| --- |
| library_name: transformers |
| license: mit |
| metrics: |
| - accuracy |
| - bleu |
| - code_eval |
| pipeline_tag: text-generation |
| tags: |
| - cybersecurity |
| - web-development |
| - multilingual |
| - hindi |
| - hinglish |
| - code-generation |
| - security |
| - ddos-protection |
| - sql-injection |
| - xss-prevention |
| --- |
| |
| # 🔒 Hinglish Cybersecurity & Web Development Expert |
|
|
| ## Model Overview |
|
|
| **HinglishCyberSec** is a fine-tuned CodeLlama-7B model specialized in **multilingual cybersecurity** and **full-stack web development**. It understands and generates code in **Hindi, English, and Hinglish** (Hindi+English mix). |
|
|
| ### 🎯 What This Model Does |
|
|
| | Capability | Description | |
| |------------|-------------| |
| | **🌐 Multilingual** | Responds in Hindi, English, or Hinglish | |
| | **🛡️ Cybersecurity** | SQL injection, XSS, DDoS, JWT, Encryption, CSRF protection | |
| | **💻 Web Development** | HTML, CSS, JavaScript, React, Flask, Express, PHP | |
| | **🔒 Security Headers** | CSP, HSTS, X-Frame-Options implementation | |
| | **📊 Rate Limiting** | DDoS protection, API rate limiting | |
| | **🔐 Authentication** | JWT, bcrypt, session management | |
| | **📝 Code Explanation** | Explains code in simple Hinglish | |
|
|
| --- |
|
|
| ## Model Details |
|
|
| ### Basic Information |
|
|
| - **Developed by:** Harsh Verma |
| - **Model type:** Causal Language Model (Fine-tuned CodeLlama-7B) |
| - **Language(s):** Hindi, English, Hinglish (Hindi + English mix) |
| - **License:** MIT |
| - **Base Model:** CodeLlama-7B |
| - **Fine-tuned on:** Custom multilingual cybersecurity + web development dataset |
|
|
| ### Model Sources |
|
|
| - **Repository:** [Your ] |
| - **Demo:** [https://huggingface.co/spaces/Harsh2026verma/Rudra-chatbot] |
| - **Dataset:** [Link to your dataset] |
|
|
| --- |
|
|
| ## Uses |
|
|
| ### Direct Use |
|
|
| This model can be used for: |
|
|
| ```python |
| # 1. Generate secure code in Hinglish |
| response = model.generate("SQL injection se bachne ka tarika batao") |
| |
| # 2. Create web applications |
| response = model.generate("Ek responsive navbar banao with logo and 3 links") |
| |
| # 3. Security audit |
| response = model.generate("Is code mein SQL injection vulnerability hai?") |
| |
| # 4. DDoS protection |
| response = model.generate("Flask mein rate limiting kaise lagayein?") |
