Instructions to use THUSI-Lab/GameScaling-9B-S3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use THUSI-Lab/GameScaling-9B-S3 with Transformers:

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

pipe = pipeline("image-text-to-text", model="THUSI-Lab/GameScaling-9B-S3")
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)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("THUSI-Lab/GameScaling-9B-S3")
model = AutoModelForMultimodalLM.from_pretrained("THUSI-Lab/GameScaling-9B-S3", device_map="auto")
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?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use THUSI-Lab/GameScaling-9B-S3 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "THUSI-Lab/GameScaling-9B-S3"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "THUSI-Lab/GameScaling-9B-S3",
		"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/THUSI-Lab/GameScaling-9B-S3

SGLang

How to use THUSI-Lab/GameScaling-9B-S3 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 "THUSI-Lab/GameScaling-9B-S3" \
    --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": "THUSI-Lab/GameScaling-9B-S3",
		"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 "THUSI-Lab/GameScaling-9B-S3" \
        --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": "THUSI-Lab/GameScaling-9B-S3",
		"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 THUSI-Lab/GameScaling-9B-S3 with Docker Model Runner:
```
docker model run hf.co/THUSI-Lab/GameScaling-9B-S3
```

iTheresaApocalypse commited on 14 days ago

Commit

673fcdc

verified ·

1 Parent(s): 4d6c10f

Add Daily Paper upvote and GitHub star support links

Browse files

Files changed (1) hide show

README.md +6 -5

README.md CHANGED Viewed

@@ -35,13 +35,14 @@ tags:
 </p>
 <p align="center">
-  <a href="https://gamescaling.github.io" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/Project-Page-1f6feb?style=for-the-badge&logo=googlechrome&logoColor=white" alt="Project Page" style="display:inline-block;vertical-align:middle;margin:0;"></a>
-  <a href="https://arxiv.org/abs/2610.28698" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/arXiv-2610.28698-b31b1b?style=for-the-badge&logo=arxiv&logoColor=white" alt="arXiv:2610.28698" style="display:inline-block;vertical-align:middle;margin:0;"></a>
-  <a href="https://github.com/THUSI-Lab/GameScaling" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/Code-GitHub-181717?style=for-the-badge&logo=github&logoColor=white" alt="Code" style="display:inline-block;vertical-align:middle;margin:0;"></a>
-  <a href="https://huggingface.co/collections/THUSI-Lab/gamescaling-model-6acf7c0c6500ebee61a7f872" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Models-GameScaling%20collection-ffcc4d?style=for-the-badge" alt="Models" style="display:inline-block;vertical-align:middle;margin:0;"></a>
-  <a href="https://www.apache.org/licenses/LICENSE-2.0" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/License-Apache%202.0-2ea44f?style=for-the-badge" alt="License: Apache 2.0" style="display:inline-block;vertical-align:middle;margin:0;"></a>
 </p>
 <p align="center" style="margin:0.2em 0;">
   <a href="https://huggingface.co/THUSI-Lab/GameScaling-0.8B-S1" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%200.8B-S1-ffcc4d?style=for-the-badge" alt="GameScaling-0.8B-S1" style="display:inline-block;vertical-align:middle;margin:0;"></a>
   <a href="https://huggingface.co/THUSI-Lab/GameScaling-0.8B-S3" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%200.8B-S3-ff9d00?style=for-the-badge" alt="GameScaling-0.8B-S3" style="display:inline-block;vertical-align:middle;margin:0;"></a>

 </p>
 <p align="center">
+  <a href="https://huggingface.co/papers/2610.28698" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/Daily%20Paper-ffcc4d?style=for-the-badge&logo=huggingface&logoColor=black" alt="Daily Paper" style="display:inline-block;vertical-align:middle;margin:0;"></a>
+  <a href="https://github.com/THUSI-Lab/GameScaling" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/GitHub-181717?style=for-the-badge&logo=github&logoColor=white" alt="GitHub" style="display:inline-block;vertical-align:middle;margin:0;"></a>
+  <a href="https://gamescaling.github.io" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/Project%20Page-1f6feb?style=for-the-badge&logo=googlechrome&logoColor=white" alt="Project Page" style="display:inline-block;vertical-align:middle;margin:0;"></a>
+  <a href="https://arxiv.org/abs/2610.28698" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/arXiv-b31b1b?style=for-the-badge&logo=arxiv&logoColor=white" alt="arXiv" style="display:inline-block;vertical-align:middle;margin:0;"></a>
 </p>
+<h3 align="center" style="font-size:1.1em;line-height:1.6;"><strong>If you find GameScaling useful,<br>please upvote our <a href="https://huggingface.co/papers/2610.28698">Daily Paper</a> on Hugging Face<br>and star our <a href="https://github.com/THUSI-Lab/GameScaling">GitHub repository</a>.<br>Thank you for your support!</strong></h3>
 <p align="center" style="margin:0.2em 0;">
   <a href="https://huggingface.co/THUSI-Lab/GameScaling-0.8B-S1" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%200.8B-S1-ffcc4d?style=for-the-badge" alt="GameScaling-0.8B-S1" style="display:inline-block;vertical-align:middle;margin:0;"></a>
   <a href="https://huggingface.co/THUSI-Lab/GameScaling-0.8B-S3" style="display:inline-block;margin:2px;"><img src="https://img.shields.io/badge/%F0%9F%A4%97%200.8B-S3-ff9d00?style=for-the-badge" alt="GameScaling-0.8B-S3" style="display:inline-block;vertical-align:middle;margin:0;"></a>