example_usage.py

"""
Example usage of the Smart Budget Recommendation API

This script demonstrates how to use the API endpoints.
"""

import requests
from datetime import datetime

# Base URL - Update this to your deployed Hugging Face Space URL
BASE_URL = "http://localhost:8000"  # Change to your Hugging Face Space URL

# Example user ID
USER_ID = "user123"

def create_sample_expenses():
    """Create sample expenses for testing"""
    expenses = [
        {
            "user_id": USER_ID,
            "amount": 3500,
            "category": "Groceries",
            "description": "Monthly groceries",
            "date": "2024-01-15T00:00:00",
            "type": "expense"
        },
        {
            "user_id": USER_ID,
            "amount": 4000,
            "category": "Groceries",
            "description": "Monthly groceries",
            "date": "2024-02-15T00:00:00",
            "type": "expense"
        },
        {
            "user_id": USER_ID,
            "amount": 3800,
            "category": "Groceries",
            "description": "Monthly groceries",
            "date": "2024-03-15T00:00:00",
            "type": "expense"
        },
        {
            "user_id": USER_ID,
            "amount": 4200,
            "category": "Groceries",
            "description": "Monthly groceries",
            "date": "2024-04-15T00:00:00",
            "type": "expense"
        },
        {
            "user_id": USER_ID,
            "amount": 2000,
            "category": "Transport",
            "description": "Monthly transport",
            "date": "2024-01-20T00:00:00",
            "type": "expense"
        },
        {
            "user_id": USER_ID,
            "amount": 2200,
            "category": "Transport",
            "description": "Monthly transport",
            "date": "2024-02-20T00:00:00",
            "type": "expense"
        },
    ]
    
    print("Creating sample expenses...")
    for expense in expenses:
        response = requests.post(f"{BASE_URL}/expenses", json=expense)
        if response.status_code == 200:
            print(f"✓ Created expense: {expense['category']} - Rs.{expense['amount']}")
        else:
            print(f"✗ Failed to create expense: {response.text}")

def get_recommendations():
    """Get budget recommendations"""
    print("\n" + "="*50)
    print("Getting Smart Budget Recommendations...")
    print("="*50)
    
    # Get recommendations for next month
    next_month = datetime.now().month + 1
    next_year = datetime.now().year
    if next_month > 12:
        next_month = 1
        next_year += 1
    
    response = requests.get(
        f"{BASE_URL}/recommendations/{USER_ID}",
        params={"month": next_month, "year": next_year}
    )
    
    if response.status_code == 200:
        recommendations = response.json()
        print(f"\nFound {len(recommendations)} recommendations:\n")
        
        for rec in recommendations:
            print(f"Category: {rec['category']}")
            print(f"  Average Expense: Rs.{rec['average_expense']:,.0f}")
            print(f"  Recommended Budget: Rs.{rec['recommended_budget']:,.0f}")
            print(f"  Confidence: {rec['confidence']*100:.0f}%")
            print(f"  Reason: {rec['reason']}")
            print()
    else:
        print(f"Error: {response.status_code} - {response.text}")

def get_category_expenses():
    """Get category expense averages"""
    print("\n" + "="*50)
    print("Getting Category Expense Averages...")
    print("="*50)
    
    response = requests.get(
        f"{BASE_URL}/category-expenses/{USER_ID}",
        params={"months": 3}
    )
    
    if response.status_code == 200:
        categories = response.json()
        print(f"\nFound {len(categories)} categories:\n")
        
        for cat in categories:
            print(f"{cat['category']}:")
            print(f"  Average Monthly: Rs.{cat['average_monthly_expense']:,.0f}")
            print(f"  Total Transactions: {cat['total_expenses']}")
            print(f"  Months Analyzed: {cat['months_analyzed']}")
            print()
    else:
        print(f"Error: {response.status_code} - {response.text}")

if __name__ == "__main__":
    print("Smart Budget Recommendation API - Example Usage")
    print("="*50)
    
    # Check health
    print("\nChecking API health...")
    response = requests.get(f"{BASE_URL}/health")
    if response.status_code == 200:
        print(f"✓ API is healthy: {response.json()}")
    else:
        print(f"✗ API health check failed: {response.text}")
        exit(1)
    
    # Uncomment to create sample data
    # create_sample_expenses()
    
    # Get recommendations
    get_recommendations()
    
    # Get category averages
    get_category_expenses()