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534 Commits

Author SHA1 Message Date
Shi Xiaowei
fe7dda834d
[TRTLLM-7030][fix] Refactor the example doc of dist-serving (#6766) 
Signed-off-by: Shixiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-08-13 17:39:27 +08:00
Aurelien Chartier
2e0081b53e
[#6530][fix] Fix script when using calibration tensors from modelopt (#6803) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-08-12 20:41:10 -07:00
Kaiyu Xie
47806f09d9
feat: Support custom repo_dir for SLURM script (#6546) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: xxi <xxi@nvidia.com>
 2025-08-12 22:06:59 -04:00
rakib-hasan
2923eb88a1
[None][fix] Refactoring input prep to allow out-of-tree models (#6497) 
Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-08-12 20:29:10 -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
Chang Liu
be9dd4713c
[https://nvbugs/5385987][fix] Fix Qwen2 quantization issue by pinning transformers version (#6673) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-08-11 17:16:49 -07:00
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
Liao Lanyu
a2e9153cb0
[None][doc] Add K2 tool calling examples (#6667) 
Signed-off-by: Lanyu Liao <lancelly@users.noreply.github.com>
Co-authored-by: Lanyu Liao <lancelly@users.noreply.github.com>
 2025-08-11 16:25:41 +08:00
Yibin Li
97787883c3
[TRTLLM-6420][feat] add support for Eclairv2 model - cherry-pick changes and minor fix (#6493) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-08-08 21:40:48 -04:00
Daniel Cámpora
efca359b66
[TRTLLM-6785][feat] BREAKING CHANGE Enable TRTLLM sampler by default (#6216) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-08-07 22:19:37 -04:00
Guoming Zhang
0223de0727
[None][doc] Add deployment guide section for VDR task (#6669) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-07 10:30:47 -04:00
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
Yiqing Yan
5fa1914cab
[None][chore] Bump version to 1.1.0rc0 (#6651) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-07 13:39:49 +08:00
Guoming Zhang
f7f46a5017
doc: remove the outdated features which marked as Experimental (#5995) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-08-06 22:01:42 -04:00
Yibin Li
2a946859a7
[None][fix] Upgrade dependencies version to avoid security vulnerability (#6506) 
Signed-off-by: Yibin Li <109242046+yibinl-nvidia@users.noreply.github.com>
 2025-08-06 14:21:03 -07:00
chenfeiz0326
a16ba6445c
[None][doc] Create deployment guide for Llama4 Scout FP8 and NVFP4 (#6550) 
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-08-06 22:15:24 +08:00
Yuxian Qiu
3a71ddfe09
[TRTLLM-6859][doc] Add DeepSeek R1 deployment guide. (#6579) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-06 22:13:54 +08:00
Pengyun Lin
79fc2f48c0
[None][chore] Enhance trtllm-serve example test (#6604) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-06 20:30:35 +08:00
jiahanc
3170039e36
[None][doc] Add llama4 hybrid guide (#6640) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-08-06 01:25:38 -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
Olya Kozlova
13cc1c4878
[TRTLLM-5271][feat] best_of/n for pytorch workflow (#5997) 
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
 2025-08-04 14:08:06 +02:00
Yiqing Yan
3916dbd98b
[None][chore] Bump version to 1.0.0rc6 (#6597) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-08-04 04:39:15 -04:00
Pengyun Lin
a15e33351d
[None][fix] Revert commit 48ddc3d & add test for disagg server with different max_num_tokens (#6259) 
Signed-off-by: Pengyun Lin <81065165+LinPoly@users.noreply.github.com>
 2025-08-04 15:09:51 +08:00
Kaiyu Xie
aee35e2dbd
chore: Make example SLURM scripts more parameterized (#6511) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-08-01 12:53:15 +08:00
Zongfei Jing
7bb0a78631
Deepseek R1 FP8 Support on Blackwell (#6486) 
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-08-01 10:26:28 +08:00
Simeng Liu
8cf3faa26a
[feat] Auto-enable ngram with concurrency <= 32. (#6232) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Mike Iovine <miovine@nvidia.com>
Signed-off-by: Mike Iovine <mike.iovine7@gmail.com>
Co-authored-by: Mike Iovine <miovine@nvidia.com>
Co-authored-by: Mike Iovine <mike.iovine7@gmail.com>
 2025-07-31 18:45:51 -04:00
amitz-nv
1ee7a08d2b
[5830][feat] Improve LoRA cache memory control (#6220) 
Signed-off-by: Amit Zuker <203509407+amitz-nv@users.noreply.github.com>
 2025-07-31 09:26:38 +03:00
bhsueh_NV
ae3a5fc918
[doc][ci][Qwen3][nvbugs 5374145] Add Qwen3 235B eagle3 CI (#6477) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-07-31 09:37:23 +08:00
nv-guomingz
03e38c9087
chore: update trtllm-serve usage doc by removing backend parameter when it use torch as backend. (#6419) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-30 11:11:06 -04:00
nv-guomingz
a5540acfce
chore: add trtllm-serve json schema example into doc. (#6418) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-30 04:33:08 -04:00
Yechan Kim
d6eb8e2366
fix: support mixture of text & multimodal prompts (#6345) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-30 08:52:31 +08:00
nv-guomingz
7231134996
doc: remove backend parameter for trtllm-bench when backend is set to… (#6428) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-29 11:01:21 -04:00
Kaiyu Xie
e58afa510e
doc: Add README for wide EP (#6356) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-29 00:36:12 -04:00
Liana Koleva
96d004d800
doc: fix invalid link in llama 4 example documentation (#6340) 
Signed-off-by: Liana Koleva <43767763+lianakoleva@users.noreply.github.com>
 2025-07-26 11:27:10 -04:00
Michal Guzek
08d57123f9
[nvbug/5374773] chore: Add a runtime flag to enable fail fast when attn window is too large to fit at least one sequence in KV cache (#5974) 
Signed-off-by: moraxu <mguzek@nvidia.com>
 2025-07-25 18:10:40 -04:00
Simeng Liu
7bff341553
[doc] Add NGram tech blog (#6311) 
Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-07-25 10:26:33 -07:00
nv-guomingz
31d3eff24b
doc: fix invalid links related with llm api example (#6317) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-24 00:46:51 -04:00
Yechan Kim
83c3ed128b
chore: set default device to cpu on Multimodal models (#5994) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-22 21:45:31 -07:00
Kaiyu Xie
f08286c679
doc: Refactor documents and examples of disaggregated serving and wide ep (#6054) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-23 09:20:57 +08:00
Lucas Liebenwein
41fb8aa8b1
[AutoDeploy] merge feat/ad-2025-07-07 (#6196) 
Signed-off-by: Gal Hubara Agam <96368689+galagam@users.noreply.github.com>
Signed-off-by: Neta Zmora <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: nvchenghaoz <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: greg-kwasniewski1 <213329731+greg-kwasniewski1@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Gal Hubara-Agam <96368689+galagam@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.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: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Grzegorz Kwasniewski <213329731+greg-kwasniewski1@users.noreply.github.com>
 2025-07-23 05:11:04 +08:00
Yiqing Yan
3e18ee5fe1
chore: bump version to 1.0.0rc5 (#6252) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-07-22 16:24:28 +08:00
Mike Iovine
9645814bdf
[chore] Clean up quickstart_advanced.py (#6021) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-07-21 15:00:59 -04:00
Linda
3efad2e58c
feat: nanobind bindings (#6185) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-07-21 08:56:57 +01:00
nv-guomingz
b4c7e8c9a5
doc: remove cuda_graph_config: {} from doc since cuda_graph enabled b… (#6150) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-21 10:49:29 +08:00
bhsueh_NV
2e14c8f443
[Fix][Chore][Qwen3] fix bug of using fp4 on sm120 (#6065) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-07-20 10:25:25 +08:00
wili
82d3587bb8
[refactor] Unify name of NGram speculative decoding (#5937) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-07-19 12:59:57 +08:00
Zhenhuan Chen
992b273045
[https://nvbugs/5387375] fix(scaffolding): fix scaffolding aime test in test_e2e (#6140) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-07-18 10:34:37 +08:00
Iman Tabrizian
b75e53ab69
Revert "feat: nanobind bindings (#5961)" (#6160) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-07-18 10:12:54 +08:00
Linda
5bff317abf
feat: nanobind bindings (#5961) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-07-17 22:42:52 +08:00
Enwei Zhu
21efb50068
[TRTLLM-6406] feat: Enable guided decoding with overlap scheduler (#6000) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-07-17 17:46:10 +08:00
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
Wanli Jiang
2d2b8bae32
feat: TRTLLM-5574 Add phi-4-multimodal pytorch-backend support (#5644) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-07-17 06:30:58 +08:00
Yan Chunwei
a02606a9e2
[TRTLLM-5530][BREAKING CHANGE] refactor: unify KvCacheConfig in LLM class for pytorch backend (#5752) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-16 16:42:59 +08:00
Yiqing Yan
e51c541617
chore: Bump version to 1.0.0rc4 (#6086) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-07-16 13:02:23 +08:00
Xiaodong (Vincent) Huang
0523f77b36
support TRTLLM_DEEP_EP_TOKEN_LIMIT to allow run deep-ep on memory-con… (#5684) 
Signed-off-by: Vincent Huang <vincenth@nvidia.com>
 2025-07-15 18:34:21 +03:00
nv-guomingz
4e4d18826f
chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie… (#6003) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-15 15:50:03 +09:00
jiahanc
24dfd4cd0b
Doc: Update llama-3.3-70B guide (#6028) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-07-15 11:37:26 +09:00
Yechan Kim
2320f12321
doc: update EXAONE 4.0 news (#6034) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-15 10:26:51 +09:00
Yechan Kim
63139fdcff
feat: EXAONE4.0 support (#5696) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-07-14 22:28:10 +09:00
Zhanrui Sun
3a0ef73414
infra: [TRTLLM-6242] install cuda-toolkit to fix sanity check (#5709) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-07-14 18:52:13 +09:00
Yan Chunwei
9c673e9707
[TRTLLM-6160] chore: add sampling examples for pytorch (#5951) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-14 15:28:32 +09:00
Yan Chunwei
c30eead09f
[TRTLLM-6164][TRTLLM-6165] chore: add runtime example for pytorch (#5956) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-14 14:09:39 +08:00
Xianjie Qiao
c7ffadf692
Fix errors in wide-ep scripts (#5992) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-07-14 14:07:27 +09:00
Shi Xiaowei
49359574c1
[TRTLLM-5673] Doc: ensure the disagg doc is up to date (#5938) 2025-07-11 17:39:05 +09:00
William Tambellini
fbb4cc7379
[TRTLLM-4770][feat] Enhance cpp executor cmake to listen to ENABLE_MU… (#5104) 
...LTI_DEVICE

Signed-off-by: William Tambellini <wtambellini@sdl.com>
 2025-07-11 10:59:44 +08:00
Iman Tabrizian
c32c9e2fad
doc: Add instructions for running gemma in disaggregated serving (#5922) 
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
 2025-07-10 10:21:19 -07:00
wili
2e3cf42e03
[refactor] Simplification of Speculative decoding configs (#5639) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-07-10 11:37:30 -04:00
Yan Chunwei
07f6da763d
[TRTLLM-5530] chore: rename LLM.autotuner_enabled to enable_autotuner (#5876) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-10 11:31:35 +08:00
Erin
e277766f0d
chores: merge examples for v1.0 doc (#5736) 
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-07-08 21:00:42 -07:00
jiahanc
c24eb67054
Doc: fix link in llama4 Maverick example (#5864) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-07-09 11:09:58 +09:00
jiahanc
607bf4c395
Doc: Add llama4 Maverick eagle3 and max-throughput and low_latency benchmark guide (#5810) 
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
 2025-07-09 10:10:02 +09:00
Yan Chunwei
e50d95c40d
chore [TRTLLM-6161]: add LLM speculative decoding example (#5706) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-07-09 07:33:11 +08:00
Yiqing Yan
5203a0f6df
chore: bump version to 1.0.0rc3 (#5819) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-07-08 16:04:40 +09:00
Zhenhuan Chen
dee6644ed9
feat(scaffolding): add streaming scaffolding_llm.generate_async support (#5345) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-07-08 15:08:40 +09:00
nv-guomingz
0be41b6524
Revert "chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie…" (#5818) 2025-07-08 13:15:30 +09:00
nv-guomingz
5a8173c121
chore: [Breaking Change] Rename cuda_graph_config padding_enabled fie… (#5795) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-08 08:52:36 +08:00
DylanChen-NV
5ca2b9bb15
[TRTLLM-5812][feat] support FP8 row-wise dense GEMM in torch flow (#5615) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-07-07 18:04:57 +08:00
bhsueh_NV
85e934a7fe
[Doc] update the document of qwen3 and cuda_graph usage (#5703) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-07-07 09:44:25 +08:00
Xianjie Qiao
b1976c2add
Add wide-ep benchmarking scripts (#5760) 
Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
Signed-off-by: Xianjie Qiao <5410381+qiaoxj07@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-07-05 19:29:39 +08:00
Stefan Niebler
d1112aac37
[TRTLLM-3442] feat: added beam search support to the PyTorch Workflow (#5333) 
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
 2025-07-05 01:35:13 +09:00
nv-guomingz
c434147366
chore: update doc by replacing use_cuda_graph with cuda_graph_config (#5680) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-07-04 15:39:15 +09:00
Linda
94f0252b46 Doc: Update invalid hugging face URLs (#5683) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2025-07-04 13:14:13 +08:00
Lucas Liebenwein
24ac9b5f69
[AutoDeploy] merge feat/ad-2025-06-29 (#5737) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Neta Zmora <nzmora@nvidia.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
 2025-07-04 10:21:18 +09:00
Yiqing Yan
3c9dd5cd66
chore: bump version to 1.0.0rc2 (#5645) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-07-03 12:35:28 +08:00
Shunkangz
3e75320fe8
Add pd dynamic scaling readme (#5540) 
Signed-off-by: Shunkang <182541032+Shunkangz@users.noreply.github.com>
 2025-07-02 02:18:51 -04:00
Yan Chunwei
a5eff139f1
[TRTLLM-5277] chore: refine llmapi examples for 1.0 (part1) (#5431) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Co-authored-by: Erin Ho <14718778+hchings@users.noreply.github.com>
 2025-07-01 19:06:41 +08:00
nv-guomingz
6e48ac25a6
chore: remove cuda_graph_ prefix from cuda_graph_config filed members. (#5585) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-30 12:23:14 -04:00
dongjiyingdjy
852b79053d
feat : support duplicate_kv_weight for qwen3 blockwise scale (#5459) 
Signed-off-by: Jiying Dong <87510204+dongjiyingdjy@users.noreply.github.com>
 2025-06-30 11:49:22 +08:00
nv-guomingz
578430e64c
[TRTLLM-5530][BREAKING CHANGE]: enhance the llm args pytorch config part 1(cuda_graph_config) (#5014) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-30 11:05:40 +08:00
Talor Abramovich
70e34a3291
[TRTLLM-5831][feat] Add LoRA support for pytorch backend in trtllm-serve (#5376) 
Signed-off-by: Talor Abramovich <talora@nvidia.com>
 2025-06-29 12:46:30 +00:00
Lucas Liebenwein
619709fc33
[AutoDeploy] merge feat/ad-2025-06-13 (#5556) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-06-29 03:52:14 +08:00
Darragh Hanley
5437075def
ReDrafter support for Qwen (#4875) 
Signed-off-by: darraghdog <darragh.hanley@gmail.com>
Signed-off-by: Darragh Hanley <darragh.hanley@gmail.com>
Co-authored-by: rakib-hasan <rhasan@nvidia.com>
 2025-06-28 02:33:10 +08:00
wili
56cdfe5c6c
[TRTLLM-5000][feat] NGrams V2 (#4569) 
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-06-27 23:00:17 +08:00
jmydurant
8836990bde
[TRTLLM-3602][feat] support nvfp4 model and fp8 kv cache for MLA chunked prefill (Blackwell) (#5475) 
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-06-26 22:18:08 +08:00
QI JUN
3a2c4ca77b
chore: split _build_model method for TorchLlm and TrtLlm (#5418) 
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
Signed-off-by: junq <22017000+QiJune@users.noreply.github.com>
 2025-06-26 04:32:46 +08:00
Yiqing Yan
f3cfe86dd1
chore: bump version to 1.0.0rc1 (#5460) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-06-25 16:21:34 +08:00
Enwei Zhu
fc7a81ceb0
test: Add LLGuidance test and refine guided decoding (#5348) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-25 14:12:56 +08:00
Enwei Zhu
76da7fed86
fix (NvBug 5354925): Fix static EPLB (#5411) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-25 13:14:40 +08:00
Fanrong Li
ebadc13086
[doc] update mtp documents (#5387) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-21 16:05:52 +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
Yiqing Yan
dedce8ab0e
chore: bump version to 1.0.0rc0 (#5326) 
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
 2025-06-19 12:02:28 +08:00
nv-guomingz
6a388b105a
chore: remove torch_compile prefix for TorchCompileConfig field members (#5261) 
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
 2025-06-19 09:21:51 +08:00
Zhanrui Sun
516bd4dc05
chore: bump version to 0.21.0rc3 (#5309) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-06-18 15:59:53 +08:00
amirkl94
8451a87742
chore: Mass integration of release/0.20 (#5082) 
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Erin Ho <14718778+hchings@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Erin <14718778+hchings@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Yanchao Lu <yanchaol@nvidia.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-06-17 14:32:02 +03:00
bhsueh_NV
6a6b9d2594
doc: add document of benchmarking for Qwen3 (#5158) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-06-17 16:18:55 +08:00
Izzy Putterman
e607768e45
Speculation: Draft Target in new FW (#4558) 
Signed-off-by: Izzy Putterman <iputterman@nvidia.com>
 2025-06-17 02:26:08 +08:00
Yan Chunwei
c84e41fd9d
fix: build_config in TorchLlmArgs and avoid arbitrary args (#4972) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-06-15 17:51:56 -07:00
Aurelien Chartier
1389f5a4d3
feat: Add support for fp8 rowwise quantization (#4876) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
Co-authored-by: aikitoria <151776613+aikitoria@users.noreply.github.com>
 2025-06-14 06:37:48 -07:00
Daniel Cámpora
dec326ba7d
[fix] Reenable test return logits (#5160) 
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
 2025-06-13 06:07:22 +02:00
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
Fanrong Li
38a907aaca
[TRTLLM-5278][feat] Add attention dp support to MTP relaxed acceptance (#5119) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-13 08:58:44 +08:00
HuiGao-NV
43192379af
Use backend to replace macro to control enablement of MNNVL all reduce (#4635) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-06-12 11:22:49 +08:00
Zhanrui Sun
e2863a3159
chore: bump version to 0.21.0rc2 (#5112) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-06-11 15:08:14 +08:00
Enwei Zhu
00991d1520
chore: Merge remaining changes from feat/large-ep branch to main (#5039) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
Co-authored-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: Jun Yang <143764042+juney-nvidia@users.noreply.github.com>
 2025-06-11 13:47:43 +08:00
Lucas Liebenwein
7ddc4d6282
[AutoDeploy] Merge Feature Branch Week 3 (#5054) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
 2025-06-11 00:20:43 +08:00
pcastonguay
6d4d179cac
[TRTLLM-5518] doc: Adding disaggregated serving section to models doc (#4877) 
Signed-off-by: Patrice Castonguay <55748270+pcastonguay@users.noreply.github.com>
 2025-06-09 17:19:02 -04:00
Chuang Zhu
947571c311
Fix buffer count (#5007) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-06-09 14:01:13 +08:00
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
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
QI JUN
ec50684d80
Revert "fix a bug of global cuda graph dummy request" (#4970) 2025-06-06 08:54:45 +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
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
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
Joosung Yoon
4954780649
Fix: draft target README and set exclude_input_in_output to False (#4882) 
Signed-off-by: Joosung Yoon <joosungy@nvidia.com>
 2025-06-03 23:45:02 -07:00
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
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
Rashid Kaleem
19786a7961
[Doc] Fix readme for disaggregated serving (#4846) 
Signed-off-by: Rashid K <rkaleem@nvidia.com>
Signed-off-by: Rashid Kaleem <rkaleem@nvidia.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
 2025-06-03 11:45:26 -04:00
WeiHaocheng
7ce1e1311f
[TRTLLM-5340] fix: remove the accuracy assert on run_majority_vote_aime24.py (#4784) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-06-03 10:41:03 +08:00
Yanchao Lu
8166649d03
[Infra] - Minor clean-up and test Ubuntu mirrors (#4829) 
Signed-off-by: Yanchao Lu <yanchaol@nvidia.com>
Signed-off-by: QI JUN <22017000+QiJune@users.noreply.github.com>
Co-authored-by: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-06-02 20:18:20 +08:00
Enwei Zhu
5b4852b7b5
feat: large-scale EP(part 5: Static EP load balancer with offline statistics) (#4695) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-02 01:25:02 +08:00
Lucas Liebenwein
491a09b0c6
[AutoDeploy] Increased Model Coverage Mass Migration Week 2 (#4817) 
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: sugunav14 <178320438+sugunav14@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
 2025-06-01 14:40:29 +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
Mike Iovine
2d61174a9b
[feat] Support RULER + chunked prefill in lm-eval-harness (#4592) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-05-30 04:14:00 +08:00
Jhao-Ting Chen
fcadce9f8d
[fix] Eagle-2 LLMAPI pybind argument fix. (#3967) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-29 12:23:25 -07:00
Yan Chunwei
5506f60037
chore [BREAKING CHANGE]: Flatten PyTorchConfig knobs into TorchLlmArgs (#4603) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-28 18:43:04 +08:00
amirkl94
fbec0c3552
Release 0.20 to main (#4577) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Signed-off-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Signed-off-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Venky <23023424+venkywonka@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stefan Niebler <82932102+stnie@users.noreply.github.com>
Signed-off-by: Simeng Liu <simengl@nvidia.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
Co-authored-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Martin Marciniszyn Mehringer <11665257+MartinMarciniszyn@users.noreply.github.com>
Co-authored-by: Yuan Tong <13075180+tongyuantongyu@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: Venky <23023424+venkywonka@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: stnie <82932102+stnie@users.noreply.github.com>
Co-authored-by: Simeng Liu <109828133+SimengLiu-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: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: Jinyang Yuan <154768711+jinyangyuan-nvidia@users.noreply.github.com>
 2025-05-28 16:25:33 +08:00
Lucas Liebenwein
5cdd6bb10f
[AutoDeploy] Increased Model Coverage Mass Migration Week 1 (#4468) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
Signed-off-by: Suguna Velury <178320438+sugunav14@users.noreply.github.com>
Signed-off-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Signed-off-by: Frida Hou <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: Fridah-nv <201670829+Fridah-nv@users.noreply.github.com>
Co-authored-by: sugunav14 <178320438+sugunav14@users.noreply.github.com>
Co-authored-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>
Co-authored-by: Chenghao Zhang <211069071+nvchenghaoz@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2025-05-27 16:43:15 +08:00
zhhuang-nv
8452775db8
[TRTLLM-5070][feat] Support FP8 KV Cache Reuse for MLA (#4535) 
* optimize kv cache reuse workflow for MLA

write kv cache first and only call up-projection GEMM once
relax contiguous requirements of k/v for setting paged kv cache
return two contiguous tensors when loading MLA KV Cache

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* support fp8 kv cache for MLA kv cache reuse

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
 2025-05-23 19:47:50 +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
Kunyao Wu
60a6c20174
Scaffoldingllm supports MCP (#4410) 
* support mcp

# Conflicts:
#	tensorrt_llm/scaffolding/worker.py

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* move all into contrib/mcp

# Conflicts:
#	examples/scaffolding/contrib/mcp/mcptest.py
#	tensorrt_llm/scaffolding/__init__.py
#	tensorrt_llm/scaffolding/contrib/__init__.py
#	tensorrt_llm/scaffolding/contrib/mcp/__init__.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_controller.py
#	tensorrt_llm/scaffolding/task.py
#	tensorrt_llm/scaffolding/worker.py

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* support sandbox, websearch

# Conflicts:
#	examples/scaffolding/contrib/mcp/mcptest.py
#	examples/scaffolding/contrib/mcp/weather/weather.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_controller.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_utils.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_worker.py
#	tensorrt_llm/scaffolding/worker.py

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* remove pics

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* pre-commit fix

# Conflicts:
#	tensorrt_llm/scaffolding/contrib/mcp/__init__.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_utils.py
#	tensorrt_llm/scaffolding/contrib/mcp/mcp_worker.py

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* fix spell

Signed-off-by: wu1du2 <wu1du2@gmail.com>

* rebase

Signed-off-by: wu1du2 <wu1du2@gmail.com>

---------

Signed-off-by: wu1du2 <wu1du2@gmail.com>
 2025-05-23 01:54:49 +00:00
Ruoqian Guo
db7446fda7
Feat: add deep_gemm swapab Kernel (#4430) 
* feat: add deepgemm_swapab

feat: add fp8_gemm_kernel_swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

feat: set threshold for deepgemm and deepgemmswapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* docs: update README.md

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* fix: std::runtime_error needs #include <stdexcept>

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove the redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* feat: support for dense deep_gemm swapab

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

* chores: remove redundant code

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>

---------

Signed-off-by: Ruoqian Guo <ruoqiang@nvidia.com>
Co-authored-by: Tao Li @ NVIDIA <tali@nvidia.com>
 2025-05-21 10:48:43 +08:00
Thor Johnsen
5d438be59a
[TRTLLM-5000][feat] Pytorch implementation of ngram drafter (#3936) 
* v1.5

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

v1.5.4 Add back draft_overhead to spec dec stats

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* v1.5.5: fix CI error

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v1.6: fix CI error 8196 > 8192

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* Address reviewer concerns

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* Address reviewer concerns

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* precommit run

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

* v2.0: Address reviewer concerns

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* v2.1: add fix from wili

Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>

* Revert changes that require use of TypeAlias because that requires python version >= 3.10

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>

---------

Signed-off-by: Thor Johnsen <41591019+thorjohnsen@users.noreply.github.com>
Signed-off-by: wili-65535 <wili-65535@users.noreply.github.com>
Co-authored-by: wili-65535 <wili-65535@users.noreply.github.com>
 2025-05-21 10:40:00 +08:00
Zhanrui Sun
f2c0565577
chore: bump version to 0.21.0rc0 (#4465) 
* chore: bump version to 0.21.0rc0

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>

* Update CODEOWNERS

Signed-off-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>

---------

Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
Signed-off-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-05-20 12:19:50 +08:00
Lucas Liebenwein
de409e8468
[AutoDeploy] HF factory improvements (#4371) 
* [AutoDeploy] HF factory improvements

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* improve monkey-patches and add unit tests

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

---------

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-05-19 20:13:43 -07:00
Zhenhuan Chen
e70a205dab
[TRTLLM-4638] feat(scaffolding): update Reward Controller to PRM specific controller with step split (#4337) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-05-19 17:53:41 +08:00
Yuxian Qiu
cf6cd940e5
feat: Add pp support for hybrid attn/mamba model (#4358) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-19 14:47:45 +08:00
Netanel Haber
9cd8148f28
API Breaking Change + Readability: "decoder"->"sampler" (#4121) 
* *decoder*->*sampler*; new_tensors_device: dict[str, torch.Tensor] -> device: SampleStateTensors

* **Breaking Change**, as it changes public interfaces, main changes:
* PyTorchConfig [consumed via LLM(pytorch_backend_config)]: Configuration parameters mixed_decoder and enable_trtllm_decoder -> sampler.
* Command-line argument --enable_trtllm_decoder becomes --enable_trtllm_sampler in examples/pytorch/quickstart_advanced.py.

---------

Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
 2025-05-16 23:52:25 +08:00
Lucas Liebenwein
8e4320ede5
[AutoDeploy] configurable cache resize (#4372) 
Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-05-16 10:07:09 -04:00
Daniel Cámpora
df19430629
chore: Mass Integration 0.19 (#4255) 
* fix: Fix/fused moe 0.19 (#3799)

* fix bug of stream init

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix bug

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* fix: Add pre-download of checkpoint before benchmark. (#3772)

* Add pre-download of checkpoint before benchmark.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Add missing remote code flag.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Move from_pretrained to throughput benchmark.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Move download and use snapshot_download.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Removed trusted flag.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* Fix benchmark command in iteration log test.

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

---------

Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>

* [https://nvbugspro.nvidia.com/bug/5241495][fix] CUDA Graph padding with overlap scheduler (#3839)

* fix

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

* fuse

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

* fix

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

* fix

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

---------

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

* TRTLLM-4875 feat: Add version switcher to doc (#3871)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* waive a test (#3897)

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

* docs:fix https://nvbugs/5244616 by removing new invalid links. (#3939)

Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>

* fix: remote mpi session abort (#3884)

* fix remote mpi session

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>

* skip fp8 gemm for pre-hopper (#3931)

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>

* [https://nvbugspro.nvidia.com/bug/5247148][fix] Attention DP with overlap scheduler (#3975)

* fix

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

* update multigpu list

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

* fix namings

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

---------

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

* Doc: Fix H200 DeepSeek R1 perf doc (#4006)

* fix doc

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* update perf number

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

---------

Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>

* Fix the perf regression caused by insufficient cache warmup. (#4042)

Force tuning up to 8192 sequence length for NVFP4 linear op. Also, make this runtime-selectable with UB enabled.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* doc: Update 0.19.0 release notes (#3976)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* Optimize the AutoTuner cache access code to reduce host code overhead. (#4060)

The NVFP4 Linear op is very sensitive to the host overhead.
This PR introduces customizable `find_nearest_profile` and `get_cache_key_specifc`, which allow users to override the default method for generating the cache key.

Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>

* Update switcher (#4098)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* doc: update release notes (#4108)

Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>

* docs:update 0.19 doc. (#4120)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* docs:add torch flow supported model list. (#4129)

Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>

* doc: Release V0.19 Perf Overview Update (#4166)

Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>

* Fix readme of autodeploy.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Update tensorrt_llm/_torch/pyexecutor/llm_request.py

Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>

* Revert mgmn worker node.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

* Change to disable_overlap_scheduler.

Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
Signed-off-by: Frank Di Natale <3429989+FrankD412@users.noreply.github.com>
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
Signed-off-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: zpatel <22306219+zbpatel@users.noreply.github.com>
Signed-off-by: Daniel Campora <961215+dcampora@users.noreply.github.com>
Signed-off-by: Daniel Cámpora <961215+dcampora@users.noreply.github.com>
Co-authored-by: bhsueh_NV <11360707+byshiue@users.noreply.github.com>
Co-authored-by: Frank <3429989+FrankD412@users.noreply.github.com>
Co-authored-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
Co-authored-by: Yan Chunwei <328693+Superjomn@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: nv-guomingz <37257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Yukun He <23156053+hyukn@users.noreply.github.com>
Co-authored-by: Zac Patel <22306219+zbpatel@users.noreply.github.com>
 2025-05-16 10:53:25 +02:00
Barry Kang
0e14941b7f
[fix] Fixed incorrect mixed precision MoE conversion (#4351) 
Fix for mixed precision MoE conversion

Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-05-16 13:43:41 +08:00
WeiHaocheng
54d28718c7
feat: support benchmark on scaffolding (#3328) (#4286) 
Signed-off-by: Fred Wei <20514172+WeiHaocheng@users.noreply.github.com>
 2025-05-16 12:28:49 +08:00
Suyog Gupta
b0f7522c82
[AutoDeploy]feat: Add an AutoDeploy compile backend that only calls torch.compile (#4240) 
* add a torch-compile backend

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* readme changes

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* plumb torch-compile through build_and_run_ad.py

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* add torch-cudagraph backend

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* update readme

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* update readme

Signed-off-by: Suyog Gupta <41447211+suyoggupta@users.noreply.github.com>

* further enhanced compiler backends

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* further enhance readme

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* better specified defaults in simple_config.py

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* fix typo in simple_config.py

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* updated deepseek-v3 support

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* revert accidental deletion in AD Readme

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

---------

Signed-off-by: Suyog Gupta <41447211+suyoggupta@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>
 2025-05-16 08:38:15 +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
yuxianq
4f8afe4cc6
feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-16 04:16:53 +08:00
yuxianq
0e87fcc228
refactor: use x is None instead of x == None. (#4244) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-15 20:00:04 +08:00
zhhuang-nv
97bc680cd8
feat: support kv cache reuse for MLA (#3571) 
* support kv cache reuse for MLA

load compressed_kv and k_pe and do up-projection
use 192/128 head size MLA context kernel
support Blackwell and Hopper now

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* add CI test

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: set k_pe head_num to 1 for kernel 2 and kernel 2V2

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* use GPTJ style RoPE for MLA

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix rebase error and some docs

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix kv_lens

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* tiny fix

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix: use normal device memory instead of pinned memory for unit test

Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>

* fix L0 tests

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* fix torch compile after rebase

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

* resolve comments again

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>

---------

Signed-off-by: Zhen Huang <145532724+zhhuang-nv@users.noreply.github.com>
Signed-off-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
Signed-off-by: zhhuang-nv <145532724+zhhuang-nv@users.noreply.github.com>
Co-authored-by: Mingyang Jiang <13463932+jmydurant@users.noreply.github.com>
 2025-05-15 15:22:21 +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
dominicshanshan
404fbe9b32
[https://nvbugs/5277113][fix]genai-perf API change stress test (#4300) 
* fix bug 5277113.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

* fix bug 5277113 and 5278517.

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>

---------

Signed-off-by: Wangshanshan <30051912+dominicshanshan@users.noreply.github.com>
 2025-05-15 14:12:34 +08:00
Simeng Liu
efe0972efb
doc: Add tensorrtllm_backend serving documentation in the Deepseek-V3 README (#4338) 
Add tensorrtllm_backend serving option in the Deepseek-V3 README

Signed-off-by: Simeng Liu <simengl@nvidia.com>
 2025-05-15 09:31:28 +08:00
Kaiyu Xie
6c45586c51
chore: Remove deprecated Python runtime benchmark (#4171) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-05-14 18:41:05 +08:00
Barry Kang
20b42912ce
[TRTLLM-3330][feat] Support DeepSeek-R1 W4A8 on Hopper (#4123) 
Support DeepSeek-R1 W4A8 on Hopper

Co-authored-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
Co-authored-by: Jiang Shao <91270701+StudyingShao@users.noreply.github.com>
Signed-off-by: Barry Kang <43644113+Barry-Delaney@users.noreply.github.com>
 2025-05-14 15:48:07 +08:00
brb-nv
8280c3d4f2
feat: Support Gemma3-1b-it in Pytorch workflow (#3999) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-05-14 14:02:44 +08:00
Zhanrui Sun
23b9705bf4
chore: bump version to 0.20.0rc3 (#4261) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-05-14 10:15:25 +08:00
brb-nv
cd5b3d21a0
feat: Support Mistral Small 3.1 24B VLM in TRT workflow (#4183) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-05-14 03:47:22 +08:00
bhsueh_NV
24be357964
doc: update qwen3 document (#4246) 
* update qwen3 document

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* remove wrong note

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-13 11:05:47 +08:00
Yechan Kim
3e9bda3a09
[feat] Support HyperCLOVAX-SEED-Text language part (#3902) 
* feat: support HyperCLOVAX-SEED-Text language part

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

* add Pytorch flow and remove test file

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

* revert summarize

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

* fix summarize

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

* remove from pytorch example

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: QI JUN <22017000+QiJune@users.noreply.github.com>
 2025-05-12 16:05:14 +08:00
Zhenhuan Chen
9212e9a740
[TRTLLM-4911] feat(scaffolding): make sampling_params only setable by controller (#4151) 
feat(scaffolding): make sampling_params only setable by controller

Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-05-12 15:29:09 +08:00
xinhe-nv
186e2b8c38
[TRTQA-2802][fix]: add --host for mgmn serve examples script (#4175) 
remove prepare data

Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
 2025-05-12 13:28:42 +08:00
mayani-nv
fe3a993234
chore: PR to fix the formatting errors (#4200) 
* updating the run_dtm_pld.py to handle logits correctly

* following correct code formatting

* Update run_dtm_pld.py to account for correct code formatting

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>

* correct formatting for the multimodal README PR

---------

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>
Co-authored-by: Ubuntu <Azureuser@mayani-nch100-vm1.42fmcfe2wyrepoque0x2bs4uue.jx.internal.cloudapp.net>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-09 16:31:36 -07:00
mayani-nv
5c1c69cf9c
fix: draft target README and assertion for logits-based acceptance (#4167) 
* updating the run_dtm_pld.py to handle logits correctly

* following correct code formatting

* Update run_dtm_pld.py to account for correct code formatting

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>

---------

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>
Co-authored-by: Ubuntu <Azureuser@mayani-nch100-vm1.42fmcfe2wyrepoque0x2bs4uue.jx.internal.cloudapp.net>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-09 16:08:47 -07:00
mayani-nv
25533a7736
Updating the multimodal models README to add steps for running phi-4-multimodal instruct (#3932) 
* Update run.py for draft_target_model

This change makes the draft target model works without mismatch in the vocab size 

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>

* updating README with phi-4-multimodal-instruct steps

* adding ENGINE_DIR, HF_DIR and CKPT_DIR as per review

* addressing review comments on PR

* updating readme

---------

Signed-off-by: mayani-nv <67936769+mayani-nv@users.noreply.github.com>
Co-authored-by: rakib-hasan <rhasan@nvidia.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-05-09 15:42:58 -07:00
WeiHaocheng
0f01826dde
feat: support task collection for to collect information (#3328) (#3824) 
Signed-off-by: fredw (generated by with_the_same_user script) <20514172+WeiHaocheng@users.noreply.github.com>
 2025-05-09 17:09:01 +08:00
Yi Zhang
91bf5e6a8e
[TRTLLM-3105][feat] Add Piecewise CUDA Graph Support (#3804) 
Add Piecewise CUDA Graph Support

Signed-off-by: Yi Zhang <187001205+yizhang-nv@users.noreply.github.com>
 2025-05-09 11:04:01 +08:00
shaharmor98
7d94c9561f
feat: support multi lora adapters and TP (#3885) 
* support multi lora, tp

Signed-off-by: Shahar Mor <17088876+shaharmor98@users.noreply.github.com>
 2025-05-08 23:45:45 +08:00
Enwei Zhu
74df12bbaa
[TRTLLM-4480][doc] Documentation for new accuracy test suite and trtllm-eval (#3946) 
* fix formula

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

* update doc

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

* fix

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

* 1st version

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

* polish

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

* fix

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

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-08 19:35:23 +08:00
Yan Chunwei
389614ca99
chore: remove data stage in serve example on slurm (#4138) 
Signed-off-by: Superjomn <328693+Superjomn@users.noreply.github.com>
 2025-05-08 11:18:56 +08:00
Ivy Zhang
d7c51c953b
test: add INTEGRATION_TEST env var to speed up integration test (#3618) 
add INTEGRATION_TEST env var

Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
 2025-05-08 10:44:50 +08:00
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
Enwei Zhu
c28b90984f
[TRTLLM-3925, https://nvbugs/5245262] [fix] Normalize LLM.generate API (#3985) 
* fix

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

* fix

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

---------

Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-05-07 11:06:23 +08:00
Chuang Zhu
09a28becae
fix cache buffer (#3942) 
Signed-off-by: Chuang Zhu <111838961+chuangz0@users.noreply.github.com>
 2025-05-07 09:49:44 +08:00
bhsueh_NV
5c0f554b9e
doc: update qwen3 document (#4073) 
* update qwen3 document

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

* remove useless codes

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>

---------

Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-06 08:42:51 +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
yuxianq
2cfcdbefee
feat: run mmlu and summarize without engine_dir. (#4056) 
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
 2025-05-05 19:35:07 +08:00
Yechan Kim
061a6209b5
fix: [nvbug/5252057] Fix kv cache reuse on PyTorch multimodal (#4025) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-05-02 10:53:06 -07:00
bhsueh_NV
561ee44737
add ci and doc for qwen3 (#4022) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-05-02 14:13:38 +08:00
Lucas Liebenwein
be916b19e0
feat: [AutoDeploy] unfusing attention for native support (#3668) 
* [AutoDeploy] unfused streamlined attention + caching

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* improved unit testing

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* reviewer feedback

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* some updates to attn_mask handling

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

* updated manual benchmarking and cudagraph capture

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>

---------

Signed-off-by: Lucas Liebenwein <11156568+lucaslie@users.noreply.github.com>
 2025-05-02 09:06:49 +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
YueWeng
b1621e8d4e
feat: add relaxed acceptance for DS (#3865) 
* add relaxed acceptance for DS R1

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* clean and update docs

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* fix

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* Modified based on review

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

* fix mtp manager issue

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>

---------

Signed-off-by: Yue Weng <25103990+yweng0828@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-05-01 21:50:36 +08:00
Zhanrui Sun
86e7474a9b
chore: bump version to 0.20.0rc2 (#3949) 
Signed-off-by: ZhanruiSunCh <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-04-30 11:44:43 +08:00
Dom Brown
8709fe8b53
chore: bump version to 0.19.0 (#3598) (#3841) 
test: add test cases for 0.19 release (#3608)

* fix test name



* add quickstart test for nemotron-ultra



* add rcca multi-node test case for deepseek-v3



* add rcca info



---------




squash (#3642)



fix: nvbugs/5187237: fix deterministic mode crash (#3448)

* nvbugs/5187237 nvbugs/5112075: fix deterministic mode error

* remove waive


* Revert "remove waive"

This reverts commit 0bf5486d19906d692bfb7a6262333c296b0087ac.



* revert ar fusion



---------



update fp8 doc (#3647)




tests: change qa perf test to trtllm-bench (#3619)




 fix: FP8 quantized lm_head (NvBug 5214229) (#3567)



infra: Add PR approval protection for the release branch (#3634)



fix: nvbugs/5231298: pytorch allreduce issue (#3673)



Fix: nvbugs/5222698 variable not defined (#3630)

* Fix: nvbugs/5222698 variable not defined



* Tidy code



---------



test:sync waives.txt from main branch by disabling test_perf/gpt_350m-cppmanager case (#3685)



test:restore fp8 kv cache testing for L0 (#3671)



doc: Update DeepSeek perf docs (#3693)

* Update DeepSeek perf docs



* update



* Apply suggestions from code review




---------




tests: waive test_llm_multi_node (#3664)



fix: update test_user_buffers_mm_add_prologue atol (#3711)



Fix: cherry-pick hmac encryption from main branch (#3635)

* security fix cherry-pick changes from main



* fix hmac in remote mpi session (#3649)



---------





Un-waive DS-V3-Lite tests. (#3621)



fix: FP8 kv accuracy (#3675)

* fix FP8 kv accuracy



* update doc



---------



Fix script options for engines. (#3622)



unwaive multi-node test (#3721)



chore : Split more tests out of gpt tests (#3524) (#3674)



doc:add torch examples link into torch backend documentation (#3749)




test: Get Eagle tests working (#3593) (#3722)




Waive L0 test (#3756)



waive failed case in perf test, change default max_batch_size to 512 and write config.json to output log (#3656)





Update ds v3 parameters in stress test. (#3676)

waive gemma on L20 (#3766)



https://nvbugs/5141291: Fix convert.py script for Qwen model. (#3758)

Include Qwen2VLDecoderLayer in the smooth_qwen2_model function.



fix: PP4 fixes and cleanup (#3688)




remove benchmark test list (#3643)



skip disagg deepseek test if sm!=90 (#3720)



test: skip failed cases on B200 (#3710)

* add skip condition to tests



* fix error



---------



test: [nvbug: 5234494] skip_pre_ada for fp8 cases (#3718)

* skip_pre_ada for fp8 cases



* update



* update after rebase



---------



add know issue to deepseek doc. (#3800)



Fix ModelOpt Mixtral AWQ OOM (#3714) (#3761)




Waive L0 tests (#3826)



fix: Reduce memory usage in fused moe op associated with AutoTuning and fix moe fallback issue. (#3793)

* Reduce memory usage in fused moe op associated with AutoTuning.
* Replace pre-defined bucket size strategy with a generating function based on the tune_max_num_tokens.
* Add free_memory logic of workspace in min_latency_mode fused moe path.



* Fix fused_moe fallback issue. (#3652)

min_latency_mode is only set to False during warmup phase. Thus when it becomes true during inference, all tactics fall back to the default one and thus cause perf regression.



---------



[doc] Better document for Draft-Target-Model (DTM) speculative decoding (#3797)




Fix pre-commit



Fix again



Address some review comments for the MI

Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
Co-authored-by: Zhanrui Sun <184402041+ZhanruiSunCh@users.noreply.github.com>
 2025-04-29 16:57:22 +08:00
Jinyang Yuan
dafc28fb85
fix: Fix FMHA-based MLA in the generation phase and add MLA unit test (#3863) 2025-04-29 09:09:43 +08:00
Xianjie Qiao
3617e948fd
Add docs about DeepSeek-R1 long context support. (#3910) 
* Add docs about DeepSeek-R1 long context support

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

* update docs

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

* reformat

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>

---------

Signed-off-by: Xianjie <5410381+qiaoxj07@users.noreply.github.com>
 2025-04-28 18:33:05 +08:00
Zhenhuan Chen
ad15e45f07
[TRTLLM-4638 ][feat] add best of n support with reward model in scaffolding (#3807) 
Signed-off-by: Zhenhuan Chen <chenzhh3671@gmail.com>
 2025-04-28 17:15:33 +08:00
Tao Li @ NVIDIA
2fe35924e3
Fix the link of doc (#3903) 
Signed-off-by: taoli <litaotju@users.noreply.github.com>
Co-authored-by: taoli <litaotju@users.noreply.github.com>
 2025-04-28 14:41:40 +08:00
milesial
362a8272f8
feat: llama4 input processor (#3383) 
Signed-off-by: Alexandre Milesi <30204471+milesial@users.noreply.github.com>
Signed-off-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
Co-authored-by: Alexandre Milesi <30204471+milesial@users.noreply.github.com>
Co-authored-by: Haohang Huang <31998628+symphonylyh@users.noreply.github.com>
 2025-04-25 16:47:14 -07:00