e2cca61cd3
Co-authored-by: Deven Patel <deven298@yahoo.com> Co-authored-by: Deshraj Yadav <deshrajdry@gmail.com>
30 lines
718 B
Python
30 lines
718 B
Python
from abc import ABC, abstractmethod
|
|
|
|
from embedchain.utils.eval import EvalData
|
|
|
|
|
|
class BaseMetric(ABC):
|
|
"""Base class for a metric.
|
|
|
|
This class provides a common interface for all metrics.
|
|
"""
|
|
|
|
def __init__(self, name: str = "base_metric"):
|
|
"""
|
|
Initialize the BaseMetric.
|
|
"""
|
|
self.name = name
|
|
|
|
@abstractmethod
|
|
def evaluate(self, dataset: list[EvalData]):
|
|
"""
|
|
Abstract method to evaluate the dataset.
|
|
|
|
This method should be implemented by subclasses to perform the actual
|
|
evaluation on the dataset.
|
|
|
|
:param dataset: dataset to evaluate
|
|
:type dataset: list[EvalData]
|
|
"""
|
|
raise NotImplementedError()
|