/** * 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.similarity; 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.Cache; import org.apache.mahout.cf.taste.impl.common.RefreshHelper; import org.apache.mahout.cf.taste.impl.common.Retriever; import org.apache.mahout.cf.taste.model.DataModel; import org.apache.mahout.cf.taste.similarity.ItemSimilarity; import org.apache.mahout.common.LongPair; import com.google.common.base.Preconditions; /** * Caches the results from an underlying {@link ItemSimilarity} implementation. */ public final class CachingItemSimilarity implements ItemSimilarity { private final ItemSimilarity similarity; private final Cache<LongPair,Double> similarityCache; private final RefreshHelper refreshHelper; /** * Creates this on top of the given {@link ItemSimilarity}. * The cache is sized according to properties of the given {@link DataModel}. */ public CachingItemSimilarity(ItemSimilarity similarity, DataModel dataModel) throws TasteException { this(similarity, dataModel.getNumItems()); } /** * Creates this on top of the given {@link ItemSimilarity}. * The cache size is capped by the given size. */ public CachingItemSimilarity(ItemSimilarity similarity, int maxCacheSize) { Preconditions.checkArgument(similarity != null, "similarity is null"); this.similarity = similarity; this.similarityCache = new Cache<LongPair,Double>(new SimilarityRetriever(similarity), maxCacheSize); this.refreshHelper = new RefreshHelper(new Callable<Void>() { @Override public Void call() { similarityCache.clear(); return null; } }); refreshHelper.addDependency(similarity); } @Override public double itemSimilarity(long itemID1, long itemID2) throws TasteException { LongPair key = itemID1 < itemID2 ? new LongPair(itemID1, itemID2) : new LongPair(itemID2, itemID1); return similarityCache.get(key); } @Override public double[] itemSimilarities(long itemID1, long[] itemID2s) throws TasteException { int length = itemID2s.length; double[] result = new double[length]; for (int i = 0; i < length; i++) { result[i] = itemSimilarity(itemID1, itemID2s[i]); } return result; } @Override public long[] allSimilarItemIDs(long itemID) throws TasteException { return similarity.allSimilarItemIDs(itemID); } @Override public void refresh(Collection<Refreshable> alreadyRefreshed) { refreshHelper.refresh(alreadyRefreshed); } public void clearCacheForItem(long itemID) { similarityCache.removeKeysMatching(new LongPairMatchPredicate(itemID)); } private static final class SimilarityRetriever implements Retriever<LongPair,Double> { private final ItemSimilarity similarity; private SimilarityRetriever(ItemSimilarity similarity) { this.similarity = similarity; } @Override public Double get(LongPair key) throws TasteException { return similarity.itemSimilarity(key.getFirst(), key.getSecond()); } } }