A B C D E F G I M N P R S T U W
All Classes All Packages

A

ai.libs.mlplan.core - package ai.libs.mlplan.core

ai.libs.mlplan.core.events - package ai.libs.mlplan.core.events

ai.libs.mlplan.exception - package ai.libs.mlplan.exception

ai.libs.mlplan.multiclass - package ai.libs.mlplan.multiclass

ai.libs.mlplan.safeguard - package ai.libs.mlplan.safeguard

This package contains tooling for making decisions on whether or not to evaluate a classifier.

AlwaysEvaluateSafeGuard - Class in ai.libs.mlplan.safeguard

The AlwaysEvaluateSafeGuard is more of a dummy encoding of a safe guard that will always predict that any algorithm will be evaluated within the timeout and return a result in instant time.

AlwaysEvaluateSafeGuard() - Constructor for class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

Standard constructor for initializing an AlwaysEvaluateSafeGuard.

AlwaysEvaluateSafeGuardFactory - Class in ai.libs.mlplan.safeguard

AlwaysEvaluateSafeGuardFactory() - Constructor for class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuardFactory

AlwaysPreventSafeGuard - Class in ai.libs.mlplan.safeguard

AlwaysPreventSafeGuard() - Constructor for class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

AlwaysPreventSafeGuardFactory - Class in ai.libs.mlplan.safeguard

AlwaysPreventSafeGuardFactory() - Constructor for class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuardFactory

AMLPlanBuilder<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>,B extends AMLPlanBuilder<L,B>> - Class in ai.libs.mlplan.core

The MLPlanBuilder helps to easily configure and initialize ML-Plan with specific parameter settings.

AMLPlanBuilder() - Constructor for class ai.libs.mlplan.core.AMLPlanBuilder

AMLPlanBuilder(IProblemType<L>) - Constructor for class ai.libs.mlplan.core.AMLPlanBuilder

ANNOTATION_PREDICTED_INDUCTION_TIME - Static variable in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

ANNOTATION_PREDICTED_INFERENCE_TIME - Static variable in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

ANNOTATION_SOURCE - Static variable in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

B

binaryClass - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

build() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Builds an ML-Plan object with the dataset provided earlier to this builder.

build() - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuardFactory

build() - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuardFactory

build() - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuardFactory

build(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Builds an ML-Plan object for the given dataset as input.

C

call() - Method in class ai.libs.mlplan.core.MLPlan

cancel() - Method in class ai.libs.mlplan.core.MLPlan

checkPreconditionsForInitialization() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

ClassifierFoundEvent - Class in ai.libs.mlplan.core.events

ClassifierFoundEvent(IAlgorithm<?, ?>, ComponentInstance, ISupervisedLearner<?, ?>, double, int) - Constructor for class ai.libs.mlplan.core.events.ClassifierFoundEvent

containsNegativeValues - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

D

dataPortionForSelection() - Method in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

E

evaluate(ILabeledPath<TFDNode, String>) - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

evaluate(ILabeledPath<TFDNode, String>) - Method in class ai.libs.mlplan.core.TasksAlreadyResolvedPathEvaluator

evaluateSupervised(IComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

EvaluationSafeGuardException - Exception in ai.libs.mlplan.safeguard

EvaluationSafeGuardException(String, IComponentInstance) - Constructor for exception ai.libs.mlplan.safeguard.EvaluationSafeGuardException

EvaluationSafeGuardFiredEvent - Class in ai.libs.mlplan.safeguard

EvaluationSafeGuardFiredEvent(IComponentInstance) - Constructor for class ai.libs.mlplan.safeguard.EvaluationSafeGuardFiredEvent

extractDatasetProperties() - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

F

fit(ILabeledDataset<? extends ILabeledInstance>) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

G

getActualFitTime() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getActualPredictTime() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getAlgorithmConfig() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getAlgorithmConfig() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getBatchPredictionTimesInMS() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getBatchPredictionTimesInMS() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getBenchmark() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getCandidateEvaluationTimeOut() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getCausingComponentInstance() - Method in exception ai.libs.mlplan.safeguard.EvaluationSafeGuardException

getClassifier() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getClassifierEvaluatorForSearch() - Method in class ai.libs.mlplan.core.MLPlan

getClassifierEvaluatorForSelection() - Method in class ai.libs.mlplan.core.MLPlan

getComponentDescription() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getComponentInstance() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getComponentInstance() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getComponentInstance() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getComponentInstance() - Method in class ai.libs.mlplan.safeguard.EvaluationSafeGuardFiredEvent

getComponentInstanceOfSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getComponentParameterConfigurations() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getComponents() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getComponents() - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

getConfig() - Method in class ai.libs.mlplan.core.MLPlan

getData() - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

getDataset() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getFitTimes() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getFitTimes() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getHASCO() - Method in class ai.libs.mlplan.core.MLPlan

getHASCOFactory() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getHASCOFactory() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getInSampleError() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getInstance() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getInstancePredictionTimesInMS() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getInstancePredictionTimesInMS() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getInternalValidationErrorOfSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getLastHASCOMethodPriorToParameterRefinementOfBareLearner() - Method in interface ai.libs.mlplan.core.IProblemType

getLastHASCOMethodPriorToParameterRefinementOfPipeline() - Method in interface ai.libs.mlplan.core.IProblemType

getLearner() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getLearner() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getLearner() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getLearnerEvaluationFactoryForSearchPhase() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getLearnerEvaluationFactoryForSearchPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the factory that will be used to create the pipeline evaluators for evaluation during search time

getLearnerEvaluationFactoryForSelectionPhase() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getLearnerEvaluationFactoryForSelectionPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the factory that will be used to create the pipeline evaluators for evaluation during selection time

getLearnerFactory() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getLearnerFactory() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getLearnerFactory() - Method in interface ai.libs.mlplan.core.IProblemType

getLoggerName() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getLoggerName() - Method in class ai.libs.mlplan.core.MLPlan

getLoggerName() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getLoggerName() - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

getLoggerName() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getMessage(IComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

getMetricForSearchPhase() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getMetricForSearchPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getMetricForSelectionPhase() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getMetricForSelectionPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getName() - Method in interface ai.libs.mlplan.core.IProblemType

getNodeEvaluationTimeOut() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getOptimizingFactory() - Method in class ai.libs.mlplan.core.MLPlan

getPerformanceMetricForSearchPhase() - Method in interface ai.libs.mlplan.core.IProblemType

getPerformanceMetricForSelectionPhase() - Method in interface ai.libs.mlplan.core.IProblemType

getPipelineEvaluatorID() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getPipelineValidityCheckingNodeEvaluator() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getPortionOfDataReservedForSelectionPhase() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getPortionOfDataReservedForSelectionPhase() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getPredictedFitTime() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getPredictedInductionTime() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getPredictedInductionTime() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getPredictedInferenceTime() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getPredictedInferenceTime() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getPredictedPredictTime() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getPreferredComponentListFromFileSystem() - Method in interface ai.libs.mlplan.core.IProblemType

getPreferredComponentListFromResource() - Method in interface ai.libs.mlplan.core.IProblemType

getPreferredComponents() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getPreferredNodeEvaluators() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getRequestedInterface() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getRequestedInterface() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getRequestedInterface() - Method in interface ai.libs.mlplan.core.IProblemType

getSafeGuard() - Method in class ai.libs.mlplan.core.PipelineEvaluator

getSafeGuardFactory() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getSafeGuardFactory() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getScore() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getScore() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getScore() - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

getScore() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

getSearch() - Method in class ai.libs.mlplan.core.MLPlan

getSearchEvaluatorFactory() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getSearchProblemInputGenerator() - Method in class ai.libs.mlplan.core.MLPlan

getSearchSelectionDatasetSplitter() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getSearchSelectionDatasetSplitter() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

This is the splitter that splits the given input data into data for the search phase and for the selection phase

getSearchSelectionDatasetSplitter() - Method in interface ai.libs.mlplan.core.IProblemType

getSearchSpaceConfigFile() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getSearchSpaceConfigFile() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getSearchSpaceConfigFileFromResource() - Method in interface ai.libs.mlplan.core.IProblemType

getSearchSpaceConfigFromFileSystem() - Method in interface ai.libs.mlplan.core.IProblemType

getSelectedClassifier() - Method in class ai.libs.mlplan.core.MLPlan

getSelectionEvaluatorFactory() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getSelf() - Method in interface ai.libs.mlplan.core.IMLPlanBuilder

getSelf() - Method in class ai.libs.mlplan.core.MLPlanSimpleBuilder

getTimeout(IComponentInstance) - Method in class ai.libs.mlplan.core.PipelineEvaluator

getTimeOut() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getTimeoutPrecautionOffsetInSeconds() - Method in class ai.libs.mlplan.core.AMLPlanBuilder

getTimestamp() - Method in class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

getTimestamp() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

getTimestamp() - Method in class ai.libs.mlplan.safeguard.EvaluationSafeGuardFiredEvent

getTimeToEvaluate() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

getTwoPhaseHASCOFactory() - Method in class ai.libs.mlplan.core.MLPlan

getValidityCheckingNodeEvaluator() - Method in interface ai.libs.mlplan.core.IProblemType

I

IEvaluationSafeGuard - Interface in ai.libs.mlplan.safeguard

An evaluation safe guard can be used to predict whether an evaluation is likely to succeed or not.

IEvaluationSafeGuardFactory - Interface in ai.libs.mlplan.safeguard

ILearnerFactory<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<?,?>> - Interface in ai.libs.mlplan.core

IMLPlanBuilder<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>,B extends IMLPlanBuilder<L,B>> - Interface in ai.libs.mlplan.core

The IMLPlanBuilder provides the general interface of an ML-Plan builder independent of the problem domain or specific library that is used for the configuration of machine learning pipelines.

IProblemType<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>> - Interface in ai.libs.mlplan.core

isBuildSelectedClasifierOnGivenData() - Method in class ai.libs.mlplan.core.MLPlan

ITimeTrackingLearner - Interface in ai.libs.mlplan.core

M

MLPlan<L extends org.api4.java.ai.ml.core.learner.ISupervisedLearner<org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance,org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance>>> - Class in ai.libs.mlplan.core

MLPlan(IMLPlanBuilder<L, ?>, ILabeledDataset<?>) - Constructor for class ai.libs.mlplan.core.MLPlan

MLPlanClassifierConfig - Interface in ai.libs.mlplan.multiclass

MLPlanPhaseSwitchedEvent - Class in ai.libs.mlplan.core.events

MLPlanPhaseSwitchedEvent(IAlgorithm<?, ?>) - Constructor for class ai.libs.mlplan.core.events.MLPlanPhaseSwitchedEvent

MLPlanSimpleBuilder - Class in ai.libs.mlplan.core

MLPlanSimpleBuilder() - Constructor for class ai.libs.mlplan.core.MLPlanSimpleBuilder

multiClass - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

multiValuedNominalAttributes - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

N

nextWithException() - Method in class ai.libs.mlplan.core.MLPlan

NoModelBuiltException - Exception in ai.libs.mlplan.core

NoModelBuiltException() - Constructor for exception ai.libs.mlplan.core.NoModelBuiltException

NoModelBuiltException(String) - Constructor for exception ai.libs.mlplan.core.NoModelBuiltException

NoModelBuiltException(String, Throwable) - Constructor for exception ai.libs.mlplan.core.NoModelBuiltException

NoModelBuiltException(String, Throwable, boolean, boolean) - Constructor for exception ai.libs.mlplan.core.NoModelBuiltException

NoModelBuiltException(Throwable) - Constructor for exception ai.libs.mlplan.core.NoModelBuiltException

P

PipelineEvaluator - Class in ai.libs.mlplan.core

Evaluator used in the search phase of mlplan.

PipelineEvaluator(ILearnerFactory<? extends ISupervisedLearner<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>>, ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>, Timeout) - Constructor for class ai.libs.mlplan.core.PipelineEvaluator

PipelineEvaluator(ILearnerFactory<? extends ISupervisedLearner<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>>, ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>, Timeout, IEvaluationSafeGuard) - Constructor for class ai.libs.mlplan.core.PipelineEvaluator

PipelineValidityCheckingNodeEvaluator - Class in ai.libs.mlplan.core

PipelineValidityCheckingNodeEvaluator() - Constructor for class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

PipelineValidityCheckingNodeEvaluator(Collection<? extends IComponent>, ILabeledDataset<?>) - Constructor for class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

PRECAUTION_OFFSET - Static variable in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

precautionOffset() - Method in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

predict(ILabeledInstance) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

predict(ILabeledInstance[]) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

predictEvaluationTime(IComponentInstance, ILabeledDataset<?>, ILabeledDataset<?>) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

predictInductionTime(IComponentInstance, ILabeledDataset<?>) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

predictInductionTime(IComponentInstance, ILabeledDataset<?>) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

predictInductionTime(IComponentInstance, ILabeledDataset<?>) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

Predicts the runtime that is required for inducing a model.

predictInferenceTime(IComponentInstance, ILabeledDataset<?>, ILabeledDataset<?>) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

predictInferenceTime(IComponentInstance, ILabeledDataset<?>, ILabeledDataset<?>) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

predictInferenceTime(IComponentInstance, ILabeledDataset<?>, ILabeledDataset<?>) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

Predicts the runtime that is required for doing inference with the given model.

predictWillAdhereToTimeout(IComponentInstance, Timeout) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

predictWillAdhereToTimeout(IComponentInstance, Timeout) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

predictWillAdhereToTimeout(IComponentInstance, Timeout) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

Predicts whether a component instance ci is likely to adhere to the given timeout.

PreferenceBasedNodeEvaluator - Class in ai.libs.mlplan.core

PreferenceBasedNodeEvaluator(Collection<? extends IComponent>, List<String>, String, String) - Constructor for class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

PREFERRED_COMPONENTS - Static variable in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

preferredComponents() - Method in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

propertiesDetermined - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

R

receiveEvent(IEvent) - Method in class ai.libs.mlplan.core.MLPlan

receiveEvent(IEvent) - Method in class ai.libs.mlplan.core.PipelineEvaluator

Forwards every incoming event e

registerListener(Object) - Method in class ai.libs.mlplan.core.PipelineEvaluator

Here, we send a coupling event that informs the listener about which ComponentInstance has been used to create a classifier.

registerListener(Object) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

registerListener(Object) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

registerListener(Object) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

regression - Variable in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

S

SELECTION_PORTION - Static variable in interface ai.libs.mlplan.multiclass.MLPlanClassifierConfig

setBuildSelectedClasifierOnGivenData(boolean) - Method in class ai.libs.mlplan.core.MLPlan

setComponents(Collection<? extends IComponent>) - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

setData(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.PipelineValidityCheckingNodeEvaluator

setLoggerName(String) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

setLoggerName(String) - Method in class ai.libs.mlplan.core.MLPlan

setLoggerName(String) - Method in class ai.libs.mlplan.core.PipelineEvaluator

setLoggerName(String) - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

setLoggerName(String) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

setPipelineEvaluatorID(String) - Method in class ai.libs.mlplan.core.PipelineEvaluator

setPortionOfDataForPhase2(double) - Method in class ai.libs.mlplan.core.MLPlan

setPredictedInductionTime(String) - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

setPredictedInductionTime(String) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

setPredictedInferenceTime(String) - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

setPredictedInferenceTime(String) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

setRandomSeed(int) - Method in class ai.libs.mlplan.core.MLPlan

setSafeGuard(IEvaluationSafeGuard) - Method in class ai.libs.mlplan.core.PipelineEvaluator

setScore(Double) - Method in interface ai.libs.mlplan.core.ITimeTrackingLearner

setScore(Double) - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

SupervisedLearnerCreatedEvent - Class in ai.libs.mlplan.core.events

SupervisedLearnerCreatedEvent(IComponentInstance, ISupervisedLearner<?, ?>) - Constructor for class ai.libs.mlplan.core.events.SupervisedLearnerCreatedEvent

T

TasksAlreadyResolvedPathEvaluator - Class in ai.libs.mlplan.core

TasksAlreadyResolvedPathEvaluator(List<String>) - Constructor for class ai.libs.mlplan.core.TasksAlreadyResolvedPathEvaluator

TimeTrackingLearnerEvaluationEvent - Class in ai.libs.mlplan.core.events

TimeTrackingLearnerEvaluationEvent(ITimeTrackingLearner) - Constructor for class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

TimeTrackingLearnerWrapper - Class in ai.libs.mlplan.core

TimeTrackingLearnerWrapper(IComponentInstance, ISupervisedLearner<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Constructor for class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

toString() - Method in class ai.libs.mlplan.core.events.ClassifierFoundEvent

toString() - Method in class ai.libs.mlplan.core.events.TimeTrackingLearnerEvaluationEvent

toString() - Method in class ai.libs.mlplan.core.PreferenceBasedNodeEvaluator

toString() - Method in class ai.libs.mlplan.core.TimeTrackingLearnerWrapper

U

UnsupportedProblemTypeException - Exception in ai.libs.mlplan.exception

The UnsupportedProblemTypeException indicates that a IProblemType is chosen, that is unsupported for the ML-Plan version in use.

UnsupportedProblemTypeException(String) - Constructor for exception ai.libs.mlplan.exception.UnsupportedProblemTypeException

Creates a new UnsupportedProblemTypeException with the given parameters.

UnsupportedProblemTypeException(String, Throwable) - Constructor for exception ai.libs.mlplan.exception.UnsupportedProblemTypeException

Creates a new UnsupportedProblemTypeException with the given parameters.

updateWithActualInformation(IComponentInstance, ITimeTrackingLearner) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuard

updateWithActualInformation(IComponentInstance, ITimeTrackingLearner) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuard

updateWithActualInformation(IComponentInstance, ITimeTrackingLearner) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuard

Updates the safe guard with current information obtained by measuring the induction and inference time of the given component instance on-line.

W

withAlgorithmConfig(MLPlanClassifierConfig) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Loads the MLPlanClassifierConfig with default values and replaces all properties according to the properties defined in the given config file.

withAlgorithmConfigFile(File) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Loads the MLPlanClassifierConfig with default values and replaces all properties according to the properties defined in the given config file.

withCandidateEvaluationTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withDataset(ILabeledDataset<?>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Set the data for which ML-Plan is supposed to find the best pipeline.

withDatasetSplitterForSearchSelectionSplit(IFoldSizeConfigurableRandomDatasetSplitter<ILabeledDataset<?>>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Set the dataset splitter that is used for generating the holdout data portion that is put aside during search.

withEvaluator(ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.safeguard.AlwaysEvaluateSafeGuardFactory

withEvaluator(ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.safeguard.AlwaysPreventSafeGuardFactory

withEvaluator(ISupervisedLearnerEvaluator<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in interface ai.libs.mlplan.safeguard.IEvaluationSafeGuardFactory

withLearnerFactory(ILearnerFactory<L>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Set the classifier factory that translates CompositionInstance objects to classifiers that can be evaluated.

withMCCVBasedCandidateEvaluationInSearchPhase(int, double) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withMCCVBasedCandidateEvaluationInSelectionPhase(int, double) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withNodeEvaluationTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withNumCpus(int) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Sets the number of cpus that may be used by ML-Plan.

withPerformanceMeasure(IDeterministicPredictionPerformanceMeasure<?, ?>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPerformanceMeasureForSearchPhase(IDeterministicPredictionPerformanceMeasure<?, ?>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPerformanceMeasureForSelectionPhase(IDeterministicPredictionPerformanceMeasure<?, ?>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPipelineValidityCheckingNodeEvaluator(PipelineValidityCheckingNodeEvaluator) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPortionOfDataReservedForSelection(double) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPreferredComponents(List<String>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withPreferredComponentsFile(File) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Creates a preferred node evaluator that can be used to prefer components over other components.

withPreferredNodeEvaluator(IPathEvaluator<TFDNode, String, Double>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

This adds a new preferred node evaluator It is possible to specify several preferred node evaluators, which will be ordered by the order in which they are specified.

withProblemType(IProblemType<L>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withRequestedInterface(String) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withSafeGuardFactory(IEvaluationSafeGuardFactory) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withSearchFactory(IOptimalPathInORGraphSearchFactory, AlgorithmicProblemReduction) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withSearchPhaseEvaluatorFactory(ISupervisedLearnerEvaluatorFactory<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Sets the evaluator factory for the search phase.

withSearchSpaceConfigFile(File) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Specify the search space in which ML-Plan is required to work.

withSeed(long) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withSelectionPhaseEvaluatorFactory(ISupervisedLearnerEvaluatorFactory<ILabeledInstance, ILabeledDataset<? extends ILabeledInstance>>) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

Sets the evaluator factory for the selection phase.

withTimeOut(Timeout) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

withTimeoutPrecautionOffsetInSeconds(int) - Method in class ai.libs.mlplan.core.AMLPlanBuilder

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