow kernel autotuner (#4872) 
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2025-06-09 11:02:48 +01:00
ChristinaZ
f45aff2b7d
Add customized renormalized moe routing kernel for moe cutlass backend (#4955) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-06-09 17:38:50 +08:00
Bo Li
c104388d37
chore: Refactor apply_rope. (#4918) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-06-09 16:51:59 +08:00
Daniel Stokes
3a4851b7c3
feat: Add Mixture of Experts FP8xMXFP4 support (#4750) 
Signed-off-by: Daniel Stokes <40156487+djns99@users.noreply.github.com>
 2025-06-09 13:25:04 +08:00
amitz-nv
77e8d739f1
[TRTLLM-4987][feat] Support generation logits in TRTLLMSampler (#4819) 2025-06-09 06:30:01 +03:00
Yechan Kim
8b4104d34a
feat: add HyperCLOVAX-SEED-Vision support in refactored way (#4799) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-09 11:04:04 +08:00
Omer Ullman Argov
8731f5f14f
chore: Mass integration of release/0.20 (#4898) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Co-authored-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-08 23:26:26 +08:00
Mike Iovine
ec0d984656
[nvbug/5280806][fix] Fix 2 model spec decode flow (#4807) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-08 07:40:02 -04:00
dongxuy04
1e369658f1
feat: large-scale EP(part 6: Online EP load balancer integration for GB200 nvfp4) (#4818) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-06-08 10:25:18 +08:00
QI JUN
5ee0de7f2a
Resubmit #4894 (#4969) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-08 04:42:15 +08:00
Bo Li
f414a079ad
chore: Change the type annotations of input_ids and position_ids to int32. (#4632) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
 2025-06-07 16:10:47 +08:00
nv-guomingz
0c7dd660d8
fix:https://nvbugs/5324248 (#4973) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-07 04:14:07 +08:00
Fanrong Li
75d020cf07
fix: fix cuda graph padding for spec decoding (#4853) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-06 22:21:42 +08:00
Anthony Chang
eeb555e37b
chore: memoize weight shuffle index to speed up weight preproc in moe_backend=TRTLLM (#4826) 
Signed-off-by: Anthony Chang <27950904+rosenrodt@users.noreply.github.com>
 2025-06-06 16:13:54 +08:00
QI JUN
ec50684d80
Revert "fix a bug of global cuda graph dummy request" (#4970) 2025-06-06 08:54:45 +08:00
QI JUN
bfa877a22e
Fix: fix autodeploy (#4957) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-05 21:06:55 +08:00
QI JUN
154f7cc40a
fix a bug of global cuda graph dummy request (#4894) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-05 19:47:40 +08:00
Shunkangz
3eae58ca36
Add disaggregated unittest (#4899) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-06-05 19:14:31 +08:00
QI JUN
b8c5e3892b
Revert "fix: build_config in TorchLlmArgs and avoid invalid args" (#4949) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-05 17:43:30 +08:00
Lucas Liebenwein
743fb0a159
[AutoDeploy] _AutoDeployLlmArgs as primary config object (#4891) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-06-05 17:20:55 +08:00
ixlmar
6437756da8
fix: handle OOMs during KV cache estimation (#4690) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-06-05 10:02:26 +02:00
Shiyu Li
b0d287c9b7
[TRTLLM-4647][fix] Fix the no fusion allreduce hanging (#4594) 
Signed-off-by: Shiyu Li <shili@nvidia.com>
 2025-06-04 18:26:13 -07:00
Yuxian Qiu
6b3242654e
fix: Fix broken vanilla moe since FusedMoE refactor. (#4897) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-05 03:56:41 +08:00
Yi Zhang
1fca654bfd
tests: Update gb200 test case (#4754) 
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-06-04 18:49:20 +08:00
ixlmar
2bbb6b5976
chore: introduce KvCacheCreator (#4581) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-06-04 11:03:17 +02:00
Xianjie Qiao
325ccaae3d
Fix trtllm-bench iter_stats and cuda_graph_batch_sizes error errors. (#4827) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
 2025-06-04 16:36:07 +08:00
Zhanrui Sun
35e87b99f3
chore: bump version to 0.21.0rc1 (#4896) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-06-04 14:31:18 +08:00
tomeras91
8d31e16877
[TRTLLM-4923][feat] Paged mamba cache (#4822) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-06-04 09:27:08 +03:00
Omer Ullman Argov
e71de2a13e
chore: Mass integration of release/0.20. (#4871) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Omer Ullman Argov <118735753+omera-nv@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-06-04 14:12:27 +08:00
Yan Chunwei
ac20159d32
fix: build_config in TorchLlmArgs and avoid invalid args (#4600) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-04 13:17:29 +08:00
QI JUN
e2eea80c1d
Chore: refine comments of prepare inputs method of model engine (#4837) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-04 12:14:13 +08:00
Yukun He
5fa6fbd989
feat: Enhance AutoTuner inference path and code readability (#4466) 
Fix AutoTuner warmup request generating.
* The current warmup phase creates one request, which is insufficient for the warmup to cover the max_num_tokens. Revise the warmup phase to a batch of requests to cover the max_num_tokens to eliminate potential fallback cases.
Refactor AutoTuner API and reduce host overhead.

Refine (min, opt, max) values of optimization profile setup for get_valid_tactics to achieve the correct canImplement definition.
* Refine cache key assembly process to reduce host overhead and simplify API.
* Fix lru_cache usage to reduce host overhead.
* Move tuning config initialization as a one-time object in tunable runner to reduce host overhead.

Improve tuning config readability.
* Use dataclass to define tuning config.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-06-04 10:53:11 +08:00
Shi Xiaowei
b13f8c9cba
Fix: NVBug 5302895 (#4835) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-06-04 09:31:39 +08:00
Shunkangz
c835f06371
Refactor the first token response in PD (#4692) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-06-04 09:11:23 +08:00
Mike Iovine
73389d6531
[fix] Fix llama 4 long context (#4809) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-04 07:48:08 +08:00
Nikita Korobov
8043d7a03c
feat: update DeepSeek FP8 TRT-LLM Gen cubins (#4643) 
Signed-off-by: Nikita Korobov <nkorobov@nvidia.com>
 2025-06-03 14:07:54 -07:00
rakib-hasan
d0eb47d33a
[TRTLLM-5053] Refactoring and Unifying the Multimodal input preparation (#4506) 
* refactoring the multimodal input prep

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* adding out-of-tree override option

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* adding exceptional case for llava-next

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* fixing typo

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* addressing review comments, adding placement option, handling tokenizer variations

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

* addressing pytest-asyncio behavior change

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>

---------

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-06-03 12:02:07 -07:00
hlu1
b4ed4b22f3
[Arch] Freeze model_config (#4814) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-04 02:51:35 +08:00
Yan Chunwei
80b4026775
chore: remove request_error ipc in LLM.submit (#4763) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-03 20:55:59 +08:00
pcastonguay
01f29ce38b
[nvbug 5294316] fix: Fix queued request stats (#4714) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-06-03 08:33:08 -04:00
Shunkangz
ae9a6cf24f
feat: Add integration of etcd (#3738) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: BatshevaBlack <132911331+BatshevaBlack@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Batsheva Black <bblack@login-eos01.eos.clusters.nvidia.com>
Co-authored-by: BatshevaBlack <132911331+BatshevaBlack@users.noreply.github.com>
 2025-06-03 20:01:44 +08:00
Enwei Zhu
3fe4a1842a
fix: Register MoeLoadBalancerConfig to serialization.py (#4864) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-03 19:22:36 +08:00
Frank
80f9989a1e
[enhanchment] Add beam width to low latency. (#4812) 
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
 2025-06-03 17:24:55 +08:00
Robin Kobus
3de02582dd
refactor: Separate DecoderState from GptDecoderBatched (#4700) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-06-03 09:42:01 +02:00
Robin Kobus
b9263a8e10
fix: max_num_sequences calculation with overlap scheduling (#4532) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Co-authored-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-06-03 09:31:22 +02:00
hlu1
320195dc0d
[Architecture] Refactor FusedMoE (#4790) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-03 14:02:19 +08:00
Yuxian Qiu
ec796e44e4
feat: add heuristics for checkpoint files prefetching. (#4765) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-03 12:10:37 +08:00
Yan Chunwei
e013c8cbc2
fix [nvbug5256044]: bench hang due to llmapi ipc (#4798) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-03 10:10:53 +08:00
Fanrong Li
380a5d1690
[https://nvbugs/5271281][fix] fix a pd+mtp accuracy issue (#4536) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-03 10:03:34 +08:00
Tian Zheng
9832787050
[feat] Enable NVFP4 output for TRTLLM attention kernels (#4737) 
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
 2025-06-03 10:00:17 +08:00