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traffic-image/__init__.py
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traffic-image/image_processing.py
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import pytz
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import datetime
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import os
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import requests
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from urllib.parse import urlparse
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import time
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from ultralytics import YOLO
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def process_images(image_urls):
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hong_kong_timezone = pytz.timezone('Asia/Hong_Kong')
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while True:
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current_time = datetime.datetime.now(tz=hong_kong_timezone).strftime("%Y%m%d%H%M%S")
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folder_name = f"/content/{current_time}"
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print(folder_name)
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os.makedirs(folder_name, exist_ok=True)
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for image_url in image_urls:
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response = requests.get(image_url)
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image_data = response.content
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parsed_url = urlparse(image_url)
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image_name = os.path.basename(parsed_url.path)
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file_name = os.path.join(folder_name, image_name)
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with open(file_name, "wb") as file:
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file.write(image_data)
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print(file_name)
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folder_name_formatted = f"'{folder_name}'"
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yolo = YOLO('/content/Smart-Traffic/best.pt')
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yolo.set_conf(0.45)
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yolo.predict(source=folder_name_formatted, save=True, save_txt=True)
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time.sleep(120)
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