pinn/app.py

import sys
import engine


def print_header():
    print("=" * 55)
    print("      Heat Equation PINN  —  ∂T/∂t = α ∂²T/∂x²")
    print("      Robin BC (x=0, x=L) + point source @ X_SRC")
    print("=" * 55)


def _ask_float(prompt, default):
    val = input(prompt).strip()
    try:
        return float(val)
    except ValueError:
        return default


def _ask_int(prompt, default):
    val = input(prompt).strip()
    return int(val) if val.isdigit() else default


def main_menu():
    print("\nInitializing collocation points...")
    data = engine.prepare_data()
    print(f"Ready — device: {data['device']}\n")

    while True:
        print("\n" + "-" * 30)
        print("          MAIN MENU")
        print("-" * 30)
        print("1. Train New Model")
        print("2. Evaluate Model (L2 vs analytical)")
        print("3. Visualize Temperature Field")
        print("0. Exit")
        print("-" * 30)

        choice = input("Select an option (0-3): ").strip()

        if choice == '1':
            epochs = _ask_int("Epochs (default 5000): ", 5000)
            engine.train_model(data, epochs=epochs)

        elif choice == '2':
            engine.evaluate_model(data)

        elif choice == '3':
            engine.generate_visualization(data)

        elif choice == '0':
            print("Exiting.")
            sys.exit(0)

        else:
            print("Invalid choice.")


if __name__ == "__main__":
    print_header()
    main_menu()