I have read this page(https://developers.facebook.com/docs/graph-api/reference/user/groups) and I can get all my groups, but it can create new group according the webpage. How can I create my group ( not app group ) like official website and app?
You can only create "normal" groups via the facebook website, and not via the Graph API.
See
You can't publish on this endpoint.