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import os
import logging
import secrets
import requests
from typing import Annotated, Generator
from fastapi import (
FastAPI,
Request,
HTTPException,
Security,
Depends
)
from fastapi.background import BackgroundTasks
from fastapi.responses import RedirectResponse, JSONResponse
from fastapi.security.api_key import APIKeyHeader
from psycopg.errors import UniqueViolation
from sqlalchemy.exc import IntegrityError
from starlette.status import (
HTTP_200_OK,
HTTP_403_FORBIDDEN,
HTTP_422_UNPROCESSABLE_ENTITY,
HTTP_500_INTERNAL_SERVER_ERROR,
HTTP_503_SERVICE_UNAVAILABLE)
from dotenv import load_dotenv
from sqlalchemy import text
from sqlalchemy.orm import Session
from src.entity.api.transaction_api import TransactionApi, TransactionProcessingOutput
from src.service.fraud_service import check_for_fraud_api
from src.service.logging_service import setup_logging
from src.service.notification_service import send_notification
from src.repository.common import get_session
from src.repository.fraud_details_repo import insert_fraud
from src.repository.transaction_repo import insert_transaction, fetch_transaction_by_number
# ------------------------------------------------------------------------------
# Configure logging
setup_logging()
logger = logging.getLogger(__name__)
# ------------------------------------------------------------------------------
def provide_connection() -> Generator[Session, None, None]:
with get_session() as conn:
yield conn
# ------------------------------------------------------------------------------
# Load environment variables
load_dotenv()
FASTAPI_API_KEY = os.getenv("FASTAPI_API_KEY")
FRAUD_ML_API_KEY = os.getenv("FRAUD_ML_API_KEY")
FRAUD_ML_HEALTHCHECK_ENDPOINT = os.getenv("FRAUD_ML_HEALTHCHECK_ENDPOINT")
safe_clients = ['127.0.0.1']
api_key_header = APIKeyHeader(name='Authorization', auto_error=False)
async def validate_api_key(request: Request, key: str = Security(api_key_header)):
'''
Check if the API key is valid
Args:
key (str): The API key to check
Raises:
HTTPException: If the API key is invalid
'''
if request.client.host not in safe_clients and not secrets.compare_digest(str(key), str(FASTAPI_API_KEY)):
raise HTTPException(
status_code=HTTP_403_FORBIDDEN, detail="Unauthorized - API Key is wrong"
)
return None
app = FastAPI(dependencies=[Depends(validate_api_key)] if FASTAPI_API_KEY else None,
title="Fraud Detection Service API")
# ------------------------------------------------------------------------------
@app.get("/", include_in_schema=False)
def redirect_to_docs():
'''
Redirect to the API documentation.
'''
return RedirectResponse(url='/docs')
@app.get("/transaction/get_fraud_status/{transaction_number}",
tags=["transaction"],
description="Get the fraud status of a transaction",
response_model=TransactionProcessingOutput,
)
async def get_fraud_status(
transaction_number: str,
db: Annotated[Session, Depends(provide_connection)]
):
"""
Get the fraud status of a transaction
"""
# Check if the transaction exists in the database
try:
transaction = fetch_transaction_by_number(
db=db,
transaction_number=transaction_number
)
except ValueError as e:
logger.error(e)
raise HTTPException(
status_code=HTTP_422_UNPROCESSABLE_ENTITY,
detail=f"Transaction {transaction_number} does not exist"
)
except Exception as e:
logger.error(e)
raise HTTPException(
status_code=HTTP_500_INTERNAL_SERVER_ERROR,
detail="An error occurred while fetching the transaction. See logs for details."
)
# Check if the transaction is fraudulent
is_fraud = transaction.is_fraud is True
fraud_score = transaction.fraud_details.fraud_score if transaction.fraud_details else -1
return {
'is_fraud': is_fraud,
'fraud_score': fraud_score
}
# ------------------------------------------------------------------------------
@app.post("/transaction/process",
tags=["transaction"],
description="Process a transaction",
response_model=TransactionProcessingOutput,
)
async def process_transaction(
background_tasks: BackgroundTasks,
transactionApi: TransactionApi,
db: Annotated[Session, Depends(provide_connection)]
):
"""
Process a transaction
"""
# Check the transaction
if not transactionApi.is_valid():
raise HTTPException(
status_code=HTTP_422_UNPROCESSABLE_ENTITY,
detail="Transaction is not valid. Check input values."
)
# Convert the API object to a Transaction object
transaction = transactionApi.to_transaction()
# Process the transaction
try:
# Insert every single transaction into the database
transaction = insert_transaction(db, transaction)
except (UniqueViolation, IntegrityError):
logger.warning("Transaction cannot be inserted in the database - checking existence...")
db.rollback()
return await get_fraud_status(
transaction_number=transaction.transaction_number,
db=db
)
except Exception as e:
logger.error(e)
raise HTTPException(
status_code=HTTP_500_INTERNAL_SERVER_ERROR,
detail="An error occurred while processing the transaction. See logs for details."
)
# Call the fraud detection API
fraud_output = check_for_fraud_api(transaction)
is_fraud = fraud_output.result == 1
if is_fraud:
insert_fraud(
db=db,
transaction=transaction,
fraud_score=fraud_output.fraud_probability,
model_version=fraud_output.model_metadata['version'] if 'version' in fraud_output.model_metadata else 'unknown'
)
# Send notification to the user
background_tasks.add_task(
func=send_notification,
transaction_id=transaction.id)
# Return the result
output = {
'is_fraud': fraud_output.result,
'fraud_score': fraud_output.fraud_probability
}
return output
# ------------------------------------------------------------------------------
@app.get("/check_health", tags=["general"], description="Check the health of the API")
async def check_health(session: Annotated[Session, Depends(provide_connection)]):
"""
Check all the services in the infrastructure are working
"""
# Check if the database is alive
try:
session.execute(text("SELECT 1"))
except Exception as e:
logger.error(f"DB check failed: {e}")
return JSONResponse(content={"status": "unhealthy"}, status_code=HTTP_503_SERVICE_UNAVAILABLE)
# Check if the fraud detection API is alive
response = requests.get(FRAUD_ML_HEALTHCHECK_ENDPOINT,
headers={
'Content-Type': 'application/json',
'Authorization': FRAUD_ML_API_KEY,
})
if response.status_code != HTTP_200_OK:
logger.error(f"Fraud detection API check failed: {response.status_code} - {response.text}")
return JSONResponse(content={"status": "unhealthy"}, status_code=HTTP_503_SERVICE_UNAVAILABLE)
return JSONResponse(content={"status": "healthy"}, status_code=HTTP_200_OK)
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