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Hi All, Can I Synchronize All My Artefacts On Clearml Server With S3? I'M Trying To Deploy Clearml-Server In A Limited Disk Space Environment

Hi all, can I synchronize all my artefacts on clearml server with s3? I'm trying to deploy clearml-server in a limited disk space environment

  
  
Posted one year ago
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Hi @<1535069219354316800:profile|PerplexedRaccoon19> , I'm not sure I understand what you mean. Can you elaborate on the use case?

  
  
Posted one year ago

So I am deploying clearml-server on an on-prem server, and the checkpoints etc. are quite large for the experiments I will do.

Instead I want to periodically upload / back up this data to s3, and free up local disk space. Is that something that is supported?

I see that in my docker-compose installation, most of the big files are in /opt/clearml/data

  
  
Posted one year ago

I think you can periodically upload them to s3, I think the StorageManager would help with that. Do consider that artifacts are logged in the system with links (each artifact is a link in the end) So even if you upload it to and s3 bucket in the backend there will be a link leading to the file-server so you would have to amend this somehow.

Why not upload specific checkpoints directly to s3 if they're extra heavy?

  
  
Posted one year ago

That makes sense, but that would mean that each client/user has to manage the upload themselves, right?

(I'm trying to use clearml to create an abstraction over the compute / cloud)

  
  
Posted one year ago

Either that or have a shared mount between the machines

  
  
Posted one year ago

I'm thinking of using s3fs on the entire /opt/clearml/data folder. What do you think?

  
  
Posted one year ago

It's worth a try 🙂

  
  
Posted one year ago
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