Create file /etc/systemd/system/docker-compose@.service. SystemD calling binaries using an absolute path. In my case is prefixed by /usr/local/bin, you should use paths specific for your environment.
[Unit]
Description=%i service with docker compose
Requires=docker.service
After=docker.service