Instructions to use madhurjindal/Jailbreak-Detector-2-XL with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use madhurjindal/Jailbreak-Detector-2-XL with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-0.5B-Instruct")
model = PeftModel.from_pretrained(base_model, "madhurjindal/Jailbreak-Detector-2-XL")

Transformers

How to use madhurjindal/Jailbreak-Detector-2-XL with Transformers:

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

pipe = pipeline("text-generation", model="madhurjindal/Jailbreak-Detector-2-XL")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("madhurjindal/Jailbreak-Detector-2-XL", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use madhurjindal/Jailbreak-Detector-2-XL with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "madhurjindal/Jailbreak-Detector-2-XL"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "madhurjindal/Jailbreak-Detector-2-XL",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/madhurjindal/Jailbreak-Detector-2-XL

SGLang

How to use madhurjindal/Jailbreak-Detector-2-XL 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 "madhurjindal/Jailbreak-Detector-2-XL" \
    --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": "madhurjindal/Jailbreak-Detector-2-XL",
		"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 "madhurjindal/Jailbreak-Detector-2-XL" \
        --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": "madhurjindal/Jailbreak-Detector-2-XL",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use madhurjindal/Jailbreak-Detector-2-XL with Docker Model Runner:
```
docker model run hf.co/madhurjindal/Jailbreak-Detector-2-XL
```

madhurjindal commited on May 30, 2025

Commit

0a46ff8

verified ·

1 Parent(s): 88ac0b3

Update README.md

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README.md +11 -11

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@@ -125,7 +125,7 @@ This model is designed to enhance AI security. Please use it responsibly and in
 - 🐛 [Report Issues](https://huggingface.co/madhurjindal/Jailbreak-Detector-2-XL/discussions)
 - 💬 [Community Forum](https://huggingface.co/madhurjindal/Jailbreak-Detector-2-XL/discussions)
-- 📧 Contact: [Create a discussion on model page]
 ## 🔗 Related Resources
@@ -235,6 +235,14 @@ print(response)
 - **Scheduler**: Cosine
 - **Mixed Precision**: Native AMP
 ## 📚 Citation
 If you use this model, please cite:
@@ -256,13 +264,5 @@ MIT License
 ---
 <div align="center">
-Made with ❤️ by <a href="https://huggingface.co/madhurjindal">Madhur Jindal</a> | Protecting AI, One Prompt at a Time
-</div>
-## Framework versions
-- PEFT 0.12.0
-- Transformers 4.46.1
-- Pytorch 2.6.0+cu124
-- Datasets 3.1.0
-- Tokenizers 0.20.3

 - 🐛 [Report Issues](https://huggingface.co/madhurjindal/Jailbreak-Detector-2-XL/discussions)
 - 💬 [Community Forum](https://huggingface.co/madhurjindal/Jailbreak-Detector-2-XL/discussions)
+- 📧 Contact: [Madhur Jindal on Linkedin](https://www.linkedin.com/in/madhur-jindal/)
 ## 🔗 Related Resources
 - **Scheduler**: Cosine
 - **Mixed Precision**: Native AMP
+### Framework versions
+- PEFT 0.12.0
+- Transformers 4.46.1
+- Pytorch 2.6.0+cu124
+- Datasets 3.1.0
+- Tokenizers 0.20.3
 ## 📚 Citation
 If you use this model, please cite:
 ---
 <div align="center">
+Made with ❤️ by <a href="https://www.linkedin.com/in/madhur-jindal/">Madhur Jindal</a> | Protecting AI, One Prompt at a Time
+</div>