Rebooting a machine should not delete your data.

But it's possible that the mysql server (mysqld) is not setup to automatically restart itself upon reboot. You can start it manually (on most unix systems) using a command like:

/etc/init.d/mysqld start
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However, you'll probably need to be logged in as root to do this.