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"""Base class for experiment.""" |
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from typing import Union, List, Dict, Type |
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from skbase.base import BaseObject |
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View Code Duplication |
class BaseExperiment(BaseObject): |
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"""Base class for experiment.""" |
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def __init__( |
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self, |
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catch: Dict = None, |
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): |
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super().__init__() |
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self.catch = catch |
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self._catch = catch or {} |
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def __call__(self, **kwargs): |
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"""Score parameters, with kwargs call.""" |
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return self.score(kwargs) |
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def paramnames(self): |
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"""Return the parameter names of the search. |
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Returns |
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------- |
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list of str |
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The parameter names of the search parameters. |
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""" |
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return self._paramnames() |
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def _paramnames(self): |
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"""Return the parameter names of the search. |
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Returns |
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------- |
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list of str |
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The parameter names of the search parameters. |
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""" |
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raise NotImplementedError |
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def score(self, **params): |
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"""Score the parameters. |
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Parameters |
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---------- |
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params : dict with string keys |
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Parameters to score. |
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Returns |
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------- |
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float |
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The score of the parameters. |
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dict |
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Additional metadata about the search. |
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""" |
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paramnames = self.paramnames() |
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if not set(paramnames) == set(params.keys()): |
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raise ValueError("Parameters do not match.") |
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return self._score(**params) |
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def _score(self, **params): |
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"""Score the parameters. |
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Parameters |
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---------- |
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params : dict with string keys |
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Parameters to score. |
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Returns |
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------- |
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float |
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The score of the parameters. |
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dict |
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Additional metadata about the search. |
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""" |
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raise NotImplementedError |
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SimonBlanke /
Hyperactive
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