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from PIL import Image |
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import os |
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def create_directory(path): |
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"""Create a directory if it doesn't exist.""" |
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os.makedirs(path, exist_ok=True) |
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def resize_image(input_path, output_path, target_width): |
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"""Resize an image to the target width while maintaining aspect ratio.""" |
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with Image.open(input_path) as img: |
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width_percent = target_width / img.width |
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target_height = int(img.height * width_percent) |
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img = img.resize((target_width, target_height), Image.LANCZOS) |
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img.save(output_path, format=img.format) |
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def process_images(input_directory, output_directory, target_width): |
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"""Process and resize images from the input directory to the output directory.""" |
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create_directory(output_directory) |
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for root, _, files in os.walk(input_directory): |
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for file in files: |
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if file.lower().endswith(('.png', '.jpg', '.jpeg', '.webp', '.heic')): |
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file_path = os.path.join(root, file) |
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result_file_name = os.path.splitext(file)[0] + os.path.splitext(file)[1] |
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result_path = os.path.join(output_directory, result_file_name) |
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if not os.path.exists(result_path): |
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print(f"Resizing {file_path} to {result_path}") |
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resize_image(file_path, result_path, target_width) |
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else: |
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print(f"Skipped {file_path}, already resized.") |
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def main(): |
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"""Main function to resize images in specified subdirectories.""" |
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base_input_directory = "../data/processed" |
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base_output_directory = "../data/resized" |
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target_width = 800 |
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subdirectories = ["bria", "photoroom", "clipdrop", "removebg"] |
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for subdir in subdirectories: |
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input_directory = os.path.join(base_input_directory, subdir) |
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output_directory = os.path.join(base_output_directory, subdir) |
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process_images(input_directory, output_directory, target_width) |
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original_input_directory = "../data/resized-original-images" |
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original_output_directory = "../data/web-original-images" |
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process_images(original_input_directory, original_output_directory, target_width) |
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print("Image resizing completed.") |
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if __name__ == "__main__": |
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main() |