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Answered
Does Clearml Creates Separate Virtual Environments For Each Pipeline Steps When Running Remotely?

does clearml creates separate virtual environments for each pipeline steps when running remotely?

  
  
Posted 8 months ago
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Answers 9


Hi @<1610083503607648256:profile|DiminutiveToad80>
Yes, it does. They are also cached by default (on the machine with the agent)
None

  
  
Posted 8 months ago

is there a way that there is only one environment for the whole pipeline?

  
  
Posted 8 months ago

what do you mean? the same env for all components ? if they are using/importing exactly the same packages, and using the same container, then yes it could

  
  
Posted 8 months ago

yes same env for all the components

  
  
Posted 8 months ago

how's that?

  
  
Posted 8 months ago

This means all the components of the pipeline use the exact same packages, and then it will just reuse the venv. Make sense ?

  
  
Posted 8 months ago

so inside /Users/adityachaudhry/.clearml/venvs-builds.1/3.10/task_repository/ I have my git repo, I have one component that make a dataset directory inside this git repo, but when the other component starts executing this dataset directory is not there

  
  
Posted 8 months ago

Yes, it recreates the venv (or fetches it from cache) if you need your dataset, use Dataset class (it will cache it persistently, so no need to re-download)

  
  
Posted 8 months ago

so my model is not able to find the dataset

  
  
Posted 8 months ago
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8 months ago
8 months ago
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