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

Libraries

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
```

SFconvertbot commited on May 14, 2025

Commit

c3f8dc9

verified ·

1 Parent(s): 9afb830

Adding `safetensors` variant of this model

Browse files

This is an automated PR created with https://huggingface.co/spaces/safetensors/convert

This new file is equivalent to `pytorch_model.bin` but safe in the sense that
no arbitrary code can be put into it.

These files also happen to load much faster than their pytorch counterpart:
https://colab.research.google.com/github/huggingface/notebooks/blob/main/safetensors_doc/en/speed.ipynb

The widgets on your model page will run using this model even if this is not merged
making sure the file actually works.

If you find any issues: please report here: https://huggingface.co/spaces/safetensors/convert/discussions

Feel free to ignore this PR.

Files changed (17) hide show

model-00001-of-00016.safetensors +3 -0
model-00002-of-00016.safetensors +3 -0
model-00003-of-00016.safetensors +3 -0
model-00004-of-00016.safetensors +3 -0
model-00005-of-00016.safetensors +3 -0
model-00006-of-00016.safetensors +3 -0
model-00007-of-00016.safetensors +3 -0
model-00008-of-00016.safetensors +3 -0
model-00009-of-00016.safetensors +3 -0
model-00010-of-00016.safetensors +3 -0
model-00011-of-00016.safetensors +3 -0
model-00012-of-00016.safetensors +3 -0
model-00013-of-00016.safetensors +3 -0
model-00014-of-00016.safetensors +3 -0
model-00015-of-00016.safetensors +3 -0
model-00016-of-00016.safetensors +3 -0
model.safetensors.index.json +0 -0

+version https://git-lfs.github.com/spec/v1
+oid sha256:a4f276f748062c0f7a52cc9baae7ebf240f25506788f5b8ac2520f9d5eecdf8e
+size 1977055976

+version https://git-lfs.github.com/spec/v1
+oid sha256:84fcc6632816a95c88ce71cc5ab607eef98e5244eb608f63b3e881f4c0675cf0
+size 1966706576

+version https://git-lfs.github.com/spec/v1
+oid sha256:19f423b124a8dadb33473e80b16f1eb6cc00fa15fa0cb1cc8a95d8c1d04736bb
+size 1966706608

+version https://git-lfs.github.com/spec/v1
+oid sha256:a16b3afda870ecf1e3d70700e5acb09e5d84f1ad1a33ea2b403daed249fc9623
+size 1229178584

+version https://git-lfs.github.com/spec/v1
+oid sha256:674b7cb0ed23c29f5bdc8e8c31cc1d6e6608034d2483ed3143366fa0650c8099
+size 1990281176

+version https://git-lfs.github.com/spec/v1
+oid sha256:236368a00b7a6966d6edf051520ecf72394d6b8af574e6612c6e74cf51056ef5
+size 1953297952

+version https://git-lfs.github.com/spec/v1
+oid sha256:e5063920c6053a74987b19becaf045c05211ba7534354092e089f502de4c241f
+size 1953298128

+version https://git-lfs.github.com/spec/v1
+oid sha256:e375b9f610020f1d98901e8ec899973f0c5444bba14da98f8db3bed5e8f92002
+size 1994150224

+version https://git-lfs.github.com/spec/v1
+oid sha256:377a64db21b884425069fb24fd01c0b4d27fb079fa0c4a12af758931c0c1fc4a
+size 1953267024

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c49870e2acf075c13d0a6cf0f9d3d6fae5bd8a645f57108951df4ef3354de44
+size 1953298152

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:4f0d462f2a27cd195d3d2fbbbf133580d9fc06cf5aa141f36a572cce5f0e7b3e
+size 1814283648