SimonBlanke /
Hyperactive
| @@ 7-79 (lines=73) @@ | ||
| 4 | from skbase.base import BaseObject |
|
| 5 | ||
| 6 | ||
| 7 | class BaseExperiment(BaseObject): |
|
| 8 | """Base class for experiment.""" |
|
| 9 | ||
| 10 | def __init__( |
|
| 11 | self, |
|
| 12 | catch: Dict = None, |
|
| 13 | ): |
|
| 14 | super().__init__() |
|
| 15 | ||
| 16 | self.catch = catch |
|
| 17 | ||
| 18 | self._catch = catch or {} |
|
| 19 | ||
| 20 | def __call__(self, **kwargs): |
|
| 21 | """Score parameters, with kwargs call.""" |
|
| 22 | return self.score(kwargs) |
|
| 23 | ||
| 24 | def paramnames(self): |
|
| 25 | """Return the parameter names of the search. |
|
| 26 | ||
| 27 | Returns |
|
| 28 | ------- |
|
| 29 | list of str |
|
| 30 | The parameter names of the search parameters. |
|
| 31 | """ |
|
| 32 | return self._paramnames() |
|
| 33 | ||
| 34 | def _paramnames(self): |
|
| 35 | """Return the parameter names of the search. |
|
| 36 | ||
| 37 | Returns |
|
| 38 | ------- |
|
| 39 | list of str |
|
| 40 | The parameter names of the search parameters. |
|
| 41 | """ |
|
| 42 | raise NotImplementedError |
|
| 43 | ||
| 44 | def score(self, **params): |
|
| 45 | """Score the parameters. |
|
| 46 | ||
| 47 | Parameters |
|
| 48 | ---------- |
|
| 49 | params : dict with string keys |
|
| 50 | Parameters to score. |
|
| 51 | ||
| 52 | Returns |
|
| 53 | ------- |
|
| 54 | float |
|
| 55 | The score of the parameters. |
|
| 56 | dict |
|
| 57 | Additional metadata about the search. |
|
| 58 | """ |
|
| 59 | paramnames = self.paramnames() |
|
| 60 | if not set(paramnames) == set(params.keys()): |
|
| 61 | raise ValueError("Parameters do not match.") |
|
| 62 | return self._score(**params) |
|
| 63 | ||
| 64 | def _score(self, **params): |
|
| 65 | """Score the parameters. |
|
| 66 | ||
| 67 | Parameters |
|
| 68 | ---------- |
|
| 69 | params : dict with string keys |
|
| 70 | Parameters to score. |
|
| 71 | ||
| 72 | Returns |
|
| 73 | ------- |
|
| 74 | float |
|
| 75 | The score of the parameters. |
|
| 76 | dict |
|
| 77 | Additional metadata about the search. |
|
| 78 | """ |
|
| 79 | raise NotImplementedError |
|
| 80 | ||
| @@ 6-71 (lines=66) @@ | ||
| 3 | from skbase.base import BaseObject |
|
| 4 | ||
| 5 | ||
| 6 | class BaseExperiment(BaseObject): |
|
| 7 | """Base class for experiment.""" |
|
| 8 | ||
| 9 | def __init__(self): |
|
| 10 | super().__init__() |
|
| 11 | ||
| 12 | def __call__(self, **kwargs): |
|
| 13 | """Score parameters, with kwargs call.""" |
|
| 14 | return self.score(kwargs) |
|
| 15 | ||
| 16 | def paramnames(self): |
|
| 17 | """Return the parameter names of the search. |
|
| 18 | ||
| 19 | Returns |
|
| 20 | ------- |
|
| 21 | list of str |
|
| 22 | The parameter names of the search parameters. |
|
| 23 | """ |
|
| 24 | return self._paramnames() |
|
| 25 | ||
| 26 | def _paramnames(self): |
|
| 27 | """Return the parameter names of the search. |
|
| 28 | ||
| 29 | Returns |
|
| 30 | ------- |
|
| 31 | list of str |
|
| 32 | The parameter names of the search parameters. |
|
| 33 | """ |
|
| 34 | raise NotImplementedError |
|
| 35 | ||
| 36 | def score(self, **params): |
|
| 37 | """Score the parameters. |
|
| 38 | ||
| 39 | Parameters |
|
| 40 | ---------- |
|
| 41 | params : dict with string keys |
|
| 42 | Parameters to score. |
|
| 43 | ||
| 44 | Returns |
|
| 45 | ------- |
|
| 46 | float |
|
| 47 | The score of the parameters. |
|
| 48 | dict |
|
| 49 | Additional metadata about the search. |
|
| 50 | """ |
|
| 51 | paramnames = self.paramnames() |
|
| 52 | if not set(paramnames) == set(params.keys()): |
|
| 53 | raise ValueError("Parameters do not match.") |
|
| 54 | return self._score(**params) |
|
| 55 | ||
| 56 | def _score(self, **params): |
|
| 57 | """Score the parameters. |
|
| 58 | ||
| 59 | Parameters |
|
| 60 | ---------- |
|
| 61 | params : dict with string keys |
|
| 62 | Parameters to score. |
|
| 63 | ||
| 64 | Returns |
|
| 65 | ------- |
|
| 66 | float |
|
| 67 | The score of the parameters. |
|
| 68 | dict |
|
| 69 | Additional metadata about the search. |
|
| 70 | """ |
|
| 71 | raise NotImplementedError |
|
| 72 | ||
