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It was more permissive than docker-py's, resulting in an incompatible version (2.5.x) being installed.
Long-term, docker-py should update its requirement (see docker/docker-py#469) and we should update docker-py (see #997, for example) but this is critical as docker-compose 1.1.0-rc2 on PyPi is broken.
Closes #918.