/**
* Copyright (C) 2001-2017 by RapidMiner and the contributors
*
* Complete list of developers available at our web site:
*
* http://rapidminer.com
*
* This program 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.
*
* This program 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 this program.
* If not, see http://www.gnu.org/licenses/.
*/
package com.rapidminer.generator;
import com.rapidminer.example.Attribute;
import com.rapidminer.example.Attributes;
import com.rapidminer.example.ExampleSet;
import com.rapidminer.example.table.AttributeFactory;
import com.rapidminer.example.table.DataRow;
import com.rapidminer.example.table.ExampleTable;
import com.rapidminer.tools.LogService;
import com.rapidminer.tools.Ontology;
import java.util.ArrayList;
import java.util.List;
import java.util.logging.Level;
/**
* Objects of this generator class have two numerical input attributes and one output attribute.
*
* @author Ingo Mierswa
*/
public abstract class BinaryNumericalGenerator extends FeatureGenerator {
private static final Attribute[] INPUT_ATTR = { AttributeFactory.createAttribute(Ontology.NUMERICAL),
AttributeFactory.createAttribute(Ontology.NUMERICAL) };
public abstract double calculateValue(double value1, double value2);
/** Must return true if this generator is commutative. */
public abstract boolean isCommutative();
/** Must return true if this generator is self applicable. */
public abstract boolean isSelfApplicable();
@Override
public Attribute[] getInputAttributes() {
return INPUT_ATTR;
}
@Override
public Attribute[] getOutputAttributes(ExampleTable input) {
Attribute a1 = getArgument(0);
Attribute a2 = getArgument(1);
String construction1 = a1.getConstruction();
if (!construction1.equals(a1.getName())) {
if (!construction1.startsWith("(") && !construction1.endsWith(")")) {
construction1 = "(" + construction1 + ")";
}
}
String construction2 = a2.getConstruction();
if (!construction2.equals(a2.getName())) {
if (!construction2.startsWith("(") && !construction2.endsWith(")")) {
construction2 = "(" + construction2 + ")";
}
}
Attribute ao = AttributeFactory.createAttribute(Ontology.REAL, Ontology.SINGLE_VALUE, "(" + construction1 + " "
+ getFunction() + " " + construction2 + ")");
return new Attribute[] { ao };
}
/**
* Returns all compatible input attribute arrays for this generator from the given example set
* as list.
*/
@Override
public List<Attribute[]> getInputCandidates(ExampleSet exampleSet, String[] functions) {
List<Attribute[]> result = new ArrayList<Attribute[]>();
Attributes attributes = exampleSet.getAttributes();
if (getSelectionMode() == SELECTION_MODE_ALL) {
for (Attribute first : attributes) {
if (!checkCompatibility(first, INPUT_ATTR[0], functions)) {
continue;
}
for (Attribute second : attributes) {
if (checkCompatibility(second, INPUT_ATTR[1], functions)) {
result.add(new Attribute[] { first, second });
}
}
}
} else {
if (isCommutative() && isSelfApplicable()) {
int firstCounter = 0;
for (Attribute first : attributes) {
if (checkCompatibility(first, INPUT_ATTR[0], functions)) {
int secondCounter = 0;
for (Attribute second : attributes) {
if (secondCounter >= firstCounter) {
if (checkCompatibility(second, INPUT_ATTR[1], functions)) {
result.add(new Attribute[] { first, second });
}
}
secondCounter++;
}
}
firstCounter++;
}
} else if (isCommutative() && !isSelfApplicable()) {
int firstCounter = 0;
for (Attribute first : attributes) {
if (checkCompatibility(first, INPUT_ATTR[0], functions)) {
int secondCounter = 0;
for (Attribute second : attributes) {
if (secondCounter > firstCounter) {
if (checkCompatibility(second, INPUT_ATTR[1], functions)) {
result.add(new Attribute[] { first, second });
}
}
secondCounter++;
}
}
firstCounter++;
}
} else if (!isCommutative() && isSelfApplicable()) {
for (Attribute first : attributes) {
if (!checkCompatibility(first, INPUT_ATTR[0], functions)) {
continue;
}
for (Attribute second : attributes) {
if (checkCompatibility(second, INPUT_ATTR[1], functions)) {
result.add(new Attribute[] { first, second });
}
}
}
} else if (!isCommutative() && !isSelfApplicable()) {
int firstCounter = 0;
for (Attribute first : attributes) {
if (checkCompatibility(first, INPUT_ATTR[0], functions)) {
int secondCounter = 0;
for (Attribute second : attributes) {
if (firstCounter != secondCounter) {
if (checkCompatibility(second, INPUT_ATTR[1], functions)) {
result.add(new Attribute[] { first, second });
}
}
secondCounter++;
}
}
firstCounter++;
}
}
}
return result;
}
@Override
public void generate(DataRow data) throws GenerationException {
try {
Attribute a0 = getArgument(0);
Attribute a1 = getArgument(1);
double o1 = data.get(a0);
double o2 = data.get(a1);
double r = calculateValue(o1, o2);
if (Double.isInfinite(r)) {
// LogService.getGlobal().log(getFunction() + ": Infinite value generated.",
// LogService.WARNING);
LogService.getRoot().log(Level.WARNING,
"com.rapidminer.generator.BinaryNumericalGenerator.infinite_value_generated", getFunction());
}
if (Double.isNaN(r)) {
// LogService.getGlobal().log(getFunction() + ": NaN generated.",
// LogService.WARNING);
LogService.getRoot().log(Level.WARNING, "com.rapidminer.generator.BinaryNumericalGenerator.nan_generated",
getFunction());
}
if (resultAttributes[0] != null) {
data.set(resultAttributes[0], r);
}
} catch (ArrayIndexOutOfBoundsException ex) {
throw new GenerationException("a1:" + getArgument(0) + " a2: " + getArgument(1), ex);
}
}
@Override
public String toString() {
String s = "binary function (";
if ((resultAttributes != null) && (resultAttributes.length > 0) && (resultAttributes[0] != null)) {
s += resultAttributes[0].getName() + ":=";
}
if (argumentsSet()) {
s += getArgument(0).getName() + " ";
}
s += getFunction();
if (argumentsSet()) {
s += " " + getArgument(1).getName();
}
s += ")";
return s;
}
}