RoCELib
Contents:
rocelib
RoCELib
Index
Index
_
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A
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B
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C
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D
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E
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F
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G
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H
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I
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K
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L
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M
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N
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O
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P
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Q
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R
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S
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T
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V
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W
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X
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Y
_
__create_model() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
__customFunc (rocelib.recourse_methods.BinaryLinearSearch.BinaryLinearSearch attribute)
(rocelib.recourse_methods.KDTreeNNCE.KDTreeNNCE attribute)
(rocelib.recourse_methods.MCE.MCE attribute)
(rocelib.recourse_methods.MCER.MCER attribute)
(rocelib.recourse_methods.NNCE.NNCE attribute)
(rocelib.recourse_methods.RecourseGenerator.RecourseGenerator attribute)
__model (rocelib.tasks.Task.Task attribute)
_model (rocelib.models.TrainableModel.TrainableModel attribute)
_task (rocelib.recourse_methods.BinaryLinearSearch.BinaryLinearSearch attribute)
(rocelib.recourse_methods.KDTreeNNCE.KDTreeNNCE attribute)
(rocelib.recourse_methods.MCE.MCE attribute)
(rocelib.recourse_methods.MCER.MCER attribute)
(rocelib.recourse_methods.NNCE.NNCE attribute)
(rocelib.recourse_methods.RecourseGenerator.RecourseGenerator attribute)
_training_data (rocelib.tasks.ClassificationTask.ClassificationTask attribute)
(rocelib.tasks.Task.Task attribute)
A
AdultDatasetLoader (class in rocelib.datasets.provided_datasets.AdultDatasetLoader)
B
TrainableModel (class in rocelib.models.TrainableModel)
BinaryLinearSearch (class in rocelib.recourse_methods.BinaryLinearSearch)
C
categorical (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader property)
checkValidity() (rocelib.evaluations.ValidityEvaluator.ValidityEvaluator method)
ClassificationTask (class in rocelib.tasks.ClassificationTask)
CostLoss (class in rocelib.recourse_methods.Wachter)
counterfactual_stability() (rocelib.recourse_methods.STCE.TrexNN method)
create_weights_and_bias_dictionary() (in module rocelib.recourse_methods.ModelMultiplicityMILP)
(rocelib.intabs.IntervalAbstractionPyTorch.IntervalAbstractionPytorch method)
criterion (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute)
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)
custom_distance_func (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator property)
TrainableCustomPyTorchModel (class in rocelib.models.pytorch_models.TrainableCustomPyTorchModel)
D
TrainableDecisionTreeModel (class in rocelib.models.sklearn_models.TrainableDecisionTreeModel)
default_preprocess() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method)
,
[1]
DeltaRobustnessEvaluator (class in rocelib.robustness_evaluations.DeltaRobustnessEvaluator)
DistanceEvaluator (class in rocelib.evaluations.DistanceEvaluator)
E
euclidean() (in module rocelib.lib.distance_functions.DistanceFunctions)
evaluate() (rocelib.evaluations.DistanceEvaluator.DistanceEvaluator method)
,
[1]
(rocelib.evaluations.ManifoldEvaluator.ManifoldEvaluator method)
,
[1]
(rocelib.evaluations.RecourseEvaluator.RecourseEvaluator method)
(rocelib.evaluations.RobustnessProportionEvaluator.RobustnessProportionEvaluator method)
,
[1]
(rocelib.evaluations.ValidityEvaluator.ValidityEvaluator method)
,
[1]
(rocelib.intabs.IntervalAbstractionPyTorch.IntervalAbstractionPytorch method)
(rocelib.models.TrainableModel.TrainableModel method)
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method)
,
[1]
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
(rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator method)
(rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator.ModelChangesRobustnessEvaluator method)
(rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator method)
evaluator (rocelib.recourse_methods.MCER.MCER attribute)
(rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator attribute)
ExampleDatasetLoader (class in rocelib.datasets.provided_datasets.ExampleDatasetLoader)
F
forward() (rocelib.recourse_methods.Wachter.CostLoss method)
G
generate() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method)
generate_for_all() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method)
generate_for_instance() (rocelib.recourse_methods.RecourseGenerator.RecourseGenerator method)
get_default_preprocessed_features() (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader method)
(rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method)
,
[1]
(rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader method)
(rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader method)
(rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method)
get_example_dataset() (in module rocelib.datasets.ExampleDatasets)
get_feature_names() (rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method)
get_preprocessed_features() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method)
,
[1]
get_random_positive_instance() (rocelib.tasks.ClassificationTask.ClassificationTask method)
(rocelib.tasks.Task.Task method)
get_sklearn_model() (in module rocelib.models.Models)
get_torch_model() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
getCandidates() (rocelib.recourse_methods.RNCE.RNCE method)
GuidedBinaryLinearSearch (class in rocelib.recourse_methods.GuidedBinaryLinearSearch)
H
hidden_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)
I
input_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)
intabs (rocelib.recourse_methods.RNCE.RNCE attribute)
IntervalAbstractionPytorch (class in rocelib.intabs.IntervalAbstractionPyTorch)
IonosphereDatasetLoader (class in rocelib.datasets.provided_datasets.IonosphereDatasetLoader)
IrisDatasetLoader (class in rocelib.datasets.provided_datasets.IrisDatasetLoader)
K
KDTreeNNCE (class in rocelib.recourse_methods.KDTreeNNCE)
keras_to_pytorch() (in module rocelib.lib.PyTorchConversions)
L
load_data() (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader method)
(rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method)
,
[1]
(rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader method)
(rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader method)
(rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader method)
TrainableLogisticRegressionModel (class in rocelib.models.sklearn_models.TrainableLogisticRegressionModel)
M
manhattan() (in module rocelib.lib.distance_functions.DistanceFunctions)
ManifoldEvaluator (class in rocelib.evaluations.ManifoldEvaluator)
MCE (class in rocelib.recourse_methods.MCE)
mce (rocelib.recourse_methods.MCER.MCER attribute)
MCER (class in rocelib.recourse_methods.MCER)
model (rocelib.models.TrainableModel.TrainableModel property)
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel attribute)
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute)
(rocelib.tasks.ClassificationTask.ClassificationTask attribute)
(rocelib.tasks.Task.Task property)
ModelChangesRobustnessEvaluator (class in rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator)
ModelChangesRobustnessScorer (class in rocelib.robustness_evaluations.ModelChangesRobustnessScorer)
ModelChangesRobustnessSetEvaluator (class in rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator)
ModelMultiplicityMILP (class in rocelib.recourse_methods.ModelMultiplicityMILP)
module
rocelib
rocelib.datasets
rocelib.datasets.ExampleDatasets
rocelib.datasets.provided_datasets
rocelib.datasets.provided_datasets.AdultDatasetLoader
rocelib.datasets.provided_datasets.ExampleDatasetLoader
rocelib.datasets.provided_datasets.IonosphereDatasetLoader
rocelib.datasets.provided_datasets.IrisDatasetLoader
rocelib.datasets.provided_datasets.TitanicDatasetLoader
rocelib.evaluations
rocelib.evaluations.DistanceEvaluator
rocelib.evaluations.ManifoldEvaluator
rocelib.evaluations.RecourseEvaluator
rocelib.evaluations.RobustnessProportionEvaluator
rocelib.evaluations.ValidityEvaluator
rocelib.intabs
rocelib.intabs.IntervalAbstractionPyTorch
rocelib.lib
rocelib.lib.distance_functions
rocelib.lib.distance_functions.DistanceFunctions
rocelib.lib.OptSolver
rocelib.lib.PyTorchConversions
rocelib.lib.QuickTabulate
rocelib.model_evaluations
rocelib.models
rocelib.models.TrainableModel
rocelib.models.keras_models
rocelib.models.keras_models.TrainableKerasModel
rocelib.models.Models
rocelib.models.pytorch_models
rocelib.models.pytorch_models.TrainableCustomPyTorchModel
rocelib.models.pytorch_models.TrainablePyTorchModel
rocelib.models.sklearn_models
rocelib.models.sklearn_models.TrainableDecisionTreeModel
rocelib.models.sklearn_models.TrainableLogisticRegressionModel
rocelib.models.sklearn_models.TrainableSKLearnModel
rocelib.models.sklearn_models.TrainableSVMModel
rocelib.recourse_methods
rocelib.recourse_methods.BinaryLinearSearch
rocelib.recourse_methods.GuidedBinaryLinearSearch
rocelib.recourse_methods.KDTreeNNCE
rocelib.recourse_methods.MCE
rocelib.recourse_methods.MCER
rocelib.recourse_methods.ModelMultiplicityMILP
rocelib.recourse_methods.NNCE
rocelib.recourse_methods.RecourseGenerator
rocelib.recourse_methods.RNCE
rocelib.recourse_methods.STCE
rocelib.recourse_methods.Wachter
rocelib.robustness_evaluations
rocelib.robustness_evaluations.DeltaRobustnessEvaluator
rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator
rocelib.robustness_evaluations.ModelChangesRobustnessScorer
rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator
rocelib.tasks
rocelib.tasks.ClassificationTask
rocelib.tasks.Task
N
NNCE (class in rocelib.recourse_methods.NNCE)
numerical (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader property)
O
opt (rocelib.recourse_methods.MCE.MCE attribute)
(rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator attribute)
optimizer (rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel attribute)
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)
OptSolver (class in rocelib.lib.OptSolver)
output_dim (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel attribute)
P
predict() (rocelib.models.TrainableModel.TrainableModel method)
,
[1]
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method)
,
[1]
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
predict_proba() (rocelib.models.TrainableModel.TrainableModel method)
,
[1]
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method)
,
[1]
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
predict_proba_tensor() (rocelib.models.TrainableModel.TrainableModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
predict_single() (rocelib.models.TrainableModel.TrainableModel method)
,
[1]
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method)
,
[1]
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
preprocess() (rocelib.datasets.provided_datasets.ExampleDatasetLoader.ExampleDatasetLoader method)
,
[1]
Properties() (rocelib.models.TrainableModel.TrainableModel method)
Q
quick_tabulate() (in module rocelib.lib.QuickTabulate)
R
RecourseEvaluator (class in rocelib.evaluations.RecourseEvaluator)
RecourseGenerator (class in rocelib.recourse_methods.RecourseGenerator)
RNCE (class in rocelib.recourse_methods.RNCE)
RobustnessProportionEvaluator (class in rocelib.evaluations.RobustnessProportionEvaluator)
rocelib
module
rocelib.datasets
module
rocelib.datasets.ExampleDatasets
module
rocelib.datasets.provided_datasets
module
rocelib.datasets.provided_datasets.AdultDatasetLoader
module
rocelib.datasets.provided_datasets.ExampleDatasetLoader
module
rocelib.datasets.provided_datasets.IonosphereDatasetLoader
module
rocelib.datasets.provided_datasets.IrisDatasetLoader
module
rocelib.datasets.provided_datasets.TitanicDatasetLoader
module
rocelib.evaluations
module
rocelib.evaluations.DistanceEvaluator
module
rocelib.evaluations.ManifoldEvaluator
module
rocelib.evaluations.RecourseEvaluator
module
rocelib.evaluations.RobustnessProportionEvaluator
module
rocelib.evaluations.ValidityEvaluator
module
rocelib.intabs
module
rocelib.intabs.IntervalAbstractionPyTorch
module
rocelib.lib
module
rocelib.lib.distance_functions
module
rocelib.lib.distance_functions.DistanceFunctions
module
rocelib.lib.OptSolver
module
rocelib.lib.PyTorchConversions
module
rocelib.lib.QuickTabulate
module
rocelib.model_evaluations
module
rocelib.models
module
rocelib.models.TrainableModel
module
rocelib.models.keras_models
module
rocelib.models.keras_models.TrainableKerasModel
module
rocelib.models.Models
module
rocelib.models.pytorch_models
module
rocelib.models.pytorch_models.TrainableCustomPyTorchModel
module
rocelib.models.pytorch_models.TrainablePyTorchModel
module
rocelib.models.sklearn_models
module
rocelib.models.sklearn_models.TrainableDecisionTreeModel
module
rocelib.models.sklearn_models.TrainableLogisticRegressionModel
module
rocelib.models.sklearn_models.TrainableSKLearnModel
module
rocelib.models.sklearn_models.TrainableSVMModel
module
rocelib.recourse_methods
module
rocelib.recourse_methods.BinaryLinearSearch
module
rocelib.recourse_methods.GuidedBinaryLinearSearch
module
rocelib.recourse_methods.KDTreeNNCE
module
rocelib.recourse_methods.MCE
module
rocelib.recourse_methods.MCER
module
rocelib.recourse_methods.ModelMultiplicityMILP
module
rocelib.recourse_methods.NNCE
module
rocelib.recourse_methods.RecourseGenerator
module
rocelib.recourse_methods.RNCE
module
rocelib.recourse_methods.STCE
module
rocelib.recourse_methods.Wachter
module
rocelib.robustness_evaluations
module
rocelib.robustness_evaluations.DeltaRobustnessEvaluator
module
rocelib.robustness_evaluations.ModelChangesRobustnessEvaluator
module
rocelib.robustness_evaluations.ModelChangesRobustnessScorer
module
rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator
module
rocelib.tasks
module
rocelib.tasks.ClassificationTask
module
rocelib.tasks.Task
module
S
score() (rocelib.robustness_evaluations.ModelChangesRobustnessScorer.ModelChangesRobustnessScorer method)
set_weights() (rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
setup() (rocelib.lib.OptSolver.OptSolver method)
TrainableKerasModel (class in rocelib.models.keras_models.TrainableKerasModel)
TrainablePyTorchModel (class in rocelib.models.pytorch_models.TrainablePyTorchModel)
TrainableSKLearnModel (class in rocelib.models.sklearn_models.TrainableSKLearnModel)
TrainableSVMModel (class in rocelib.models.sklearn_models.TrainableSVMModel)
T
Task (class in rocelib.tasks.Task)
task (rocelib.evaluations.RecourseEvaluator.RecourseEvaluator attribute)
(rocelib.recourse_methods.RecourseGenerator.RecourseGenerator property)
(rocelib.robustness_evaluations.DeltaRobustnessEvaluator.DeltaRobustnessEvaluator attribute)
(rocelib.robustness_evaluations.ModelChangesRobustnessSetEvaluator.ModelChangesRobustnessSetEvaluator attribute)
TitanicDatasetLoader (class in rocelib.datasets.provided_datasets.TitanicDatasetLoader)
train() (rocelib.models.TrainableModel.TrainableModel method)
,
[1]
(rocelib.models.keras_models.TrainableKerasModel.TrainableKerasModel method)
,
[1]
(rocelib.models.pytorch_models.TrainableCustomPyTorchModel.TrainableCustomPyTorchModel method)
,
[1]
(rocelib.models.pytorch_models.TrainablePyTorchModel.TrainablePyTorchModel method)
,
[1]
(rocelib.models.sklearn_models.TrainableSKLearnModel.TrainableSKLearnModel method)
(rocelib.tasks.ClassificationTask.ClassificationTask method)
(rocelib.tasks.Task.Task method)
training_data (rocelib.tasks.Task.Task property)
TrexNN (class in rocelib.recourse_methods.STCE)
V
ValidityEvaluator (class in rocelib.evaluations.ValidityEvaluator)
W
Wachter (class in rocelib.recourse_methods.Wachter)
X
X (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader property)
(rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader property)
(rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader property)
(rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader property)
Y
y (rocelib.datasets.provided_datasets.AdultDatasetLoader.AdultDatasetLoader property)
(rocelib.datasets.provided_datasets.IonosphereDatasetLoader.IonosphereDatasetLoader property)
(rocelib.datasets.provided_datasets.IrisDatasetLoader.IrisDatasetLoader property)
(rocelib.datasets.provided_datasets.TitanicDatasetLoader.TitanicDatasetLoader property)