ml_service / test_api.py
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"""
Simple test script for API endpoints.
Run this after starting the service to verify endpoints work correctly.
Usage:
# Test local API (default port 8000)
python test_api.py
# Test local API on port 7860 (Hugging Face Spaces default)
python test_api.py --port 7860
# Test Hugging Face Spaces API
python test_api.py --url https://bldeaw-ml-service.hf.space
"""
import requests
import json
import sys
import argparse
# Default configuration
DEFAULT_URL = "http://localhost:8000"
DEFAULT_PORT = 8000
def test_health():
"""Test health endpoint."""
print("Testing /health endpoint...")
response = requests.get(f"{BASE_URL}/health")
print(f"Status: {response.status_code}")
print(f"Response: {json.dumps(response.json(), indent=2)}")
print()
def test_predict():
"""Test job failure prediction endpoint."""
print("Testing /predict/job-fail endpoint...")
payload = {
"zone": "prod",
"job_nm": "daily_export_customer",
"tasksgroup_nm": "export_group",
"job_start_time": "2026-01-21T01:00:00",
"duration": "01:30:00",
"duration_sec": 5400,
"status": "SUCCESS",
"err_msg": "",
"zeppelin": None,
"explain": True
}
response = requests.post(
f"{BASE_URL}/predict/job-fail",
json=payload,
headers={"Content-Type": "application/json"}
)
print(f"Status: {response.status_code}")
print(f"Response: {json.dumps(response.json(), indent=2)}")
print()
def test_anomaly():
"""Test anomaly detection endpoint."""
print("Testing /detect/anomaly endpoint...")
payload = {
"features": {
"duration_sec": 5400,
"duration_zscore": 1.6,
"avg_duration_7": 3000,
"failure_rate_7": 0.15,
"err_msg_len": 0,
"hour_sin": 0.2588,
"hour_cos": 0.9659
},
"threshold": 0.01
}
response = requests.post(
f"{BASE_URL}/detect/anomaly",
json=payload,
headers={"Content-Type": "application/json"}
)
print(f"Status: {response.status_code}")
print(f"Response: {json.dumps(response.json(), indent=2)}")
print()
def main():
"""Main test function."""
parser = argparse.ArgumentParser(description="Test API endpoints")
parser.add_argument(
"--url",
type=str,
default=None,
help="Base URL of the API (e.g., http://localhost:8000 or https://bldeaw-ml-service.hf.space)"
)
parser.add_argument(
"--port",
type=int,
default=None,
help="Port number for local API (default: 8000)"
)
args = parser.parse_args()
# Determine base URL
if args.url:
base_url = args.url.rstrip('/')
elif args.port:
base_url = f"http://localhost:{args.port}"
else:
base_url = DEFAULT_URL
global BASE_URL
BASE_URL = base_url
print(f"Testing API at: {BASE_URL}")
print("=" * 60)
print()
try:
test_health()
test_predict()
test_anomaly()
print("=" * 60)
print("✅ All tests completed successfully!")
except requests.exceptions.ConnectionError:
print("❌ Error: Could not connect to API.")
print(f" Make sure the service is running on {BASE_URL}")
sys.exit(1)
except Exception as e:
print(f"❌ Error: {e}")
import traceback
traceback.print_exc()
sys.exit(1)
if __name__ == "__main__":
main()