Move features to its own package

miplearn/components/component.py

@@ -7,7 +7,7 @@ from typing import Any, List, TYPE_CHECKING, Tuple, Dict, Hashable, Optional
 import numpy as np
 from p_tqdm import p_umap
 
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 from miplearn.types import LearningSolveStats
 

miplearn/components/dynamic_common.py

@@ -12,7 +12,7 @@ from miplearn.classifiers import Classifier
 from miplearn.classifiers.threshold import Threshold
 from miplearn.components import classifier_evaluation_dict
 from miplearn.components.component import Component
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 
 logger = logging.getLogger(__name__)

miplearn/components/dynamic_lazy.py

@@ -13,7 +13,7 @@ from miplearn.classifiers.counting import CountingClassifier
 from miplearn.classifiers.threshold import MinProbabilityThreshold, Threshold
 from miplearn.components.component import Component
 from miplearn.components.dynamic_common import DynamicConstraintsComponent
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 from miplearn.types import LearningSolveStats
 

miplearn/components/dynamic_user_cuts.py

@@ -13,7 +13,7 @@ from miplearn.classifiers.counting import CountingClassifier
 from miplearn.classifiers.threshold import Threshold, MinProbabilityThreshold
 from miplearn.components.component import Component
 from miplearn.components.dynamic_common import DynamicConstraintsComponent
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 from miplearn.types import LearningSolveStats
 

miplearn/components/objective.py

@@ -12,7 +12,7 @@ from sklearn.linear_model import LinearRegression
 from miplearn.classifiers import Regressor
 from miplearn.classifiers.sklearn import ScikitLearnRegressor
 from miplearn.components.component import Component
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 from miplearn.types import LearningSolveStats
 

miplearn/components/primal.py

@@ -21,7 +21,7 @@ from miplearn.classifiers.adaptive import AdaptiveClassifier
 from miplearn.classifiers.threshold import MinPrecisionThreshold, Threshold
 from miplearn.components import classifier_evaluation_dict
 from miplearn.components.component import Component
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.instance.base import Instance
 from miplearn.types import (
     LearningSolveStats,

miplearn/components/static_lazy.py

@@ -12,7 +12,7 @@ from miplearn.classifiers import Classifier
 from miplearn.classifiers.counting import CountingClassifier
 from miplearn.classifiers.threshold import MinProbabilityThreshold, Threshold
 from miplearn.components.component import Component
-from miplearn.features import Sample
+from miplearn.features.sample import Sample
 from miplearn.solvers.internal import Constraints
 from miplearn.instance.base import Instance
 from miplearn.types import LearningSolveStats