Thumbnail Cache With Media Library Using Network Share?

I have an external hard drive that caches all of the thumbnails.  I added network shares to my media library last night, and noticed that it doesn’t cache the thumbnails.  Just wondering if this is normal or what?  Thanks for any help.  

As far as I know, that is only supported on hard drives connected directly to the media player.