Replace your uploaded image with the large image generated by WordPress. This will save space on your server, and save bandwidth if you link your thumbnail to the original image. I love things that speed up your website.

 
function replace_uploaded_image($image_data) { 
// if there is no large image : return
 
 
if (!isset($image_data['sizes']['large'])) return $image_data; 
// paths to the uploaded image and the large image 
$upload_dir = wp_upload_dir(); 
$uploaded_image_location = $upload_dir['basedir'] . '/' .$image_data['file']; 
$large_image_location = $upload_dir['path'] . '/'.$image_data['sizes']['large']['file']; 
// delete the uploaded image 
unlink($uploaded_image_location); 
// rename the large image 
rename($large_image_location,$uploaded_image_location); 
// update image metadata and return them 
$image_data['width'] = $image_data['sizes']['large']['width']; 
$image_data['height'] = $image_data['sizes']['large']['height']; 
unset($image_data['sizes']['large']); 
 
return $image_data; 
} 
add_filter('wp_generate_attachment_metadata','replace_uploaded_image'); 
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