What are the potential performance implications of generating thumbnail images at runtime in PHP?

Generating thumbnail images at runtime in PHP can potentially impact performance due to the additional processing required for resizing and generating the thumbnails on the fly. To mitigate this issue, it is recommended to generate and store thumbnail images when the original image is uploaded or processed, rather than generating them dynamically during runtime.

// Example code snippet to generate and store thumbnail images when uploading an image
$originalImagePath = 'path/to/original/image.jpg';
$thumbnailImagePath = 'path/to/thumbnail/image.jpg';

// Load the original image
$originalImage = imagecreatefromjpeg($originalImagePath);

// Create a thumbnail image with a specific width and height
$thumbnailWidth = 100;
$thumbnailHeight = 100;
$thumbnailImage = imagecreatetruecolor($thumbnailWidth, $thumbnailHeight);
imagecopyresampled($thumbnailImage, $originalImage, 0, 0, 0, 0, $thumbnailWidth, $thumbnailHeight, imagesx($originalImage), imagesy($originalImage));

// Save the thumbnail image to a file
imagejpeg($thumbnailImage, $thumbnailImagePath);

// Free up memory
imagedestroy($originalImage);
imagedestroy($thumbnailImage);