"""API routes for fraud detection."""

import logging
from typing import Dict, List

from fastapi import APIRouter, HTTPException, status

from src.schemas.fraud import (
    FraudAnalysisRequest,
    FraudAnalysisResponse,
    TransactionSummary,
)
from src.services.fraud_analyzer import FraudAnalyzer

logger = logging.getLogger(__name__)

router = APIRouter(prefix="/api/v1", tags=["fraud"])

# Initialize services (in production, use dependency injection)
fraud_analyzer = FraudAnalyzer()


@router.get("/health", summary="Health check")
async def health_check() -> Dict[str, str]:
    """Health check endpoint."""
    return {"status": "healthy", "service": "fraud-detection-api"}


@router.post(
    "/analyze",
    response_model=FraudAnalysisResponse,
    status_code=status.HTTP_200_OK,
    summary="Analyze transaction for fraud",
)
async def analyze_transaction(request: FraudAnalysisRequest) -> FraudAnalysisResponse:
    """Analyze a transaction for fraud indicators.

    Args:
        request: Fraud analysis request.

    Returns:
        Fraud analysis response with detailed assessment.
    """
    try:
        if not request.transaction_id and not request.transaction_data:
            raise HTTPException(
                status_code=status.HTTP_400_BAD_REQUEST,
                detail="Either transaction_id or transaction_data must be provided",
            )

        result = fraud_analyzer.analyze_transaction(
            transaction_id=request.transaction_id,
            transaction_data=request.transaction_data.dict() if request.transaction_data else None,
            use_rag=request.use_rag,
        )

        return FraudAnalysisResponse(**result)
    except ValueError as e:
        raise HTTPException(
            status_code=status.HTTP_400_BAD_REQUEST,
            detail=str(e),
        )
    except Exception as e:
        logger.error(f"Error analyzing transaction: {str(e)}")
        raise HTTPException(
            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
            detail=f"Internal server error: {str(e)}",
        )


@router.get(
    "/summary",
    response_model=TransactionSummary,
    summary="Get transaction summary",
)
async def get_summary() -> TransactionSummary:
    """Get summary statistics of the fraud dataset.

    Returns:
        Transaction summary with statistics.
    """
    try:
        summary = fraud_analyzer.data_processor.get_transaction_summary()
        return TransactionSummary(**summary)
    except Exception as e:
        logger.error(f"Error getting summary: {str(e)}")
        raise HTTPException(
            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
            detail=f"Internal server error: {str(e)}",
        )


@router.post(
    "/batch-analyze",
    response_model=List[FraudAnalysisResponse],
    summary="Batch analyze multiple transactions",
)
async def batch_analyze(
    transaction_ids: List[int],
    use_rag: bool = True,
) -> List[FraudAnalysisResponse]:
    """Analyze multiple transactions in batch.

    Args:
        transaction_ids: List of transaction IDs to analyze.
        use_rag: Whether to use RAG for context.

    Returns:
        List of fraud analysis responses.
    """
    try:
        if not transaction_ids:
            raise HTTPException(
                status_code=status.HTTP_400_BAD_REQUEST,
                detail="At least one transaction_id must be provided",
            )

        results = fraud_analyzer.batch_analyze(transaction_ids, use_rag=use_rag)
        return [FraudAnalysisResponse(**result) for result in results]
    except Exception as e:
        logger.error(f"Error in batch analysis: {str(e)}")
        raise HTTPException(
            status_code=status.HTTP_500_INTERNAL_SERVER_ERROR,
            detail=f"Internal server error: {str(e)}",
        )