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docs/hpc/15_tutorial_apptainer/04_docker_images.mdx

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In practice, you may also want to run software that is not provided by the cluster. Apptainer can pull images directly from Docker registries and convert them into the Apptainer SIF format.
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:::warning
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Pulling container images can require significant network bandwidth and disk space. On Torch, image downloads should be performed on compute nodes rather than login nodes.
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For example, we can pull an official PyTorch image from Docker Hub:
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```bash

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