"""
Example script demonstrating the data ingestion and feature store usage.

This shows how to use the modules we just built.
"""

from src.data.ingest import load_dataset, InferenceTransactionSchema
from src.features.store import RedisFeatureStore


def main():
    """Demonstrate basic usage of Phase 1 modules."""

    print("=== PayShield-ML Phase 1 Demo ===\n")

    # 1. Data Validation Example
    print("1. Testing Data Validation...")
    try:
        valid_transaction = InferenceTransactionSchema(
            user_id="u12345",
            amt=150.00,
            lat=40.7128,
            long=-74.0060,
            category="grocery_pos",
            job="Engineer, biomedical",
            merch_lat=40.7200,
            merch_long=-74.0100,
            unix_time=1234567890,
        )
        print(f"   ✓ Valid transaction: ${valid_transaction.amt:.2f}")
    except Exception as e:
        print(f"   ✗ Validation failed: {e}")

    # 2. Feature Store Example
    print("\n2. Testing Feature Store...")
    try:
        store = RedisFeatureStore(host="localhost", port=6379, db=0)

        # Check health
        health = store.health_check()
        print(f"   ✓ Redis connection: {health['status']} (ping: {health['ping_ms']}ms)")

        # Add some transactions
        user_id = "demo_user_001"
        import time

        base_time = int(time.time())

        print(f"\n   Adding 3 transactions for {user_id}...")
        for i, amount in enumerate([50.00, 75.00, 100.00]):
            store.add_transaction(
                user_id=user_id,
                amount=amount,
                timestamp=base_time + (i * 3600),  # 1 hour apart
            )
            print(f"      Transaction {i + 1}: ${amount:.2f}")

        # Get features
        features = store.get_features(user_id, current_timestamp=base_time + 7200)
        print(f"\n   Features computed:")
        print(f"      - Transaction count (24h): {features['trans_count_24h']:.0f}")
        print(f"      - Average spend (24h): ${features['avg_spend_24h']:.2f}")

        # Get history
        history = store.get_transaction_history(user_id, lookback_hours=24)
        print(f"\n   Transaction history ({len(history)} transactions):")
        for ts, amt in history[:3]:
            print(f"      - Timestamp {ts}: ${amt:.2f}")

        # Cleanup
        deleted = store.delete_user_data(user_id)
        print(f"\n   ✓ Cleaned up {deleted} keys")

    except Exception as e:
        print(f"   ✗ Feature store error: {e}")
        print(
            "   Make sure Redis is running: docker-compose -f docker/docker-compose.yml up -d redis"
        )

    print("\n=== Demo Complete ===")


if __name__ == "__main__":
    main()