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Logging functions

LoggingFunction base class

To develop custom loggers, we need to write a class that inherits from the base class LoggingFunction. Then, those custom loggers can be mapped to events of the user choice in the parameter mapping of the :ref:`PyPads class <base_class>`.

.. autoclass:: pypads.functions.loggers.base_logger.LoggingFunction
    :special-members: __pre__, __post__, __call_wrapped__
    :private-members: _needed_packages

Pre and Post run loggers

Another type of logging functions supported by Pypads is the pre/post run loggers which are executed before and after the run execution respectively.

  • Pre Run loggers
.. autoclass:: pypads.functions.pre_run.pre_run.PreRunFunction
    :private-members: _call
  • Post Run loggers
.. autoclass:: pypads.functions.post_run.post_run.PostRunFunction
    :private-members: _call

Mlflow autolog (experimental)

Pypads also support mlflow autologging functionalities. More on that can be found at MLflow.

.. autoclass:: pypads.functions.loggers.mlflow.mlflow_autolog.MlflowAutologger
    :special-members: __call_wrapped__