Hi All, Quick Question About Clearml Datasets. Does Anyone Know If It Is Possible To Access (Could Just Be Paths To The Data In A Bucket) A Dataset Directly From S3, Instead Of Downloading A Local Copy? We Typically Store And Access Large Quantities Of

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Hi all, quick question about ClearML Datasets.

Does anyone know if it is possible to access (could just be paths to the data in a bucket) a dataset directly from S3, instead of downloading a local copy? We typically store and access large quantities of data directly from S3…. I think we will run into a lot of problems if we have to cache a copy of the full datasets.

Thanks so much

  				
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	8 months ago

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					AmiableSheep6
				
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Or even better, get a list of the paths to the data locations on S3 (captured within a tracked dataset) which I can pull through boto3 etc

  				
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	8 months ago

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					AmiableSheep6
				
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Hi @<1686909730389233664:profile|AmiableSheep6> , I could suggest using the StorageManager module to pull specific files from S3.

There is no option to download specific files from a dataset. I would suggest breaking it into maybe smaller versions.

You would however need to pull the data locally for training anyways, wouldn't breaking it into smaller versions help this issue?

  				
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	8 months ago

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					CostlyOstrich36
				
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Thank you for the quick response! StorageManager might help… I think what I actually need is a way to get the data in mini batches, instead of caching the entire dataset with get_local_copy(). Bc, yes, I will have to download the data anyway for training

  				
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	8 months ago

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					AmiableSheep6
				
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8 months ago