Package de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.relationprediction

Class RelationTypeFineTuner

java.lang.Object

eu.sealsproject.platform.res.tool.impl.AbstractPlugin

de.uni_mannheim.informatik.dws.melt.matching_base.MatcherURL

de.uni_mannheim.informatik.dws.melt.matching_base.MatcherFile

de.uni_mannheim.informatik.dws.melt.matching_jena.MatcherYAAA

de.uni_mannheim.informatik.dws.melt.matching_jena.MatcherYAAAJena

de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBase

de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBaseFineTuner

de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersFineTuner

de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.relationprediction.RelationTypeFineTuner

All Implemented Interfaces:

Filter, IMatcher<org.apache.jena.ontology.OntModel,Alignment,Properties>, eu.sealsproject.platform.res.domain.omt.IOntologyMatchingToolBridge, eu.sealsproject.platform.res.tool.api.IPlugin, eu.sealsproject.platform.res.tool.api.IToolBridge

public class RelationTypeFineTuner
extends TransformersFineTuner

This matcher predicts the relation type given a transformer model. This component do not create new correspondences but refine the relation of given class correspondences.

Field Summary

Fields

Modifier and Type	Field	Description
private static final org.slf4j.Logger	LOGGER
private static final String	NEWLINE

Fields inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersFineTuner

batchSizeOptimization

Fields inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBaseFineTuner

additionallySwitchSourceTarget, resultingModelLocation, trainingFile

Fields inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBase

cudaVisibleDevices, extractor, modelName, multipleTextsToMultipleExamples, multiProcessing, trainingArguments, transformersCache, usingTensorflow

Fields inherited from class de.uni_mannheim.informatik.dws.melt.matching_base.MatcherFile

FILE_PREFIX, FILE_SUFFIX

Constructor Summary

Constructors

Constructor	Description
RelationTypeFineTuner(TextExtractorMap extractor, String modelName, File resultingModelLocation)
RelationTypeFineTuner(TextExtractor extractor, String modelName, File resultingModelLocation)

Method Summary

Modifier and Type	Method	Description
protected int	writeRelationPredictionFormat(org.apache.jena.rdf.model.Model model, Writer writer)
int	writeTrainingFile(org.apache.jena.ontology.OntModel source, org.apache.jena.ontology.OntModel target, Alignment trainingAlignment, File trainFile, boolean append)	Writes the correspondences to a file (append or not can be chosen by a parameter).

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersFineTuner

addTrainingParameterToMakeTrainingFaster, finetuneModel, getBatchSizeOptimization, getMaximumPerDeviceTrainBatchSize, getMaximumPerDeviceTrainBatchSize, isAdjustMaxBatchSize, setAdjustMaxBatchSize, setBatchSizeOptimization

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBaseFineTuner

clearTrainingData, createTrainingFile, finetuneModel, getResultingModelLocation, getTrainingFile, isAdditionallySwitchSourceTarget, match, setAdditionallySwitchSourceTarget, setResultingModelLocation, writeClassificationFormat

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_ml.python.nlptransformers.TransformersBase

addTrainingArgument, getCudaVisibleDevices, getCudaVisibleDevicesButOnlyOneGPU, getExamplesForBatchSizeOptimization, getExtractor, getExtractorMap, getModelName, getMultiProcessing, getTextualRepresentation, getTrainingArguments, getTransformersCache, isMultipleTextsToMultipleExamples, isOptimizeForMixedPrecisionTraining, isUsingTensorflow, setCudaVisibleDevices, setCudaVisibleDevices, setExtractor, setExtractorMap, setModelName, setMultipleTextsToMultipleExamples, setMultiProcessing, setOptimizeForMixedPrecisionTraining, setTrainingArguments, setTransformersCache, setUsingTensorflow, writeExamplesToFile

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_jena.MatcherYAAAJena

getModelSpec, match, readOntology

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_jena.MatcherYAAA

match

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_base.MatcherFile

match

Methods inherited from class de.uni_mannheim.informatik.dws.melt.matching_base.MatcherURL

align, align, canExecute, getType

Methods inherited from class eu.sealsproject.platform.res.tool.impl.AbstractPlugin

getId, getVersion, setId, setVersion

Methods inherited from class java.lang.Object

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

Methods inherited from interface eu.sealsproject.platform.res.tool.api.IPlugin

getId, getVersion

Field Details

LOGGER

private static final org.slf4j.Logger LOGGER

NEWLINE

private static final String NEWLINE

Constructor Details

RelationTypeFineTuner

public RelationTypeFineTuner(TextExtractor extractor,
 String modelName,
 File resultingModelLocation)

RelationTypeFineTuner

public RelationTypeFineTuner(TextExtractorMap extractor,
 String modelName,
 File resultingModelLocation)

Method Details

writeTrainingFile

public int writeTrainingFile(org.apache.jena.ontology.OntModel source,
 org.apache.jena.ontology.OntModel target,
 Alignment trainingAlignment,
 File trainFile,
 boolean append)
                      throws IOException

Description copied from class: TransformersBaseFineTuner

Writes the correspondences to a file (append or not can be chosen by a parameter).

Overrides:

writeTrainingFile in class TransformersBaseFineTuner

Parameters:

source - the source model

target - the target model

trainingAlignment - the training alignment to be written to file.

trainFile - the file to write all texts

append - true if all content should be appended to the file.

Returns:

how many correspondences were written to the file.

Throws:

IOException - in case the writing fails

writeRelationPredictionFormat

protected int writeRelationPredictionFormat(org.apache.jena.rdf.model.Model model,
 Writer writer)
                                     throws IOException

Throws:

IOException