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Hi, Is This A Well Known Issue, That Running A Task In A Virtual Environment, Messes Up The Reproducibility Feature ?


Hi @<1546303254386708480:profile|DisgustedBear75> , what do you mean?

You get different results or your experiment fails?

Running in venv mode can be more prone to failure if you're running between different operating systems & python versions.

The default behavior of ClearML when running locally is to detect the packages used in the code execution (You can also provide specific packages manually or override auto detection entirely) and log them in the backend.

When a worker in a virtual environment mode picks up an experiment it will try to create a virtual environment using local python.

If some specific wheel versions aren't available to the python version the worker is running inside the virtual environment, the experiment will fail.

Is this your scenario?

  
  
Posted one year ago
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one year ago
one year ago