From the docs
Unlike Apache or Lighttpd, Nginx does not automatically spawn FCGI processes. You must start them separately.
So you'll need to use an OS facility to do that.
My favourite is supervisord but there are lots of other ways of doing it.
There isn't a go way of restarting a process when it dies as far as I know