001/** 002 * Copyright (c) 2011, The University of Southampton and the individual contributors. 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without modification, 006 * are permitted provided that the following conditions are met: 007 * 008 * * Redistributions of source code must retain the above copyright notice, 009 * this list of conditions and the following disclaimer. 010 * 011 * * Redistributions in binary form must reproduce the above copyright notice, 012 * this list of conditions and the following disclaimer in the documentation 013 * and/or other materials provided with the distribution. 014 * 015 * * Neither the name of the University of Southampton nor the names of its 016 * contributors may be used to endorse or promote products derived from this 017 * software without specific prior written permission. 018 * 019 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND 020 * ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED 021 * WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE 022 * DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR 023 * ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES 024 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; 025 * LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON 026 * ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT 027 * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS 028 * SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. 029 */ 030package org.openimaj.feature; 031 032import java.io.File; 033import java.io.IOException; 034 035import org.apache.log4j.Logger; 036import org.openimaj.data.identity.Identifiable; 037import org.openimaj.io.IOUtils; 038import org.openimaj.io.WriteableBinary; 039 040/** 041 * A simple wrapper for a feature extractor that caches the extracted feature to 042 * disk. If a feature has already been generated for a given object, it will be 043 * re-read from disk rather than being re-generated. 044 * 045 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 046 * 047 * @param <FEATURE> 048 * Type of feature 049 * @param <OBJECT> 050 * Type of object 051 */ 052public class DiskCachingFeatureExtractor<FEATURE, OBJECT extends Identifiable> 053 implements 054 FeatureExtractor<FEATURE, OBJECT> 055{ 056 private static Logger logger = Logger.getLogger(DiskCachingFeatureExtractor.class); 057 058 private File cacheDir; 059 private FeatureExtractor<FEATURE, OBJECT> extractor; 060 private boolean force; 061 062 /** 063 * Construct the cache in the given directory. There will be one file 064 * created per object. The given extractor will be used to generate the 065 * features. 066 * 067 * @param cacheDir 068 * the location of the cache 069 * @param extractor 070 * the feature extractor 071 */ 072 public DiskCachingFeatureExtractor(File cacheDir, FeatureExtractor<FEATURE, OBJECT> extractor) { 073 this(cacheDir, extractor, false); 074 } 075 076 /** 077 * Construct the cache in the given directory. There will be one file 078 * created per object. The given extractor will be used to generate the 079 * features. Optionally, all features can be regenerated. 080 * 081 * @param cacheDir 082 * the location of the cache 083 * @param extractor 084 * the feature extractor 085 * @param force 086 * if true, then all features will be regenerated and saved, 087 * rather than being loaded. 088 */ 089 public DiskCachingFeatureExtractor(File cacheDir, FeatureExtractor<FEATURE, OBJECT> extractor, boolean force) { 090 this.cacheDir = cacheDir; 091 this.extractor = extractor; 092 this.force = force; 093 094 this.cacheDir.mkdirs(); 095 } 096 097 @Override 098 public FEATURE extractFeature(OBJECT object) { 099 final File cachedFeature = new File(cacheDir, object.getID() + ".dat"); 100 cachedFeature.getParentFile().mkdirs(); 101 102 FEATURE feature = null; 103 if (!force && cachedFeature.exists()) { 104 feature = load(cachedFeature); 105 106 if (feature != null) 107 return feature; 108 } 109 110 feature = extractor.extractFeature(object); 111 112 try { 113 return write(feature, cachedFeature); 114 } catch (final IOException e) { 115 logger.warn("Caching of the feature for the " + object.getID() + " object was disabled", e); 116 return feature; 117 } 118 } 119 120 private FEATURE write(FEATURE feature, File cachedFeature) throws IOException { 121 if (feature instanceof WriteableBinary) { 122 IOUtils.writeBinaryFull(cachedFeature, (WriteableBinary) feature); 123 } else { 124 IOUtils.writeToFile(feature, cachedFeature); 125 } 126 127 return feature; 128 } 129 130 @SuppressWarnings("unchecked") 131 private FEATURE load(File cachedFeature) { 132 try { 133 return (FEATURE) IOUtils.read(cachedFeature); 134 } catch (final Exception e) { 135 try { 136 return (FEATURE) IOUtils.readFromFile(cachedFeature); 137 } catch (final IOException e1) { 138 logger.warn("Error reading from cache. Feature will be regenerated."); 139 } 140 } 141 142 return null; 143 } 144 145 @Override 146 public String toString() { 147 return this.extractor.toString(); 148 } 149}