Predict_Rating / INDEX.md
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πŸ“– Complete Documentation Index

Welcome to the Vietnamese Product Rating Prediction System documentation!


πŸš€ Quick Start (New Users)

If you're just getting started, read these files in order:

  1. QUICKSTART.md ⚑

    • Installation instructions
    • How to run the application
    • First-time usage guide
    • Start here!
  2. TESTING_GUIDE.md βœ…

    • Step-by-step testing procedures
    • Expected results for each test
    • Troubleshooting common issues
  3. PROJECT_SUMMARY.md πŸ“‹

    • Overview of all features
    • What has been built
    • How to replace dummy ML model

πŸ“š Detailed Documentation

For Understanding the System

  • README.md πŸ“–

    • Complete project documentation
    • Features, setup, usage
    • API endpoints
    • Database schema
    • CSV file format
  • ARCHITECTURE.md πŸ—οΈ

    • System architecture diagrams
    • Request flow examples
    • Technology stack details
    • File responsibilities
    • Security features

🎯 For Different Purposes

I want to... run the application

β†’ Read: QUICKSTART.md

I want to... test all features

β†’ Read: TESTING_GUIDE.md

I want to... understand the code structure

β†’ Read: ARCHITECTURE.md

I want to... replace the dummy ML model

β†’ Read: PROJECT_SUMMARY.md (section: "Replace Dummy ML Model")

I want to... demo to my teacher

β†’ Read: TESTING_GUIDE.md (section: "Demo Checklist for Teacher")

I want to... understand all features

β†’ Read: README.md (section: "Features")

I want to... see API documentation

β†’ Run app, then visit: http://localhost:8000/docs


πŸ“ Project Files Overview

Documentation Files

β”œβ”€β”€ README.md              # Main documentation
β”œβ”€β”€ QUICKSTART.md          # Quick setup guide
β”œβ”€β”€ PROJECT_SUMMARY.md     # Feature summary
β”œβ”€β”€ TESTING_GUIDE.md       # Testing procedures
β”œβ”€β”€ ARCHITECTURE.md        # System architecture
└── INDEX.md              # This file (navigation)

Code Files

β”œβ”€β”€ main.py                # FastAPI entry point
β”œβ”€β”€ requirements.txt       # Python dependencies
β”œβ”€β”€ sample_comments.csv    # Test data
β”œβ”€β”€ .gitignore            # Git ignore rules
β”‚
└── app/
    β”œβ”€β”€ config.py         # Configuration
    β”œβ”€β”€ database.py       # Database setup
    β”œβ”€β”€ models.py         # Database models
    β”œβ”€β”€ schemas.py        # Pydantic schemas
    β”‚
    β”œβ”€β”€ routers/          # API endpoints
    β”‚   β”œβ”€β”€ auth.py
    β”‚   β”œβ”€β”€ prediction.py
    β”‚   └── dashboard.py
    β”‚
    β”œβ”€β”€ services/         # Business logic
    β”‚   β”œβ”€β”€ auth_service.py
    β”‚   β”œβ”€β”€ ml_service.py
    β”‚   └── visualization_service.py
    β”‚
    β”œβ”€β”€ templates/        # HTML templates
    β”‚   β”œβ”€β”€ base.html
    β”‚   β”œβ”€β”€ login.html
    β”‚   β”œβ”€β”€ register.html
    β”‚   └── dashboard.html
    β”‚
    └── static/           # Static files
        β”œβ”€β”€ css/
        β”œβ”€β”€ js/
        └── uploads/

πŸŽ“ For Students (Project Presentation)

Before Presentation

  1. Read QUICKSTART.md to set up
  2. Test everything using TESTING_GUIDE.md
  3. Review PROJECT_SUMMARY.md for highlights

During Presentation

  1. Show Swagger UI (bonus points!) β†’ http://localhost:8000/docs
  2. Demo user journey:
    • Register β†’ Login
    • Single prediction
    • Batch CSV with visualizations
  3. Explain architecture using ARCHITECTURE.md

Key Points to Mention

βœ… FastAPI with automatic API documentation
βœ… JWT authentication for security
βœ… RESTful API design
βœ… Data visualization (Chart.js + WordCloud)
βœ… Separation of concerns (clean architecture)
βœ… Database relationships and ORM


πŸ”§ For Developers

Understanding the Codebase

  1. ARCHITECTURE.md - System overview
  2. README.md - Detailed documentation
  3. Code files (with inline comments)

Modifying the System

To replace ML model: β†’ Edit: app/services/ml_service.py β†’ See: PROJECT_SUMMARY.md section "Replace Dummy ML Model"

To add products: β†’ Edit: app/config.py β†’ PRODUCTS list

To add Vietnamese stopwords: β†’ Edit: app/services/visualization_service.py β†’ self.stopwords

To change styling: β†’ Edit: app/templates/*.html (TailwindCSS classes)

To add API endpoints: β†’ Create route in: app/routers/*.py


πŸ“Š Key Features Reference

Feature File Documentation
User Authentication app/routers/auth.py README.md
Single Prediction app/routers/prediction.py README.md
Batch Prediction app/routers/prediction.py README.md
WordCloud app/services/visualization_service.py ARCHITECTURE.md
Database Models app/models.py README.md
ML Service app/services/ml_service.py PROJECT_SUMMARY.md

πŸ› Troubleshooting

For common issues and solutions: β†’ TESTING_GUIDE.md (Troubleshooting section)

For API errors: β†’ Check Swagger UI: http://localhost:8000/docs

For understanding error messages: β†’ ARCHITECTURE.md (Request Flow section)


πŸ“ž Quick Reference Commands

# Install dependencies
pip install -r requirements.txt

# Run application
python main.py

# Access Swagger UI
# Open: http://localhost:8000/docs

# Access dashboard
# Open: http://localhost:8000/dashboard

# Test with sample data
# Upload: sample_comments.csv

βœ… Checklist for Teacher Demo

Before presenting to teacher:

  • All dependencies installed (pip install -r requirements.txt)
  • Application runs successfully (python main.py)
  • Can access Swagger UI (http://localhost:8000/docs)
  • Can register and login
  • Single prediction works
  • Batch CSV prediction works
  • Charts and word cloud display correctly
  • CSV download works
  • Understand system architecture
  • Can explain how to replace ML model

🎯 Learning Outcomes

After completing this project, you will understand:

  1. FastAPI Framework

    • Route definition
    • Dependency injection
    • Automatic API documentation
    • Request/response validation
  2. Authentication

    • JWT tokens
    • Password hashing (bcrypt)
    • Protected routes
  3. Database

    • SQLAlchemy ORM
    • Model relationships
    • CRUD operations
  4. Frontend

    • Jinja2 templating
    • TailwindCSS styling
    • JavaScript Fetch API
    • Chart.js visualization
  5. Software Architecture

    • Separation of concerns
    • Service layer pattern
    • RESTful API design

πŸ“§ Documentation Feedback

If any documentation is unclear or missing information:

  1. Check other documentation files
  2. Look at code comments
  3. Consult with your instructor

πŸŽ‰ You're All Set!

You now have: βœ… Complete working application
βœ… Comprehensive documentation
βœ… Testing guide
βœ… Architecture documentation
βœ… Demo preparation materials

Good luck with your project! πŸŽ“


Last Updated: November 25, 2024
Project: Vietnamese Product Rating Prediction System
Framework: FastAPI + Jinja2 + TailwindCSS