For anyone interested I got this running by one installing docker-compose from the actual docker tutorial on how to do it, and then giving docker permission to run commands as root. There is a tutorial on how to do it on. On top of those I moved it to a server with 2gb of ram, as I noticed a few out of memory errors when it was trying to start up.
https://docs.docker.com/engine/install/linux-postinstall/