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How to Generate Thumbnails While Maintaining Aspect Ratio in Python

Resize images to fit within maximum dimensions while preserving the original aspect ratio using Pillow (PIL).

from PIL import Image

def thumbnail_with_aspect_ratio(image_path, output_path, max_width, max_height):
    with Image.open(image_path) as img:
        # Get original dimensions
        width, height = img.size

        # Calculate scaling ratio to fit within max dimensions
        ratio = min(max_width / width, max_h…

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