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51 Commits

Author SHA1 Message Date
Kaiyu Xie
c5ae3272b9
feat: Make benchmark_serving part of the library (#5428) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-06-25 23:13:56 +08:00
Shunkangz
d5354897c0
feat: Dynamically remove servers in PD (#5270) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-06-25 09:50:04 +08:00
Yan Chunwei
9bd42ecf9b
[TRTLLM-5208][BREAKING CHANGE] chore: make pytorch LLM the default (#5312) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-20 03:01:10 +08:00
Yi Zhang
e44f7687af
feat: Add no_kv_cache_reuse option and streaming support for trtllm serve bench (#4971) 
Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-06-18 13:37:31 +08:00
Zheng Duan
4d0a5ad384
chore: gracefully exit disagg process in tests; better startup and logging (#5109) 
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
 2025-06-13 14:03:55 +08:00
Yibin Li
b79eb34bfe
[fix]: Fall back to HMAC to Avoid IPC Serialization Churn (#5074) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-06-13 11:37:50 +08:00
pcastonguay
3a04c9fa7b
chore: Include prompt_token_ids only for context-only disagg requests (#5055) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-06-12 15:00:08 -04:00
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
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
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
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
Pengyun Lin
bac22ff7b5
[feat] support sharegpt downloading in benchmark_serving (#4578) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-30 17:27:53 +08:00
Pengyun Lin
971d16a2ee
[TRTLLM-1658][feat] Enable multiple response in trtllm-serve for TRT backend (#4623) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-28 11:36:44 +08:00
Shunkangz
fd27f89df6
fix: Remove duplicate tokenization in generation server (#4492) 
* Add nvtx

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Add draft change

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Refactor and add support of chat

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

---------

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-05-26 16:43:07 +08:00
coldwaterq
1cf0e672e7
fix: [nvbugs/5066257] serialization improvments (#3869) 
* added a restricted pcikler and depickler in a sepparate serialization function.

Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>

* updated IPC to remove approved classes, removed the serialization function because it didn't work for all objects that made debugging harder, added tests.

Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>

* removed LLM arg and moved class registration to a serialization module function. Also added missing classes to approved list.

Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>

* cleaned up a couple files to reduce conflicts with main.

Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>

* fix unit tests

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* reorder BASE_ZMQ_CLASSES list alphabetically

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* fix tests and move LogitsProcessor registration to base class

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* revert changes to import log of tensorrt_llm._torch.models

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* added comments to explain why BASE_ZMQ_CLASSES has to be passed into spawned child processes

Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>

* fix tests and move LogitsProcessor registration to base class

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* additional comments for multiprocess approved list sync

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

* add dataclass from tests

Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>

---------

Signed-off-by: coldwaterq@users.noreply.github.com <coldwaterq@users.noreply.github.com>
Signed-off-by: coldwaterq <coldwaterq@users.noreply.github.com>
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
Co-authored-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-05-23 13:06:29 +08:00
pcastonguay
d7d455e7ea
[feat][TRTLLM-5018] Dis serving python runtime trt backend (#4243) 
* feat: Enabling dis serving with TRT backend with Python runtime

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing formatting

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing disagg mtp test

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-05-22 22:01:06 -04:00
Kaiyu Xie
2898d268f9
feat: add health_generate route to openai serving (Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/3856) (#4349) 
Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/3856

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Dhruv Singal <dhruvsingalabc@gmail.com>
 2025-05-22 11:46:06 +08:00
Zheng Duan
77a0189554
feat: conditional disaggregation in disagg server (#3974) 2025-05-21 09:57:46 +08:00
Pengyun Lin
039f7e3118
[https://nvbugspro.nvidia.com/bug/5243740][fix] deduce default max_tokens for trtllm-serve (#4265) 
* Deduce default max_tokens for trtllm-serve

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

* Improve executor_config.max_seq_len assignment in TRT workflow

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

* Enhance error message

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

* Add deduced max_tokens test

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

---------

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-19 00:34:40 +08:00
rakib-hasan
49f993d862
Removing the outdated argument (#4408) 
removing the outdated argument

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-05-18 15:52:15 +08:00
Tracin
7b19acfab1
fix: Fix chat template kwargs bug. (#4387) 
* Fix chat template kwargs bug.

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>

* Fix chat template kwargs bug.

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>

* Fix chat template kwargs bug.

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>

---------

Signed-off-by: Tracin <10434017+Tracin@users.noreply.github.com>
 2025-05-16 23:07:46 +08:00
Yechan Kim
c6e2111f4e
feat: enhance trtllm serve multimodal (#3757) 
* feat: enhance trtllm serve multimodal

1. made the load_image and load_video asynchronous
2. add image_encoded input support to be compatible with genai-perf
3. support text-only on multimodal mdoels(currently, Qwen2-VL & Qwen2.5-VL)

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* add test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* fix bandit

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming uils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* trimming for test

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* genai perf command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* command fix

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* refactor chat_utils

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* stress test genai-perf command

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-05-15 16:16:31 -07:00
Zheng Duan
c9e2a963e0
feat: add kv cache aware router (#3831) 
* kv cache aware router

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* add tests

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* router config

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* eviction test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

add test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* eviction detect in worker test

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* move worker tests to single gpu

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* reduce memory fraction

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

* fix partial block

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>

---------

Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
 2025-05-12 07:23:57 -04:00
Yixin Dong
c90ebadd84
feat: Support the Structural Tag in guided decoding (#4066) 
* finish

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* update

Signed-off-by: Ubospica <ubospica@gmail.com>

* fix

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* exc overlap scheduler

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* add test

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

* fix api ref

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>

---------

Signed-off-by: Ubospica <ubospica@gmail.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-12 17:24:50 +08:00
Yuan Tong
5b93273156
feat: adopt new logprob definition in PyTorch flow (#4057) 
feat: align logprob definition of PyTorch flow

Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Erin <14718778+hchings@users.noreply.github.com>
 2025-05-08 20:16:40 +08:00
Pengyun Lin
721f84a0ac
fix: Align default setting & remove unnecessary check for chat and completion (#3888) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-07 14:42:53 +08:00
Kaiyu Xie
52d4302dda
bench: TRTLLM-4936 Port benchmark_serving.py (#4011) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-05-07 09:45:14 +08:00
Erin
cba1793cda
cleanup logprob params (#4039) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-05-07 00:50:16 +08:00
pansicheng
e84dc6b3c7
feat: add deepseek-r1 reasoning parser to trtllm-serve (#3354) 
* add deepseek-r1 reasoning parser

Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>

* fix test

Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>

---------

Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
Co-authored-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-05-06 08:13:04 +08:00
Erin
83f37614ef
feat: Support Top-K logprobs and prompt_logprobs in LLMAPI (#3388) 
* support return logprob in llmapi

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

update and add test

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

stability test

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

* revert removal of old flag

Signed-off-by: Erin Ho <erinh@nvidia.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>

---------

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Erin Ho <erinh@nvidia.com>
 2025-05-01 12:47:14 -04:00
Yechan Kim
5460d18b10
feat: trtllm-serve multimodal support (#3590) 
* feat: trtllm-serve multimodal support

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* remove disable argument

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* remove disable

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* add and separate tests and move the doc

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

* remove block_resue arg from serve.py

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>

---------

Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-04-19 05:01:28 +08:00
pcastonguay
ae5671644a
feat: Disaggregated router class (#3584) 
* Add draft scheduler class

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Refactor the design

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* feat: Introduce router class for disaggregated server

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Add unit tests for router class

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Adding tests for disagg_utils

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing missing import

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing disagg integration tests

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Addressing MR review comments

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

---------

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-04-19 00:34:12 +08:00
Zheng Duan
bce7ea8c38
test: add kv cache event tests for disagg workers (#3602) 2025-04-18 18:30:19 +08:00
Kaiyu Xie
e037d3e99b
chore: Unify Python NVTX call (#3450) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-04-15 23:25:36 +08:00
Shunkangz
ea050084ad
feat: Add support of chat completion in PD (#2985) 
* Add support of chat completion in PD

Add support of include_usage in PD


Reformat


* Remove redundant code

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Refactor code

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Add chat completion test

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

* Refactor code

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>

---------

Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
Co-authored-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-04-11 17:53:28 +08:00
Pengyun Lin
60e02a3684
Use llm.tokenizer in OpenAIServer (#3199) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-04-08 14:55:02 +08:00
Kaiyu Xie
0a4e1d5a55
breaking change: perf: Make ipc_periodically the default responses_handler (#3102) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-04-08 10:36:39 +08:00
pcastonguay
add5e5cd93
feat: Add option to run disaggregated serving without ctx servers,… (#3243) 
* feat: Add option to run disaggregated serving without ctx servers, to benchmark gen only

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

* Fixing comment in sanity check

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-04-07 21:56:03 -04:00
pansicheng
ef1ba468a1
feat: support abort disconnected requests (#3214) 
Signed-off-by: pansicheng <sicheng.pan.chn@gmail.com>
 2025-04-07 16:14:58 +08:00
Yan Chunwei
b21cfcfed1
chore: refactor the LlmArgs with Pydantic and migrate remaining pybinding configs to python (#3025) 
* make LlmArgs Pydantic

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* amending doc

fix api_stability

fix tests

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* restore yaml groups

refine StackTrace

singleton

clean tests

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix trtllm-bench

fix pytorch

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix serve distagg

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

* fix

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-04-05 13:31:48 +08:00
Zheng Duan
35b828ca2d
fix streaming in dist-serving (#3087) 
Signed-off-by: Zheng Duan <200704041+zhengd-nv@users.noreply.github.com>
 2025-04-02 10:08:07 +08:00
Shunkangz
dda7354d1a
Refactor return of first gen token in PD (#2986) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-04-01 12:28:27 +08:00
Kaiyu Xie
2631f21089
Update (#2978) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-03-23 16:39:35 +08:00
Kaiyu Xie
3aa6b11d13
Update TensorRT-LLM (#2936) 
* Update TensorRT-LLM

---------

Co-authored-by: changcui <cuichang147@gmail.com>
 2025-03-18 21:25:19 +08:00
Kaiyu Xie
9b931c0f63
Update TensorRT-LLM (#2873) 2025-03-11 21:13:42 +08:00
Kaiyu Xie
77d7fe1eb2
Update TensorRT-LLM (#2849) 
* Update TensorRT-LLM

---------

Co-authored-by: aotman <chenhangatm@gmail.com>
 2025-03-04 18:44:00 +08:00
Kaiyu Xie
ab5b19e027
Update TensorRT-LLM (#2820) 2025-02-25 21:21:49 +08:00
Kaiyu Xie
2ea17cdad2
Update TensorRT-LLM (#2792) 
* Update TensorRT-LLM

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Co-authored-by: jlee <jungmoolee@clika.io>
 2025-02-18 21:27:39 +08:00
Dan Blanaru
16d2467ea8 Update TensorRT-LLM (#2755) 
* Update TensorRT-LLM

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Co-authored-by: Denis Kayshev <topenkoff@gmail.com>
Co-authored-by: akhoroshev <arthoroshev@gmail.com>
Co-authored-by: Patrick Reiter Horn <patrick.horn@gmail.com>

Update
 2025-02-11 03:01:00 +00:00
Kaiyu Xie
535c9cc673
Update TensorRT-LLM (#2460) 2024-11-19 18:30:34 +08:00