There are mainly two ways to transfer files into and out of containers.
Case 1: Running container
To copy a file into a container named mycontainer:
docker cp file.txt mycontainer:/path/inside/container/file.txt
To copy a file from the container to the host, in the current directory:
docker cp mycontainer:/path/inside/container/file.txt .
Case 2: Creating a container
You can use volume mounts to copy files from the host to the container you want to create.
docker run -d --name mycontainer -v /host/path:/mycontainer/path ubuntu:latest
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