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3f7cedec7c
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161 Commits

Author SHA1 Message Date
Wanli Jiang
3f7cedec7c
Update transformers to 4.53.0 (#5747) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-07-09 09:32:24 -07:00
DylanChen-NV
74dca0aa7b
[NVBUG-5304516/5319741]Qwen2.5VL FP8 support (#5029) 
Signed-off-by: Dylan Chen <191843203+DylanChen-NV@users.noreply.github.com>
 2025-07-09 23:16:42 +08:00
chenfeiz0326
64fd64fcf2
[TRTLLM-6262] Fix Llama4 Scout FP4 crash issue (#5834) 
Signed-off-by: Chenfei Zhang <chenfeiz@nvidia.com>
 2025-07-09 14:23:21 +08:00
Chang Liu
4df5f96c8d
[Bugfix] LLama4: fix for llama4 multimodal support (#5809) 2025-07-09 13:03:40 +09:00
brb-nv
2bd09ed2d4
fix: Skip rope scaling for local layers in Gemma3 VLM (#5857) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-07-09 10:10:33 +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
brb-nv
cdaa6abce7 fix: Investigate Gemma3 1B decoder output discrepancy (#5564) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-07-04 13:14:13 +08:00
Rashid Kaleem
2b0c87e613
[ModelLoad] Concurrent load model (#5291) 
Signed-off-by: Rashid K <rkaleem@nvidia.com>
Co-authored-by: Zhihan Jiang <68881590+nvzhihanj@users.noreply.github.com>
 2025-07-03 22:18:04 +08:00
Jhao-Ting Chen
77082cde38
[https://nvbugspro.nvidia.com/bug/5329655] [feat] Pytorch path add spec dec param to attention op (#5146) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
 2025-07-02 04:54:43 -04:00
Aurelien Chartier
fa95e402a5
feat: add LLmArgs option to force using dynamic quantization (#5346) 
Signed-off-by: Aurelien Chartier <2567591+achartier@users.noreply.github.com>
 2025-07-01 12:16:09 -07:00
liji-nv
c345f5876c
[feat] Support torch compile for attention dp (#5086) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-07-01 13:48:52 -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
amirkl94
de9779900c
feat: Add support for YARN in NemotronNAS models (#4906) 
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
 2025-06-29 09:45:49 +03:00
peaceh-nv
cb58073ab7
Fix : fix build for sm120 (#5265) 
Signed-off-by: peaceh <103117813+peaceh-nv@users.noreply.github.com>
 2025-06-27 20:42:47 +08:00
HuiGao-NV
b3a4c1f404
feat: Remove not used padding_idx in models (#5385) 
Signed-off-by: Hui Gao <huig@nvidia.com>
 2025-06-25 17:19:59 +08:00
bhsueh_NV
73ba4fc320
fix: fix bug of qwen3 + eagle3 + finalize_moe_fusion (#5369) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-06-25 09:20:23 +08:00
dongxuy04
699520082b
Add MTP support for Online EPLB (#5213) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
 2025-06-25 07:58:13 +08:00
Luis Vega
d26040e5d9
chore: delete mamba hybrid, since it is now called NemotronH (#5409) 
Signed-off-by: Luis Vega <vegaluisjose@users.noreply.github.com>
 2025-06-24 16:27:31 +08:00
Fanrong Li
5d4ab47d5b
fix: refactor and fix mtp vanilla (#4762) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-20 05:23:39 +08:00
Fanrong Li
c7af650d5a
Fix: fix the deterministic issue in the MTP Eagle path (#5285) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-19 18:08:40 +08:00
hlu1
b558232ce1
Refactor CutlassFusedMoE (#5344) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com>
 2025-06-19 00:04:07 -07:00
Zongfei Jing
2b23cd56ce
[feat] Fusion finalize and allreduce for qwenmoe model (#5223) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
Co-authored-by: Kefeng-Duan <176893526+Kefeng-Duan@users.noreply.github.com>
 2025-06-19 08:03:58 +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
Yilin Fan
498fadceb4
[feat] Add EAGLE3 support for Qwen3 (#5206) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-06-17 17:07:06 +08:00
tomeras91
cea5dd1e38
[TRTLLM-5835][feat] Optimized Mamba2Mixer prefill (#5128) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-06-16 16:29:17 +03:00
Fanrong Li
39bba63758
[TRTLLM-4983] feat: enable overlap scheduler between draft forwards (#4802) 
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
 2025-06-15 23:09:16 +08:00
Enwei Zhu
63bc62ddf4
feat: Enable EPLB to existing MoE models (#5203) 
Signed-off-by: Enwei Zhu <21126786+syuoni@users.noreply.github.com>
 2025-06-15 11:48:06 +08:00
Tailing Yuan
0b60da2c45
feat: large-scale EP(part 7: DeepEP integration) (#4792) 
Signed-off-by: Tailing Yuan <yuantailing@gmail.com>
Co-authored-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-06-14 19:12:38 +08:00
yunruis
b99c5ce8c1
Feat/ds r1 min latency opt round3, add router gemm, fused a gemm, PDL (#4560) 
Signed-off-by: yunruis <yunruis@nvidia.com>
Signed-off-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
Signed-off-by: Kefeng-Duan <176893526+Kefeng-Duan@users.noreply.github.com>
Co-authored-by: kduan <176893526+Kefeng-Duan@users.noreply.github.com>
 2025-06-14 17:36:22 +08:00
Yilin Fan
06342ffb4d
[feat] Implement model-agnostic one-engine eagle3 (#4778) 
Signed-off-by: Yilin Fan <206948969+nv-yilinf@users.noreply.github.com>
 2025-06-13 08:11:41 -07:00
brb-nv
089be8912a
feat: Basic skeleton for Gemma3 VLM (#5108) 
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
 2025-06-13 17:27:04 +08:00
Mike Iovine
690873ba1a
[nvbug/5334370][fix] Fix one model EAGLE3 (#5134) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-12 10:28:14 -04:00
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
liji-nv
8282d6c1a7
[fix] Fix llama4 min latency (#5117) 
Signed-off-by: Jin Li <59594262+liji-nv@users.noreply.github.com>
 2025-06-11 15:44:38 +08:00
nvpohanh
7b210ae9c3
test: add unit tests for Llama4 min_latency code (#4980) 
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
 2025-06-10 12:10:26 -07:00
Zongfei Jing
6d1f2d0fd7
[TRTLLM-3927] [feat] Finalize + Allreduce + add + rmsnorm fusion (#4756) 
Signed-off-by: Zongfei Jing <20381269+zongfeijing@users.noreply.github.com>
 2025-06-10 19:55:16 +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
ChristinaZ
f45aff2b7d
Add customized renormalized moe routing kernel for moe cutlass backend (#4955) 
Signed-off-by: Christina Zhang <83400082+ChristinaZ@users.noreply.github.com>
 2025-06-09 17:38:50 +08:00
Bo Li
c104388d37
chore: Refactor apply_rope. (#4918) 
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: hlu1 <14827759+hlu1@users.noreply.github.com>
 2025-06-09 16:51:59 +08:00
Yechan Kim
8b4104d34a
feat: add HyperCLOVAX-SEED-Vision support in refactored way (#4799) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-09 11:04:04 +08:00
Omer Ullman Argov
8731f5f14f
chore: Mass integration of release/0.20 (#4898) 
Signed-off-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Signed-off-by: Yiqing Yan <yiqingy@nvidia.com>
Signed-off-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Signed-off-by: Hui Gao <huig@nvidia.com>
Signed-off-by: Balaram Buddharaju <169953907+brb-nv@users.noreply.github.com>
Signed-off-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Signed-off-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Signed-off-by: Iman Tabrizian <10105175+tabrizian@users.noreply.github.com>
Signed-off-by: Ruodi <200874449+ruodil@users.noreply.github.com>
Signed-off-by: ruodil <200874449+ruodil@users.noreply.github.com>
Signed-off-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Signed-off-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Signed-off-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Signed-off-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
Signed-off-by: moraxu <mguzek@nvidia.com>
Signed-off-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
Co-authored-by: Ivy Zhang <25222398+crazydemo@users.noreply.github.com>
Co-authored-by: Yiqing Yan <yiqingy@nvidia.com>
Co-authored-by: Yuxian Qiu <142763828+yuxianq@users.noreply.github.com>
Co-authored-by: HuiGao-NV <huig@nvidia.com>
Co-authored-by: brb-nv <169953907+brb-nv@users.noreply.github.com>
Co-authored-by: nv-guomingz <137257613+nv-guomingz@users.noreply.github.com>
Co-authored-by: Bo Li <22713281+bobboli@users.noreply.github.com>
Co-authored-by: Iman Tabrizian <10105175+Tabrizian@users.noreply.github.com>
Co-authored-by: ruodil <200874449+ruodil@users.noreply.github.com>
Co-authored-by: Stanley Sun <190317771+StanleySun639@users.noreply.github.com>
Co-authored-by: Pamela Peng <179191831+pamelap-nvidia@users.noreply.github.com>
Co-authored-by: Anurag Mukkara <134339030+amukkara@users.noreply.github.com>
Co-authored-by: xinhe-nv <200704525+xinhe-nv@users.noreply.github.com>
Co-authored-by: Faraz <58580514+farazkh80@users.noreply.github.com>
Co-authored-by: Michal Guzek <moraxu@users.noreply.github.com>
Co-authored-by: Larry <197874197+LarryXFly@users.noreply.github.com>
Co-authored-by: Fanrong Li <23290157+lfr-0531@users.noreply.github.com>
Co-authored-by: Yechan Kim <161688079+yechank-nvidia@users.noreply.github.com>
 2025-06-08 23:26:26 +08:00
Mike Iovine
ec0d984656
[nvbug/5280806][fix] Fix 2 model spec decode flow (#4807) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-08 07:40:02 -04:00
dongxuy04
1e369658f1
feat: large-scale EP(part 6: Online EP load balancer integration for GB200 nvfp4) (#4818) 
Signed-off-by: Dongxu Yang <78518666+dongxuy04@users.noreply.github.com>
Signed-off-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
Co-authored-by: ShiXiaowei02 <39303645+Shixiaowei02@users.noreply.github.com>
 2025-06-08 10:25:18 +08:00
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
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
Mike Iovine
73389d6531
[fix] Fix llama 4 long context (#4809) 
Signed-off-by: Mike Iovine <6158008+mikeiovine@users.noreply.github.com>
 2025-06-04 07:48:08 +08:00
rakib-hasan
d0eb47d33a
[TRTLLM-5053] Refactoring and Unifying the Multimodal input preparation (#4506) 
* refactoring the multimodal input prep

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

* adding out-of-tree override option

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

* adding exceptional case for llava-next

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

* fixing typo

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

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

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

* addressing pytest-asyncio behavior change

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

---------

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-06-03 12:02:07 -07:00
hlu1
b4ed4b22f3
[Arch] Freeze model_config (#4814) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-04 02:51:35 +08:00
hlu1
320195dc0d
[Architecture] Refactor FusedMoE (#4790) 
Signed-off-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
Co-authored-by: Hao Lu <14827759+hlu1@users.noreply.github.com@users.noreply.github.com>
 2025-06-03 14:02:19 +08:00
Yilin Fan
eb2d51a429
[fix] Fix llama4 min-latency mode (#4810) 2025-06-02 08:50:01 +08:00