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dvclive

dvclive is an open-source Python library for monitoring the progress of metrics during training of machine learning models.

Dvclive integrates seamlessly with DVC and the logs it produces can be fed as dvc plots. However, dvc is not needed to work with dvclive logs, and since they're saved as easily parsable TSV files, you can use your preferred visualization method.

We have created Dvclive with two principles in mind:

  • No dependencies. While you can install optional integrations for various frameworks, the basic dvclive installation doesn't have requirements besides Python.
  • DVC integration. dvc recognizes when its being used along with dvclive. This enables useful features automatically, like producing model training summaries, among others.

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