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You can build docker image for using GPUs with magenta.
cd docker
docker build -t magenta-gpu:latest -f magenta-gpu.Dockerfile .
# run example
docker run -it --runtime=nvidia -it -p 6006:6006 -v /path/to/your/working/directory:/magenta-data magenta-gpu:latest
You need nvidia-docker
to run docker container with GPU.