import cv2
import numpy as np
from model import TrafficSignDetector

# Load detector
detector = TrafficSignDetector('config.yaml')

# Test with a sample image (you can replace with your image path)
# For now, create a dummy image or load from file
# Assuming you have an image file, e.g., 'sample.jpg'
image_path = 'sample.jpg'  # Replace with actual path
image = cv2.imread(image_path)
if image is None:
    print("Image not found. Creating a dummy image.")
    image = np.zeros((456, 427, 3), dtype=np.uint8)

print(f"Test image shape: {image.shape}")

# Perform detection
result = detector.detect(image.copy())  # Copy to avoid modifying original

print("Detection completed.")