/** * 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.clustering.conversion; import java.io.IOException; import java.lang.reflect.Constructor; import java.lang.reflect.InvocationTargetException; import java.util.Collection; import java.util.regex.Pattern; import com.google.common.collect.Lists; import org.apache.hadoop.conf.Configuration; import org.apache.hadoop.io.LongWritable; import org.apache.hadoop.io.Text; import org.apache.hadoop.mapreduce.Mapper; import org.apache.mahout.math.Vector; import org.apache.mahout.math.VectorWritable; public class InputMapper extends Mapper<LongWritable, Text, Text, VectorWritable> { private static final Pattern SPACE = Pattern.compile(" "); private Constructor<?> constructor; @Override protected void map(LongWritable key, Text values, Context context) throws IOException, InterruptedException { String[] numbers = SPACE.split(values.toString()); // sometimes there are multiple separator spaces Collection<Double> doubles = Lists.newArrayList(); for (String value : numbers) { if (!value.isEmpty()) { doubles.add(Double.valueOf(value)); } } // ignore empty lines in data file if (!doubles.isEmpty()) { try { Vector result = (Vector) constructor.newInstance(doubles.size()); int index = 0; for (Double d : doubles) { result.set(index++, d); } VectorWritable vectorWritable = new VectorWritable(result); context.write(new Text(String.valueOf(index)), vectorWritable); } catch (InstantiationException e) { throw new IllegalStateException(e); } catch (IllegalAccessException e) { throw new IllegalStateException(e); } catch (InvocationTargetException e) { throw new IllegalStateException(e); } } } @Override protected void setup(Context context) throws IOException, InterruptedException { super.setup(context); Configuration conf = context.getConfiguration(); String vectorImplClassName = conf.get("vector.implementation.class.name"); try { Class<? extends Vector> outputClass = conf.getClassByName(vectorImplClassName).asSubclass(Vector.class); constructor = outputClass.getConstructor(int.class); } catch (NoSuchMethodException e) { throw new IllegalStateException(e); } catch (ClassNotFoundException e) { throw new IllegalStateException(e); } } }