/** * 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; } }