How to recover my /usr/lib/docker/graph/ directory?

My docker images gets stored in /usr/lib/docker/graph. I tried to delete all the images stored in /usr/lib/docker/graph/*. But unfortunately i deleted the graph directory itself. Now, i am unable to build a docker image. It says /usr/lib/docker/graph no images

Any solutions?

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