Instructions to use tencent/POINTS-GUI-G with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use tencent/POINTS-GUI-G with Transformers:

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

pipe = pipeline("image-text-to-text", model="tencent/POINTS-GUI-G", 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 AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("tencent/POINTS-GUI-G", trust_remote_code=True, device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use tencent/POINTS-GUI-G with vLLM:

Install from pip and serve model

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

SGLang

How to use tencent/POINTS-GUI-G 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 "tencent/POINTS-GUI-G" \
    --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": "tencent/POINTS-GUI-G",
		"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 "tencent/POINTS-GUI-G" \
        --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": "tencent/POINTS-GUI-G",
		"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 tencent/POINTS-GUI-G with Docker Model Runner:
```
docker model run hf.co/tencent/POINTS-GUI-G
```

scyr commited on Feb 9

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c983452

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@@ -27,7 +27,7 @@ tags:
   <a href="https://github.com/Tencent/POINTS-GUI">
     <img src="https://img.shields.io/badge/GitHub-Code-blue.svg?logo=github&" alt="GitHub Code">
   </a>
-  <a href="coming soon">
     <img src="https://img.shields.io/badge/Paper-POINTS--GUI--G-d4333f?logo=arxiv&logoColor=white&colorA=cccccc&colorB=d4333f&style=flat" alt="Paper">
   </a>
   <a href="https://komarev.com/ghpvc/?username=tencent&repo=POINTS-GUI&color=brightgreen&label=Views" alt="view">
@@ -296,6 +296,13 @@ print(response)
 If you use this model in your work, please cite the following paper:
 ```
 @inproceedings{liu2025points,
   title={POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion},
   author={Liu, Yuan and Zhao, Zhongyin and Tian, Le and Wang, Haicheng and Ye, Xubing and You, Yangxiu and Yu, Zilin and Wu, Chuhan and Xiao, Zhou and Yu, Yang and others},

   <a href="https://github.com/Tencent/POINTS-GUI">
     <img src="https://img.shields.io/badge/GitHub-Code-blue.svg?logo=github&" alt="GitHub Code">
   </a>
+  <a href="https://huggingface.co/papers/2602.06391">
     <img src="https://img.shields.io/badge/Paper-POINTS--GUI--G-d4333f?logo=arxiv&logoColor=white&colorA=cccccc&colorB=d4333f&style=flat" alt="Paper">
   </a>
   <a href="https://komarev.com/ghpvc/?username=tencent&repo=POINTS-GUI&color=brightgreen&label=Views" alt="view">
 If you use this model in your work, please cite the following paper:
 ```
+@article{zhao2026pointsguigguigroundingjourney,
+  title   = {POINTS-GUI-G: GUI-Grounding Journey},
+  author  = {Zhao, Zhongyin and Liu, Yuan and Liu, Yikun and Wang, Haicheng and Tian, Le and Zhou, Xiao and You, Yangxiu and Yu, Zilin and Yu, Yang and Zhou, Jie},
+  journal = {arXiv preprint arXiv:2602.06391},
+  year    = {2026}
+}
 @inproceedings{liu2025points,
   title={POINTS-Reader: Distillation-Free Adaptation of Vision-Language Models for Document Conversion},
   author={Liu, Yuan and Zhao, Zhongyin and Tian, Le and Wang, Haicheng and Ye, Xubing and You, Yangxiu and Yu, Zilin and Wu, Chuhan and Xiao, Zhou and Yu, Yang and others},