Instructions to use SkyMatrixWorld-07/CYPHER-GUARD-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SkyMatrixWorld-07/CYPHER-GUARD-3B with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen2.5-3B-Instruct")
model = PeftModel.from_pretrained(base_model, "SkyMatrixWorld-07/CYPHER-GUARD-3B")

Transformers

How to use SkyMatrixWorld-07/CYPHER-GUARD-3B with Transformers:

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

pipe = pipeline("text-generation", model="SkyMatrixWorld-07/CYPHER-GUARD-3B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("SkyMatrixWorld-07/CYPHER-GUARD-3B", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SkyMatrixWorld-07/CYPHER-GUARD-3B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SkyMatrixWorld-07/CYPHER-GUARD-3B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SkyMatrixWorld-07/CYPHER-GUARD-3B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/SkyMatrixWorld-07/CYPHER-GUARD-3B

SGLang

How to use SkyMatrixWorld-07/CYPHER-GUARD-3B 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 "SkyMatrixWorld-07/CYPHER-GUARD-3B" \
    --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": "SkyMatrixWorld-07/CYPHER-GUARD-3B",
		"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 "SkyMatrixWorld-07/CYPHER-GUARD-3B" \
        --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": "SkyMatrixWorld-07/CYPHER-GUARD-3B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use SkyMatrixWorld-07/CYPHER-GUARD-3B with Docker Model Runner:
```
docker model run hf.co/SkyMatrixWorld-07/CYPHER-GUARD-3B
```

CYPHER-GUARD-3B 🛡️

Enterprise-grade AI Safety Guardrail & Prompt Firewall Model

CYPHER-GUARD-3B is a high-performance fine-tuned AI model based on Qwen2.5-3B-Instruct, built to detect and neutralize malicious jailbreaks, prompt injections, and adversarial threats in real-time.

Developed under Sky Matrix World.

📊 Benchmark & Performance

Tested rigorously on an extreme dataset consisting of mixed safe prompts and hardcore jailbreaks:

Total Prompts Tested: 1,000 (532 Safe / 468 Unsafe)
Final Accuracy: 98.80%
False Positives: Minimized using strict system prompt engineering and low-temperature inference.

🚀 Key Features

Zero False Positives: Safely processes legitimate developer code and security questions without blocking normal workflows.
Low Latency: Optimized for high-throughput production environments via FastAPI and PyTorch.
API Ready: Fully compatible with standard LLM gateway routing and corporate security layers.

💻 Tech Stack & Ecosystem

Base Model: Qwen/Qwen2.5-3B-Instruct
Fine-Tuning: QLoRA (Peft)
Inference & Backend: Python, PyTorch, Transformers, FastAPI
Hosting & Testing: RunPod, Hugging Face Hub

🏢 Developed By

Sky Matrix World
Lead Developer: Shree Sanjay Sonawane
🌐 Official Domain: skymatrixworld.co.in

Downloads last month: -

Model tree for SkyMatrixWorld-07/CYPHER-GUARD-3B

Base model

Qwen/Qwen2.5-3B

Finetuned

Qwen/Qwen2.5-3B-Instruct

Adapter

(1380)

this model

SkyMatrixWorld-07
/

CYPHER-GUARD-3B