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Is There A Way To Save The Models Completely On The Clearml Server? It Seems That Clearml Server Does Not Store The Models Or Artifacts Itself, But They Are Stored Somewhere Else (E.G., Aws S3-Bucket) Or On My Local Machine And Clearml Server Is Only Sto

Is there a way to save the models completely on the ClearML server?

It seems that ClearML Server does not store the models or artifacts itself, but they are stored somewhere else (e.g., AWS S3-bucket) or on my local machine and ClearML Server is only storing configuration parameters and previews (e.g., when the artifact is a pandas dataframe). Is that right?

  
  
Posted 2 years ago
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Answers 45


UnevenDolphin73 : From which URL is your most recent screenshot?

  
  
Posted 2 years ago

But, I guess CostlyOstrich36 wrote that in a different chat, right?

  
  
Posted 2 years ago

It should store it on the fileserver, perhaps you're missing a configuration option somewhere?

  
  
Posted 2 years ago

It is documented at None ... super deep in the code. If you don't know that output_uri in TASK's (!) init is relevant, you would never know...

  
  
Posted 2 years ago

Heh, well, John wrote that in the first reply in this thread 🙂
And in Task.init main documentation page (nowhere near the code), it says the following -
image

  
  
Posted 2 years ago

FWIW It’s also listed in other places VivaciousBadger56 , e.g. None says:

In order to make sure we also automatically upload the model snapshot (instead of saving its local path), we need to pass a storage location for the model files to be uploaded to.
For example, upload all snapshots to an S3 bucket…

  
  
Posted 2 years ago

Do you mean "exactly" as in "you finally got it" or in the sense of "yes, that was easy to miss"?

  
  
Posted 2 years ago

VivaciousBadger56 I'm not sure I'm following you - is the issue not being able to upload to the ClearML server or to load the downloaded file?

  
  
Posted 2 years ago

We'll try to add referenced to that in other places as well 👍

  
  
Posted 2 years ago

FWIW, we prefer to set it in the agent’s configuration file, then it’s all automatic

  
  
Posted 2 years ago

Yes, you're correct, I misread the exception.
Maybe it hasn't completed uploading? At least for Datasets one needs to explicitly wait IIRC

  
  
Posted 2 years ago

"Messy" is putting it nicely.

  
  
Posted 2 years ago

VivaciousBadger56 regrading: None
Is this a discussion or PR ?
(general ranting is saved for our slack channel 🙂 )

  
  
Posted 2 years ago

By the way, output_uri is also documented as part of the Task.init() docstring ( None )

  
  
Posted 2 years ago

UnevenDolphin73 : Thanks, but it does not mention the File Storage of "ClearML Hosted Server".

  
  
Posted 2 years ago

Either? 🙂

  
  
Posted 2 years ago

From the one you sent - None

  
  
Posted 2 years ago

The documentation is messy, I’ve complained about it the in the past too 🙈

  
  
Posted 2 years ago

Hi all, sorry for not being so responsive today 🙏

  
  
Posted 2 years ago

I can only say I’ve found ClearML to be very helpful, even given the documentation issue.
I think they’ve been working on upgrading it for a while, hopefully something new comes out soon.
Maybe AgitatedDove14 has further info 🙂

  
  
Posted 2 years ago

I have already been trying to contribute (have three pull requests), but honestly I feel it is a bit weird, that I need to update a documentation about something I do not understand, while I actually try to evaluate if ClearML is the right tool for our company...

  
  
Posted 2 years ago

We're certainly working hard on improving the documentation (and I do apologize for the frustrating experience)

  
  
Posted 2 years ago

UnevenDolphin73 : I do not get this impression, because during update_weights I get the message

2023-02-21 13:54:49,185 - clearml.model - INFO - No output storage destination defined, registering local model C:\Users..._Demodaten_FF_2023-02-21_13-53-51.624362.model

  
  
Posted 2 years ago

Well you could start by setting the output_uri to True in Task.init .

  
  
Posted 2 years ago

SuccessfulKoala55 : I referenced this conversation in the issue None

  
  
Posted 2 years ago

missing a configuration option

Which one, where? Any idea? I did not set output_uri - do I have to do that?

I am refering to

  
  
Posted 2 years ago

Hi VivaciousBadger56 , you can configure Task.init(..., output_uri=True) and this will save the models to the clearml file server

  
  
Posted 2 years ago

Heh, good VivaciousBadger56 😁
I was just repeating what CostlyOstrich36 suggested, credits to him

  
  
Posted 2 years ago

🙂

  
  
Posted 2 years ago
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