/** * Licensed to the Apache Software Foundation (ASF) under one or more * contributor license agreements. See the NOTICE file distributed with * this work for additional information regarding copyright ownership. * The ASF licenses this file to You under the Apache License, Version 2.0 * (the "License"); you may not use this file except in compliance with * the License. You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. */ package org.apache.mahout.utils.clustering; import org.apache.mahout.clustering.Cluster; import org.apache.mahout.clustering.WeightedVectorWritable; import org.apache.mahout.common.distance.DistanceMeasure; import org.apache.mahout.math.NamedVector; import org.apache.mahout.math.Vector; import java.io.IOException; import java.io.Writer; import java.util.List; import java.util.Map; import java.util.regex.Pattern; /** * Format is adjacency style as put forth at http://gephi.org/users/supported-graph-formats/csv-format/, the centroid * is the first element and all the rest of the row are the points in that cluster * **/ public class CSVClusterWriter extends AbstractClusterWriter { private static final Pattern VEC_PATTERN = Pattern.compile("\\{|\\:|\\,|\\}"); public CSVClusterWriter(Writer writer, Map<Integer, List<WeightedVectorWritable>> clusterIdToPoints, DistanceMeasure measure) { super(writer, clusterIdToPoints, measure); } @Override public void write(Cluster cluster) throws IOException { StringBuilder line = new StringBuilder(); line.append(cluster.getId()); List<WeightedVectorWritable> points = getClusterIdToPoints().get(cluster.getId()); if (points != null) { for (WeightedVectorWritable point : points) { Vector theVec = point.getVector(); line.append(','); if (theVec instanceof NamedVector){ line.append(((NamedVector)theVec).getName()); } else { String vecStr = theVec.asFormatString(); //do some basic manipulations for display vecStr = VEC_PATTERN.matcher(vecStr).replaceAll("_"); line.append(vecStr); } } getWriter().append(line).append("\n"); } } }