/** * 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.impl.recommender.svd; import java.util.Collection; import java.util.concurrent.Callable; import org.apache.mahout.cf.taste.common.Refreshable; import org.apache.mahout.cf.taste.common.TasteException; import org.apache.mahout.cf.taste.impl.common.FastByIDMap; import org.apache.mahout.cf.taste.impl.common.LongPrimitiveIterator; import org.apache.mahout.cf.taste.impl.common.RefreshHelper; import org.apache.mahout.cf.taste.model.DataModel; /** * base class for {@link Factorizer}s, provides ID to index mapping */ public abstract class AbstractFactorizer implements Factorizer { private final DataModel dataModel; private FastByIDMap<Integer> userIDMapping; private FastByIDMap<Integer> itemIDMapping; private final RefreshHelper refreshHelper; protected AbstractFactorizer(DataModel dataModel) throws TasteException { this.dataModel = dataModel; buildMappings(); refreshHelper = new RefreshHelper(new Callable<Object>() { @Override public Object call() throws TasteException { buildMappings(); return null; } }); refreshHelper.addDependency(dataModel); } private void buildMappings() throws TasteException { userIDMapping = createIDMapping(dataModel.getNumUsers(), dataModel.getUserIDs()); itemIDMapping = createIDMapping(dataModel.getNumItems(), dataModel.getItemIDs()); } protected Factorization createFactorization(double[][] userFeatures, double[][] itemFeatures) { return new Factorization(userIDMapping, itemIDMapping, userFeatures, itemFeatures); } protected Integer userIndex(long userID) { Integer userIndex = userIDMapping.get(userID); if (userIndex == null) { userIndex = userIDMapping.size(); userIDMapping.put(userID, userIndex); } return userIndex; } protected Integer itemIndex(long itemID) { Integer itemIndex = itemIDMapping.get(itemID); if (itemIndex == null) { itemIndex = itemIDMapping.size(); itemIDMapping.put(itemID, itemIndex); } return itemIndex; } private static FastByIDMap<Integer> createIDMapping(int size, LongPrimitiveIterator idIterator) { FastByIDMap<Integer> mapping = new FastByIDMap<Integer>(size); int index = 0; while (idIterator.hasNext()) { mapping.put(idIterator.nextLong(), index++); } return mapping; } @Override public void refresh(Collection<Refreshable> alreadyRefreshed) { refreshHelper.refresh(alreadyRefreshed); } }