Instructions to use Skywork/Skywork-R1V2-38B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Skywork/Skywork-R1V2-38B with Transformers:

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

pipe = pipeline("image-text-to-text", model="Skywork/Skywork-R1V2-38B", 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("Skywork/Skywork-R1V2-38B", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use Skywork/Skywork-R1V2-38B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Skywork/Skywork-R1V2-38B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Skywork/Skywork-R1V2-38B",
		"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/Skywork/Skywork-R1V2-38B

SGLang

How to use Skywork/Skywork-R1V2-38B 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 "Skywork/Skywork-R1V2-38B" \
    --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": "Skywork/Skywork-R1V2-38B",
		"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 "Skywork/Skywork-R1V2-38B" \
        --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": "Skywork/Skywork-R1V2-38B",
		"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 Skywork/Skywork-R1V2-38B with Docker Model Runner:
```
docker model run hf.co/Skywork/Skywork-R1V2-38B
```

OrlandoHugBot commited on Apr 22, 2025

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@@ -30,72 +30,21 @@ license: mit
 <br>
 <br>
 <div align="center">
-  <b>Comparison with Larger-Scale Open-Source and Closed-Source Models</b>
 </div>
-<table align="center">
-  <thead>
-    <tr>
-      <th></th>
-      <th align="center"><strong>Benchmark</strong></th>
-      <th align="center"><strong>LLM</strong></th>
-      <th align="center" colspan="4"><strong>VLM</strong></th>
-    </tr>
-    <tr>
-      <th></th>
-      <th></th>
-      <th align="center"><strong>QwQ-32B-Preview</strong></th>
-      <th align="center"><strong>InternVL-2.5-38B</strong></th>
-      <th align="center"><strong>VILA 1.5-40B</strong></th>
-      <th align="center"><strong>InternVL2-40B</strong></th>
-      <th align="center"><strong>Skywork-R1V-38B</strong></th>
-    </tr>
-  </thead>
-  <tbody>
-    <tr>
-      <td rowspan="3">Reasoning</td>
-      <td>MATH-500</td>
-      <td align="center">90.6</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center"><strong>94.0</strong></td>
-    </tr>
-    <tr>
-      <td>AIME 2024</td>
-      <td align="center">50.0</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center"><strong>72.0</strong></td>
-    </tr>
-    <tr>
-      <td>GPQA</td>
-      <td align="center">54.5</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center">-</td>
-      <td align="center"><strong>61.6</strong></td>
-    </tr>
-    <tr>
-      <td rowspan="3">Vision</td>
-      <td>MathVista(mini)</td>
-      <td align="center">-</td>
-      <td align="center">71.9</td>
-      <td align="center">49.5</td>
-      <td align="center">63.7</td>
-      <td align="center">67.5</td>
-    </tr>
-    <tr>
-      <td>MMMU(Val)</td>
-      <td align="center">-</td>
-      <td align="center">63.9</td>
-      <td align="center">55.1</td>
-      <td align="center">55.2</td>
-      <td align="center"><strong>69.0</strong></td>
-    </tr>
-  </tbody>
-</table>
 <br>
@@ -233,9 +182,6 @@ license: mit
   </tbody>
 </table>
-<div align="center">
-  <img src="eval.jpeg" width="90%" height="90%" alt="skywork_r1v_eval" />
-</div>
 ---

 <br>
 <br>
 <div align="center">
+  <b>Comparison with Larger-Scale Open-Source Models</b>
+</div>
+<div align="center">
+  <img src="open_source.png" width="100%" height="100%" alt="skywork_r1v2_eval_open" />
 </div>
+<div align="center">
+  <b>Comparison with Properitary Models</b>
+</div>
+<div align="center">
+  <img src="properitary.png" width="100%" height="100%" alt="skywork_r1v2_eval_properitary" />
+</div>
 <br>
   </tbody>
 </table>
 ---