org.apache.mahout.clustering.canopy.CanopyReducer Maven / Gradle / Ivy

/**
 * 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.canopy;

import java.io.IOException;
import java.util.Collection;

import com.google.common.collect.Lists;
import org.apache.hadoop.io.Text;
import org.apache.hadoop.mapreduce.Reducer;
import org.apache.mahout.clustering.iterator.ClusterWritable;
import org.apache.mahout.math.Vector;
import org.apache.mahout.math.VectorWritable;

@Deprecated
public class CanopyReducer extends Reducer {

  private final Collection canopies = Lists.newArrayList();

  private CanopyClusterer canopyClusterer;

  private int clusterFilter;

  CanopyClusterer getCanopyClusterer() {
    return canopyClusterer;
  }

  @Override
  protected void reduce(Text arg0, Iterable values,
      Context context) throws IOException, InterruptedException {
    for (VectorWritable value : values) {
      Vector point = value.get();
      canopyClusterer.addPointToCanopies(point, canopies);
    }
    for (Canopy canopy : canopies) {
      canopy.computeParameters();
      if (canopy.getNumObservations() > clusterFilter) {
        ClusterWritable clusterWritable = new ClusterWritable();
        clusterWritable.setValue(canopy);
        context.write(new Text(canopy.getIdentifier()), clusterWritable);
      }
    }
  }

  @Override
  protected void setup(Context context) throws IOException,
      InterruptedException {
    super.setup(context);
    canopyClusterer = CanopyConfigKeys.configureCanopyClusterer(context.getConfiguration());
    canopyClusterer.useT3T4();
    clusterFilter = Integer.parseInt(context.getConfiguration().get(
        CanopyConfigKeys.CF_KEY));
  }

}