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Collaborative-Fraud-Intelligence-Simulator / backend /tests /integration /test_explainability_api.py
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| """Integration tests for explainability endpoints.""" | |
| from __future__ import annotations | |
| import pytest | |
| from fastapi.testclient import TestClient | |
| from app.application.services.alert_service import AlertIntelligenceService | |
| from app.main import app | |
| client = TestClient(app) | |
| def clean_alert_store() -> None: | |
| alert_service = AlertIntelligenceService() | |
| alert_service._alert_store.clear() | |
| def test_explain_transaction_endpoint() -> None: | |
| alert_service = AlertIntelligenceService() | |
| # 1. Create a mock alert in storage | |
| sample_txn = [ | |
| { | |
| "transaction_id": "txn_explain_test_999", | |
| "customer_id": "cust_123", | |
| "transaction_amount": 5000.0, | |
| "velocity": 2.0, | |
| "merchant_risk_score": 0.5, | |
| "merchant_category": "crypto", | |
| "country_code": "US", | |
| "account_age_days": 30, | |
| "chargeback_count": 1, | |
| "hour_of_day": 12, | |
| "device_type": "mobile_app", | |
| } | |
| ] | |
| alerts = alert_service.generate_alerts( | |
| bank_id="bank_a", | |
| transactions=sample_txn, | |
| predictions=[0.95], | |
| ) | |
| assert len(alerts) == 1 | |
| alert_id = alerts[0].id | |
| transaction_id = alerts[0].transaction_id | |
| # 2. Test explain by alert ID | |
| response_alert = client.get(f"/api/v1/alerts/{alert_id}/explain") | |
| assert response_alert.status_code == 200 | |
| data_alert = response_alert.json() | |
| assert data_alert["alert_id"] == alert_id | |
| assert len(data_alert["top_features"]) > 0 | |
| # 3. Test explain by transaction ID | |
| response_txn = client.get(f"/api/v1/explanation/{transaction_id}") | |
| assert response_txn.status_code == 200 | |
| data_txn = response_txn.json() | |
| assert data_txn["alert_id"] == alert_id | |
| assert len(data_txn["top_features"]) > 0 | |
| # 4. Test explain for nonexistent transaction ID returns 404 | |
| response_nonexistent = client.get("/api/v1/explanation/nonexistent_txn_id") | |
| assert response_nonexistent.status_code == 404 | |