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Bernadetta14/code-vulnerability-detector

sourceHugging Faceupdated 4mo agoView on Hugging Face

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App README

🔐 Code Vulnerability Detector

Deteksi celah keamanan dalam kode secara otomatis menggunakan AI. Model menganalisis kode dan memberikan laporan terstruktur berisi jenis vulnerability, tingkat bahaya, penjelasan, dan saran perbaikan.

🚀 Cara Pakai

1.Pilih bahasa pemrograman
2.Paste kode yang ingin dianalisis
3.Klik Analyze Code
4.Model akan generate laporan keamanan terstruktur

📋 Output Format

Vulnerability : [tipe vulnerability]
Severity      : [HIGH/MEDIUM/LOW]
Language      : [bahasa pemrograman]
Penjelasan    : [penjelasan kenapa berbahaya]
Fix           : [kode yang sudah diperbaiki]

🛠️ Model Details

Parameter	Value
Base Model	Qwen/Qwen2.5-Coder-0.5B-Instruct
Method	LoRA fine-tuning
Framework	MLX-LM (Apple Silicon)
Dataset	CyberNative/CodeVulnerabilitySecurity_DPO
Train Samples	4,187
Training Steps	1,000
Learning Rate	2e-4
Accuracy	62%

🌐 Bahasa yang Didukung

Python, JavaScript, Java, C++, C#, PHP, Ruby, Swift, Go, Kotlin, Fortran

🔍 Jenis Vulnerability yang Dideteksi

—SQL Injection
—Cross-Site Scripting (XSS)
—Buffer Overflow
—Command Injection
—Improper Authentication
—Insecure Deserialization
—Dan banyak lagi...

📊 Dataset

Dataset dari [CyberNative/Code_Vulnerability_Security_DPO](https://huggingface.co/datasets/CyberNative/Code_Vulnerability_Security_DPO):

—4,656 pasangan kode vulnerable vs secure
—11 bahasa pemrograman
—Format DPO (Direct Preference Optimization)

👤 Author

Bernadetta HuggingFace