Instructions to use Kwai-Keye/Keye-VL-2.0-30B-A3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Kwai-Keye/Keye-VL-2.0-30B-A3B with Transformers:

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

pipe = pipeline("image-text-to-text", model="Kwai-Keye/Keye-VL-2.0-30B-A3B", 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("Kwai-Keye/Keye-VL-2.0-30B-A3B", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Kwai-Keye/Keye-VL-2.0-30B-A3B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Kwai-Keye/Keye-VL-2.0-30B-A3B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Kwai-Keye/Keye-VL-2.0-30B-A3B",
		"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/Kwai-Keye/Keye-VL-2.0-30B-A3B

SGLang

How to use Kwai-Keye/Keye-VL-2.0-30B-A3B 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 "Kwai-Keye/Keye-VL-2.0-30B-A3B" \
    --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": "Kwai-Keye/Keye-VL-2.0-30B-A3B",
		"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 "Kwai-Keye/Keye-VL-2.0-30B-A3B" \
        --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": "Kwai-Keye/Keye-VL-2.0-30B-A3B",
		"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 Kwai-Keye/Keye-VL-2.0-30B-A3B with Docker Model Runner:
```
docker model run hf.co/Kwai-Keye/Keye-VL-2.0-30B-A3B
```

lololololoki commited on Jun 10

Commit

ff14eaa

1 Parent(s): 539a042

Update README header: badge-style links with all tech reports and models

Browse files

Files changed (1) hide show

README.md +9 -9

README.md CHANGED Viewed

@@ -15,15 +15,15 @@ tags:
   <img class="hidden dark:block" src="figures/Keye-logo--white.png" width="100%" alt="Kwai Keye-VL Logo">
 </div>
-<font size=3><div align='center' >
-[[𝕏 X](https://x.com/KwaiKeye)]
-[[💬 Discord](https://discord.gg/4Q6AmzxpEK)]
-[[🍎 Home Page](https://kwai-keye.github.io/)]
-[[📖 Technical Report](https://arxiv.org/abs/2606.10651)]
-[[💻 GitHub Repository](https://github.com/Kwai-Keye/Keye)]
-[[📊 Keye-VL-8B-Preview](https://huggingface.co/Kwai-Keye/Keye-VL-8B-Preview) ]
-[[📊 Keye-VL-1.5-8B](https://huggingface.co/Kwai-Keye/Keye-VL-1_5-8B/) ]
-</div></font>
 Meet Keye-VL-2.0-30B-A3B — the latest 30B-class flagship base model in the Keye series, purpose-built to push the frontier of long-video understanding and to unlock the first generation of Agent capabilities in the Keye family.

   <img class="hidden dark:block" src="figures/Keye-logo--white.png" width="100%" alt="Kwai Keye-VL Logo">
 </div>
+<div align="center">
+[![X](https://img.shields.io/badge/X-@KwaiKeye-000000?style=flat-square&logo=x&logoColor=white)](https://x.com/KwaiKeye)&emsp;[![Discord](https://img.shields.io/badge/Discord-Kwai%20Keye-5865F2?style=flat-square&logo=discord&logoColor=white)](https://discord.gg/4Q6AmzxpEK)&emsp;[![Homepage](https://img.shields.io/badge/Homepage-kwai--keye.github.io-4285F4?style=flat-square&logo=googlechrome&logoColor=white)](https://kwai-keye.github.io/)&emsp;[![GitHub](https://img.shields.io/badge/GitHub-Kwai--Keye%2FKeye-181717?style=flat-square&logo=github&logoColor=white)](https://github.com/Kwai-Keye/Keye)
+[![Keye-VL Tech Report](https://img.shields.io/badge/arXiv-Keye--VL-B31B1B?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2507.01949)&emsp;[![Keye-VL-1.5 Tech Report](https://img.shields.io/badge/arXiv-Keye--VL--1.5-B31B1B?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2509.01563)&emsp;[![Keye-VL-2.0 Tech Report](https://img.shields.io/badge/arXiv-Keye--VL--2.0-B31B1B?style=flat-square&logo=arxiv&logoColor=white)](https://arxiv.org/abs/2606.10651)
+[![Keye-VL-8B-Preview](https://img.shields.io/badge/🤗%20Model-Keye--VL--8B--Preview-FFD21E?style=flat-square)](https://huggingface.co/Kwai-Keye/Keye-VL-8B-Preview)&emsp;[![Keye-VL-1.5-8B](https://img.shields.io/badge/🤗%20Model-Keye--VL--1.5--8B-FFD21E?style=flat-square)](https://huggingface.co/Kwai-Keye/Keye-VL-1_5-8B/)&emsp;[![Keye-VL-2.0-30B-A3B](https://img.shields.io/badge/🤗%20Model-Keye--VL--2.0--30B--A3B-FFD21E?style=flat-square)](https://huggingface.co/Kwai-Keye/Keye-VL-2.0-30B-A3B/)
+</div>
 Meet Keye-VL-2.0-30B-A3B — the latest 30B-class flagship base model in the Keye series, purpose-built to push the frontier of long-video understanding and to unlock the first generation of Agent capabilities in the Keye family.