I downloaded imagemagick and ghostscript, and then clicked test imagemagick in the settings, and it showed that it was working. But when I uploaded the pdf, no thumbnail appeared. What is the reason? 
Hi @huang ,
You might want to check out this thread Imagemagick error when trying to generate pdf thumbnails - #2 by jflatnes which has a possible solution.