Source code for MED3pa.models.abstract_metrics

"""
The ``abstract_metrics.py`` module defines the ``EvaluationMetric`` abstract base class, 
providing a standard interface for calculating metric values for model evaluations. 
"""

from abc import ABC


[docs] class EvaluationMetric(ABC): """ Abstract base class for all evaluation metrics. This class provides a standardized interface for calculating metric values across different types of tasks, ensuring consistency and reusability. """
[docs] @classmethod def get_metric(cls, metric_name: str): """ Get the metric function based on the metric name. Args: metric_name (str): The name of the metric. Returns: function: The function corresponding to the metric. """ pass
[docs] @classmethod def supported_metrics(cls) -> list: """ Get a list of supported regression metrics. Returns: list: A list of supported regression metrics. """ pass