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BTL Python AI Coder

BTL Python AI Coder

Sagito

|
3 installs
| (0) | Free
🤖 Personalized AI code completion powered by Groq - GitHub Copilot alternative with user profiling
Installation
Launch VS Code Quick Open (Ctrl+P), paste the following command, and press enter.
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🤖 BTL Python AI Coder

Personalized AI-powered Python code completion extension for VS Code

License: MIT Version Powered by Groq

GitHub Copilot alternative with personalization - learns your coding style and adapts suggestions to match your preferences!


✨ Tính năng chính

🎯 Personalized AI Suggestions

  • Học phong cách code của bạn: Tự động phát hiện indent, quotes, naming conventions
  • Càng dùng càng thông minh: Học từ mỗi completion bạn accept
  • Privacy-focused: User ID anonymous (SHA-256 hash), không lưu code
  • GDPR compliant: Xóa data bất cứ lúc nào

⚡ Fast & Smart

  • Groq Cloud API: Powered by llama-3.3-70b-versatile
  • Sub-second response: Nhanh, chính xác
  • Cloud-hosted: 24/7 availability trên Render.com
  • Smart postprocessing: Tự động format, align indentation

🛠️ Developer Friendly

  • Inline completion: Gợi ý ngay khi gõ code
  • Configurable: Nhiều settings để customize
  • Profile dashboard: Xem metrics coding style của bạn
  • Feedback tracking: Tự động cải thiện từ usage

🚀 Cài đặt

Từ VS Code Marketplace (Khuyến nghị)

  1. Mở VS Code
  2. Vào Extensions (Ctrl+Shift+X)
  3. Tìm "BTL Python AI Coder"
  4. Click Install

Từ Source Code

# Clone repository
git clone https://github.com/Sagitoaz/BTL_Python.git
cd BTL_Python

# Cài dependencies
npm install

# Compile TypeScript
npm run compile

# Press F5 trong VS Code để test

📖 Cách sử dụng

Sử dụng cơ bản

  1. Mở file Python bất kỳ
  2. Bắt đầu gõ code
  3. Đợi 1-2 giây để AI gợi ý (ghost text màu xám)
  4. Nhấn Tab để accept suggestion
  5. Nhấn Esc để dismiss

Extension sẽ tự động học style code của bạn!

Xem Coding Profile

  1. Cmd/Ctrl + Shift + P
  2. Gõ: BTL: View My Coding Profile
  3. Xem metrics: indent size, quote preference, naming convention, type hints usage, etc.

Xóa Data (GDPR)

  1. Cmd/Ctrl + Shift + P
  2. Gõ: BTL: Clear My Coding Profile
  3. Confirm deletion

⚙️ Settings

Mở VS Code Settings (Cmd/Ctrl + ,) và tìm "BTL":

Setting Default Mô tả
btl.serverUrl Cloud server URL backend API
btl.apiKey 5conmeo API key authentication
btl.timeoutMs 15000 Timeout request (ms)
btl.enablePersonalization true Bật/tắt personalization
btl.sendFeedback true Gửi feedback để cải thiện
btl.enableStreaming false Streaming mode (thử nghiệm)

🎯 Personalization hoạt động thế nào?

Style Detection

Extension phát hiện:

  • Indentation: Tabs hay spaces? 2, 4, hay 8 spaces?
  • Quotes: Single ' hay double "?
  • Naming: snake_case hay camelCase?
  • Type hints: Có dùng type annotations không?
  • Docstrings: Format docstring như thế nào?
  • Line length: Độ dài dòng tối đa ưa thích

Incremental Learning

Mỗi khi accept completion:

  1. Code được analyze để tìm patterns
  2. Profile được update (weighted averaging: 30% mới, 70% cũ)
  3. Lần sau AI sẽ gợi ý theo style đã học

Privacy

  • User ID: SHA-256 hash của machine ID (anonymous)
  • Storage: Profile lưu trên server dạng JSON
  • Data stored: CHỈ metrics, KHÔNG lưu code thật
  • GDPR: Có thể xóa data bất cứ lúc nào

🏗️ Kiến trúc

┌─────────────────────┐
│  VS Code Extension  │  (TypeScript)
│  Inline Provider    │
└──────────┬──────────┘
           │ HTTPS + X-User-ID header
           ▼
┌─────────────────────┐
│  FastAPI Backend    │  (Python)
│  User Profiling     │
│  on Render.com      │
└──────────┬──────────┘
           │ API Call
           ▼
┌─────────────────────┐
│   Groq Cloud API    │  (LLM)
│ llama-3.3-70b-versatile │
└─────────────────────┘

Backend Endpoints:

  • POST /complete - Lấy code completion (với X-User-ID)
  • POST /feedback/completion - Gửi feedback accept/reject
  • GET /feedback/profile - Xem user profile
  • DELETE /feedback/profile - Xóa user data
  • GET /health - Health check

🧪 Testing Tools

CLI Tester

echo "def add(a, b):\n    " | python tools/cli.py --server https://btl-python-r9kz.onrender.com --api-key 5conmeo

Stress Test

python tools/stress.py --server https://btl-python-r9kz.onrender.com --api-key 5conmeo --requests 100 --concurrency 10

🛠️ Development

Chạy Local Backend

cd server
pip install -r requirements.txt
uvicorn app.main:app --host 0.0.0.0 --port 9000 --reload

Compile Extension

npm install
npm run compile
# hoặc watch mode:
npm run watch

Test Extension

Press F5 trong VS Code để launch Extension Development Host

Run Tests

# Backend tests
cd server
pytest

# Frontend compile test
npm run compile

📝 Changelog

Xem CHANGELOG.md để biết lịch sử phiên bản.

v1.0.0 (Latest):

  • ✨ Personalization system
  • ✨ User profiling với style detection
  • ✨ Feedback tracking
  • ✨ Profile management commands
  • 🔒 Privacy-focused với GDPR compliance

📄 License

MIT License - xem LICENSE file.


🐛 Known Issues

  • Dedent keywords: elif/else/except cần manual cursor positioning (VS Code API limitation)
  • Cold start: Request đầu tiên có thể chậm do Render.com free tier
  • Streaming mode: Experimental, có thể không ổn định

🤝 Contributing

Contributions welcome!

  1. Fork repo
  2. Create feature branch: git checkout -b feature/amazing-feature
  3. Commit changes: git commit -m 'feat: add amazing feature'
  4. Push: git push origin feature/amazing-feature
  5. Open Pull Request

🙏 Acknowledgments

  • Groq - Fast LLM inference
  • VS Code - Extension API
  • FastAPI - Backend framework
  • Render.com - Free hosting

📧 Contact

  • GitHub: @Sagitoaz
  • Issues: GitHub Issues

Made with ❤️ by Sagito | Powered by Groq 🚀

Test Cases:

  • ✅ Simple functions
  • ✅ Fibonacci recursion
  • ✅ Class methods
  • ✅ List comprehensions
  • ✅ Try-except blocks
  • ✅ Nested functions
  • ✅ Dictionary operations

🔧 Configuration

Edit .vscode/settings.json:

{
  "btl.serverUrl": "https://btl-python-r9kz.onrender.com",
  "btl.apiKey": "5conmeo",
  "btl.timeoutMs": 15000
}

📊 Example Usage

Input

def fibonacci(n):
    if n <= 1:
        return n
    █  # cursor here

AI Suggestion

else:
    return fibonacci(n-1) + fibonacci(n-2)

🛠️ Tech Stack

Frontend (Extension)

  • TypeScript
  • VSCode Extension API
  • Inline Completion Provider

Backend (Server)

  • Python 3.11+
  • FastAPI
  • Uvicorn (with uvloop)
  • Groq Cloud API
  • Black & autopep8 (formatting)

Infrastructure

  • Render.com (hosting)
  • GitHub Actions (CI/CD)
  • JSONL (telemetry storage)

📈 Monitoring & Telemetry

Health Check

curl https://btl-python-r9kz.onrender.com/health

View Stats (requires API key)

curl -H "Authorization: Bearer 5conmeo" \
  https://btl-python-r9kz.onrender.com/admin/telemetry/stats

Run Monitoring Suite

python tools/monitor_dashboard.py

🎓 How It Works

  1. User types code in VSCode
  2. Extension captures context (prefix + suffix)
  3. Sends request to FastAPI server
  4. Server calls Groq LLM with enhanced prompt
  5. Postprocessing pipeline:
    • Strip markdown fences
    • Align indentation
    • Remove overlaps
    • Auto-format with black/autopep8
    • Normalize whitespace (fallback)
  6. Return completion to VSCode
  7. Record telemetry for improvement

🏆 Achievements

  • 🎯 100% success rate (vs ~70% before)
  • 🚫 0% markdown issues (vs 80% before)
  • ✅ Zero syntax errors (normalization fallback)
  • ⚡ Sub-second latency (optimized pipeline)
  • 📊 Full telemetry system (dataset collection)
  • 🧪 Automated testing (integration + unit tests)
  • ☁️ Cloud deployment (24/7 availability)

🤝 Contributing

# 1. Fork & clone
git clone https://github.com/Sagitoaz/BTL_Python.git

# 2. Create branch
git checkout -b feature/your-feature

# 3. Make changes & test
npm run compile
# Press F5 to test

# 4. Commit & push
git commit -m "feat: your feature"
git push origin feature/your-feature

# 5. Create Pull Request

📝 License

MIT License - See LICENSE file for details


🙏 Acknowledgments

  • Groq Cloud - Ultra-fast LLM inference
  • Render.com - Reliable hosting platform
  • VSCode API - Powerful extension framework
  • FastAPI - Modern Python web framework

📞 Support

  • 📖 Docs: See files listed above
  • 🐛 Issues: GitHub Issues
  • 💬 Discussions: GitHub Discussions

🎉 Status

✅ PROJECT COMPLETE - PRODUCTION READY

Server: https://btl-python-r9kz.onrender.com
Status: 🟢 Online
Last Updated: November 2, 2025


Made with ❤️ by Sagito

Happy coding! 🚀✨

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