Does all running docker containers have a separate process ID
Yes, every docker container will have a different PID on your host machine.
You can get a docker containers PID by doing:
docker inspect --format '{{ .State.Pid }}' CONTAINER_ID
If you kill the process on your host, your docker container will die.