test_api.py

import urllib.request
import json

url = "http://127.0.0.1:7860/predict" # For local testing we use localhost
payload = {
    "state": "andhra pradesh",
    "district": "ananthapur",
    # Notice we omitted the "crop" field to test the bulk prediction!
    "season": "kharif",
    "crop_area": 100.0,
    "rainfall": 600.0,
    "avg_temp": 28.0,
    "humidity": 70.0,
    "dominant_soil": "sandy alfisol",
    "dominant_soil_percent": 100.0,
    "N": 100.0,
    "P": 50.0,
    "K": 50.0,
    "ph": 6.5
}

data = json.dumps(payload).encode('utf-8')
req = urllib.request.Request(url, data=data, headers={'Content-Type': 'application/json'})

try:
    with urllib.request.urlopen(req) as response:
        result = json.loads(response.read().decode('utf-8'))
        print("Success! Bulk Response:")
        print(json.dumps(result, indent=2))
except urllib.error.HTTPError as e:
    print(f"Error {e.code}: {e.reason}")
    print(e.read().decode('utf-8'))
except Exception as e:
    print(f"Error: {e}")