/* * 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.file; import java.io.File; import java.util.Collection; import java.util.concurrent.locks.ReentrantLock; import org.apache.mahout.cf.taste.common.Refreshable; import org.apache.mahout.cf.taste.common.TasteException; import org.apache.mahout.cf.taste.impl.similarity.GenericItemSimilarity; import org.apache.mahout.cf.taste.similarity.ItemSimilarity; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import com.google.common.base.Preconditions; /** * <p> * An {@link ItemSimilarity} backed by a comma-delimited file. This class typically expects a file where each line * contains an item ID, followed by another item ID, followed by a similarity value, separated by commas. You may also * use tabs. * </p> * * <p> * The similarity value is assumed to be parseable as a {@code double} having a value between -1 and 1. The * item IDs are parsed as {@code long}s. Similarities are symmetric so for a pair of items you do not have to * include 2 lines in the file. * </p> * * <p> * This class will reload data from the data file when {@link #refresh(Collection)} is called, unless the file * has been reloaded very recently already. * </p> * * <p> * This class is not intended for use with very large amounts of data. For that, a JDBC-backed {@link ItemSimilarity} * and a database are more appropriate. * </p> */ public class FileItemSimilarity implements ItemSimilarity { public static final long DEFAULT_MIN_RELOAD_INTERVAL_MS = 60 * 1000L; // 1 minute? private ItemSimilarity delegate; private final ReentrantLock reloadLock; private final File dataFile; private long lastModified; private final long minReloadIntervalMS; private static final Logger log = LoggerFactory.getLogger(FileItemSimilarity.class); /** * @param dataFile * file containing the similarity data */ public FileItemSimilarity(File dataFile) { this(dataFile, DEFAULT_MIN_RELOAD_INTERVAL_MS); } /** * @param minReloadIntervalMS * the minimum interval in milliseconds after which a full reload of the original datafile is done * when refresh() is called * @see #FileItemSimilarity(File) */ public FileItemSimilarity(File dataFile, long minReloadIntervalMS) { Preconditions.checkArgument(dataFile != null, "dataFile is null"); Preconditions.checkArgument(dataFile.exists() && !dataFile.isDirectory(), "dataFile is missing or a directory: %s", dataFile); log.info("Creating FileItemSimilarity for file {}", dataFile); this.dataFile = dataFile.getAbsoluteFile(); this.lastModified = dataFile.lastModified(); this.minReloadIntervalMS = minReloadIntervalMS; this.reloadLock = new ReentrantLock(); reload(); } @Override public double[] itemSimilarities(long itemID1, long[] itemID2s) throws TasteException { return delegate.itemSimilarities(itemID1, itemID2s); } @Override public long[] allSimilarItemIDs(long itemID) throws TasteException { return delegate.allSimilarItemIDs(itemID); } @Override public double itemSimilarity(long itemID1, long itemID2) throws TasteException { return delegate.itemSimilarity(itemID1, itemID2); } @Override public void refresh(Collection<Refreshable> alreadyRefreshed) { if (dataFile.lastModified() > lastModified + minReloadIntervalMS) { log.debug("File has changed; reloading..."); reload(); } } protected void reload() { if (reloadLock.tryLock()) { try { long newLastModified = dataFile.lastModified(); delegate = new GenericItemSimilarity(new FileItemItemSimilarityIterable(dataFile)); lastModified = newLastModified; } finally { reloadLock.unlock(); } } } @Override public String toString() { return "FileItemSimilarity[dataFile:" + dataFile + ']'; } }