Instructions to use Skywork/Skywork-R1V2-38B-AWQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Skywork/Skywork-R1V2-38B-AWQ 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-AWQ", 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-AWQ", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use Skywork/Skywork-R1V2-38B-AWQ 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-AWQ" # 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-AWQ", "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-AWQ
- SGLang
How to use Skywork/Skywork-R1V2-38B-AWQ 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-AWQ" \ --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-AWQ", "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-AWQ" \ --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-AWQ", "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-AWQ with Docker Model Runner:
docker model run hf.co/Skywork/Skywork-R1V2-38B-AWQ
Add project page link
Browse filesThis PR adds a link to the project page.
README.md
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---
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license: mit
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library_name: transformers
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pipeline_tag: image-text-to-text
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---
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# Skywork-R1V2-38B-AWQ
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<div align="center">
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<img src="skywork-logo.png" alt="Introduction Image" width="500" height="400">
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</div>
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## ๐ [R1V2 Report](https://arxiv.org/abs/2504.16656) | ๐ป [GitHub](https://github.com/SkyworkAI/Skywork-R1V) | ๐ [ModelScope](https://modelscope.cn/models/Skywork/Skywork-R1V2-38B)
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<td>Gemini-2-Flash</td>
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<td align="center">70.7</td>
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<td align="center">73.1</td>
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<td align="center">41.3</td>
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<td>Kimi-k1.5-longcot</td>
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<td align="center">70.0</td>
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<td align="center">74.9</td>
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<td align="center">53.3</td>
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<td>OpenAI-o1</td>
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<td align="center">74.3</td>
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<td align="center">72.2</td>
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<td>OpenAI-o4-mini</td>
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<td align="center"><b>81.6</b></td>
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<td align="center"><b>84.3</b></td>
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<td align="center"><b>58.0</b></td>
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<td align="center"><b>93.4</b></td>
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<td align="center"><b>74.6</b></td>
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<td align="center"><b>78.1</b></td>
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<td colspan="9" align="center"><i>Open-Source Models</i></td>
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<td>Skywork-R1V1</td>
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<td align="center">68.0</td>
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<td align="center">67.0</td>
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<td>DeepseekR1-671B</td>
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<td align="center">70.1</td>
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<td align="center">34.2</td>
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<td>Qwen2.5-VL-72B</td>
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<td align="center">74.8</td>
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<td>QvQ-Preview-72B</td>
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<td>Skywork-R1V2</td>
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2504.16656},
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}
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```
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---
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library_name: transformers
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license: mit
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pipeline_tag: image-text-to-text
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---
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# Skywork-R1V2-38B-AWQ
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<div align="center">
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<img src="skywork-logo.png" alt="Introduction Image" width="500" height="400">
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</div>
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## ๐ [R1V2 Report](https://arxiv.org/abs/2504.16656) | ๐ป [GitHub](https://github.com/SkyworkAI/Skywork-R1V) | ๐ [ModelScope](https://modelscope.cn/models/Skywork/Skywork-R1V2-38B) | ๐ [Project Page](https://skyworkai.github.io/Skywork-R1V/)
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<td>Gemini-2-Flash</td>
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<td align="center">41.3</td>
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<td align="center">70.0</td>
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<td align="center">53.3</td>
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<td>OpenAI-o4-mini</td>
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<td align="center"><b>81.6</b></td>
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<td align="center"><b>84.3</b></td>
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<td align="center"><b>58.0</b></td>
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<td align="center"><b>93.4</b></td>
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<td align="center"><b>78.1</b></td>
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<td colspan="9" align="center"><i>Open-Source Models</i></td>
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<td>Skywork-R1V1</td>
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<td align="center">68.0</td>
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<td>DeepseekR1-671B</td>
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<td>Qwen2.5-VL-72B</td>
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<td align="center">71.4</td>
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<td>Skywork-R1V2</td>
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primaryClass={cs.CV},
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url={https://arxiv.org/abs/2504.16656},
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}
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```
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