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馃挕[feat] support local NAS checkpoint storage type #7619

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Violin9906 opened this issue Aug 13, 2023 · 1 comment
Open

馃挕[feat] support local NAS checkpoint storage type #7619

Violin9906 opened this issue Aug 13, 2023 · 1 comment
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@Violin9906
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Describe the problem

I'm deploying Determined.ai on our local self-hosted k8s cluster. There is a NAS inside the cluster used as shared storage. However, at the moment, determined doesn't seem to support using the local NAS directly for checkpoint storage, I have to manually mount the NAS on each device in the cluster using nfs and then set the checkpoint storage for determined to shared_fs.

Describe the solution you'd like

Supports one of the common NAS protocols for checkpoint storage, like NFS, SMB, WebDAV or so.

Describe alternatives you've considered

For a k8s cluster configured a NFS as a storage class (see this), using Persistent Volume as a checkpoint storage is an alternative.

Additional context

No response

@Violin9906 Violin9906 added the feature Feature requests label Aug 13, 2023
@rb-determined-ai
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I think this is a good feature request, and it's not the first time we've heard it. I'll see if I can get somebody on our k8s team to take a closer look.

I have to manually mount the NAS on each device in the cluster using nfs and then set the checkpoint storage for determined to shared_fs.

In the mean time, I think there is a better workaround than what you're currently doing. If you set up the pod with the NAS/SMB/WebDAV/whatever storage, you can mount that storage to /determined_shared_fs/my_storage (the my_storage name is arbitrary, but /determined_shared_fs is not). Then you can configure the shared_fs in your experiment to be something like:

checkpoint_storage:
  type: shared_fs
  host_path: /any/valid/directory/at/all
  storage_dir: my_storage

What our system will do under that configuration is mount each node's /any/valid/directory/at/all to /determined_shared_fs. Inside that directory, k8s will have mounted your NAS/SMB/WebDAV/whatever storage to /determined_shared_fs/my_storage, and our python libraries will automatically use the full /determined_shared_fs/my_storage path for all checkpoint information, so the extra mount from the node's filesystem is effectively ignored.

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