You can grant sudo permissions to the gitlab-runner user as this is who is executing the build script.
$ sudo usermod -a -G sudo gitlab-runner
You now have to remove the password restriction for sudo for the gitlab-runner user.
Start the sudo editor with
$ sudo visudo
Now add the following to the bottom of the file
gitlab-runner ALL=(ALL) NOPASSWD: ALL