Instructions to use 5CD-AI/Vintern-3B-R-beta with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use 5CD-AI/Vintern-3B-R-beta with Transformers:

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

pipe = pipeline("image-text-to-text", model="5CD-AI/Vintern-3B-R-beta", trust_remote_code=True)
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 AutoModel
model = AutoModel.from_pretrained("5CD-AI/Vintern-3B-R-beta", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use 5CD-AI/Vintern-3B-R-beta with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "5CD-AI/Vintern-3B-R-beta"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "5CD-AI/Vintern-3B-R-beta",
		"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/5CD-AI/Vintern-3B-R-beta

SGLang

How to use 5CD-AI/Vintern-3B-R-beta 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 "5CD-AI/Vintern-3B-R-beta" \
    --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": "5CD-AI/Vintern-3B-R-beta",
		"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 "5CD-AI/Vintern-3B-R-beta" \
        --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": "5CD-AI/Vintern-3B-R-beta",
		"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 5CD-AI/Vintern-3B-R-beta with Docker Model Runner:
```
docker model run hf.co/5CD-AI/Vintern-3B-R-beta
```

khang119966 commited on Mar 21, 2025

Commit

49b8ae9

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1 Parent(s): 2f8b854

Update README.md

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@@ -10,9 +10,11 @@ tags: []
 # This is our basic reasoning model before enhanced by Reinforcement Learning.
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/6336b5c831efcb5647f00170/NgBnFX-Jivk58nqLCA7nv.png)
 ```
@@ -82,6 +84,7 @@ Sau khi so sánh, món ăn có giá cao nhất là Lẩu bò với giá 69k.</RE
 </div>
 <div align="center">
   <img src="https://cdn-uploads.huggingface.co/production/uploads/6336b5c831efcb5647f00170/msklqHxFL0JTRw_Yf7LhQ.jpeg" width="300"/>
@@ -124,5 +127,5 @@ hiệu quả hơn nguồn tài nguyên quặng apatit trong nước.
 3. Chủ đầu tư : Tổng công ty Hoá chất Việt Nam.
 ```
-.............. continue

 # This is our basic reasoning model before enhanced by Reinforcement Learning.
+## Benchmarks 📈
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6336b5c831efcb5647f00170/NgBnFX-Jivk58nqLCA7nv.png)
+## Example 1:
 ```
 </div>
+## Example 2:
 <div align="center">
   <img src="https://cdn-uploads.huggingface.co/production/uploads/6336b5c831efcb5647f00170/msklqHxFL0JTRw_Yf7LhQ.jpeg" width="300"/>
 3. Chủ đầu tư : Tổng công ty Hoá chất Việt Nam.
 ```
+# .............. continue