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118 Commits

Author SHA1 Message Date
mpikulski
8298e93bd8
[TRTLLM-8414][chore] BREAKING CHANGE: refine sampling strategy selection (#8132) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-10-08 15:46:50 +02:00
Frida Hou
f6654f26a4
[#5255][autodeploy] Update FuseAllreduceResidualRMSNorm to use pattern matcher utility; remove fuse_collective (#7545) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-05 01:15:46 -07:00
Frida Hou
744246d316
[None][autodeploy] small refactors on attention matching (#8079) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-03 22:00:27 -07:00
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
9d098e3142
[None][feat] AutoDeploy: graph/module inputs with kwargs instead of args (#8137) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-10-03 16:53:42 -07:00
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
Suyog Gupta
d8215241d8
[None][feat] AutoDeploy add autotuning when capturing cudagraphs (#8120) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-10-03 08:33:21 -07:00
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
Grzegorz Kwasniewski
a5b59fd31d
[TRTLLM-6342][bug] Patched incorrect starcoder tp config (#8118) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-10-02 18:41:59 -04:00
Frida Hou
de99e23696
[#5860][feat] Add ModelOPT INT4 awq fake quant support in AutoDeploy (#7770) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-10-01 13:13:45 -07:00
Grzegorz Kwasniewski
6fd225833c
[TRTLLM-6342][bug] Fix shape propagation after TP sharding (#7912) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-10-01 11:15:46 -04:00
Lucas Liebenwein
dcfd3ef81c
[#4593][feat] AutoDeploy: Linear Attention Support (SSM + causal_conv + Bamba + Nemotron-H) (#8068) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-09-29 22:41:06 -04:00
Gal Hubara-Agam
b2095aa074
[#4674][bugfix] AutoDeploy Fix memory leak in fuse_moe (#7844) 
Delete the unstacked weights immediately to save GPU memory, cleanup occurs automatically after the transformation, but for large models we'll run out of memory during the transformation itself.

Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
 2025-09-29 11:01:07 +03:00
Eran Geva
9cea6bfb30
[#7288][feat] Added AutoDeploy backend support to test_perf.py (#7588) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-28 21:21:27 -07:00
Frida Hou
a36b48bcab
[#5860][autodeploy] GPT-OSS MXFP4 support (#7451) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-26 15:36:06 -07:00
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
Lucas Liebenwein
3a96d75a3c
[https://nvbugs/5527956][fix] AutoDeploy: fix IMA due to outdated metadata (#8002) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-25 22:05:55 -07:00
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
Eran Geva
603517f72a
[#7675][feat] CapturedGraph to support max_batch_size > max(cuda_graph_batch_sizes) (#7888) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-24 10:11:44 -04:00
mpikulski
9970345919
[TRTLLM-7728][feat] batched sampling by strategy (supersedes enable_mixed_sampler, cf. TRTLLM-7156) (#7294) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-09-23 16:05:05 -07:00
Pengbo Wang
5792464d37
[None][fix] Read eos_token_id from generation_config for kimi_k2 (#7120) 
Signed-off-by: Pengbo Wang <221450789+pengbowang-nv@users.noreply.github.com>
 2025-09-23 10:47:03 +08:00
yunruis
126cd707e3
[None][opt] Add batch waiting when scheduling (#7416) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-09-23 10:27:37 +08:00
Wanli Jiang
2a30f11d63
[None][chore] Upgrade transformers to 4.56.0 (#7523) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-09-22 22:20:16 +08:00
Grzegorz Kwasniewski
8adaf0bb78
[TRTLLM-6342][feat] Support for partial sharding from factory (#7393) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Signed-off-by: Grzegorz Kwasniewski <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-09-19 09:07:42 -07:00
Lucas Liebenwein
39eb120b96
[#7308] [feat] AutoDeploy: graph-less transformers mode for HF (#7635) 
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: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-09-18 10:44:24 +08:00
Lucas Liebenwein
9befd1a72f
[None][chore] AutoDeploy: neat disablement of transforms in pipeline (#7736) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-09-16 23:31:48 +08:00
xiweny
c076a02b38
[TRTLLM-4629] [feat] Add support of CUDA13 and sm103 devices (#7568) 
Signed-off-by: Xiwen Yu <13230610+VALLIS-NERIA@users.noreply.github.com>
Signed-off-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Signed-off-by: Daniel Stokes <dastokes@nvidia.com>
Signed-off-by: Zhanrui Sun <zhanruis@nvidia.com>
Signed-off-by: Xiwen Yu <xiweny@nvidia.com>
Signed-off-by: Jiagan Cheng <jiaganc@nvidia.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Bo Deng <deemod@nvidia.com>
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: xiweny <13230610+VALLIS-NERIA@users.noreply.github.com>
Co-authored-by: Tian Zheng <29906817+Tom-Zheng@users.noreply.github.com>
Co-authored-by: Daniel Stokes <dastokes@nvidia.com>
Co-authored-by: Zhanrui Sun <zhanruis@nvidia.com>
Co-authored-by: Jiagan Cheng <jiaganc@nvidia.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Bo Deng <deemod@nvidia.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-09-16 09:56:18 +08:00
Frida Hou
bbb5ae3349
[#5861][autodeploy] Refactor: Quantization Transforms with Inheritance (#7227) 
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-10 13:00:06 +08:00
William Zhang
c53d1814a7
[None][feat] Extend VLM factory and add Mistral3 factory (#7583) 
This commit:

* extends existing factory interfaces to enable Mistral3 in AutoDeploy.
* adds a Mistral3 VLM factory.
* adds various model patches for pixtral (the vision model) and mistral3
  to make the VLM export compliant.
* adjusts checkpoint loading code to take possible parameter name
  conversions into account.
* fixes a sampling bug (the `end_id` needs to be take into account when
  sampling, but it is not included in the stop words' token IDs).

Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-09-09 02:47:18 -04:00
Eran Geva
5f2a42b3df
[TRTLLM-6142][feat] AutoDeploy: set torch recompile_limit based on cuda_graph_batch_sizes and refactored (#7219) 
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-09-08 08:45:58 -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
Grzegorz Kwasniewski
3755f8ab7d
[TRTLLM-6342][fix] Fixed triggering BMM sharding (#7389) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-09-04 02:01:27 -04:00
Frida Hou
51a2b8729e
[#7222][autodeploy] Separate run_shape_prop as another graph utility (#7313) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-09-03 19:32:50 -04:00
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
Fridah-nv
0f947c64cb
[None][doc] Update autodeploy README.md, deprecate lm_eval in examples folder (#7233) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-26 10:47:57 -07:00
Grzegorz Kwasniewski
2101d46d68
[TRTLLM-6342][feat] TP Sharding read from the model config (#6972) 
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-25 15:41:27 -07:00
Lucas Liebenwein
97d550b4ba
[None] [AutoDeploy] canonicalize_graph before shape prop for consistent state_dict (#7223) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-08-25 16:59:57 -04:00
ajrasane
068056677f
[None][chore] Enable auto deploy accuracy test in CI (#7179) 
Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-24 08:42:30 -07:00
Suyog Gupta
e3de5758a3
[#7136][feat] trtllm-serve + autodeploy integration (#7141) 
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-22 08:30:53 -07:00
Fridah-nv
e18dacc931
[#4403][refactor] Move fusion, kvcache, and compile to modular inference optimizer (#7057) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-08-21 10:30:36 -07:00
Fridah-nv
647a52698a
[https://nvbugs/5443039][fix] Fix AutoDeploy pattern matcher for torch 2.8 (#7076) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-21 01:14:51 -04:00
Fridah-nv
c02592d051
[None][autodeploy] Add group attention pattern for solar-pro-preview (#7054) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-08-19 18:57:09 -04:00
Shunkangz
54ec2c1af1
[None][opt] Add batch wait timeout in fetching requests (#6923) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.co>
 2025-08-19 03:50:08 -04:00
ajrasane
4162d2d746
[None][test] Add accuracy evaluation for AutoDeploy (#6764) 
Signed-off-by: ajrasane <131806219+ajrasane@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-15 13:46:09 -04:00
nvchenghaoz
81f0ded1c4
[None][feat] Add GPT OSS support for AutoDeploy (#6641) 
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
 2025-08-12 14:03:22 -04:00
Fridah-nv
0dc4b4e699
[#4403][autodeploy] Refactor: Move more transformations to new inf optimizer, Add quantization_source to factory interface (#6760) 
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
 2025-08-11 22:02:46 -07:00
Gal Hubara-Agam
3c5aec19c2
[#5048][enhance] AutoDeploy: Optimize prepare_inputs (#6634) 
Optimize prepare_inputs routine in AutoDeploy, as part of the effort to reduce the performance gap compared to the default backend.
This PR includes two major fixes, and some other minor tweaks:
1. Avoid back and forth data copies
2. Optimize position ids update by separating the implementation for generation mode and context mode.

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-08-10 13:55:04 +03:00
hlu1
8207d5fd39
[None] [feat] Add model gpt-oss (#6645) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-08-07 03:04:18 -04:00
yunruis
3ff4f503ad
[None][opt] ADP schedule balance optimization (#6061) 
Signed-off-by: yunruis <205571022+yunruis@users.noreply.github.com>
 2025-08-06 09:38:02 +08:00
Lucas Liebenwein
5247df6ae2
[AutoDeploy] merge feat/ad-2025-07-22 (#6520) 
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Gal Agam <ghubaraagam@cw-dfw-cs-001-login-01.cm.cluster>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: haoguo <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
Signed-off-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Co-authored-by: Gal Agam <ghubaraagam@cw-dfw-h100-004-328-012.cm.cluster>
Co-authored-by: h-guo18 <67671475+h-guo18@users.noreply.github.com>
Co-authored-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Eran Geva <19514940+MrGeva@users.noreply.github.com>
 2025-08-01 08:51:08 -07:00