/* * RapidMiner * * Copyright (C) 2001-2011 by Rapid-I and the contributors * * Complete list of developers available at our web site: * * http://rapid-i.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.visualization; import java.util.ArrayList; import java.util.List; import com.rapidminer.datatable.DataTable; import com.rapidminer.datatable.DataTableRow; import com.rapidminer.example.Attribute; import com.rapidminer.example.table.AttributeFactory; import com.rapidminer.example.table.DoubleArrayDataRow; import com.rapidminer.example.table.MemoryExampleTable; import com.rapidminer.operator.Operator; import com.rapidminer.operator.OperatorDescription; import com.rapidminer.operator.OperatorException; import com.rapidminer.operator.UserError; import com.rapidminer.operator.ports.DummyPortPairExtender; import com.rapidminer.operator.ports.OutputPort; import com.rapidminer.operator.ports.PortPairExtender; import com.rapidminer.operator.ports.metadata.ExampleSetMetaData; import com.rapidminer.operator.ports.metadata.GenerateNewMDRule; import com.rapidminer.parameter.ParameterType; import com.rapidminer.parameter.ParameterTypeString; import com.rapidminer.tools.Ontology; /** * This operator transforms the data generated by a ProcessLog operator into * an ExampleSet which can then be used by other operators. * * @author Ingo Mierswa */ public class ProcessLog2ExampleSet extends Operator { public static final String PARAMETER_LOG_NAME = "log_name"; private final OutputPort exampleSetOutput = getOutputPorts().createPort("exampleSet"); private final PortPairExtender dummyPorts = new DummyPortPairExtender("through", getInputPorts(), getOutputPorts()); public ProcessLog2ExampleSet(OperatorDescription description) { super(description); ExampleSetMetaData newEMD = new ExampleSetMetaData(); newEMD.attributesAreSuperset(); newEMD.setNumberOfExamples(0); newEMD.getNumberOfExamples().increaseByUnknownAmount(); getTransformer().addRule(new GenerateNewMDRule(exampleSetOutput, newEMD)); dummyPorts.start(); getTransformer().addRule(dummyPorts.makePassThroughRule()); } @Override public void doWork() throws OperatorException { DataTable table = null; if (isParameterSet(PARAMETER_LOG_NAME)) { String dataTableName = getParameterAsString(PARAMETER_LOG_NAME); table = getProcess().getDataTable(dataTableName); } else { if (getProcess().getDataTables().size() > 0) { table = getProcess().getDataTables().iterator().next(); logNote("No log name was specified, using first data table found..."); } } // check if (table == null) { throw new UserError(this, 939); } // create attributes List<Attribute> attributes = new ArrayList<Attribute>(); for (int i = 0; i < table.getNumberOfColumns(); i++) { String name = table.getColumnName(i); if (table.isDate(i)) { attributes.add(AttributeFactory.createAttribute(name, Ontology.DATE)); } else if (table.isDateTime(i)) { attributes.add(AttributeFactory.createAttribute(name, Ontology.DATE_TIME)); } else if (table.isNumerical(i)) { attributes.add(AttributeFactory.createAttribute(name, Ontology.REAL)); } else { attributes.add(AttributeFactory.createAttribute(name, Ontology.NOMINAL)); } } // create table MemoryExampleTable exampleTable = new MemoryExampleTable(attributes); for (int r = 0; r < table.getNumberOfRows(); r++) { DataTableRow row = table.getRow(r); double[] data = new double[attributes.size()]; for (int i = 0; i < table.getNumberOfColumns(); i++) { if (table.isDate(i)) { data[i] = row.getValue(i); } else if (table.isDateTime(i)) { data[i] = row.getValue(i); } else if (table.isNumerical(i)) { data[i] = row.getValue(i); } else { Attribute attribute = attributes.get(i); String value = table.getValueAsString(row, i); data[i] = attribute.getMapping().mapString(value); } } exampleTable.addDataRow(new DoubleArrayDataRow(data)); } // create and return example set exampleSetOutput.deliver(exampleTable.createExampleSet()); dummyPorts.passDataThrough(); } @Override public List<ParameterType> getParameterTypes() { List<ParameterType> types = super.getParameterTypes(); types.add(new ParameterTypeString(PARAMETER_LOG_NAME, "The name of the ProcessLog operator which generated the log data which should be transformed (empty: use first found data table).", true, false)); return types; } }