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58 Commits

Author SHA1 Message Date
Faraz
fdbdbba540
[https://nvbugs/5752687][fix] Choose register model config over root config for VLM (#10553) 
Signed-off-by: Faraz Khoubsirat <58580514+farazkh80@users.noreply.github.com>
 2026-01-09 12:10:52 -05:00
bhsueh_NV
bea61bb17d
[None][fix] Mistral large 3 few code refine (#10405) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2026-01-08 06:38:49 -05:00
bhsueh_NV
db3430f589
[None][feat] Support VLM part for Mistral Large 3 (#10188) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-25 11:20:58 -05:00
Chang Liu
31bc14b350
[TRTLLM-9654][feat] Support DeepSeek-V32 chat template (#9814) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-12-19 17:05:38 +08:00
bhsueh_NV
e49c70f6df
[None][feat] Support Mistral Large3 LLM part (#9820) 
Signed-off-by: bhsueh <11360707+byshiue@users.noreply.github.com>
 2025-12-13 11:44:27 +08:00
mpikulski
8d2178d321
[TRTLLM-9522][chore] implement default attach_multimodal_embeddings (#9664) 
Signed-off-by: ixlmar <206748156+ixlmar@users.noreply.github.com>
 2025-12-05 22:12:16 -08:00
JunyiXu-nv
743486b2ea
[TRTLLM-6842][feat] Support Response API for general purpose (#9392) 
Signed-off-by: Junyi Xu <219237550+JunyiXu-nv@users.noreply.github.com>
 2025-12-03 16:49:26 +08:00
Chang Liu
3916d032ec
[None][chore] Remove traceback dump for multimodal input processor (#9634) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-12-03 07:41:03 +08:00
Yechan Kim
d5622b2689
[None][fix] Multimodal InputProcessor dummy builder fix (#8916) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-19 22:32:21 -08:00
Wanli Jiang
ebdd1cc8e0
[TRTLLM-8119][feat] Update doc/tests/chat_template for nano-v2-vlm (#8840) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-11-11 07:48:23 -08:00
Yechan Kim
67208f1512
[None][fix] InputProcessor config naming convention fix (#8705) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-03 22:29:21 -08:00
Yechan Kim
f48968b6cc
[TRTLLM-6928][fix] Refactor multimodal unittest (#8453) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-11-03 06:01:07 -08:00
Yechan Kim
cf8a1d2ef9
[https://nvbugs/5596377][fix] Fix mm dummy calculation (#8498) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-29 09:45:21 +09:00
Wanli Jiang
95be56e56b
[TRTLLM-8238][feat] Add EVS support for nano-v2-vlm (#8024) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
Co-authored-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-10-25 05:43:27 -04:00
Yechan Kim
2d86d6be40
[TRTLLM-8737][feat] Support media_io_kwargs on trtllm-serve (#8528) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-24 12:53:40 -04:00
Wanli Jiang
f448043d88
[None][feat] Support base64 video input (#8458) 
Signed-off-by: Wanli Jiang <35160485+Wanli-Jiang@users.noreply.github.com>
 2025-10-24 10:23:13 +08:00
Robin Kobus
3a5845e293
[TRTLLM-8714][fix] update create_input_processor to handle custom checkpoint format (#7811) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-10-23 10:27:56 +02:00
Yechan Kim
85d5aa7763
[None][feat] Support kv_cahce_reuse for HyperCLOVAX-Vision model (#7789) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-10-21 11:11:24 +09:00
Pamela Peng
b818a912d7
[https://nvbugs/5540752][fix] Support quantized Phi4 MM models (#8190) 
Signed-off-by: Pamela <179191831+pamelap-nvidia@users.noreply.github.com>
 2025-10-20 06:36:09 -04:00
John Calderon
46ee7acb33
[TRTLLM-6780][fix] Add multimodal data to dummy requests during memory profiling (#7539) 
Signed-off-by: John Calderon <johncalesp@gmail.com>
Signed-off-by: John Calderon <jcalderon@nvidia.com>
Signed-off-by: john calderon <jcalderon@nvidia.com>
Signed-off-by: John Calderon <jcalderon@nvidia>
 2025-10-16 17:49:22 +02:00
Chang Liu
998857bcde
[TRTLLM-7328][feat] E-PD Disagg Support via llmapi (3/N) (#7577) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-22 19:07:18 -07:00
Yechan Kim
f77aca9f2c
[TRTLLM-7385][feat] Optimize Qwen2/2.5-VL performance (#7250) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-09-22 03:40:02 -07:00
Chang Liu
47e37755a3
[TRTLLM-6903][feat] Support chunked prefill for multimodal models (#6843) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-14 20:10:10 -07:00
Chang Liu
faa2f46554
[TRTLLM-5059][feat] Enable KV-cache reuse and add E2E tests for llava-next (#7349) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-09 14:51:36 -04:00
Chang Liu
4a1e13897f
[None][feat] Update multimodal utility get_num_tokens_per_image for better generalization (#7544) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
 2025-09-08 07:42:46 -04:00
Chang Liu
23500b55c3
[TRTLLM-7398][feat] Support KV cache salting for secure KV cache reuse (#7106) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-06 17:58:32 -04:00
Chang Liu
08a0e06621
[TRTLLM-7410][feat] Support hashing and KV cache reuse for videos (#7360) 
Signed-off-by: Chang Liu (Enterprise Products) <9713593+chang-l@users.noreply.github.com>
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-09-04 14:39:23 -04:00
Yukun He
983dd7e57c
[None][fix] Fix mm_placholder_counts extraction issue. (#7118) 
Signed-off-by: Yukun He <23156053+hyukn@users.noreply.github.com>
 2025-08-22 12:28:30 +08:00
Yechan Kim
0893afae3d
[TRTLLM-6771][feat] Support MMMU for multimodal models (#6828) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-21 08:54:12 +08:00
Yechan Kim
12102e2d48
[TRTLLM-6772][feat] Multimodal benchmark_serving support (#6622) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-12 19:34:02 -07:00
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
Yechan Kim
60073a7ad9
[None][feat] Support SharedTensor on MultimodalParams (#6254) 
Signed-off-by: yechank <161688079+yechank-nvidia@users.noreply.github.com>
 2025-08-10 17:48:24 -07:00
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
Chang Liu
b4065d8ca6
[TRTLLM-6654][feat] Add support for external multimodal embeddings (#6263) 
Signed-off-by: Chang Liu <9713593+chang-l@users.noreply.github.com>
 2025-07-30 10:00:15 -04:00
2ez4bz
d6eed1b624
[fix] Switch placement of image placeholder for mistral 3.1 (#6435) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-07-30 14:10:36 +08:00
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
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
Chang Liu
7381f1dba7
[TRTLLM-5059][feat] Add KV cache reuse support for multimodal models (#5444) 
Only supports qwen in this PR
 2025-07-21 16:11:58 -07:00
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
2ez4bz
87fe44fd29
feat(models): Mistral3.1 VLM pytorch backend support (#5529) 
Signed-off-by: William Zhang <133824995+2ez4bz@users.noreply.github.com>
 2025-07-09 13:17:40 -07:00
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
Kaiyu Xie
f9a455651b
perf: Use tokenizers API to optimize incremental detokenization perf (#5574) 
Signed-off-by: Kaiyu Xie <26294424+kaiyux@users.noreply.github.com>
 2025-07-01 09:35:25 -04:00
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
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
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
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
Robin Kobus
e5c90883a9
fix: Move cv2 import to load_video function (#4541) 
Signed-off-by: Robin Kobus <19427718+Funatiq@users.noreply.github.com>
 2025-05-22 17:56:07 +02:00
rakib-hasan
25407249a5
[TRTLLM-5054][fix] Removing repeated loading of input processor (#4161) 
removing repeated loading of input processor

Signed-off-by: Rakib Hasan <rhasan@nvidia.com>
 2025-05-16 08:04:58 +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
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