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TensorRT-LLMs/tensorrt_llm/_torch/models
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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
..
__init__.py feat: Support Gemma3-1b-it in Pytorch workflow (#3999) 2025-05-14 14:02:44 +08:00
.gitkeep Update TensorRT-LLM (#2755) 2025-02-11 03:01:00 +00:00
modeling_auto.py Fix create_weights in attention (#3692) 2025-04-24 07:30:00 +08:00
modeling_bert.py feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
modeling_clip.py feat: add Pytorch support of Vision Encoder for multimodal models (#3791) 2025-05-03 05:13:47 +08:00
modeling_deepseekv3.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_gemma3.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_llama.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_llava_next.py feat: add Pytorch support of Vision Encoder for multimodal models (#3791) 2025-05-03 05:13:47 +08:00
modeling_mamba_hybrid.py feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
modeling_mistral.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_mixtral.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_mllama.py refactor: use x is None instead of x == None. (#4244) 2025-05-15 20:00:04 +08:00
modeling_multimodal_encoder.py Update TensorRT-LLM (#2873) 2025-03-11 21:13:42 +08:00
modeling_multimodal_utils.py Adding option to specify a set of token ids for multimodal tokens (#4107) 2025-05-07 12:15:41 +08:00
modeling_nemotron_h.py Support NemotronH FP8 Quantization 2025-04-29 18:51:43 +03:00
modeling_nemotron_nas.py Fix create_weights in attention (#3692) 2025-04-24 07:30:00 +08:00
modeling_nemotron.py feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
modeling_qwen2vl.py feat: enhance trtllm serve multimodal (#3757) 2025-05-15 16:16:31 -07:00
modeling_qwen3_moe.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_qwen3.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_qwen_moe.py feat: Support cos_sin_cache in all cases. (#3517) 2025-04-16 13:48:44 +08:00
modeling_qwen.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_siglip.py feat: add Pytorch support of Vision Encoder for multimodal models (#3791) 2025-05-03 05:13:47 +08:00
modeling_utils.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00
modeling_vila.py feat: [nvbugs/5261055][nvbugs/5170160] non-invasive pipeline parallelism (#4034) 2025-05-16 04:16:53 +08:00