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/* |
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* |
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* Copyright 2014-2015, Armenak Grigoryan, and individual contributors as indicated |
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* by the @authors tag. See the copyright.txt in the distribution for a |
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* full listing of individual contributors. |
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* |
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* This is free software; you can redistribute it and/or modify it |
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* under the terms of the GNU Lesser General Public License as |
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* published by the Free Software Foundation; either version 2.1 of |
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* the License, or (at your option) any later version. |
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* |
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* This software is distributed in the hope that it will be useful, |
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* but WITHOUT ANY WARRANTY; without even the implied warranty of |
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU |
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* Lesser General Public License for more details. |
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*/ |
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package com.strider.datadefender.discoverer; |
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import com.strider.datadefender.DataDefenderException; |
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import com.strider.datadefender.ModelDiscoveryConfig; |
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import com.strider.datadefender.file.metadata.FileMatchMetaData; |
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import com.strider.datadefender.functions.Utils; |
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import com.strider.datadefender.specialcase.SpecialCase; |
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import java.text.DecimalFormat; |
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import java.io.File; |
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import java.io.FileInputStream; |
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import java.io.IOException; |
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import java.io.InputStream; |
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import java.lang.reflect.InvocationTargetException; |
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import java.lang.reflect.Method; |
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import java.util.ArrayList; |
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import java.util.Collections; |
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import java.util.Comparator; |
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import java.util.HashMap; |
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import java.util.HashSet; |
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import java.util.List; |
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import java.util.Locale; |
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import java.util.Map; |
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import java.sql.SQLException; |
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import org.apache.commons.collections4.CollectionUtils; |
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import org.apache.commons.collections4.ListUtils; |
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import org.apache.commons.io.FileUtils; |
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import org.apache.commons.io.FilenameUtils; |
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import org.apache.commons.lang3.StringUtils; |
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import org.apache.tika.exception.TikaException; |
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import org.apache.tika.metadata.Metadata; |
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import org.apache.tika.parser.AutoDetectParser; |
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import org.apache.tika.sax.BodyContentHandler; |
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import org.xml.sax.SAXException; |
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import opennlp.tools.util.Span; |
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import lombok.extern.log4j.Log4j2; |
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/** |
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* |
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* @author Armenak Grigoryan |
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*/ |
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@Log4j2 |
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public class FileDiscoverer extends Discoverer { |
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protected final List<File> directories; |
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protected List<FileMatchMetaData> fileMatches; |
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protected List<String> excludeExtensions; |
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public FileDiscoverer(ModelDiscoveryConfig config, List<File> directories, List<String> excludeExtensions) throws IOException { |
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super(config); |
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this.directories = directories; |
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this.excludeExtensions = excludeExtensions; |
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} |
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public List<FileMatchMetaData> discover() |
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throws FileDiscoveryException, |
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DataDefenderException, |
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IOException, |
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SAXException, |
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TikaException { |
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List<FileMatchMetaData> finalList = new ArrayList<>(); |
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for (final String sm : CollectionUtils.emptyIfNull(config.getModels())) { |
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log.info("********************************"); |
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log.info("Processing model " + sm); |
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log.info("********************************"); |
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final Model model = createModel(sm); |
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fileMatches = discoverAgainstSingleModel(model); |
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finalList = ListUtils.union(finalList, fileMatches); |
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} |
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for (final File fm : CollectionUtils.emptyIfNull(config.getFileModels())) { |
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log.info("********************************"); |
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log.info("Processing model " + fm); |
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log.info("********************************"); |
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final Model model = createModel(fm); |
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fileMatches = discoverAgainstSingleModel(model); |
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finalList = ListUtils.union(finalList, fileMatches); |
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} |
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// Special case |
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List<String> specialCaseFunctions = config.getExtensions(); |
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boolean specialCase = CollectionUtils.isNotEmpty(specialCaseFunctions); |
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if (specialCase) { |
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Metadata metadata; |
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try { |
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log.info("**************" + specialCaseFunctions.toString()); |
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for (String fn : CollectionUtils.emptyIfNull(specialCaseFunctions)) { |
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for (final File node : directories) { |
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final List<File> files = (List<File>) FileUtils.listFiles(node, null, true); |
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for (final File fich : files) { |
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final String file = fich.getName(); |
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final String recursivedir = fich.getParent(); |
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log.info("Analyzing [" + fich.getCanonicalPath() + "]"); |
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final String ext = FilenameUtils.getExtension(fich.getName()).toLowerCase(Locale.ENGLISH); |
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log.debug("Extension: " + ext); |
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if (CollectionUtils.emptyIfNull(excludeExtensions).contains(ext)) { |
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log.info("Ignoring type " + ext); |
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continue; |
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} |
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final BodyContentHandler handler = new BodyContentHandler(-1); |
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final AutoDetectParser parser = new AutoDetectParser(); |
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metadata = new Metadata(); |
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String handlerString = ""; |
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try (final InputStream stream = new FileInputStream(fich.getCanonicalPath())) { |
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log.debug("Loading data into the stream"); |
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if (stream != null) { |
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parser.parse(stream, handler, metadata); |
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handlerString = handler.toString().replaceAll("( )+", " ").replaceAll("[\\t\\n\\r]+"," "); |
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String[] tokens = handlerString.split(" "); |
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for (int t=0; t<tokens.length; t++) { |
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String token = tokens[t]; |
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if (token.trim().length() < 1) { |
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continue; |
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} |
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log.info(fn); |
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FileMatchMetaData returnData = null; |
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try { |
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returnData = |
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(FileMatchMetaData)callExtension(new FileMatchMetaData(recursivedir, file), fn, token); |
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} catch (InvocationTargetException e) { |
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continue; |
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} |
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if (returnData != null) { |
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returnData.setModel("sin"); |
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returnData.setAverageProbability(1.0); |
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List<FileMatchMetaData> specialFileMatches = new ArrayList(); |
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specialFileMatches.add(returnData); |
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finalList = ListUtils.union(finalList, specialFileMatches); |
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} |
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log.debug(tokens[t]); |
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} |
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} |
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} catch (IOException e) { |
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log.info("Unable to read " + fich.getCanonicalPath() + ".Ignoring..."); |
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} |
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log.info("Finish processing " + fich.getCanonicalPath()); |
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} |
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} |
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} |
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} catch (IOException | IllegalAccessException | IllegalArgumentException | NoSuchMethodException | |
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SecurityException | SQLException | TikaException | SAXException e) { |
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log.error(e.toString()); |
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} |
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} |
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final DecimalFormat decimalFormat = new DecimalFormat("#.##"); |
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log.info("List of suspects:"); |
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log.info(String.format("%40s %20s %20s %20s", "Directory*", "File*", "Probability*", "Model*")); |
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finalList = uniqueList(finalList); |
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Collections.sort(finalList, Comparator.comparing(FileMatchMetaData ::getFileName)); |
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for (final FileMatchMetaData data : finalList) { |
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String result = ""; |
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final String probability = decimalFormat.format(data.getAverageProbability()); |
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result = String.format("%40s %20s %20s %20s", |
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data.getDirectory(), |
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data.getFileName(), |
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probability, |
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data.getModel()); |
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log.info(result); |
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} |
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return Collections.unmodifiableList(fileMatches); |
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} |
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private List<FileMatchMetaData> discoverAgainstSingleModel(final Model model) |
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throws DataDefenderException, |
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IOException, |
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SAXException, |
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TikaException { |
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// Start running NLP algorithms for each column and collect percentage |
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fileMatches = new ArrayList<>(); |
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log.info("Directories to analyze: {}", StringUtils.join(directories, ",")); |
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// Let's iterate over directories |
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Metadata metadata; |
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for (final File node : directories) { |
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final List<File> files = (List<File>) FileUtils.listFiles(node, null, true); |
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for (final File fich : files) { |
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final String file = fich.getName(); |
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final String recursivedir = fich.getParent(); |
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log.info("Analyzing [" + fich.getCanonicalPath() + "]"); |
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final String ext = FilenameUtils.getExtension(fich.getName()).toLowerCase(Locale.ENGLISH); |
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log.debug("Extension: " + ext); |
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if (CollectionUtils.emptyIfNull(excludeExtensions).contains(ext)) { |
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log.info("Ignoring type " + ext); |
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continue; |
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} |
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final BodyContentHandler handler = new BodyContentHandler(-1); |
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final AutoDetectParser parser = new AutoDetectParser(); |
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metadata = new Metadata(); |
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String handlerString = ""; |
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try { |
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final InputStream stream = new FileInputStream(fich.getCanonicalPath()); |
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log.debug("Loading data into the stream"); |
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if (stream != null) { |
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parser.parse(stream, handler, metadata); |
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handlerString = handler.toString(); |
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log.debug(handlerString); |
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} |
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} catch (IOException e) { |
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log.info("Unable to read " + fich.getCanonicalPath() + ".Ignoring..."); |
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} |
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fileMatches = getMatchedFiles(model, handler.toString(), file, recursivedir); |
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} |
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} |
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return fileMatches; |
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} |
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protected List<FileMatchMetaData> getMatchedFiles(final Model model, String handler, String file, String recursivedir) { |
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final String tokens[] = model.getTokenizer().tokenize(handler); |
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final Span nameSpans[] = model.getNameFinder().find(tokens); |
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final double[] spanProbs = model.getNameFinder().probs(nameSpans); |
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List<Probability> probabilityList = new ArrayList<>(); |
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for (int i = 0; i < nameSpans.length; i++) { |
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log.info("Span: " + nameSpans[i].toString()); |
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log.info("Covered text is: " + tokens[nameSpans[i].getStart()]); |
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log.info("Probability is: " + spanProbs[i]); |
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probabilityList.add(new Probability(tokens[nameSpans[i].getStart()], spanProbs[i])); |
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} |
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model.getNameFinder().clearAdaptiveData(); |
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final double averageProbability = calculateAverage(probabilityList); |
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if (averageProbability >= config.getProbabilityThreshold()) { |
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final FileMatchMetaData result = new FileMatchMetaData(recursivedir, file); |
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result.setAverageProbability(averageProbability); |
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result.setModel(model.getName()); |
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fileMatches.add(result); |
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} |
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return fileMatches; |
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} |
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private Object callExtension(final FileMatchMetaData metadata, final String function, final String text) |
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throws SQLException, NoSuchMethodException, SecurityException, IllegalAccessException, |
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IllegalArgumentException, InvocationTargetException |
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{ |
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if (StringUtils.isBlank(function)) { |
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return null; |
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} |
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Object value = null; |
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try { |
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final String className = Utils.getClassName(function); |
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final String methodName = Utils.getMethodName(function); |
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final Method method = Class.forName(className).getMethod( |
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methodName, |
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new Class[] { FileMatchMetaData.class, String.class } |
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); |
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final SpecialCase instance = (SpecialCase) Class.forName(className).getConstructor().newInstance(); |
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final Map<String, Object> paramValues = new HashMap<>(2); |
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paramValues.put("metadata", metadata); |
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paramValues.put("text", text); |
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log.info("before"); |
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log.info(text); |
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value = method.invoke(instance, metadata, text); |
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log.info("after"); |
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} catch (InstantiationException | ClassNotFoundException ex) { |
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log.error(ex.toString()); |
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} |
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return value; |
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} |
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private static List<FileMatchMetaData> uniqueList(List<FileMatchMetaData> finalList) { |
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HashSet hs = new HashSet(); |
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hs.addAll(finalList); |
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finalList.clear(); |
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finalList.addAll(hs); |
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return finalList; |
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} |
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} |