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Dummy implementation of a multi-objective ensemble. #1523

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Merged
merged 16 commits into from
Aug 4, 2022
Merged

Dummy implementation of a multi-objective ensemble. #1523

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6deaf02
Dummy implementation of a multi-objective ensemble.
mfeurer Jun 17, 2022
c720f85
Fix bug
mfeurer Jun 17, 2022
7a8e6df
One bugfix and suggestions from Eddie
mfeurer Jun 17, 2022
59e4f60
Move single best common code into parent class
mfeurer Jun 17, 2022
52808fc
fix docstring
mfeurer Jun 18, 2022
0a4dc14
Add tests + improve docs + simplify code
mfeurer Jul 8, 2022
1c8a06b
Factor out pareto_front into stand alone function
eddiebergman Jul 16, 2022
d8224a7
Make the pareto set a property
eddiebergman Jul 16, 2022
04aa850
Add None defaults, fix indentation
eddiebergman Jul 16, 2022
446b7d6
Move resolve ensemble class check to init
eddiebergman Jul 16, 2022
18b6db4
Revert "Move resolve ensemble class check to init"
eddiebergman Jul 16, 2022
9dd6c74
Fix `_resolve_ensemble_class` and make it private
eddiebergman Jul 16, 2022
0248055
Fix variable name
eddiebergman Jul 17, 2022
031a338
Fix missing parameter names
eddiebergman Jul 17, 2022
a427b6d
Fix bug, update docs
mfeurer Aug 3, 2022
ffeb0e8
Implement requested changes, fix bug
mfeurer Aug 3, 2022
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8 changes: 4 additions & 4 deletions autosklearn/ensembles/abstract_ensemble.py
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Original file line number Diff line number Diff line change
Expand Up @@ -79,7 +79,7 @@ def predict(

Returns
-------
array : [n_data_points]
np.ndarray
"""
pass

Expand All @@ -97,7 +97,7 @@ def get_models_with_weights(

Returns
-------
array : [(weight_1, model_1), ..., (weight_n, model_n)]
List[Tuple[float, BasePipeline]]
"""

@abstractmethod
Expand All @@ -115,7 +115,7 @@ def get_identifiers_with_weights(

Returns
-------
array : [(identifier_1, weight_1), ..., (identifier_n, weight_n)]
List[Tuple[Tuple[int, int, float], float]
"""

@abstractmethod
Expand All @@ -141,4 +141,4 @@ def get_validation_performance(self) -> float:

class AbstractMultiObjectiveEnsemble(AbstractEnsemble):
def get_pareto_set(self) -> Sequence[AbstractEnsemble]:
pass
raise NotImplementedError()
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