GPU workloads cannot be tested on local machines and need access to specialised hardware and specific types of GPU machines and production deployments need Docker containerised files. This abstraction connects your machine via SSH to an ec2 instance and enables hot reloading Docker containers with GPU enabled. Makes it very easy to test out containerised GPU apps.