org.jpmml.translator.TextIndexUtil Maven / Gradle / Ivy
Go to download
Show more of this group Show more artifacts with this name
Show all versions of pmml-transpiler Show documentation
Show all versions of pmml-transpiler Show documentation
JPMML class model transpiler
/*
* Copyright (c) 2020 Villu Ruusmann
*
* This file is part of JPMML-Transpiler
*
* JPMML-Transpiler is free software: you can redistribute it and/or modify
* it under the terms of the GNU Affero General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* JPMML-Transpiler is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Affero General Public License for more details.
*
* You should have received a copy of the GNU Affero General Public License
* along with JPMML-Transpiler. If not, see .
*/
package org.jpmml.translator;
import java.util.Map;
import com.sun.codemodel.JAssignment;
import com.sun.codemodel.JExpression;
import com.sun.codemodel.JInvocation;
import com.sun.codemodel.JVar;
import org.dmg.pmml.DataType;
import org.dmg.pmml.DerivedField;
import org.dmg.pmml.OpType;
import org.dmg.pmml.TextIndex;
import org.jpmml.evaluator.TextUtil;
import org.jpmml.evaluator.TokenizedString;
public class TextIndexUtil {
private TextIndexUtil(){
}
static
public TextIndex toLocalTextIndex(TextIndex textIndex, String name){
String wordRE = textIndex.getWordRE();
String wordSeparatorCharacterRE = textIndex.getWordSeparatorCharacterRE();
if(wordRE != null){
wordSeparatorCharacterRE = null;
}
TextIndex localTextIndex = new TextIndex(name, null)
.setLocalTermWeights(textIndex.getLocalTermWeights())
.setCaseSensitive(textIndex.isCaseSensitive())
.setMaxLevenshteinDistance(textIndex.getMaxLevenshteinDistance())
.setCountHits(textIndex.getCountHits())
.setWordRE(wordRE)
.setWordSeparatorCharacterRE(wordSeparatorCharacterRE)
.setTokenize(textIndex.isTokenize());
if(textIndex.hasTextIndexNormalizations()){
(localTextIndex.getTextIndexNormalizations()).addAll(textIndex.getTextIndexNormalizations());
}
return localTextIndex;
}
static
public JExpression computeTermFrequencyTable(JVar assignmentTargetVar, TextIndex textIndex, JExpression textIndexExpr, JExpression vocabularyExpr, int maxLength, TranslationContext context){
// XXX
FieldInfo textFieldInfo = new FieldInfo(new DerivedField(textIndex.requireTextField(), OpType.CATEGORICAL, DataType.STRING, null));
StringRef textRef = (StringRef)context.ensureOperable(textFieldInfo, (method) -> true);
JVar textVar = (JVar)textRef.getExpression();
if(textIndex.hasTextIndexNormalizations()){
JInvocation textNormalizationInvocation = context.staticInvoke(TextUtil.class, "normalize", textIndexExpr, textVar);
context.add((JAssignment)textVar.assign(textNormalizationInvocation));
}
JInvocation textTokenizationInvocation = context.staticInvoke(TextUtil.class, "tokenize", textIndexExpr, textVar);
JVar textTokensVar = context.declare(context.ref(TokenizedString.class), textVar.name() + "Tokens", textTokenizationInvocation);
JInvocation termFrequencyTableInvocation = context.staticInvoke(TextUtil.class, "termFrequencyTable", textIndexExpr, textTokensVar, vocabularyExpr, maxLength);
if(assignmentTargetVar != null){
context.add((JAssignment)assignmentTargetVar.assign(termFrequencyTableInvocation));
return termFrequencyTableInvocation;
}
JVar termFrequencyTableVar = context.declare(context.genericRef(Map.class, TokenizedString.class, Integer.class), textVar.name() + "FrequencyTable", termFrequencyTableInvocation);
return termFrequencyTableVar;
}
static
public FunctionInvocation.Tf asTf(FunctionInvocation functionInvocation){
if(functionInvocation instanceof FunctionInvocation.Tf){
FunctionInvocation.Tf tf = (FunctionInvocation.Tf)functionInvocation;
return tf;
} else
if(functionInvocation instanceof FunctionInvocation.TfIdf){
FunctionInvocation.TfIdf tfIdf = (FunctionInvocation.TfIdf)functionInvocation;
FunctionInvocation.Tf tf = tfIdf.getTf();
return tf;
}
throw new IllegalArgumentException();
}
static
public FunctionInvocation.TfIdf asTfIdf(FunctionInvocation functionInvocation){
if(functionInvocation instanceof FunctionInvocation.Tf){
FunctionInvocation.Tf tf = (FunctionInvocation.Tf)functionInvocation;
return new FunctionInvocation.TfIdf(){
@Override
public FunctionInvocation.Tf getTf(){
return tf;
}
@Override
public Number getWeight(){
return 1;
}
};
} else
if(functionInvocation instanceof FunctionInvocation.TfIdf){
FunctionInvocation.TfIdf tfIdf = (FunctionInvocation.TfIdf)functionInvocation;
return tfIdf;
}
throw new IllegalArgumentException();
}
}
© 2015 - 2024 Weber Informatics LLC | Privacy Policy