I searched the internet, and found some useful resource:
git svn clone fails because of deleted branch - Stack Overflow (https://stackoverflow.com/questions/43471649/git-svn-clone-fails-because-of-deleted-branch)
It points to a tool named "svn2git", note that this tool is different from the "git svn" tool.
See the answer in the above link, and the projects is here:
svn-all-fast-export/svn2git: :octopus: A fast-import based converter for an svn repo to git repos (https://github.com/svn-all-fast-export/svn2git)