Package ai.libs.jaicore.ml.scikitwrapper

Class ScikitLearnClassificationWrapper

java.lang.Object

ai.libs.jaicore.ml.core.learner.ASupervisedLearner<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>,P,B>

ai.libs.jaicore.ml.scikitwrapper.AScikitLearnWrapper<org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassification,org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch>

ai.libs.jaicore.ml.scikitwrapper.ScikitLearnClassificationWrapper

All Implemented Interfaces:

IScikitLearnWrapper, org.api4.java.ai.ml.core.learner.IFittable<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>>, org.api4.java.ai.ml.core.learner.IFittablePredictor<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>>, org.api4.java.ai.ml.core.learner.ILearnerConfigHandler, org.api4.java.ai.ml.core.learner.IPredictor<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>>, 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>>, org.api4.java.common.control.ILoggingCustomizable

public class ScikitLearnClassificationWrapper
extends AScikitLearnWrapper<org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassification,org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch>

Field Summary

Fields inherited from class ai.libs.jaicore.ml.scikitwrapper.AScikitLearnWrapper

configurationUID, data, logger, modelFile, pipeline, problemType, PYTHON_MINIMUM_REQUIRED_VERSION_MAJ, PYTHON_MINIMUM_REQUIRED_VERSION_MIN, PYTHON_MINIMUM_REQUIRED_VERSION_REL, PYTHON_OPTIONAL_MODULES, PYTHON_REQUIRED_MODULES, pythonConfig, scikitLearnWrapperConfig, seed, targetIndices, timeout

Constructor Summary

Constructors

Constructor	Description
ScikitLearnClassificationWrapper(java.lang.String pipeline, java.lang.String imports)

Method Summary

Modifier and Type	Method	Description
protected boolean	doLabelsFitToProblemType(org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance> data)
protected org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch	handleOutput(java.io.File outputFile)

Methods inherited from class ai.libs.jaicore.ml.scikitwrapper.AScikitLearnWrapper

constructCommandLineParametersForFitAndPredictMode, constructCommandLineParametersForFitMode, constructCommandLineParametersForPredictMode, fit, fit, fitAndPredict, fitAndPredict, getCommandBuilder, getCommandBuilder, getDataName, getLoggerName, getModelFile, getModelFileName, getModelPath, getOutputFile, getRawPredictionResults, getSKLearnScriptFile, predict, predict, predict, predict, setLoggerName, setModelPath, setPythonConfig, setPythonTemplate, setScikitLearnWrapperConfig, setSeed, setTargetIndices, setTimeout, toString

Methods inherited from class ai.libs.jaicore.ml.core.learner.ASupervisedLearner

fitAndPredict, fitAndPredict, getConfig, setConfig

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Methods inherited from interface org.api4.java.ai.ml.core.learner.IFittablePredictor

fitAndPredict, fitAndPredict

Methods inherited from interface org.api4.java.ai.ml.core.learner.ILearnerConfigHandler

getConfig, setConfig

Constructor Detail

ScikitLearnClassificationWrapper

public ScikitLearnClassificationWrapper(java.lang.String pipeline,
                                        java.lang.String imports)
                                 throws java.io.IOException,
                                        java.lang.InterruptedException

Throws:

java.io.IOException

java.lang.InterruptedException

Method Detail

doLabelsFitToProblemType

protected boolean doLabelsFitToProblemType(org.api4.java.ai.ml.core.dataset.supervised.ILabeledDataset<? extends org.api4.java.ai.ml.core.dataset.supervised.ILabeledInstance> data)

Specified by:

doLabelsFitToProblemType in class AScikitLearnWrapper<org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassification,org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch>

handleOutput

protected org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch handleOutput(java.io.File outputFile)
                                                                                                                    throws org.api4.java.ai.ml.core.exception.PredictionException,
                                                                                                                           org.api4.java.ai.ml.core.exception.TrainingException

Specified by:

handleOutput in class AScikitLearnWrapper<org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassification,org.api4.java.ai.ml.classification.singlelabel.evaluation.ISingleLabelClassificationPredictionBatch>

Throws:

org.api4.java.ai.ml.core.exception.PredictionException

org.api4.java.ai.ml.core.exception.TrainingException