Instructions to use IDEA-FinAI/TouchstoneGPT-7B-Instruct with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use IDEA-FinAI/TouchstoneGPT-7B-Instruct with Transformers:

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

pipe = pipeline("text-generation", model="IDEA-FinAI/TouchstoneGPT-7B-Instruct")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("IDEA-FinAI/TouchstoneGPT-7B-Instruct")
model = AutoModelForCausalLM.from_pretrained("IDEA-FinAI/TouchstoneGPT-7B-Instruct", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.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(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use IDEA-FinAI/TouchstoneGPT-7B-Instruct with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "IDEA-FinAI/TouchstoneGPT-7B-Instruct"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "IDEA-FinAI/TouchstoneGPT-7B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/IDEA-FinAI/TouchstoneGPT-7B-Instruct

SGLang

How to use IDEA-FinAI/TouchstoneGPT-7B-Instruct 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 "IDEA-FinAI/TouchstoneGPT-7B-Instruct" \
    --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": "IDEA-FinAI/TouchstoneGPT-7B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "IDEA-FinAI/TouchstoneGPT-7B-Instruct" \
        --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": "IDEA-FinAI/TouchstoneGPT-7B-Instruct",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use IDEA-FinAI/TouchstoneGPT-7B-Instruct with Docker Model Runner:
```
docker model run hf.co/IDEA-FinAI/TouchstoneGPT-7B-Instruct
```

TouchstoneGPT-7B-Instruct

Commit History

Sep 30, 2025

02:50
Update model card for Think-on-Graph 3.0 framework (RAG-Factory)⁠

nielsr HF Staff

Verified signature
c258334

Dec 18, 2024

07:25
Add files using upload-large-folder tool

wuxiaojun

Verified signature
ad47253

Nov 15, 2024

03:35
Update README.md

wuxiaojun

Verified signature
e49c216

Nov 12, 2024

01:57
update paper

wuxiaojun

Verified signature
bb69298

Nov 8, 2024

09:43
Update README.md

wuxiaojun

Verified signature
b3de63e
09:37
Update README.md

wuxiaojun

Verified signature
ed0c951

Nov 7, 2024

08:18
Add files using upload-large-folder tool

wuxiaojun

Verified signature
8377339
06:37
initial commit

wuxiaojun

Verified signature
23e3fe2

Commit History

Sep 30, 2025

Update model card for Think-on-Graph 3.0 framework (RAG-Factory)⁠

Dec 18, 2024

Add files using upload-large-folder tool

Nov 15, 2024

Update README.md

Nov 12, 2024

update paper

Nov 8, 2024

Update README.md

Update README.md

Nov 7, 2024

Add files using upload-large-folder tool

initial commit