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.logging.log4j.Logger; 036import org.apache.logging.log4j.LogManager; 037 038import org.openimaj.data.identity.Identifiable; 039import org.openimaj.io.IOUtils; 040import org.openimaj.io.WriteableBinary; 041 042/** 043 * A simple wrapper for a feature extractor that caches the extracted feature to 044 * disk. If a feature has already been generated for a given object, it will be 045 * re-read from disk rather than being re-generated. 046 * 047 * @author Jonathon Hare (jsh2@ecs.soton.ac.uk) 048 * 049 * @param <FEATURE> 050 * Type of feature 051 * @param <OBJECT> 052 * Type of object 053 */ 054public class DiskCachingFeatureExtractor<FEATURE, OBJECT extends Identifiable> 055 implements 056 FeatureExtractor<FEATURE, OBJECT> 057{ 058 private static Logger logger = LogManager.getLogger(DiskCachingFeatureExtractor.class); 059 060 private File cacheDir; 061 private FeatureExtractor<FEATURE, OBJECT> extractor; 062 private boolean force; 063 064 /** 065 * Construct the cache in the given directory. There will be one file 066 * created per object. The given extractor will be used to generate the 067 * features. 068 * 069 * @param cacheDir 070 * the location of the cache 071 * @param extractor 072 * the feature extractor 073 */ 074 public DiskCachingFeatureExtractor(File cacheDir, FeatureExtractor<FEATURE, OBJECT> extractor) { 075 this(cacheDir, extractor, false); 076 } 077 078 /** 079 * Construct the cache in the given directory. There will be one file 080 * created per object. The given extractor will be used to generate the 081 * features. Optionally, all features can be regenerated. 082 * 083 * @param cacheDir 084 * the location of the cache 085 * @param extractor 086 * the feature extractor 087 * @param force 088 * if true, then all features will be regenerated and saved, 089 * rather than being loaded. 090 */ 091 public DiskCachingFeatureExtractor(File cacheDir, FeatureExtractor<FEATURE, OBJECT> extractor, boolean force) { 092 this.cacheDir = cacheDir; 093 this.extractor = extractor; 094 this.force = force; 095 096 this.cacheDir.mkdirs(); 097 } 098 099 @Override 100 public FEATURE extractFeature(OBJECT object) { 101 final File cachedFeature = new File(cacheDir, object.getID() + ".dat"); 102 cachedFeature.getParentFile().mkdirs(); 103 104 FEATURE feature = null; 105 if (!force && cachedFeature.exists()) { 106 feature = load(cachedFeature); 107 108 if (feature != null) 109 return feature; 110 } 111 112 feature = extractor.extractFeature(object); 113 114 try { 115 return write(feature, cachedFeature); 116 } catch (final IOException e) { 117 logger.warn("Caching of the feature for the " + object.getID() + " object was disabled", e); 118 return feature; 119 } 120 } 121 122 private FEATURE write(FEATURE feature, File cachedFeature) throws IOException { 123 if (feature instanceof WriteableBinary) { 124 IOUtils.writeBinaryFull(cachedFeature, (WriteableBinary) feature); 125 } else { 126 IOUtils.writeToFile(feature, cachedFeature); 127 } 128 129 return feature; 130 } 131 132 @SuppressWarnings("unchecked") 133 private FEATURE load(File cachedFeature) { 134 try { 135 return (FEATURE) IOUtils.read(cachedFeature); 136 } catch (final Exception e) { 137 try { 138 return (FEATURE) IOUtils.readFromFile(cachedFeature); 139 } catch (final IOException e1) { 140 logger.warn("Error reading from cache. Feature will be regenerated."); 141 } 142 } 143 144 return null; 145 } 146 147 @Override 148 public String toString() { 149 return this.extractor.toString(); 150 } 151}