Instructions to use ZJU-AI4H/Hulu-Med-Flash-Preview-27B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ZJU-AI4H/Hulu-Med-Flash-Preview-27B with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="ZJU-AI4H/Hulu-Med-Flash-Preview-27B")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("ZJU-AI4H/Hulu-Med-Flash-Preview-27B")
model = AutoModelForMultimodalLM.from_pretrained("ZJU-AI4H/Hulu-Med-Flash-Preview-27B", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ZJU-AI4H/Hulu-Med-Flash-Preview-27B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ZJU-AI4H/Hulu-Med-Flash-Preview-27B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZJU-AI4H/Hulu-Med-Flash-Preview-27B",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/ZJU-AI4H/Hulu-Med-Flash-Preview-27B

SGLang

How to use ZJU-AI4H/Hulu-Med-Flash-Preview-27B with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ZJU-AI4H/Hulu-Med-Flash-Preview-27B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZJU-AI4H/Hulu-Med-Flash-Preview-27B",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ZJU-AI4H/Hulu-Med-Flash-Preview-27B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ZJU-AI4H/Hulu-Med-Flash-Preview-27B",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use ZJU-AI4H/Hulu-Med-Flash-Preview-27B with Docker Model Runner:
```
docker model run hf.co/ZJU-AI4H/Hulu-Med-Flash-Preview-27B
```

ZJU-AI4H commited on May 29

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@@ -26,6 +26,7 @@ library_name: transformers
 [![ModelScope](https://img.shields.io/badge/ModelScope-Models-blue)](https://modelscope.cn/models/Med-Team/Hulu-Med)
 [![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](LICENSE)
 [![Code](https://img.shields.io/badge/Code-GitHub-blue?logo=github)](https://github.com/ZJUI-AI4H/Hulu-Med)
 [📄 Paper](https://huggingface.co/papers/2510.08668) | [💻 Code](https://github.com/ZJUI-AI4H/Hulu-Med) | [🤗 Hulu-Med-Flash-Preview-27B](https://huggingface.co/ZJU-AI4H/Hulu-Med-Flash-Preview-27B)| [🤗 Hulu-Med-30A3](https://huggingface.co/ZJU-AI4H/Hulu-Med-30A3) |[🤗 Hulu-Med-235A22](https://huggingface.co/ZJU-AI4H/Hulu-Med-235A22) | [🤗 Hulu-Med-4B](https://huggingface.co/ZJU-AI4H/Hulu-Med-4B) |[🤗 Hulu-Med-7B](https://huggingface.co/ZJU-AI4H/Hulu-Med-7B) |[🤗 Hulu-Med-14B](https://huggingface.co/ZJU-AI4H/Hulu-Med-14B) |[🤗 Hulu-Med-32B](https://huggingface.co/ZJU-AI4H/Hulu-Med-32B)  | [🔮 ModelScope Models](https://modelscope.cn/models/Med-Team/Hulu-Med) | [📊 Demo](#demo)

 [![ModelScope](https://img.shields.io/badge/ModelScope-Models-blue)](https://modelscope.cn/models/Med-Team/Hulu-Med)
 [![License](https://img.shields.io/badge/License-Apache%202.0-green.svg)](LICENSE)
 [![Code](https://img.shields.io/badge/Code-GitHub-blue?logo=github)](https://github.com/ZJUI-AI4H/Hulu-Med)
+![Total Downloads](https://img.shields.io/badge/dynamic/json?url=https%3A%2F%2Fhuggingface.co%2Fapi%2Fmodels%2FZJU-AI4H%2FHulu-Med-Flash-Preview-27B%3Fexpand%255B%255D%3DdownloadsAllTime&query=%24.downloadsAllTime&label=Total%20Downloads&color=blue)
 [📄 Paper](https://huggingface.co/papers/2510.08668) | [💻 Code](https://github.com/ZJUI-AI4H/Hulu-Med) | [🤗 Hulu-Med-Flash-Preview-27B](https://huggingface.co/ZJU-AI4H/Hulu-Med-Flash-Preview-27B)| [🤗 Hulu-Med-30A3](https://huggingface.co/ZJU-AI4H/Hulu-Med-30A3) |[🤗 Hulu-Med-235A22](https://huggingface.co/ZJU-AI4H/Hulu-Med-235A22) | [🤗 Hulu-Med-4B](https://huggingface.co/ZJU-AI4H/Hulu-Med-4B) |[🤗 Hulu-Med-7B](https://huggingface.co/ZJU-AI4H/Hulu-Med-7B) |[🤗 Hulu-Med-14B](https://huggingface.co/ZJU-AI4H/Hulu-Med-14B) |[🤗 Hulu-Med-32B](https://huggingface.co/ZJU-AI4H/Hulu-Med-32B)  | [🔮 ModelScope Models](https://modelscope.cn/models/Med-Team/Hulu-Med) | [📊 Demo](#demo)