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Use mlflow Tracing / Span to log steps / events in getML methods #33

@Urfoex

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@Urfoex

For mlflow autologging we currently log and trace methods like 'fit', 'predict', 'score', 'transform'.
Via Events we get information when certain substeps start, complete and extra attributes, like

  • Staging
  • Preprocessing
  • Checking
  • Feature trying
  • Feature building
  • Trainging

Use mlflow spans to trace those information under the parent trace.

https://mlflow.org/docs/latest/tracking.html

https://mlflow.org/docs/latest/python_api/mlflow.client.html#mlflow.client.MlflowClient.start_span
https://mlflow.org/docs/latest/python_api/mlflow.client.html#mlflow.client.MlflowClient.end_span

https://github.com/getml/monorepo/pull/370

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