recycling-project-solutions/setup.py

#!/usr/bin/env python3
"""
Setup script for Memory Module Detection Project
This script helps users set up the project quickly.
"""

import os
import sys
import subprocess
import time

def run_command(command, description):
    """Run a command and handle errors."""
    print(f"🔄 {description}...")
    try:
        result = subprocess.run(command, shell=True, check=True, capture_output=True, text=True)
        print(f"✅ {description} completed successfully")
        return True
    except subprocess.CalledProcessError as e:
        print(f"❌ {description} failed:")
        print(f"   Command: {command}")
        print(f"   Error: {e.stderr}")
        return False

def check_python_version():
    """Check if Python version is compatible."""
    print("🐍 Checking Python version...")
    version = sys.version_info
    if version.major == 3 and version.minor >= 8:
        print(f"✅ Python {version.major}.{version.minor}.{version.micro} is compatible")
        return True
    else:
        print(f"❌ Python {version.major}.{version.minor}.{version.micro} is not compatible")
        print("   Please use Python 3.8 or higher")
        return False

def check_files():
    """Check if required files exist."""
    print("📁 Checking project files...")
    required_files = [
        'requirements.txt',
        'main.py',
        'train.py',
        'inference_utils.py',
        'prepare_dataset.py',
        'dataset.yaml',
        'training/memory',
        'training/no_memory'
    ]
    
    missing_files = []
    for file in required_files:
        if not os.path.exists(file):
            missing_files.append(file)
    
    if missing_files:
        print(f"❌ Missing files: {missing_files}")
        return False
    else:
        print("✅ All required files found")
        return True

def install_dependencies():
    """Install Python dependencies."""
    if not run_command("pip install -r requirements.txt", "Installing dependencies"):
        print("   Try using: pip3 install -r requirements.txt")
        return run_command("pip3 install -r requirements.txt", "Installing dependencies with pip3")
    return True

def prepare_dataset():
    """Prepare the dataset structure."""
    if os.path.exists('training/train/images') and os.path.exists('training/val/images'):
        print("✅ Dataset already prepared")
        return True
    
    return run_command("python3 prepare_dataset.py", "Preparing dataset structure")

def train_model():
    """Train the YOLOv8 model."""
    model_path = 'runs/detect/memory_module_detection/weights/best.pt'
    if os.path.exists(model_path):
        print("✅ Model already trained")
        return True
    
    print("🤖 Training YOLOv8 model...")
    print("   This may take 5-60 minutes depending on your hardware...")
    return run_command("python3 train.py --epochs 50 --batch 8", "Training YOLOv8 model")

def test_setup():
    """Test the setup by running a quick inference."""
    print("🧪 Testing setup...")
    return run_command("python3 test_api.py", "Running API tests")

def main():
    """Main setup function."""
    print("🚀 Memory Module Detection Project Setup")
    print("=" * 50)
    
    # Check prerequisites
    if not check_python_version():
        return False
    
    if not check_files():
        return False
    
    # Setup steps
    steps = [
        ("Install Dependencies", install_dependencies),
        ("Prepare Dataset", prepare_dataset),
        ("Train Model", train_model)
    ]
    
    for step_name, step_func in steps:
        print(f"\n📋 Step: {step_name}")
        if not step_func():
            print(f"❌ Setup failed at step: {step_name}")
            return False
    
    print("\n" + "=" * 50)
    print("🎉 Setup completed successfully!")
    print("\n📖 Next steps:")
    print("1. Start the API:")
    print("   python3 main.py")
    print("\n2. Test the API (in another terminal):")
    print("   python3 test_api.py")
    print("\n3. Or test manually:")
    print("   curl http://localhost:5000/detect/hardcoded")
    
    return True

if __name__ == "__main__":
    success = main()
    sys.exit(0 if success else 1)