org.apache.mahout.cf.taste.hadoop.item.ToUserVectorsReducer 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.cf.taste.hadoop.item;

import java.io.IOException;

import org.apache.hadoop.mapreduce.Reducer;
import org.apache.mahout.cf.taste.hadoop.EntityPrefWritable;
import org.apache.mahout.cf.taste.hadoop.TasteHadoopUtils;
import org.apache.mahout.math.RandomAccessSparseVector;
import org.apache.mahout.math.VarLongWritable;
import org.apache.mahout.math.Vector;
import org.apache.mahout.math.VectorWritable;

/**
 * Input
 * 
 * 
 * Takes user IDs as {@link VarLongWritable} mapped to all associated item IDs and preference values, as
 * {@link EntityPrefWritable}s.
 * 
 * 
 * Output
 * 
 * 
 * The same user ID mapped to a {@link RandomAccessSparseVector} representation of the same item IDs and
 * preference values. Item IDs are used as vector indexes; they are hashed into ints to work as indexes with
 * {@link TasteHadoopUtils#idToIndex(long)}. The mapping is remembered for later with a combination of
 * {@link ItemIDIndexMapper} and {@link ItemIDIndexReducer}.
 * 
 */
public final class ToUserVectorsReducer extends
    Reducer {

  public static final String MIN_PREFERENCES_PER_USER = ToUserVectorsReducer.class.getName() 
      + ".minPreferencesPerUser";

  private int minPreferences;

  public enum Counters { USERS }

  private final VectorWritable userVectorWritable = new VectorWritable();

  @Override
  protected void setup(Context ctx) throws IOException, InterruptedException {
    super.setup(ctx);
    minPreferences = ctx.getConfiguration().getInt(MIN_PREFERENCES_PER_USER, 1);
  }

  @Override
  protected void reduce(VarLongWritable userID,
                        Iterable itemPrefs,
                        Context context) throws IOException, InterruptedException {
    Vector userVector = new RandomAccessSparseVector(Integer.MAX_VALUE, 100);
    for (VarLongWritable itemPref : itemPrefs) {
      int index = TasteHadoopUtils.idToIndex(itemPref.get());
      float value = itemPref instanceof EntityPrefWritable ? ((EntityPrefWritable) itemPref).getPrefValue() : 1.0f;
      userVector.set(index, value);
    }

    if (userVector.getNumNondefaultElements() >= minPreferences) {
      userVectorWritable.set(userVector);
      userVectorWritable.setWritesLaxPrecision(true);
      context.getCounter(Counters.USERS).increment(1);
      context.write(userID, userVectorWritable);
    }
  }
  
}