Docker Compose stuck downloading or pulling fs layer

I just needed to restart Docker.

Linux users can use sudo service docker restart.

Docker for Mac has a handy button for this in the Docker widget in the macOS toolbar:

If you happen to be using Docker Toolkit try docker-machine restart.