In order to make a thorough investigation, I restore my back up of the website. It works well.
1. I set Error Reporting to Maximum and turned GZip compression off.
2. I disable Community Builder, JomSocial, Kunena, and K2.
3. I updates the module one by one.
Now it seems fine.
i.imgur.com/JYcZ0.jpg
And I will try to update the core components.