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68 Commits

Author SHA1 Message Date
Tailing Yuan
b11ee868c5
[https://nvbugs/5495789][feat] Optionally disable server GC and worker GC (#7995) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
 2025-09-26 21:39:24 +08:00
Yan Chunwei
3ba19b6ff1
[https://nvbugs/5532023][fix] executor with-statement bug (#7895) 
Signed-off-by: chunweiy <chunweiy@nvidia.com>
 2025-09-23 02:05:39 -07:00
Yan Chunwei
4509d97780
[TRTLLM-8188][chore] refactor GenerationExecutorWorker with WorkerBase for better code reusing (#7840) 
Signed-off-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
 2025-09-20 06:24:22 -07:00
Liao Lanyu
18095a7cb8
[https://nvbugs/5503440][fix] Fix potential hang due to wrong type of ZMQ socket and protocol for worker_init_status_queue (#7646) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-09-19 18:13:33 +08:00
Yuxian Qiu
d6ebcf7c4a
[TRTLLM-6994][feat] FP8 Context MLA integration (Cherry-pick https://github.com/NVIDIA/TensorRT-LLM/pull/6059 from release/1.1.0rc2) (#7610) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-09-19 09:40:49 +08:00
Zheng Duan
24fc1f9acf
[None][fix] using arrival time in llmapi when creating LlmRequest in pytorch workflow (#7553) 
Signed-off-by: zhengd-nv <200704041+zhengd-nv@users.noreply.github.com>
 2025-09-15 07:26:01 -04:00
Chang Liu
23500b55c3
[TRTLLM-7398][feat] Support KV cache salting for secure KV cache reuse (#7106) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-06 17:58:32 -04:00
Lucas Liebenwein
74105a45d9
[#6120][feat] AutoDeploy: flexible args for sequence interface + AD multi-modal input processor + llama4 VLM example (#7221) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-05 22:10:48 -04:00
Leslie Fang
bd9ba97d89
[None][chore] Remove two unused parameters in create_py_executor (#7458) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-04 07:31:31 +08:00
Leslie Fang
e81c50dbd2
[None][chore] Use llm args in create_py_executor (#7239) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-09-01 16:27:55 -07:00
Richard Huo
ce580ce4f5
[None][feat] KV Cache Connector API (#7228) 
Signed-off-by: jthomson04 <jwillthomson19@gmail.com>
Signed-off-by: richardhuo-nv <rihuo@nvidia.com>
Co-authored-by: jthomson04 <jwillthomson19@gmail.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Sharan Chetlur <116769508+schetlur-nv@users.noreply.github.com>
 2025-08-28 23:09:27 -04:00
Pengyun Lin
c1e7fb9042
[TRTLLM-7207][feat] Chat completions API for gpt-oss (#7261) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-28 10:22:06 +08:00
Leslie Fang
20922b7d1f
[None][chore] Create PyExecutor from TorchLlmArgs Part 1 (#7105) 
Signed-off-by: leslie-fang25 <leslief@nvidia.com>
 2025-08-26 10:42:01 +08:00
dominicshanshan
6f245ec78b
[None][chore] Mass integration of release/1.0 (#6864) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: qqiao <qqiao@nvidia.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: raayandhar <rdhar@nvidia.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Guoming Zhang <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: Emma Qiao <qqiao@nvidia.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: 2ez4bz <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Raayan Dhar <58057652+raayandhar@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-08-22 09:25:15 +08:00
Yan Chunwei
0132c1db84
[https://nvbugs/5427043][fix] request length exceeds max_num_tokens (#6821) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-08-14 13:31:12 +08:00
rakib-hasan
7ab8112450
[None][fix] Refactoring to avoid circular import when importing torch models (#6720) 
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-08-11 18:00:42 -04:00
Yechan Kim
60073a7ad9
[None][feat] Support SharedTensor on MultimodalParams (#6254) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-10 17:48:24 -07:00
Ye Zhang
bcf5ec0c9a
[None][feat] Core Metrics Implementation (#5785) 
Signed-off-by: Ye Zhang <zhysishu@gmail.com>
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-09 02:48:53 -04:00
amitz-nv
85af62184b
[TRTLLM-6683][feat] Support LoRA reload CPU cache evicted adapter (#6510) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-08-07 09:05:36 +03:00
ixlmar
1ebceb790d
[TRTLLM-5508][feat] check input tokens + improve error handling (#5170) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-08-05 18:27:43 +01:00
Shunkangz
67a3fd858b
[None][feat] Add support of scheduling attention dp request (#6246) 
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>
Co-authored-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-08-01 20:38:01 -04:00
Chang Liu
b4065d8ca6
[TRTLLM-6654][feat] Add support for external multimodal embeddings (#6263) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-07-30 10:00:15 -04:00
Venky
9538c8d0e5
Add basic Nemo Ckpt Lora Loading in pytorch flow (#6019) 2025-07-22 19:42:45 -07:00
amitz-nv
98428f330e
[TRTLLM-5826][feat] Support pytorch LoRA adapter eviction (#5616) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-07-20 08:00:14 +03:00
Chuang Zhu
44c70c88f9
chore:[BREAKING CHANGE] use cacheTransceiverConfig as knobs for disagg service (#5234) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-07-17 17:42:07 +08:00
shaharmor98
e0836f9ca9
[TRTLLM-5493] Add core infrastructure to enable loading of custom checkpoint formats (#5372) 
Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-07-17 00:50:30 +08:00
Yechan Kim
5bc3a15f10
feat: add MultimodalParams & putting all multimodal params into it and refactor HyperCLOVAX & Qwen2/2.5-VL (#5522) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-07 18:03:12 -07:00
amitz-nv
e0bb123ae7
[TRTLLM-5921][feat] Prevent serialization of entire LoRA adapters in each request (#5080) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-06-26 08:15:06 +03:00
QI JUN
d93a5e04b5
Chore: remove unused variables (#5314) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-24 22:27:32 +08:00
Yilin Fan
dd29063538
[feat] Add llm args to tune python gc threshold (#5141) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-06-16 17:45:22 +08:00
Kaiyu Xie
dce1dcc4f9
feat: Support post_proc for bench (#5122) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-06-15 13:02:38 +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
Yuxian Qiu
08dc369a4d
fix: pytorch_backend_config is deprecated in update_llm_args_with_extra_dict. (#4890) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-06-10 18:40:29 +08:00
Chang Liu
f70815c945
[TRTLLM-5007][feat] Add multimodal hashing support (image hashing) (#4145) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-06-10 01:59:56 +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
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
Yuxian Qiu
a02df6aa4b
fix: re-enable tp/pp for quickstart_advanced.py. (#4766) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-31 19:13:46 +08:00
Yan Chunwei
ac17142495
chore: rename ExecutorBindingsWorker/Proxy (#4716) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-29 10:32:35 +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
Yan Chunwei
4798d088d9
chore: Partition LlmArgs into TorchLlmArgs and TrtLlmArgs (#3823) 
* partition LlmArgs

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

* update backend

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

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-22 09:40:56 +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
Kaiyu Xie
b4e5df0ee0
Breaking change: perf: Enable scheduling overlap by default (#4174) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-15 14:27:36 +08:00
pcastonguay
9643be5f20
[TRTLLM-5050][feat] Enable per-request stats with PyT backend (#4156) 
* feat: Add per-request stats support with PyT backend

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

* Adding unit test

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

* Fixing stats unit test

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

* Fixing test with overlap

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

---------

Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-05-12 21:35:15 -04:00
Yan Chunwei
0c26059703
chore: Cleanup deprecated APIs from LLM-API (part 1/2) (#3732) 
* beam_width and max_new_token

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

* remove beam_width

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

* remove min_length

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

* remove return_num_sequences

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

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

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

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

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

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

---------

Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-07 13:20:25 +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
Erin
8fe7bdeacf
feat: LogitsProcessor in PyTorch backend (#3145) 
* support lp in pytorch backend

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

* fix tp

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

---------

Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-05-01 14:15:30 -07:00
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
Kate Cheng
7dbe618683
feat: Add multimodal embedding field in LlmRequest (#3855) 
* Add a new param to LlmRequest and Request to natively support mm

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* update comment

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Update tests to match the new LlmRequest constructor parameters

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Modify unitTest and modify mm_embeding's dict name in llama4

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix based on comments

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix comment

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Fix LlmRequest initialization in kvCacheManagerTest

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Clean up code for promt_tuning_config

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

* Clean up prompt_tuning_config in GenerationRequest

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>

---------

Signed-off-by: Kate Cheng <yunhsuanc@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-01 12:23:30 +08:00
Yuan Tong
57944206ba
feat: return logits in PyTorch flow (#3221) 
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-04-24 16:56:03 -07:00