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Currently, if a docker task has the appropriate labels, we try to run the docker task with the runtime='nvidia' parameter.  As of Docker 19.03, there is docker built-in support for the --gpus flag (more generally, for a device request).  As soon as docker-py supports this (see issue docker/docker-py#2395 and PRs docker/docker-py#2419, docker/docker-py#2471), we should switch to using the appropriate method.  Until then, there are extra steps to use nvidia dockers.
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