/**
* 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.operator.annotation;
import com.rapidminer.operator.ports.InputPort;
import com.rapidminer.operator.ports.metadata.ExampleSetMetaData;
import com.rapidminer.operator.ports.metadata.MDInteger;
import com.rapidminer.operator.tools.AttributeSubsetSelector;
/**
* Evaluates resource consumption based on a simple polynomial function.
*
* @author Simon Fischer
*
*/
public class PolynomialExampleSetResourceConsumptionEstimator extends ExampleSetResourceConsumptionEstimator {
private final PolynomialFunction cpuFunction;
private final PolynomialFunction memoryFunction;
public PolynomialExampleSetResourceConsumptionEstimator(InputPort in, AttributeSubsetSelector selector,
PolynomialFunction cpuFunction, PolynomialFunction memoryFunction) {
super(in, selector);
this.cpuFunction = cpuFunction;
this.memoryFunction = memoryFunction;
}
protected int getNumberOfRelevantAttributes(ExampleSetMetaData emd) {
return emd.getNumberOfRegularAttributes();
}
@Override
public long estimateMemory(ExampleSetMetaData exampleSet) {
final MDInteger numEx = exampleSet.getNumberOfExamples();
if (numEx == null) {
return -1;
} else if (numEx.getNumber() == 0) {
return -1;
}
final int numAtt = getNumberOfRelevantAttributes(exampleSet);
return cpuFunction.evaluate(numEx.getNumber(), numAtt);
}
@Override
public long estimateRuntime(ExampleSetMetaData exampleSet) {
final MDInteger numEx = exampleSet.getNumberOfExamples();
if (numEx == null) {
return -1;
} else if (numEx.getNumber() == 0) {
return -1;
}
final int numAtt = exampleSet.getNumberOfRegularAttributes();
return memoryFunction.evaluate(numEx.getNumber(), numAtt);
}
@Override
public PolynomialFunction getCpuFunction() {
return cpuFunction;
}
@Override
public PolynomialFunction getMemoryFunction() {
return memoryFunction;
}
}