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org.jpmml.python.DataFrameScope Maven / Gradle / Ivy
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JPMML Python to PMML converter
/*
* Copyright (c) 2020 Villu Ruusmann
*
* This file is part of JPMML-Python
*
* JPMML-Python 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-Python 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-Python. If not, see .
*/
package org.jpmml.python;
import java.util.Arrays;
import java.util.List;
import java.util.Objects;
import org.jpmml.converter.Feature;
import org.jpmml.converter.FeatureUtil;
import org.jpmml.converter.PMMLEncoder;
public class DataFrameScope extends Scope {
private String variableName = null;
private List extends Feature> columns = null;
public DataFrameScope(List extends Feature> columns){
this("X", columns, null);
}
public DataFrameScope(String variableName, List extends Feature> columns){
this(variableName, columns, null);
}
public DataFrameScope(String variableName, List extends Feature> columns, PMMLEncoder encoder){
super(encoder);
setVariableName(variableName);
setColumns(columns);
}
@Override
public Feature getFeature(String name){
String variableName = getVariableName();
if((variableName).equals(name)){
throw new TranslationException("Name \'" + variableName + "\' refers to a row vector. Use an array indexing expression " + variableName + "[] or " + variableName + "[] to refer to a specific row vector element");
}
Feature feature = resolveFeature(name);
if(feature != null){
return feature;
}
throw new TranslationException("Name \'" + name + "\' is not defined");
}
@Override
public Feature getFeature(String name, int columnIndex){
List extends Feature> columns = getColumns();
checkIsDataFrame(name);
if(columnIndex >= 0){
if(columnIndex < columns.size()){
return columns.get(columnIndex);
}
throw new TranslationException("Column index " + columnIndex + " not in range " + Arrays.asList(0, columns.size()));
} else
{
if((-columnIndex) <= columns.size()){
return columns.get(columns.size() - (-columnIndex));
}
throw new TranslationException("Column index " + columnIndex + " not in range " + Arrays.asList(-columns.size(), -1));
}
}
@Override
public Feature getFeature(String name, String columnName){
List extends Feature> columns = getColumns();
checkIsDataFrame(name);
Feature feature = FeatureUtil.findFeature(columns, columnName);
if(feature != null){
return feature;
}
throw new TranslationException("Column name \'" + columnName + "\' is not in " + FeatureUtil.formatNames(columns, '\''));
}
@Override
public Feature resolveFeature(String name){
List extends Feature> columns = getColumns();
Feature feature = FeatureUtil.findFeature(columns, name);
if(feature != null){
return feature;
}
return super.resolveFeature(name);
}
private void checkIsDataFrame(String name){
String variableName = getVariableName();
if(!(variableName).equals(name)){
throw new TranslationException("Name \'" + name + "\' is not defined");
}
}
public String getVariableName(){
return this.variableName;
}
private void setVariableName(String variableName){
this.variableName = Objects.requireNonNull(variableName);
}
public List extends Feature> getColumns(){
return this.columns;
}
private void setColumns(List extends Feature> columns){
this.columns = Objects.requireNonNull(columns);
}
}
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